FileBase DT1_rLS_20150728_2304um ElecNo 8 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.48 and 0.72 GB. - 8 bytes per element (scalar), 32080200 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.17 and 0.26 GB. - 8 bytes per element (scalar), 11548872 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.04 and 0.06 GB. - 2 bytes per element (data_int), 11548872 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11548872 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.03 GB. - 1 bytes per element (char), 11548872 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=641604, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.74 and 1.10 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 641604 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 641604 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 9 (4084 points): Lose 485.248942 but Gain 1270.314024 Iteration 0F (11.188188 sec): 19 clusters Score: Raw -40886628.618435 + Penalty 22865.652435 = -40863762.966000 nChanged 607071 Iteration 1F (16.871336 sec): 19 clusters Score: Raw -44754298.667685 + Penalty 22865.652435 = -44731433.015251 nChanged 160322 Iteration 2F (22.453461 sec): 19 clusters Score: Raw -45177859.605185 + Penalty 22865.652435 = -45154993.952750 nChanged 72263 Iteration 3F (28.099098 sec): 19 clusters Score: Raw -45284581.572231 + Penalty 22865.652435 = -45261715.919796 nChanged 42467 Iteration 4F (33.793254 sec): 19 clusters Score: Raw -45332220.061464 + Penalty 22865.652435 = -45309354.409029 nChanged 32167 Iteration 5F (39.403421 sec): 19 clusters Score: Raw -45362067.141085 + Penalty 22865.652435 = -45339201.488650 nChanged 26204 Iteration 6Q (42.637356 sec): 19 clusters Score: Raw -45383177.899378 + Penalty 22865.652435 = -45360312.246944 nChanged 21530 Iteration 7Q (45.843642 sec): 19 clusters Score: Raw -45398177.087400 + Penalty 22865.652435 = -45375311.434965 nChanged 18017 Iteration 8Q (49.257341 sec): 19 clusters Score: Raw -45409231.036217 + Penalty 22865.652435 = -45386365.383782 nChanged 15883 Iteration 9Q (52.527716 sec): 19 clusters Score: Raw -45418124.151055 + Penalty 22865.652435 = -45395258.498621 nChanged 14209 Iteration 10Q (55.707128 sec): 19 clusters Score: Raw -45425632.084931 + Penalty 22865.652435 = -45402766.432496 nChanged 12748 Iteration 11Q (58.960607 sec): 19 clusters Score: Raw -45432170.052842 + Penalty 22865.652435 = -45409304.400407 nChanged 11652 Iteration 12Q (62.157457 sec): 19 clusters Score: Raw -45437546.938074 + Penalty 22865.652435 = -45414681.285640 nChanged 10836 Iteration 13Q (65.380665 sec): 19 clusters Score: Raw -45441896.402444 + Penalty 22865.652435 = -45419030.750009 nChanged 10124 Iteration 14Q (68.539711 sec): 19 clusters Score: Raw -45445871.257341 + Penalty 22865.652435 = -45423005.604907 nChanged 9279 Iteration 15Q (71.674446 sec): 19 clusters Score: Raw -45450593.152369 + Penalty 22865.652435 = -45427727.499935 nChanged 8918 Iteration 16Q (74.762769 sec): 19 clusters Score: Raw -45453848.453546 + Penalty 22865.652435 = -45430982.801111 nChanged 8562 Iteration 17Q (77.798768 sec): 19 clusters Score: Raw -45456566.243113 + Penalty 22865.652435 = -45433700.590678 nChanged 8265 Iteration 18Q (80.930495 sec): 19 clusters Score: Raw -45459093.519390 + Penalty 22865.652435 = -45436227.866955 nChanged 8093 Iteration 19Q (84.141954 sec): 19 clusters Score: Raw -45461408.926276 + Penalty 22865.652435 = -45438543.273842 nChanged 7662 Writing temp clu file Because OldScore, -45436227.866955, is greater than current (better) Score,-45438543.273842 Compute initial score before splitting: Score: Raw -45461408.926276 + Penalty 22865.652435 = -45438543.273842 Trying to split cluster 1 (362550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.708934 sec): 2 clusters Score: Raw -27252847.618739 + Penalty 1216.087179 = -27251631.531560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (85.204143 sec): 3 clusters Score: Raw -27008120.594183 + Penalty 2432.174358 = -27005688.419825 nChanged 178205 SP:Iteration 1F (85.690467 sec): 3 clusters Score: Raw -27118385.810166 + Penalty 2432.174358 = -27115953.635808 nChanged 18060 SP:Iteration 2Q (86.223527 sec): 3 clusters Score: Raw -27126382.749758 + Penalty 2432.174358 = -27123950.575399 nChanged 23852 SP:Iteration 3F (86.729507 sec): 3 clusters Score: Raw -27140844.492213 + Penalty 2432.174358 = -27138412.317855 nChanged 30015 SP:Iteration 4F (87.232204 sec): 3 clusters Score: Raw -27164708.402900 + Penalty 2432.174358 = -27162276.228542 nChanged 32797 SP:Iteration 5F (87.728313 sec): 3 clusters Score: Raw -27195844.104262 + Penalty 2432.174358 = -27193411.929904 nChanged 27980 SP:Iteration 6F (88.229308 sec): 3 clusters Score: Raw -27224593.772812 + Penalty 2432.174358 = -27222161.598453 nChanged 17449 SP:Iteration 7Q (88.735163 sec): 3 clusters Score: Raw -27242599.532790 + Penalty 2432.174358 = -27240167.358432 nChanged 7559 SP:Iteration 8Q (89.203627 sec): 3 clusters Score: Raw -27250440.122895 + Penalty 2432.174358 = -27248007.948537 nChanged 2570 SP:Iteration 9Q (89.635624 sec): 3 clusters Score: Raw -27253601.699333 + Penalty 2432.174358 = -27251169.524975 nChanged 1583 SP:Iteration 10Q (90.066637 sec): 3 clusters Score: Raw -27255608.980750 + Penalty 2432.174358 = -27253176.806392 nChanged 1883 SP:Iteration 11Q (90.549629 sec): 3 clusters Score: Raw -27257836.038701 + Penalty 2432.174358 = -27255403.864343 nChanged 2384 SP:Iteration 12Q (90.972537 sec): 3 clusters Score: Raw -27260733.569592 + Penalty 2432.174358 = -27258301.395234 nChanged 3036 SP:Iteration 13Q (91.381014 sec): 3 clusters Score: Raw -27264174.992737 + Penalty 2432.174358 = -27261742.818378 nChanged 3481 SP:Iteration 14Q (91.789661 sec): 3 clusters Score: Raw -27267809.647176 + Penalty 2432.174358 = -27265377.472818 nChanged 3928 SP:Iteration 15Q (92.195714 sec): 3 clusters Score: Raw -27271344.469005 + Penalty 2432.174358 = -27268912.294647 nChanged 4067 SP:Iteration 16Q (92.607964 sec): 3 clusters Score: Raw -27274284.874315 + Penalty 2432.174358 = -27271852.699957 nChanged 3819 SP:Iteration 17Q (93.041102 sec): 3 clusters Score: Raw -27276426.047802 + Penalty 2432.174358 = -27273993.873444 nChanged 3357 SP:Iteration 18Q (93.472582 sec): 3 clusters Score: Raw -27278016.839616 + Penalty 2432.174358 = -27275584.665258 nChanged 3065 SP:Iteration 19Q (93.887255 sec): 3 clusters Score: Raw -27279250.411445 + Penalty 2432.174358 = -27276818.237087 nChanged 2668 SP:Iteration 20F (94.392027 sec): 3 clusters Score: Raw -27283391.054608 + Penalty 2432.174358 = -27280958.880250 nChanged 6447 SP:Iteration 21Q (94.811326 sec): 3 clusters Score: Raw -27288030.245038 + Penalty 2432.174358 = -27285598.070680 nChanged 6802 SP:Iteration 22Q (95.239311 sec): 3 clusters Score: Raw -27292661.573497 + Penalty 2432.174358 = -27290229.399139 nChanged 7570 SP:Iteration 23Q (95.675803 sec): 3 clusters Score: Raw -27297557.728556 + Penalty 2432.174358 = -27295125.554198 nChanged 8377 SP:Iteration 24Q (96.125427 sec): 3 clusters Score: Raw -27302714.650753 + Penalty 2432.174358 = -27300282.476395 nChanged 9014 SP:Iteration 25Q (96.561103 sec): 3 clusters Score: Raw -27307960.887459 + Penalty 2432.174358 = -27305528.713101 nChanged 9465 SP:Iteration 26Q (97.008231 sec): 3 clusters Score: Raw -27312947.976093 + Penalty 2432.174358 = -27310515.801735 nChanged 8877 SP:Iteration 27Q (97.466148 sec): 3 clusters Score: Raw -27317046.121370 + Penalty 2432.174358 = -27314613.947012 nChanged 7480 SP:Iteration 28Q (97.909533 sec): 3 clusters Score: Raw -27320060.373238 + Penalty 2432.174358 = -27317628.198880 nChanged 5868 SP:Iteration 29Q (98.340250 sec): 3 clusters Score: Raw -27322075.421340 + Penalty 2432.174358 = -27319643.246982 nChanged 4045 SP:Iteration 30Q (98.780672 sec): 3 clusters Score: Raw -27323054.014518 + Penalty 2432.174358 = -27320621.840160 nChanged 2364 SP:Iteration 31Q (99.237311 sec): 3 clusters Score: Raw -27323428.591285 + Penalty 2432.174358 = -27320996.416927 nChanged 1319 SP:Iteration 32Q (99.686808 sec): 3 clusters Score: Raw -27323592.362282 + Penalty 2432.174358 = -27321160.187923 nChanged 849 SP:Iteration 33Q (100.135784 sec): 3 clusters Score: Raw -27323675.200490 + Penalty 2432.174358 = -27321243.026132 nChanged 568 SP:Iteration 34Q (100.590108 sec): 3 clusters Score: Raw -27323725.084036 + Penalty 2432.174358 = -27321292.909677 nChanged 418 SP:Iteration 35Q (101.026390 sec): 3 clusters Score: Raw -27323757.559197 + Penalty 2432.174358 = -27321325.384838 nChanged 344 SP:Iteration 36Q (101.474488 sec): 3 clusters Score: Raw -27323779.480605 + Penalty 2432.174358 = -27321347.306247 nChanged 284 SP:Iteration 37Q (101.910505 sec): 3 clusters Score: Raw -27323793.502368 + Penalty 2432.174358 = -27321361.328010 nChanged 186 SP:Iteration 38Q (102.349478 sec): 3 clusters Score: Raw -27323804.041514 + Penalty 2432.174358 = -27321371.867156 nChanged 145 SP:Iteration 39Q (102.783879 sec): 3 clusters Score: Raw -27323812.669709 + Penalty 2432.174358 = -27321380.495351 nChanged 127 SP:Iteration 40F (103.270191 sec): 3 clusters Score: Raw -27330446.854702 + Penalty 2432.174358 = -27328014.680344 nChanged 13058 SP:Iteration 41Q (103.725015 sec): 3 clusters Score: Raw -27342238.739687 + Penalty 2432.174358 = -27339806.565329 nChanged 14074 SP:Iteration 42Q (104.189626 sec): 3 clusters Score: Raw -27353886.553231 + Penalty 2432.174358 = -27351454.378873 nChanged 12142 SP:Iteration 43Q (104.645845 sec): 3 clusters Score: Raw -27362418.792304 + Penalty 2432.174358 = -27359986.617945 nChanged 8989 SP:Iteration 44Q (105.106644 sec): 3 clusters Score: Raw -27367755.338026 + Penalty 2432.174358 = -27365323.163668 nChanged 6209 SP:Iteration 45Q (105.577677 sec): 3 clusters Score: Raw -27370671.179513 + Penalty 2432.174358 = -27368239.005155 nChanged 4138 SP:Iteration 46Q (106.037107 sec): 3 clusters Score: Raw -27372094.162080 + Penalty 2432.174358 = -27369661.987722 nChanged 3009 SP:Iteration 47Q (106.511442 sec): 3 clusters Score: Raw -27372976.320379 + Penalty 2432.174358 = -27370544.146021 nChanged 2481 SP:Iteration 48Q (106.976494 sec): 3 clusters Score: Raw -27373618.897096 + Penalty 2432.174358 = -27371186.722738 nChanged 2019 SP:Iteration 49Q (107.444058 sec): 3 clusters Score: Raw -27374104.110479 + Penalty 2432.174358 = -27371671.936121 nChanged 1709 SP:Iteration 50Q (107.907117 sec): 3 clusters Score: Raw -27374457.023273 + Penalty 2432.174358 = -27372024.848915 nChanged 1388 SP:Iteration 51Q (108.362672 sec): 3 clusters Score: Raw -27374702.337086 + Penalty 2432.174358 = -27372270.162728 nChanged 1120 SP:Iteration 52Q (108.822279 sec): 3 clusters Score: Raw -27374880.872462 + Penalty 2432.174358 = -27372448.698104 nChanged 941 SP:Iteration 53Q (109.286168 sec): 3 clusters Score: Raw -27375010.578141 + Penalty 2432.174358 = -27372578.403783 nChanged 782 SP:Iteration 54Q (109.750883 sec): 3 clusters Score: Raw -27375106.258526 + Penalty 2432.174358 = -27372674.084168 nChanged 622 SP:Iteration 55Q (110.235361 sec): 3 clusters Score: Raw -27375170.703984 + Penalty 2432.174358 = -27372738.529626 nChanged 562 SP:Iteration 56Q (110.712763 sec): 3 clusters Score: Raw -27375225.944660 + Penalty 2432.174358 = -27372793.770302 nChanged 466 SP:Iteration 57Q (111.197282 sec): 3 clusters Score: Raw -27375260.051367 + Penalty 2432.174358 = -27372827.877009 nChanged 366 SP:Iteration 58Q (111.667108 sec): 3 clusters Score: Raw -27375288.037977 + Penalty 2432.174358 = -27372855.863619 nChanged 309 SP:Iteration 59Q (112.123681 sec): 3 clusters Score: Raw -27375306.771830 + Penalty 2432.174358 = -27372874.597471 nChanged 237 SP:Iteration 60F (112.604646 sec): 3 clusters Score: Raw -27376309.312709 + Penalty 2432.174358 = -27373877.138350 nChanged 1686 SP:Iteration 61Q (113.082754 sec): 3 clusters Score: Raw -27376844.842405 + Penalty 2432.174358 = -27374412.668047 nChanged 1167 SP:Iteration 62Q (113.555577 sec): 3 clusters Score: Raw -27377080.347312 + Penalty 2432.174358 = -27374648.172954 nChanged 1055 SP:Iteration 63Q (114.041009 sec): 3 clusters Score: Raw -27377269.198710 + Penalty 2432.174358 = -27374837.024352 nChanged 967 SP:Iteration 64Q (114.510513 sec): 3 clusters Score: Raw -27377427.313433 + Penalty 2432.174358 = -27374995.139075 nChanged 948 SP:Iteration 65Q (115.005085 sec): 3 clusters Score: Raw -27377580.630068 + Penalty 2432.174358 = -27375148.455710 nChanged 903 SP:Iteration 66Q (115.465621 sec): 3 clusters Score: Raw -27377724.422193 + Penalty 2432.174358 = -27375292.247835 nChanged 859 SP:Iteration 67Q (115.946325 sec): 3 clusters Score: Raw -27377857.524579 + Penalty 2432.174358 = -27375425.350221 nChanged 825 SP:Iteration 68Q (116.429619 sec): 3 clusters Score: Raw -27377988.111952 + Penalty 2432.174358 = -27375555.937593 nChanged 815 SP:Iteration 69Q (116.900444 sec): 3 clusters Score: Raw -27378118.930118 + Penalty 2432.174358 = -27375686.755760 nChanged 806 SP:Iteration 70Q (117.382036 sec): 3 clusters Score: Raw -27378253.286755 + Penalty 2432.174358 = -27375821.112397 nChanged 820 SP:Iteration 71Q (117.867821 sec): 3 clusters Score: Raw -27378397.481365 + Penalty 2432.174358 = -27375965.307007 nChanged 845 SP:Iteration 72Q (118.349526 sec): 3 clusters Score: Raw -27378564.494850 + Penalty 2432.174358 = -27376132.320492 nChanged 897 SP:Iteration 73Q (118.814294 sec): 3 clusters Score: Raw -27378744.741005 + Penalty 2432.174358 = -27376312.566646 nChanged 863 SP:Iteration 74Q (119.284801 sec): 3 clusters Score: Raw -27378926.439789 + Penalty 2432.174358 = -27376494.265430 nChanged 851 SP:Iteration 75Q (119.747034 sec): 3 clusters Score: Raw -27379123.536650 + Penalty 2432.174358 = -27376691.362292 nChanged 935 SP:Iteration 76Q (120.229713 sec): 3 clusters Score: Raw -27379360.816608 + Penalty 2432.174358 = -27376928.642250 nChanged 927 SP:Iteration 77Q (120.710102 sec): 3 clusters Score: Raw -27379622.796010 + Penalty 2432.174358 = -27377190.621651 nChanged 991 SP:Iteration 78Q (121.193924 sec): 3 clusters Score: Raw -27379927.664322 + Penalty 2432.174358 = -27377495.489963 nChanged 1042 SP:Iteration 79Q (121.649542 sec): 3 clusters Score: Raw -27380313.580738 + Penalty 2432.174358 = -27377881.406379 nChanged 1176 SP:Iteration 80F (122.143567 sec): 3 clusters Score: Raw -27380859.571034 + Penalty 2432.174358 = -27378427.396676 nChanged 1365 SP:Iteration 81Q (122.608997 sec): 3 clusters Score: Raw -27381677.649203 + Penalty 2432.174358 = -27379245.474845 nChanged 1576 SP:Iteration 82Q (123.081246 sec): 3 clusters Score: Raw -27382922.269267 + Penalty 2432.174358 = -27380490.094909 nChanged 1747 SP:Iteration 83Q (123.552963 sec): 3 clusters Score: Raw -27384828.762870 + Penalty 2432.174358 = -27382396.588511 nChanged 1898 SP:Iteration 84Q (124.020190 sec): 3 clusters Score: Raw -27387938.922844 + Penalty 2432.174358 = -27385506.748485 nChanged 2136 SP:Iteration 85Q (124.507213 sec): 3 clusters Score: Raw -27394060.740063 + Penalty 2432.174358 = -27391628.565704 nChanged 2338 SP:Iteration 86Q (125.001034 sec): 3 clusters Score: Raw -27405573.210248 + Penalty 2432.174358 = -27403141.035890 nChanged 1098 SP:Iteration 87Q (125.449649 sec): 3 clusters Score: Raw -27414938.285891 + Penalty 2432.174358 = -27412506.111533 nChanged 671 SP:Iteration 88Q (125.872802 sec): 3 clusters Score: Raw -27425416.471519 + Penalty 2432.174358 = -27422984.297161 nChanged 524 SP:Iteration 89Q (126.288303 sec): 3 clusters Score: Raw -27440709.895581 + Penalty 2432.174358 = -27438277.721223 nChanged 481 SP:Iteration 90Q (126.690469 sec): 3 clusters Score: Raw -27461437.009023 + Penalty 2432.174358 = -27459004.834665 nChanged 294 SP:Iteration 91Q (127.096696 sec): 3 clusters Score: Raw -27469584.842130 + Penalty 2432.174358 = -27467152.667771 nChanged 20 SP:Iteration 92Q (127.504150 sec): 3 clusters Score: Raw -27469675.575227 + Penalty 2432.174358 = -27467243.400869 nChanged 0 SP:Iteration 93F (128.004947 sec): 3 clusters Score: Raw -27469675.575227 + Penalty 2432.174358 = -27467243.400869 nChanged 0 Score: Raw -45679301.331261 + Penalty 24135.966459 = -45655165.364803 Splitting cluster 1 changes total score from -45438543.273842 to -45655165.364803 So it's getting split into cluster 9. Trying to split cluster 2 (13756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (134.012713 sec): 2 clusters Score: Raw -1016517.547803 + Penalty 905.276885 = -1015612.270917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (134.074814 sec): 3 clusters Score: Raw -1008159.292677 + Penalty 1810.553771 = -1006348.738907 nChanged 6355 SP:Iteration 1F (134.137309 sec): 3 clusters Score: Raw -1012466.511506 + Penalty 1810.553771 = -1010655.957735 nChanged 1232 SP:Iteration 2F (134.198600 sec): 3 clusters Score: Raw -1013400.538675 + Penalty 1810.553771 = -1011589.984905 nChanged 1180 SP:Iteration 3F (134.258075 sec): 3 clusters Score: Raw -1014301.171036 + Penalty 1810.553771 = -1012490.617265 nChanged 979 SP:Iteration 4F (134.323996 sec): 3 clusters Score: Raw -1014941.397082 + Penalty 1810.553771 = -1013130.843312 nChanged 721 SP:Iteration 5F (134.379789 sec): 3 clusters Score: Raw -1015330.914952 + Penalty 1810.553771 = -1013520.361181 nChanged 476 SP:Iteration 6Q (134.432528 sec): 3 clusters Score: Raw -1015538.500967 + Penalty 1810.553771 = -1013727.947197 nChanged 298 SP:Iteration 7Q (134.503943 sec): 3 clusters Score: Raw -1015646.518561 + Penalty 1810.553771 = -1013835.964791 nChanged 209 SP:Iteration 8Q (134.553357 sec): 3 clusters Score: Raw -1015712.483949 + Penalty 1810.553771 = -1013901.930178 nChanged 165 SP:Iteration 9Q (134.624917 sec): 3 clusters Score: Raw -1015763.314346 + Penalty 1810.553771 = -1013952.760575 nChanged 151 SP:Iteration 10Q (134.677514 sec): 3 clusters Score: Raw -1015808.050976 + Penalty 1810.553771 = -1013997.497206 nChanged 140 SP:Iteration 11Q (134.739186 sec): 3 clusters Score: Raw -1015848.819504 + Penalty 1810.553771 = -1014038.265733 nChanged 120 SP:Iteration 12Q (134.804072 sec): 3 clusters Score: Raw -1015883.167694 + Penalty 1810.553771 = -1014072.613924 nChanged 105 SP:Iteration 13Q (134.866729 sec): 3 clusters Score: Raw -1015908.621267 + Penalty 1810.553771 = -1014098.067497 nChanged 99 SP:Iteration 14Q (134.938213 sec): 3 clusters Score: Raw -1015938.735897 + Penalty 1810.553771 = -1014128.182126 nChanged 102 SP:Iteration 15Q (134.997219 sec): 3 clusters Score: Raw -1015974.751125 + Penalty 1810.553771 = -1014164.197355 nChanged 110 SP:Iteration 16Q (135.051526 sec): 3 clusters Score: Raw -1016016.224859 + Penalty 1810.553771 = -1014205.671089 nChanged 114 SP:Iteration 17Q (135.121172 sec): 3 clusters Score: Raw -1016060.207741 + Penalty 1810.553771 = -1014249.653970 nChanged 124 SP:Iteration 18Q (135.187845 sec): 3 clusters Score: Raw -1016110.730334 + Penalty 1810.553771 = -1014300.176563 nChanged 128 SP:Iteration 19Q (135.243754 sec): 3 clusters Score: Raw -1016168.258524 + Penalty 1810.553771 = -1014357.704753 nChanged 116 SP:Iteration 20F (135.303175 sec): 3 clusters Score: Raw -1016231.795538 + Penalty 1810.553771 = -1014421.241767 nChanged 124 SP:Iteration 21Q (135.364262 sec): 3 clusters Score: Raw -1016302.769068 + Penalty 1810.553771 = -1014492.215297 nChanged 126 SP:Iteration 22Q (135.427775 sec): 3 clusters Score: Raw -1016375.279720 + Penalty 1810.553771 = -1014564.725950 nChanged 98 SP:Iteration 23Q (135.496824 sec): 3 clusters Score: Raw -1016429.276962 + Penalty 1810.553771 = -1014618.723191 nChanged 90 SP:Iteration 24Q (135.563361 sec): 3 clusters Score: Raw -1016484.681608 + Penalty 1810.553771 = -1014674.127837 nChanged 98 SP:Iteration 25Q (135.626217 sec): 3 clusters Score: Raw -1016557.392186 + Penalty 1810.553771 = -1014746.838415 nChanged 86 SP:Iteration 26Q (135.694381 sec): 3 clusters Score: Raw -1016620.137079 + Penalty 1810.553771 = -1014809.583308 nChanged 61 SP:Iteration 27Q (135.745500 sec): 3 clusters Score: Raw -1016671.625635 + Penalty 1810.553771 = -1014861.071864 nChanged 59 SP:Iteration 28Q (135.805797 sec): 3 clusters Score: Raw -1016730.187173 + Penalty 1810.553771 = -1014919.633403 nChanged 56 SP:Iteration 29Q (135.866988 sec): 3 clusters Score: Raw -1016811.026734 + Penalty 1810.553771 = -1015000.472963 nChanged 35 SP:Iteration 30Q (135.929101 sec): 3 clusters Score: Raw -1016912.146442 + Penalty 1810.553771 = -1015101.592671 nChanged 25 SP:Iteration 31Q (135.982941 sec): 3 clusters Score: Raw -1016951.900897 + Penalty 1810.553771 = -1015141.347127 nChanged 13 SP:Iteration 32Q (136.050766 sec): 3 clusters Score: Raw -1016960.658089 + Penalty 1810.553771 = -1015150.104318 nChanged 9 SP:Iteration 33Q (136.112505 sec): 3 clusters Score: Raw -1016966.855503 + Penalty 1810.553771 = -1015156.301733 nChanged 6 SP:Iteration 34Q (136.156491 sec): 3 clusters Score: Raw -1016973.322977 + Penalty 1810.553771 = -1015162.769207 nChanged 4 SP:Iteration 35Q (136.212832 sec): 3 clusters Score: Raw -1016976.874824 + Penalty 1810.553771 = -1015166.321053 nChanged 6 SP:Iteration 36Q (136.270007 sec): 3 clusters Score: Raw -1016983.299395 + Penalty 1810.553771 = -1015172.745624 nChanged 6 SP:Iteration 37Q (136.342418 sec): 3 clusters Score: Raw -1016988.397149 + Penalty 1810.553771 = -1015177.843378 nChanged 6 SP:Iteration 38Q (136.395955 sec): 3 clusters Score: Raw -1016990.896117 + Penalty 1810.553771 = -1015180.342346 nChanged 1 SP:Iteration 39Q (136.463320 sec): 3 clusters Score: Raw -1016991.186254 + Penalty 1810.553771 = -1015180.632484 nChanged 0 SP:Iteration 40F (136.525267 sec): 3 clusters Score: Raw -1016996.393129 + Penalty 1810.553771 = -1015185.839359 nChanged 4 SP:Iteration 41Q (136.584087 sec): 3 clusters Score: Raw -1016999.271314 + Penalty 1810.553771 = -1015188.717543 nChanged 4 SP:Iteration 42Q (136.642468 sec): 3 clusters Score: Raw -1017001.163564 + Penalty 1810.553771 = -1015190.609794 nChanged 2 SP:Iteration 43Q (136.695766 sec): 3 clusters Score: Raw -1017002.045017 + Penalty 1810.553771 = -1015191.491247 nChanged 1 SP:Iteration 44Q (136.749499 sec): 3 clusters Score: Raw -1017002.374106 + Penalty 1810.553771 = -1015191.820335 nChanged 0 SP:Iteration 45F (136.812584 sec): 3 clusters Score: Raw -1017002.374106 + Penalty 1810.553771 = -1015191.820335 nChanged 0 Trying to split cluster 3 (4944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (136.843873 sec): 2 clusters Score: Raw -284056.800543 + Penalty 808.063350 = -283248.737194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (136.886163 sec): 3 clusters Score: Raw -281351.430156 + Penalty 1616.126700 = -279735.303456 nChanged 2152 SP:Iteration 1F (136.927909 sec): 3 clusters Score: Raw -283065.133480 + Penalty 1616.126700 = -281449.006780 nChanged 545 SP:Iteration 2F (136.980136 sec): 3 clusters Score: Raw -283928.499568 + Penalty 1616.126700 = -282312.372868 nChanged 552 SP:Iteration 3F (137.025206 sec): 3 clusters Score: Raw -284881.975538 + Penalty 1616.126700 = -283265.848838 nChanged 520 SP:Iteration 4F (137.072487 sec): 3 clusters Score: Raw -285749.683290 + Penalty 1616.126700 = -284133.556590 nChanged 451 SP:Iteration 5F (137.117263 sec): 3 clusters Score: Raw -286236.956340 + Penalty 1616.126700 = -284620.829640 nChanged 216 SP:Iteration 6Q (137.155640 sec): 3 clusters Score: Raw -286381.276458 + Penalty 1616.126700 = -284765.149758 nChanged 119 SP:Iteration 7Q (137.208358 sec): 3 clusters Score: Raw -286428.227229 + Penalty 1616.126700 = -284812.100529 nChanged 66 SP:Iteration 8Q (137.258324 sec): 3 clusters Score: Raw -286442.871054 + Penalty 1616.126700 = -284826.744354 nChanged 33 SP:Iteration 9Q (137.305557 sec): 3 clusters Score: Raw -286448.797355 + Penalty 1616.126700 = -284832.670655 nChanged 19 SP:Iteration 10Q (137.354688 sec): 3 clusters Score: Raw -286451.307142 + Penalty 1616.126700 = -284835.180442 nChanged 11 SP:Iteration 11Q (137.394376 sec): 3 clusters Score: Raw -286453.297276 + Penalty 1616.126700 = -284837.170576 nChanged 12 SP:Iteration 12Q (137.443854 sec): 3 clusters Score: Raw -286454.894445 + Penalty 1616.126700 = -284838.767746 nChanged 5 SP:Iteration 13Q (137.504517 sec): 3 clusters Score: Raw -286455.467808 + Penalty 1616.126700 = -284839.341108 nChanged 3 SP:Iteration 14Q (137.546965 sec): 3 clusters Score: Raw -286455.734104 + Penalty 1616.126700 = -284839.607404 nChanged 1 SP:Iteration 15Q (137.606530 sec): 3 clusters Score: Raw -286455.828231 + Penalty 1616.126700 = -284839.701531 nChanged 0 SP:Iteration 16F (137.651260 sec): 3 clusters Score: Raw -286455.828231 + Penalty 1616.126700 = -284839.701531 nChanged 0 Score: Raw -45681700.358949 + Penalty 25406.280483 = -45656294.078466 Splitting cluster 3 changes total score from -45438543.273842 to -45656294.078466 So it's getting split into cluster 20. Trying to split cluster 4 (31283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.035872 sec): 2 clusters Score: Raw -2228078.664906 + Penalty 983.328859 = -2227095.336047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (144.120017 sec): 3 clusters Score: Raw -2208048.707101 + Penalty 1966.657719 = -2206082.049382 nChanged 14852 SP:Iteration 1F (144.205546 sec): 3 clusters Score: Raw -2216837.524861 + Penalty 1966.657719 = -2214870.867142 nChanged 1723 SP:Iteration 2F (144.292518 sec): 3 clusters Score: Raw -2217748.053569 + Penalty 1966.657719 = -2215781.395851 nChanged 1903 SP:Iteration 3F (144.374366 sec): 3 clusters Score: Raw -2218875.745289 + Penalty 1966.657719 = -2216909.087570 nChanged 1955 SP:Iteration 4F (144.441929 sec): 3 clusters Score: Raw -2220090.003328 + Penalty 1966.657719 = -2218123.345609 nChanged 2047 SP:Iteration 5F (144.527187 sec): 3 clusters Score: Raw -2221322.187920 + Penalty 1966.657719 = -2219355.530201 nChanged 1841 SP:Iteration 6F (144.613429 sec): 3 clusters Score: Raw -2222374.659245 + Penalty 1966.657719 = -2220408.001527 nChanged 1638 SP:Iteration 7F (144.690524 sec): 3 clusters Score: Raw -2223285.716965 + Penalty 1966.657719 = -2221319.059247 nChanged 1406 SP:Iteration 8Q (144.769670 sec): 3 clusters Score: Raw -2224046.806801 + Penalty 1966.657719 = -2222080.149082 nChanged 1208 SP:Iteration 9Q (144.852070 sec): 3 clusters Score: Raw -2224665.796589 + Penalty 1966.657719 = -2222699.138871 nChanged 1065 SP:Iteration 10Q (144.928099 sec): 3 clusters Score: Raw -2225189.264306 + Penalty 1966.657719 = -2223222.606587 nChanged 923 SP:Iteration 11Q (145.009790 sec): 3 clusters Score: Raw -2225621.603818 + Penalty 1966.657719 = -2223654.946099 nChanged 839 SP:Iteration 12Q (145.097341 sec): 3 clusters Score: Raw -2226015.939740 + Penalty 1966.657719 = -2224049.282022 nChanged 826 SP:Iteration 13Q (145.177183 sec): 3 clusters Score: Raw -2226403.571491 + Penalty 1966.657719 = -2224436.913772 nChanged 761 SP:Iteration 14Q (145.267733 sec): 3 clusters Score: Raw -2226738.651567 + Penalty 1966.657719 = -2224771.993849 nChanged 672 SP:Iteration 15Q (145.343257 sec): 3 clusters Score: Raw -2227019.942480 + Penalty 1966.657719 = -2225053.284762 nChanged 628 SP:Iteration 16Q (145.430767 sec): 3 clusters Score: Raw -2227252.670624 + Penalty 1966.657719 = -2225286.012905 nChanged 596 SP:Iteration 17Q (145.516246 sec): 3 clusters Score: Raw -2227459.324677 + Penalty 1966.657719 = -2225492.666958 nChanged 528 SP:Iteration 18Q (145.600114 sec): 3 clusters Score: Raw -2227626.325192 + Penalty 1966.657719 = -2225659.667473 nChanged 476 SP:Iteration 19Q (145.681990 sec): 3 clusters Score: Raw -2227772.832665 + Penalty 1966.657719 = -2225806.174946 nChanged 448 SP:Iteration 20F (145.758473 sec): 3 clusters Score: Raw -2227900.600657 + Penalty 1966.657719 = -2225933.942938 nChanged 429 SP:Iteration 21Q (145.847409 sec): 3 clusters Score: Raw -2228025.262339 + Penalty 1966.657719 = -2226058.604621 nChanged 407 SP:Iteration 22Q (145.922776 sec): 3 clusters Score: Raw -2228138.543697 + Penalty 1966.657719 = -2226171.885979 nChanged 381 SP:Iteration 23Q (146.019651 sec): 3 clusters Score: Raw -2228238.748200 + Penalty 1966.657719 = -2226272.090481 nChanged 346 SP:Iteration 24Q (146.101121 sec): 3 clusters Score: Raw -2228330.264302 + Penalty 1966.657719 = -2226363.606584 nChanged 311 SP:Iteration 25Q (146.184975 sec): 3 clusters Score: Raw -2228407.299092 + Penalty 1966.657719 = -2226440.641374 nChanged 275 SP:Iteration 26Q (146.266826 sec): 3 clusters Score: Raw -2228469.263844 + Penalty 1966.657719 = -2226502.606125 nChanged 239 SP:Iteration 27Q (146.350220 sec): 3 clusters Score: Raw -2228522.047689 + Penalty 1966.657719 = -2226555.389970 nChanged 216 SP:Iteration 28Q (146.418149 sec): 3 clusters Score: Raw -2228570.944112 + Penalty 1966.657719 = -2226604.286393 nChanged 188 SP:Iteration 29Q (146.499624 sec): 3 clusters Score: Raw -2228611.105267 + Penalty 1966.657719 = -2226644.447548 nChanged 173 SP:Iteration 30Q (146.580714 sec): 3 clusters Score: Raw -2228644.491225 + Penalty 1966.657719 = -2226677.833506 nChanged 150 SP:Iteration 31Q (146.647620 sec): 3 clusters Score: Raw -2228671.613542 + Penalty 1966.657719 = -2226704.955823 nChanged 136 SP:Iteration 32Q (146.720545 sec): 3 clusters Score: Raw -2228694.584422 + Penalty 1966.657719 = -2226727.926703 nChanged 116 SP:Iteration 33Q (146.809672 sec): 3 clusters Score: Raw -2228711.937736 + Penalty 1966.657719 = -2226745.280018 nChanged 103 SP:Iteration 34Q (146.886965 sec): 3 clusters Score: Raw -2228727.815148 + Penalty 1966.657719 = -2226761.157430 nChanged 86 SP:Iteration 35Q (146.967614 sec): 3 clusters Score: Raw -2228743.234597 + Penalty 1966.657719 = -2226776.576878 nChanged 79 SP:Iteration 36Q (147.057384 sec): 3 clusters Score: Raw -2228758.135088 + Penalty 1966.657719 = -2226791.477370 nChanged 87 SP:Iteration 37Q (147.139427 sec): 3 clusters Score: Raw -2228773.381397 + Penalty 1966.657719 = -2226806.723679 nChanged 72 SP:Iteration 38Q (147.225488 sec): 3 clusters Score: Raw -2228784.288277 + Penalty 1966.657719 = -2226817.630558 nChanged 60 SP:Iteration 39Q (147.302019 sec): 3 clusters Score: Raw -2228792.983064 + Penalty 1966.657719 = -2226826.325346 nChanged 57 SP:Iteration 40F (147.389284 sec): 3 clusters Score: Raw -2228800.716507 + Penalty 1966.657719 = -2226834.058788 nChanged 37 SP:Iteration 41Q (147.449568 sec): 3 clusters Score: Raw -2228805.882241 + Penalty 1966.657719 = -2226839.224522 nChanged 39 SP:Iteration 42Q (147.532364 sec): 3 clusters Score: Raw -2228810.946360 + Penalty 1966.657719 = -2226844.288641 nChanged 29 SP:Iteration 43Q (147.623828 sec): 3 clusters Score: Raw -2228814.358696 + Penalty 1966.657719 = -2226847.700977 nChanged 21 SP:Iteration 44Q (147.700495 sec): 3 clusters Score: Raw -2228816.369715 + Penalty 1966.657719 = -2226849.711997 nChanged 25 SP:Iteration 45Q (147.791012 sec): 3 clusters Score: Raw -2228819.143389 + Penalty 1966.657719 = -2226852.485670 nChanged 21 SP:Iteration 46Q (147.875081 sec): 3 clusters Score: Raw -2228821.501437 + Penalty 1966.657719 = -2226854.843718 nChanged 21 SP:Iteration 47Q (147.957833 sec): 3 clusters Score: Raw -2228823.831017 + Penalty 1966.657719 = -2226857.173298 nChanged 20 SP:Iteration 48Q (148.032313 sec): 3 clusters Score: Raw -2228825.799790 + Penalty 1966.657719 = -2226859.142071 nChanged 15 SP:Iteration 49Q (148.106691 sec): 3 clusters Score: Raw -2228827.355001 + Penalty 1966.657719 = -2226860.697283 nChanged 17 SP:Iteration 50Q (148.195437 sec): 3 clusters Score: Raw -2228828.912444 + Penalty 1966.657719 = -2226862.254725 nChanged 14 SP:Iteration 51Q (148.280624 sec): 3 clusters Score: Raw -2228830.150980 + Penalty 1966.657719 = -2226863.493261 nChanged 12 SP:Iteration 52Q (148.351693 sec): 3 clusters Score: Raw -2228831.278250 + Penalty 1966.657719 = -2226864.620531 nChanged 7 SP:Iteration 53Q (148.434831 sec): 3 clusters Score: Raw -2228831.908540 + Penalty 1966.657719 = -2226865.250821 nChanged 7 SP:Iteration 54Q (148.513423 sec): 3 clusters Score: Raw -2228832.754123 + Penalty 1966.657719 = -2226866.096404 nChanged 13 SP:Iteration 55Q (148.600402 sec): 3 clusters Score: Raw -2228834.304263 + Penalty 1966.657719 = -2226867.646545 nChanged 15 SP:Iteration 56Q (148.671433 sec): 3 clusters Score: Raw -2228835.567989 + Penalty 1966.657719 = -2226868.910270 nChanged 14 SP:Iteration 57Q (148.743902 sec): 3 clusters Score: Raw -2228836.999914 + Penalty 1966.657719 = -2226870.342195 nChanged 16 SP:Iteration 58Q (148.825019 sec): 3 clusters Score: Raw -2228838.822527 + Penalty 1966.657719 = -2226872.164808 nChanged 11 SP:Iteration 59Q (148.902254 sec): 3 clusters Score: Raw -2228840.177608 + Penalty 1966.657719 = -2226873.519889 nChanged 12 SP:Iteration 60F (148.974251 sec): 3 clusters Score: Raw -2228841.395401 + Penalty 1966.657719 = -2226874.737682 nChanged 8 SP:Iteration 61Q (149.051697 sec): 3 clusters Score: Raw -2228841.956266 + Penalty 1966.657719 = -2226875.298547 nChanged 6 SP:Iteration 62Q (149.127551 sec): 3 clusters Score: Raw -2228842.383910 + Penalty 1966.657719 = -2226875.726192 nChanged 2 SP:Iteration 63Q (149.201720 sec): 3 clusters Score: Raw -2228842.605390 + Penalty 1966.657719 = -2226875.947672 nChanged 8 SP:Iteration 64Q (149.289262 sec): 3 clusters Score: Raw -2228843.351804 + Penalty 1966.657719 = -2226876.694086 nChanged 6 SP:Iteration 65Q (149.367118 sec): 3 clusters Score: Raw -2228843.758443 + Penalty 1966.657719 = -2226877.100725 nChanged 8 SP:Iteration 66Q (149.445643 sec): 3 clusters Score: Raw -2228844.566520 + Penalty 1966.657719 = -2226877.908802 nChanged 8 SP:Iteration 67Q (149.525941 sec): 3 clusters Score: Raw -2228845.413131 + Penalty 1966.657719 = -2226878.755412 nChanged 7 SP:Iteration 68Q (149.608280 sec): 3 clusters Score: Raw -2228846.146038 + Penalty 1966.657719 = -2226879.488319 nChanged 5 SP:Iteration 69Q (149.683306 sec): 3 clusters Score: Raw -2228846.701594 + Penalty 1966.657719 = -2226880.043875 nChanged 6 SP:Iteration 70Q (149.766939 sec): 3 clusters Score: Raw -2228847.068380 + Penalty 1966.657719 = -2226880.410661 nChanged 2 SP:Iteration 71Q (149.846753 sec): 3 clusters Score: Raw -2228847.203985 + Penalty 1966.657719 = -2226880.546266 nChanged 0 SP:Iteration 72F (149.935590 sec): 3 clusters Score: Raw -2228847.203985 + Penalty 1966.657719 = -2226880.546266 nChanged 0 Trying to split cluster 5 (9825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (149.972122 sec): 2 clusters Score: Raw -635303.256796 + Penalty 873.305116 = -634429.951679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (150.016168 sec): 3 clusters Score: Raw -629407.980908 + Penalty 1746.610233 = -627661.370676 nChanged 4431 SP:Iteration 1F (150.076555 sec): 3 clusters Score: Raw -631982.104828 + Penalty 1746.610233 = -630235.494595 nChanged 716 SP:Iteration 2F (150.140204 sec): 3 clusters Score: Raw -632369.132912 + Penalty 1746.610233 = -630622.522679 nChanged 660 SP:Iteration 3F (150.195412 sec): 3 clusters Score: Raw -632723.947843 + Penalty 1746.610233 = -630977.337610 nChanged 647 SP:Iteration 4F (150.245423 sec): 3 clusters Score: Raw -633112.746344 + Penalty 1746.610233 = -631366.136111 nChanged 635 SP:Iteration 5F (150.313803 sec): 3 clusters Score: Raw -633515.649990 + Penalty 1746.610233 = -631769.039757 nChanged 593 SP:Iteration 6F (150.374147 sec): 3 clusters Score: Raw -633911.182956 + Penalty 1746.610233 = -632164.572723 nChanged 531 SP:Iteration 7F (150.431918 sec): 3 clusters Score: Raw -634293.476029 + Penalty 1746.610233 = -632546.865796 nChanged 439 SP:Iteration 8Q (150.476150 sec): 3 clusters Score: Raw -634597.170020 + Penalty 1746.610233 = -632850.559787 nChanged 359 SP:Iteration 9Q (150.536448 sec): 3 clusters Score: Raw -634817.175345 + Penalty 1746.610233 = -633070.565112 nChanged 243 SP:Iteration 10Q (150.593410 sec): 3 clusters Score: Raw -634964.571386 + Penalty 1746.610233 = -633217.961153 nChanged 171 SP:Iteration 11Q (150.643884 sec): 3 clusters Score: Raw -635059.484851 + Penalty 1746.610233 = -633312.874618 nChanged 129 SP:Iteration 12Q (150.704769 sec): 3 clusters Score: Raw -635128.422297 + Penalty 1746.610233 = -633381.812064 nChanged 100 SP:Iteration 13Q (150.751622 sec): 3 clusters Score: Raw -635177.551026 + Penalty 1746.610233 = -633430.940793 nChanged 68 SP:Iteration 14Q (150.810146 sec): 3 clusters Score: Raw -635207.640430 + Penalty 1746.610233 = -633461.030197 nChanged 57 SP:Iteration 15Q (150.860814 sec): 3 clusters Score: Raw -635232.023413 + Penalty 1746.610233 = -633485.413180 nChanged 45 SP:Iteration 16Q (150.913223 sec): 3 clusters Score: Raw -635253.440333 + Penalty 1746.610233 = -633506.830100 nChanged 41 SP:Iteration 17Q (150.975230 sec): 3 clusters Score: Raw -635268.636989 + Penalty 1746.610233 = -633522.026756 nChanged 29 SP:Iteration 18Q (151.027927 sec): 3 clusters Score: Raw -635276.594823 + Penalty 1746.610233 = -633529.984590 nChanged 14 SP:Iteration 19Q (151.081988 sec): 3 clusters Score: Raw -635282.119030 + Penalty 1746.610233 = -633535.508797 nChanged 18 SP:Iteration 20F (151.140789 sec): 3 clusters Score: Raw -635287.985221 + Penalty 1746.610233 = -633541.374988 nChanged 13 SP:Iteration 21Q (151.202753 sec): 3 clusters Score: Raw -635293.054155 + Penalty 1746.610233 = -633546.443922 nChanged 12 SP:Iteration 22Q (151.259894 sec): 3 clusters Score: Raw -635297.797793 + Penalty 1746.610233 = -633551.187560 nChanged 10 SP:Iteration 23Q (151.307070 sec): 3 clusters Score: Raw -635301.333326 + Penalty 1746.610233 = -633554.723093 nChanged 13 SP:Iteration 24Q (151.360713 sec): 3 clusters Score: Raw -635306.282759 + Penalty 1746.610233 = -633559.672526 nChanged 9 SP:Iteration 25Q (151.428167 sec): 3 clusters Score: Raw -635310.592997 + Penalty 1746.610233 = -633563.982764 nChanged 18 SP:Iteration 26Q (151.474366 sec): 3 clusters Score: Raw -635316.770333 + Penalty 1746.610233 = -633570.160100 nChanged 13 SP:Iteration 27Q (151.536989 sec): 3 clusters Score: Raw -635321.227129 + Penalty 1746.610233 = -633574.616896 nChanged 6 SP:Iteration 28Q (151.584426 sec): 3 clusters Score: Raw -635323.760284 + Penalty 1746.610233 = -633577.150052 nChanged 8 SP:Iteration 29Q (151.641123 sec): 3 clusters Score: Raw -635326.567659 + Penalty 1746.610233 = -633579.957426 nChanged 9 SP:Iteration 30Q (151.698149 sec): 3 clusters Score: Raw -635331.110903 + Penalty 1746.610233 = -633584.500670 nChanged 13 SP:Iteration 31Q (151.766555 sec): 3 clusters Score: Raw -635339.842073 + Penalty 1746.610233 = -633593.231840 nChanged 14 SP:Iteration 32Q (151.812384 sec): 3 clusters Score: Raw -635349.408030 + Penalty 1746.610233 = -633602.797797 nChanged 15 SP:Iteration 33Q (151.873794 sec): 3 clusters Score: Raw -635359.695848 + Penalty 1746.610233 = -633613.085615 nChanged 21 SP:Iteration 34Q (151.936036 sec): 3 clusters Score: Raw -635373.231016 + Penalty 1746.610233 = -633626.620783 nChanged 21 SP:Iteration 35Q (151.981524 sec): 3 clusters Score: Raw -635384.609792 + Penalty 1746.610233 = -633637.999559 nChanged 20 SP:Iteration 36Q (152.053085 sec): 3 clusters Score: Raw -635397.368514 + Penalty 1746.610233 = -633650.758282 nChanged 21 SP:Iteration 37Q (152.098978 sec): 3 clusters Score: Raw -635408.349000 + Penalty 1746.610233 = -633661.738767 nChanged 19 SP:Iteration 38Q (152.158028 sec): 3 clusters Score: Raw -635418.737186 + Penalty 1746.610233 = -633672.126953 nChanged 21 SP:Iteration 39Q (152.203474 sec): 3 clusters Score: Raw -635433.781902 + Penalty 1746.610233 = -633687.171670 nChanged 23 SP:Iteration 40F (152.267533 sec): 3 clusters Score: Raw -635449.798941 + Penalty 1746.610233 = -633703.188708 nChanged 21 SP:Iteration 41Q (152.313083 sec): 3 clusters Score: Raw -635465.362046 + Penalty 1746.610233 = -633718.751813 nChanged 19 SP:Iteration 42Q (152.370392 sec): 3 clusters Score: Raw -635480.606062 + Penalty 1746.610233 = -633733.995829 nChanged 25 SP:Iteration 43Q (152.428428 sec): 3 clusters Score: Raw -635496.901157 + Penalty 1746.610233 = -633750.290924 nChanged 18 SP:Iteration 44Q (152.475919 sec): 3 clusters Score: Raw -635507.263098 + Penalty 1746.610233 = -633760.652865 nChanged 15 SP:Iteration 45Q (152.528988 sec): 3 clusters Score: Raw -635515.823302 + Penalty 1746.610233 = -633769.213069 nChanged 12 SP:Iteration 46Q (152.581065 sec): 3 clusters Score: Raw -635524.142711 + Penalty 1746.610233 = -633777.532478 nChanged 15 SP:Iteration 47Q (152.635594 sec): 3 clusters Score: Raw -635532.577750 + Penalty 1746.610233 = -633785.967517 nChanged 11 SP:Iteration 48Q (152.692251 sec): 3 clusters Score: Raw -635538.113072 + Penalty 1746.610233 = -633791.502839 nChanged 13 SP:Iteration 49Q (152.747628 sec): 3 clusters Score: Raw -635546.117499 + Penalty 1746.610233 = -633799.507266 nChanged 14 SP:Iteration 50Q (152.803018 sec): 3 clusters Score: Raw -635555.400671 + Penalty 1746.610233 = -633808.790438 nChanged 15 SP:Iteration 51Q (152.861453 sec): 3 clusters Score: Raw -635567.081281 + Penalty 1746.610233 = -633820.471048 nChanged 20 SP:Iteration 52Q (152.913153 sec): 3 clusters Score: Raw -635584.420668 + Penalty 1746.610233 = -633837.810435 nChanged 21 SP:Iteration 53Q (152.959279 sec): 3 clusters Score: Raw -635600.792639 + Penalty 1746.610233 = -633854.182406 nChanged 23 SP:Iteration 54Q (153.008684 sec): 3 clusters Score: Raw -635618.954537 + Penalty 1746.610233 = -633872.344304 nChanged 26 SP:Iteration 55Q (153.056355 sec): 3 clusters Score: Raw -635631.762229 + Penalty 1746.610233 = -633885.151996 nChanged 22 SP:Iteration 56Q (153.108015 sec): 3 clusters Score: Raw -635641.360753 + Penalty 1746.610233 = -633894.750520 nChanged 19 SP:Iteration 57Q (153.166754 sec): 3 clusters Score: Raw -635647.732928 + Penalty 1746.610233 = -633901.122695 nChanged 10 SP:Iteration 58Q (153.214058 sec): 3 clusters Score: Raw -635651.789442 + Penalty 1746.610233 = -633905.179209 nChanged 13 SP:Iteration 59Q (153.274208 sec): 3 clusters Score: Raw -635658.568246 + Penalty 1746.610233 = -633911.958013 nChanged 9 SP:Iteration 60F (153.331427 sec): 3 clusters Score: Raw -635664.582617 + Penalty 1746.610233 = -633917.972384 nChanged 9 SP:Iteration 61Q (153.380492 sec): 3 clusters Score: Raw -635669.219425 + Penalty 1746.610233 = -633922.609192 nChanged 7 SP:Iteration 62Q (153.432941 sec): 3 clusters Score: Raw -635672.650471 + Penalty 1746.610233 = -633926.040238 nChanged 8 SP:Iteration 63Q (153.488313 sec): 3 clusters Score: Raw -635676.354585 + Penalty 1746.610233 = -633929.744352 nChanged 4 SP:Iteration 64Q (153.545784 sec): 3 clusters Score: Raw -635677.338340 + Penalty 1746.610233 = -633930.728107 nChanged 4 SP:Iteration 65Q (153.591843 sec): 3 clusters Score: Raw -635679.788424 + Penalty 1746.610233 = -633933.178191 nChanged 7 SP:Iteration 66Q (153.658763 sec): 3 clusters Score: Raw -635682.673710 + Penalty 1746.610233 = -633936.063477 nChanged 5 SP:Iteration 67Q (153.712089 sec): 3 clusters Score: Raw -635684.467170 + Penalty 1746.610233 = -633937.856937 nChanged 1 SP:Iteration 68Q (153.764025 sec): 3 clusters Score: Raw -635684.887779 + Penalty 1746.610233 = -633938.277546 nChanged 1 SP:Iteration 69Q (153.812558 sec): 3 clusters Score: Raw -635685.534131 + Penalty 1746.610233 = -633938.923898 nChanged 1 SP:Iteration 70Q (153.875413 sec): 3 clusters Score: Raw -635686.464288 + Penalty 1746.610233 = -633939.854055 nChanged 2 SP:Iteration 71Q (153.921309 sec): 3 clusters Score: Raw -635687.494179 + Penalty 1746.610233 = -633940.883946 nChanged 2 SP:Iteration 72Q (153.984269 sec): 3 clusters Score: Raw -635687.949622 + Penalty 1746.610233 = -633941.339389 nChanged 0 SP:Iteration 73F (154.033812 sec): 3 clusters Score: Raw -635687.949622 + Penalty 1746.610233 = -633941.339389 nChanged 0 Trying to split cluster 6 (5911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (154.072352 sec): 2 clusters Score: Raw -425526.733899 + Penalty 825.034179 = -424701.699720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (154.115389 sec): 3 clusters Score: Raw -422207.721530 + Penalty 1650.068357 = -420557.653172 nChanged 2554 SP:Iteration 1F (154.157886 sec): 3 clusters Score: Raw -423736.670920 + Penalty 1650.068357 = -422086.602563 nChanged 539 SP:Iteration 2F (154.206177 sec): 3 clusters Score: Raw -424389.073700 + Penalty 1650.068357 = -422739.005343 nChanged 640 SP:Iteration 3F (154.254851 sec): 3 clusters Score: Raw -425279.567801 + Penalty 1650.068357 = -423629.499444 nChanged 627 SP:Iteration 4F (154.304308 sec): 3 clusters Score: Raw -425980.782664 + Penalty 1650.068357 = -424330.714307 nChanged 439 SP:Iteration 5F (154.362772 sec): 3 clusters Score: Raw -426365.280478 + Penalty 1650.068357 = -424715.212121 nChanged 263 SP:Iteration 6Q (154.404726 sec): 3 clusters Score: Raw -426542.024737 + Penalty 1650.068357 = -424891.956380 nChanged 156 SP:Iteration 7Q (154.451805 sec): 3 clusters Score: Raw -426622.576519 + Penalty 1650.068357 = -424972.508162 nChanged 104 SP:Iteration 8Q (154.516458 sec): 3 clusters Score: Raw -426660.372064 + Penalty 1650.068357 = -425010.303706 nChanged 57 SP:Iteration 9Q (154.561939 sec): 3 clusters Score: Raw -426675.642800 + Penalty 1650.068357 = -425025.574443 nChanged 31 SP:Iteration 10Q (154.621952 sec): 3 clusters Score: Raw -426683.705030 + Penalty 1650.068357 = -425033.636673 nChanged 27 SP:Iteration 11Q (154.676902 sec): 3 clusters Score: Raw -426689.525885 + Penalty 1650.068357 = -425039.457528 nChanged 17 SP:Iteration 12Q (154.723319 sec): 3 clusters Score: Raw -426692.870958 + Penalty 1650.068357 = -425042.802601 nChanged 13 SP:Iteration 13Q (154.770088 sec): 3 clusters Score: Raw -426694.786127 + Penalty 1650.068357 = -425044.717770 nChanged 5 SP:Iteration 14Q (154.810183 sec): 3 clusters Score: Raw -426695.265675 + Penalty 1650.068357 = -425045.197318 nChanged 4 SP:Iteration 15Q (154.868148 sec): 3 clusters Score: Raw -426696.010202 + Penalty 1650.068357 = -425045.941845 nChanged 5 SP:Iteration 16Q (154.910509 sec): 3 clusters Score: Raw -426696.743126 + Penalty 1650.068357 = -425046.674769 nChanged 4 SP:Iteration 17Q (154.972608 sec): 3 clusters Score: Raw -426697.140849 + Penalty 1650.068357 = -425047.072492 nChanged 2 SP:Iteration 18Q (155.008615 sec): 3 clusters Score: Raw -426697.441440 + Penalty 1650.068357 = -425047.373083 nChanged 2 SP:Iteration 19Q (155.074373 sec): 3 clusters Score: Raw -426697.602314 + Penalty 1650.068357 = -425047.533957 nChanged 1 SP:Iteration 20F (155.120158 sec): 3 clusters Score: Raw -426697.672996 + Penalty 1650.068357 = -425047.604639 nChanged 0 Score: Raw -45682871.298047 + Penalty 26676.594507 = -45656194.703540 Splitting cluster 6 changes total score from -45438543.273842 to -45656194.703540 So it's getting split into cluster 21. Trying to split cluster 7 (10362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.813532 sec): 2 clusters Score: Raw -706461.700790 + Penalty 878.360552 = -705583.340238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.882083 sec): 3 clusters Score: Raw -700320.582108 + Penalty 1756.721104 = -698563.861004 nChanged 4629 SP:Iteration 1F (161.930869 sec): 3 clusters Score: Raw -703226.518973 + Penalty 1756.721104 = -701469.797869 nChanged 963 SP:Iteration 2F (161.989980 sec): 3 clusters Score: Raw -704213.201619 + Penalty 1756.721104 = -702456.480515 nChanged 1089 SP:Iteration 3F (162.046525 sec): 3 clusters Score: Raw -705319.132115 + Penalty 1756.721104 = -703562.411011 nChanged 1012 SP:Iteration 4F (162.103017 sec): 3 clusters Score: Raw -706252.870192 + Penalty 1756.721104 = -704496.149088 nChanged 794 SP:Iteration 5F (162.169015 sec): 3 clusters Score: Raw -706937.727656 + Penalty 1756.721104 = -705181.006552 nChanged 658 SP:Iteration 6F (162.221393 sec): 3 clusters Score: Raw -707580.143601 + Penalty 1756.721104 = -705823.422497 nChanged 517 SP:Iteration 7Q (162.278191 sec): 3 clusters Score: Raw -708057.159045 + Penalty 1756.721104 = -706300.437941 nChanged 322 SP:Iteration 8Q (162.326674 sec): 3 clusters Score: Raw -708286.264377 + Penalty 1756.721104 = -706529.543273 nChanged 209 SP:Iteration 9Q (162.385149 sec): 3 clusters Score: Raw -708393.610057 + Penalty 1756.721104 = -706636.888953 nChanged 133 SP:Iteration 10Q (162.445164 sec): 3 clusters Score: Raw -708445.773126 + Penalty 1756.721104 = -706689.052022 nChanged 86 SP:Iteration 11Q (162.496382 sec): 3 clusters Score: Raw -708467.900948 + Penalty 1756.721104 = -706711.179844 nChanged 65 SP:Iteration 12Q (162.552804 sec): 3 clusters Score: Raw -708482.971981 + Penalty 1756.721104 = -706726.250877 nChanged 41 SP:Iteration 13Q (162.610383 sec): 3 clusters Score: Raw -708489.773187 + Penalty 1756.721104 = -706733.052083 nChanged 28 SP:Iteration 14Q (162.666750 sec): 3 clusters Score: Raw -708493.396792 + Penalty 1756.721104 = -706736.675688 nChanged 21 SP:Iteration 15Q (162.724253 sec): 3 clusters Score: Raw -708495.943262 + Penalty 1756.721104 = -706739.222158 nChanged 8 SP:Iteration 16Q (162.782356 sec): 3 clusters Score: Raw -708496.893437 + Penalty 1756.721104 = -706740.172333 nChanged 6 SP:Iteration 17Q (162.840791 sec): 3 clusters Score: Raw -708497.401759 + Penalty 1756.721104 = -706740.680655 nChanged 5 SP:Iteration 18Q (162.902812 sec): 3 clusters Score: Raw -708498.179332 + Penalty 1756.721104 = -706741.458228 nChanged 7 SP:Iteration 19Q (162.957035 sec): 3 clusters Score: Raw -708498.964297 + Penalty 1756.721104 = -706742.243193 nChanged 6 SP:Iteration 20F (163.013171 sec): 3 clusters Score: Raw -708499.424054 + Penalty 1756.721104 = -706742.702950 nChanged 5 SP:Iteration 21Q (163.071479 sec): 3 clusters Score: Raw -708499.848977 + Penalty 1756.721104 = -706743.127873 nChanged 1 SP:Iteration 22Q (163.127786 sec): 3 clusters Score: Raw -708499.949636 + Penalty 1756.721104 = -706743.228532 nChanged 3 SP:Iteration 23Q (163.194322 sec): 3 clusters Score: Raw -708500.435739 + Penalty 1756.721104 = -706743.714635 nChanged 3 SP:Iteration 24Q (163.258166 sec): 3 clusters Score: Raw -708500.795791 + Penalty 1756.721104 = -706744.074687 nChanged 4 SP:Iteration 25Q (163.299046 sec): 3 clusters Score: Raw -708501.252002 + Penalty 1756.721104 = -706744.530898 nChanged 5 SP:Iteration 26Q (163.365016 sec): 3 clusters Score: Raw -708501.786387 + Penalty 1756.721104 = -706745.065283 nChanged 4 SP:Iteration 27Q (163.429700 sec): 3 clusters Score: Raw -708502.030460 + Penalty 1756.721104 = -706745.309356 nChanged 1 SP:Iteration 28Q (163.486968 sec): 3 clusters Score: Raw -708502.179926 + Penalty 1756.721104 = -706745.458822 nChanged 1 SP:Iteration 29Q (163.545283 sec): 3 clusters Score: Raw -708502.300299 + Penalty 1756.721104 = -706745.579195 nChanged 2 SP:Iteration 30Q (163.599201 sec): 3 clusters Score: Raw -708502.603607 + Penalty 1756.721104 = -706745.882503 nChanged 2 SP:Iteration 31Q (163.651480 sec): 3 clusters Score: Raw -708502.837892 + Penalty 1756.721104 = -706746.116788 nChanged 1 SP:Iteration 32Q (163.709048 sec): 3 clusters Score: Raw -708503.002282 + Penalty 1756.721104 = -706746.281178 nChanged 1 SP:Iteration 33Q (163.753179 sec): 3 clusters Score: Raw -708503.242134 + Penalty 1756.721104 = -706746.521030 nChanged 0 SP:Iteration 34F (163.817474 sec): 3 clusters Score: Raw -708503.242134 + Penalty 1756.721104 = -706746.521030 nChanged 0 Score: Raw -45684912.839391 + Penalty 27946.908531 = -45656965.930860 Splitting cluster 7 changes total score from -45438543.273842 to -45656965.930860 So it's getting split into cluster 22. Trying to split cluster 8 (38954 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (171.006054 sec): 2 clusters Score: Raw -2736150.814299 + Penalty 1004.162990 = -2735146.651309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (171.109003 sec): 3 clusters Score: Raw -2711027.817799 + Penalty 2008.325981 = -2709019.491818 nChanged 18514 SP:Iteration 1F (171.203230 sec): 3 clusters Score: Raw -2722042.565136 + Penalty 2008.325981 = -2720034.239156 nChanged 1732 SP:Iteration 2Q (171.292895 sec): 3 clusters Score: Raw -2722648.882190 + Penalty 2008.325981 = -2720640.556209 nChanged 1771 SP:Iteration 3Q (171.404064 sec): 3 clusters Score: Raw -2723331.828275 + Penalty 2008.325981 = -2721323.502294 nChanged 1814 SP:Iteration 4Q (171.505857 sec): 3 clusters Score: Raw -2724075.727414 + Penalty 2008.325981 = -2722067.401433 nChanged 1815 SP:Iteration 5Q (171.608140 sec): 3 clusters Score: Raw -2724844.039134 + Penalty 2008.325981 = -2722835.713153 nChanged 1802 SP:Iteration 6Q (171.698433 sec): 3 clusters Score: Raw -2725599.236340 + Penalty 2008.325981 = -2723590.910359 nChanged 1773 SP:Iteration 7Q (171.808664 sec): 3 clusters Score: Raw -2726423.583595 + Penalty 2008.325981 = -2724415.257614 nChanged 1819 SP:Iteration 8Q (171.910183 sec): 3 clusters Score: Raw -2727307.401200 + Penalty 2008.325981 = -2725299.075219 nChanged 1808 SP:Iteration 9Q (172.010309 sec): 3 clusters Score: Raw -2728236.381399 + Penalty 2008.325981 = -2726228.055418 nChanged 1823 SP:Iteration 10Q (172.108513 sec): 3 clusters Score: Raw -2729307.408182 + Penalty 2008.325981 = -2727299.082201 nChanged 1895 SP:Iteration 11Q (172.193950 sec): 3 clusters Score: Raw -2730624.818843 + Penalty 2008.325981 = -2728616.492862 nChanged 1877 SP:Iteration 12Q (172.284990 sec): 3 clusters Score: Raw -2732065.211780 + Penalty 2008.325981 = -2730056.885800 nChanged 1583 SP:Iteration 13Q (172.386278 sec): 3 clusters Score: Raw -2733345.202572 + Penalty 2008.325981 = -2731336.876591 nChanged 1297 SP:Iteration 14Q (172.483920 sec): 3 clusters Score: Raw -2734422.507168 + Penalty 2008.325981 = -2732414.181187 nChanged 909 SP:Iteration 15Q (172.576214 sec): 3 clusters Score: Raw -2735142.994440 + Penalty 2008.325981 = -2733134.668460 nChanged 578 SP:Iteration 16Q (172.663540 sec): 3 clusters Score: Raw -2735602.917715 + Penalty 2008.325981 = -2733594.591734 nChanged 367 SP:Iteration 17Q (172.741468 sec): 3 clusters Score: Raw -2735874.297254 + Penalty 2008.325981 = -2733865.971273 nChanged 217 SP:Iteration 18Q (172.827078 sec): 3 clusters Score: Raw -2736044.821529 + Penalty 2008.325981 = -2734036.495548 nChanged 139 SP:Iteration 19Q (172.923616 sec): 3 clusters Score: Raw -2736143.850397 + Penalty 2008.325981 = -2734135.524416 nChanged 70 SP:Iteration 20F (173.007163 sec): 3 clusters Score: Raw -2736190.344457 + Penalty 2008.325981 = -2734182.018476 nChanged 38 SP:Iteration 21Q (173.088961 sec): 3 clusters Score: Raw -2736216.816219 + Penalty 2008.325981 = -2734208.490238 nChanged 36 SP:Iteration 22Q (173.181266 sec): 3 clusters Score: Raw -2736245.602340 + Penalty 2008.325981 = -2734237.276359 nChanged 26 SP:Iteration 23Q (173.270697 sec): 3 clusters Score: Raw -2736266.013936 + Penalty 2008.325981 = -2734257.687955 nChanged 16 SP:Iteration 24Q (173.345435 sec): 3 clusters Score: Raw -2736276.414797 + Penalty 2008.325981 = -2734268.088816 nChanged 17 SP:Iteration 25Q (173.447594 sec): 3 clusters Score: Raw -2736290.088895 + Penalty 2008.325981 = -2734281.762914 nChanged 9 SP:Iteration 26Q (173.536322 sec): 3 clusters Score: Raw -2736295.746154 + Penalty 2008.325981 = -2734287.420173 nChanged 8 SP:Iteration 27Q (173.606892 sec): 3 clusters Score: Raw -2736300.918524 + Penalty 2008.325981 = -2734292.592543 nChanged 6 SP:Iteration 28Q (173.694482 sec): 3 clusters Score: Raw -2736305.021340 + Penalty 2008.325981 = -2734296.695359 nChanged 8 SP:Iteration 29Q (173.782755 sec): 3 clusters Score: Raw -2736309.497936 + Penalty 2008.325981 = -2734301.171955 nChanged 4 SP:Iteration 30Q (173.869843 sec): 3 clusters Score: Raw -2736311.417634 + Penalty 2008.325981 = -2734303.091653 nChanged 2 SP:Iteration 31Q (173.946716 sec): 3 clusters Score: Raw -2736312.695761 + Penalty 2008.325981 = -2734304.369780 nChanged 1 SP:Iteration 32Q (174.028331 sec): 3 clusters Score: Raw -2736312.847460 + Penalty 2008.325981 = -2734304.521479 nChanged 0 SP:Iteration 33F (174.130801 sec): 3 clusters Score: Raw -2736312.847460 + Penalty 2008.325981 = -2734304.521479 nChanged 0 Trying to split cluster 10 (4055 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (174.163566 sec): 2 clusters Score: Raw -270265.285347 + Penalty 789.232067 = -269476.053280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (174.203079 sec): 3 clusters Score: Raw -268027.191567 + Penalty 1578.464134 = -266448.727433 nChanged 1730 SP:Iteration 1F (174.261887 sec): 3 clusters Score: Raw -269006.021540 + Penalty 1578.464134 = -267427.557407 nChanged 296 SP:Iteration 2F (174.316065 sec): 3 clusters Score: Raw -269197.816577 + Penalty 1578.464134 = -267619.352443 nChanged 269 SP:Iteration 3F (174.367186 sec): 3 clusters Score: Raw -269378.317481 + Penalty 1578.464134 = -267799.853347 nChanged 259 SP:Iteration 4F (174.408130 sec): 3 clusters Score: Raw -269545.720332 + Penalty 1578.464134 = -267967.256198 nChanged 249 SP:Iteration 5F (174.472756 sec): 3 clusters Score: Raw -269737.743873 + Penalty 1578.464134 = -268159.279740 nChanged 238 SP:Iteration 6F (174.523165 sec): 3 clusters Score: Raw -269937.339421 + Penalty 1578.464134 = -268358.875287 nChanged 247 SP:Iteration 7F (174.560959 sec): 3 clusters Score: Raw -270158.237705 + Penalty 1578.464134 = -268579.773571 nChanged 211 SP:Iteration 8F (174.611225 sec): 3 clusters Score: Raw -270359.795562 + Penalty 1578.464134 = -268781.331428 nChanged 145 SP:Iteration 9Q (174.668533 sec): 3 clusters Score: Raw -270498.657304 + Penalty 1578.464134 = -268920.193170 nChanged 96 SP:Iteration 10Q (174.709467 sec): 3 clusters Score: Raw -270581.696228 + Penalty 1578.464134 = -269003.232094 nChanged 60 SP:Iteration 11Q (174.768913 sec): 3 clusters Score: Raw -270631.230661 + Penalty 1578.464134 = -269052.766527 nChanged 43 SP:Iteration 12Q (174.827077 sec): 3 clusters Score: Raw -270685.186987 + Penalty 1578.464134 = -269106.722853 nChanged 27 SP:Iteration 13Q (174.881488 sec): 3 clusters Score: Raw -270713.745051 + Penalty 1578.464134 = -269135.280918 nChanged 28 SP:Iteration 14Q (174.916545 sec): 3 clusters Score: Raw -270744.922210 + Penalty 1578.464134 = -269166.458076 nChanged 24 SP:Iteration 15Q (174.977155 sec): 3 clusters Score: Raw -270763.117072 + Penalty 1578.464134 = -269184.652939 nChanged 15 SP:Iteration 16Q (175.018480 sec): 3 clusters Score: Raw -270778.816839 + Penalty 1578.464134 = -269200.352705 nChanged 10 SP:Iteration 17Q (175.068275 sec): 3 clusters Score: Raw -270787.476803 + Penalty 1578.464134 = -269209.012670 nChanged 14 SP:Iteration 18Q (175.122370 sec): 3 clusters Score: Raw -270799.140555 + Penalty 1578.464134 = -269220.676421 nChanged 18 SP:Iteration 19Q (175.172560 sec): 3 clusters Score: Raw -270816.101794 + Penalty 1578.464134 = -269237.637661 nChanged 20 SP:Iteration 20F (175.227472 sec): 3 clusters Score: Raw -270829.582239 + Penalty 1578.464134 = -269251.118106 nChanged 13 SP:Iteration 21Q (175.279207 sec): 3 clusters Score: Raw -270839.904877 + Penalty 1578.464134 = -269261.440743 nChanged 10 SP:Iteration 22Q (175.331705 sec): 3 clusters Score: Raw -270850.881938 + Penalty 1578.464134 = -269272.417805 nChanged 5 SP:Iteration 23Q (175.385322 sec): 3 clusters Score: Raw -270853.196783 + Penalty 1578.464134 = -269274.732650 nChanged 4 SP:Iteration 24Q (175.440282 sec): 3 clusters Score: Raw -270855.696025 + Penalty 1578.464134 = -269277.231891 nChanged 1 SP:Iteration 25Q (175.488514 sec): 3 clusters Score: Raw -270856.137688 + Penalty 1578.464134 = -269277.673554 nChanged 1 SP:Iteration 26Q (175.538703 sec): 3 clusters Score: Raw -270856.625645 + Penalty 1578.464134 = -269278.161511 nChanged 0 SP:Iteration 27F (175.595365 sec): 3 clusters Score: Raw -270856.625645 + Penalty 1578.464134 = -269278.161511 nChanged 0 Trying to split cluster 11 (7993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (175.628847 sec): 2 clusters Score: Raw -515473.526892 + Penalty 853.700537 = -514619.826355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (175.678016 sec): 3 clusters Score: Raw -510895.929357 + Penalty 1707.401073 = -509188.528284 nChanged 3593 SP:Iteration 1F (175.747788 sec): 3 clusters Score: Raw -513586.280736 + Penalty 1707.401073 = -511878.879663 nChanged 800 SP:Iteration 2F (175.800388 sec): 3 clusters Score: Raw -514415.459423 + Penalty 1707.401073 = -512708.058350 nChanged 775 SP:Iteration 3F (175.857596 sec): 3 clusters Score: Raw -515142.103427 + Penalty 1707.401073 = -513434.702354 nChanged 673 SP:Iteration 4F (175.913275 sec): 3 clusters Score: Raw -515665.625171 + Penalty 1707.401073 = -513958.224097 nChanged 495 SP:Iteration 5F (175.971871 sec): 3 clusters Score: Raw -515972.349781 + Penalty 1707.401073 = -514264.948708 nChanged 310 SP:Iteration 6Q (176.019514 sec): 3 clusters Score: Raw -516110.388259 + Penalty 1707.401073 = -514402.987186 nChanged 186 SP:Iteration 7Q (176.082602 sec): 3 clusters Score: Raw -516172.408287 + Penalty 1707.401073 = -514465.007214 nChanged 124 SP:Iteration 8Q (176.140333 sec): 3 clusters Score: Raw -516215.287675 + Penalty 1707.401073 = -514507.886602 nChanged 117 SP:Iteration 9Q (176.193027 sec): 3 clusters Score: Raw -516251.197338 + Penalty 1707.401073 = -514543.796265 nChanged 91 SP:Iteration 10Q (176.249624 sec): 3 clusters Score: Raw -516275.049719 + Penalty 1707.401073 = -514567.648646 nChanged 88 SP:Iteration 11Q (176.308145 sec): 3 clusters Score: Raw -516296.395337 + Penalty 1707.401073 = -514588.994264 nChanged 71 SP:Iteration 12Q (176.370191 sec): 3 clusters Score: Raw -516314.609610 + Penalty 1707.401073 = -514607.208537 nChanged 81 SP:Iteration 13Q (176.429576 sec): 3 clusters Score: Raw -516337.791503 + Penalty 1707.401073 = -514630.390429 nChanged 101 SP:Iteration 14Q (176.480838 sec): 3 clusters Score: Raw -516368.265549 + Penalty 1707.401073 = -514660.864476 nChanged 101 SP:Iteration 15Q (176.531073 sec): 3 clusters Score: Raw -516402.197546 + Penalty 1707.401073 = -514694.796473 nChanged 117 SP:Iteration 16Q (176.589553 sec): 3 clusters Score: Raw -516447.709439 + Penalty 1707.401073 = -514740.308365 nChanged 118 SP:Iteration 17Q (176.650273 sec): 3 clusters Score: Raw -516495.416305 + Penalty 1707.401073 = -514788.015232 nChanged 112 SP:Iteration 18Q (176.703543 sec): 3 clusters Score: Raw -516546.692688 + Penalty 1707.401073 = -514839.291615 nChanged 133 SP:Iteration 19Q (176.760889 sec): 3 clusters Score: Raw -516610.188439 + Penalty 1707.401073 = -514902.787366 nChanged 137 SP:Iteration 20F (176.816480 sec): 3 clusters Score: Raw -516687.316764 + Penalty 1707.401073 = -514979.915691 nChanged 154 SP:Iteration 21Q (176.872400 sec): 3 clusters Score: Raw -516790.006549 + Penalty 1707.401073 = -515082.605476 nChanged 159 SP:Iteration 22Q (176.939314 sec): 3 clusters Score: Raw -516902.442310 + Penalty 1707.401073 = -515195.041237 nChanged 152 SP:Iteration 23Q (176.991347 sec): 3 clusters Score: Raw -517025.430256 + Penalty 1707.401073 = -515318.029183 nChanged 144 SP:Iteration 24Q (177.041916 sec): 3 clusters Score: Raw -517193.786687 + Penalty 1707.401073 = -515486.385614 nChanged 144 SP:Iteration 25Q (177.093693 sec): 3 clusters Score: Raw -517404.484950 + Penalty 1707.401073 = -515697.083877 nChanged 65 SP:Iteration 26Q (177.143132 sec): 3 clusters Score: Raw -517500.651700 + Penalty 1707.401073 = -515793.250627 nChanged 38 SP:Iteration 27Q (177.199896 sec): 3 clusters Score: Raw -517540.341103 + Penalty 1707.401073 = -515832.940030 nChanged 27 SP:Iteration 28Q (177.254931 sec): 3 clusters Score: Raw -517552.414771 + Penalty 1707.401073 = -515845.013698 nChanged 10 SP:Iteration 29Q (177.308336 sec): 3 clusters Score: Raw -517555.638745 + Penalty 1707.401073 = -515848.237672 nChanged 4 SP:Iteration 30Q (177.359226 sec): 3 clusters Score: Raw -517557.289526 + Penalty 1707.401073 = -515849.888453 nChanged 3 SP:Iteration 31Q (177.424570 sec): 3 clusters Score: Raw -517557.930345 + Penalty 1707.401073 = -515850.529272 nChanged 0 SP:Iteration 32F (177.469093 sec): 3 clusters Score: Raw -517557.930345 + Penalty 1707.401073 = -515850.529272 nChanged 0 Score: Raw -45686997.242844 + Penalty 29217.222555 = -45657780.020288 Splitting cluster 11 changes total score from -45438543.273842 to -45657780.020288 So it's getting split into cluster 23. Trying to split cluster 12 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (184.723852 sec): 2 clusters Score: Raw -221378.212218 + Penalty 771.568855 = -220606.643363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (184.761228 sec): 3 clusters Score: Raw -219607.943002 + Penalty 1543.137710 = -218064.805292 nChanged 1395 SP:Iteration 1F (184.818483 sec): 3 clusters Score: Raw -220507.195432 + Penalty 1543.137710 = -218964.057722 nChanged 306 SP:Iteration 2F (184.865638 sec): 3 clusters Score: Raw -220708.489276 + Penalty 1543.137710 = -219165.351566 nChanged 200 SP:Iteration 3F (184.911774 sec): 3 clusters Score: Raw -220835.050131 + Penalty 1543.137710 = -219291.912421 nChanged 156 SP:Iteration 4Q (184.965302 sec): 3 clusters Score: Raw -220939.627731 + Penalty 1543.137710 = -219396.490021 nChanged 136 SP:Iteration 5Q (185.010589 sec): 3 clusters Score: Raw -221035.772709 + Penalty 1543.137710 = -219492.634999 nChanged 131 SP:Iteration 6Q (185.063498 sec): 3 clusters Score: Raw -221142.790743 + Penalty 1543.137710 = -219599.653034 nChanged 136 SP:Iteration 7Q (185.112842 sec): 3 clusters Score: Raw -221288.429071 + Penalty 1543.137710 = -219745.291361 nChanged 156 SP:Iteration 8Q (185.160943 sec): 3 clusters Score: Raw -221549.773915 + Penalty 1543.137710 = -220006.636206 nChanged 163 SP:Iteration 9Q (185.205025 sec): 3 clusters Score: Raw -221835.351578 + Penalty 1543.137710 = -220292.213869 nChanged 136 SP:Iteration 10Q (185.245266 sec): 3 clusters Score: Raw -222052.975081 + Penalty 1543.137710 = -220509.837371 nChanged 87 SP:Iteration 11Q (185.299962 sec): 3 clusters Score: Raw -222206.667444 + Penalty 1543.137710 = -220663.529734 nChanged 55 SP:Iteration 12Q (185.348707 sec): 3 clusters Score: Raw -222320.629549 + Penalty 1543.137710 = -220777.491840 nChanged 24 SP:Iteration 13Q (185.403119 sec): 3 clusters Score: Raw -222353.718203 + Penalty 1543.137710 = -220810.580493 nChanged 15 SP:Iteration 14Q (185.439608 sec): 3 clusters Score: Raw -222365.065643 + Penalty 1543.137710 = -220821.927934 nChanged 9 SP:Iteration 15Q (185.475493 sec): 3 clusters Score: Raw -222369.235279 + Penalty 1543.137710 = -220826.097570 nChanged 5 SP:Iteration 16Q (185.504626 sec): 3 clusters Score: Raw -222370.876566 + Penalty 1543.137710 = -220827.738856 nChanged 4 SP:Iteration 17Q (185.558265 sec): 3 clusters Score: Raw -222371.391989 + Penalty 1543.137710 = -220828.254279 nChanged 1 SP:Iteration 18Q (185.598254 sec): 3 clusters Score: Raw -222371.577621 + Penalty 1543.137710 = -220828.439911 nChanged 1 SP:Iteration 19Q (185.636809 sec): 3 clusters Score: Raw -222372.162912 + Penalty 1543.137710 = -220829.025202 nChanged 1 SP:Iteration 20F (185.682940 sec): 3 clusters Score: Raw -222372.651673 + Penalty 1543.137710 = -220829.513964 nChanged 1 SP:Iteration 21Q (185.716770 sec): 3 clusters Score: Raw -222373.027754 + Penalty 1543.137710 = -220829.890044 nChanged 2 SP:Iteration 22Q (185.763844 sec): 3 clusters Score: Raw -222373.470382 + Penalty 1543.137710 = -220830.332672 nChanged 1 SP:Iteration 23Q (185.812282 sec): 3 clusters Score: Raw -222373.649128 + Penalty 1543.137710 = -220830.511418 nChanged 2 SP:Iteration 24Q (185.846785 sec): 3 clusters Score: Raw -222374.117037 + Penalty 1543.137710 = -220830.979328 nChanged 0 SP:Iteration 25F (185.899061 sec): 3 clusters Score: Raw -222374.117037 + Penalty 1543.137710 = -220830.979328 nChanged 0 Score: Raw -45687993.147663 + Penalty 30487.536579 = -45657505.611084 Splitting cluster 12 changes total score from -45438543.273842 to -45657505.611084 So it's getting split into cluster 24. Trying to split cluster 13 (7902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (193.510928 sec): 2 clusters Score: Raw -519026.503389 + Penalty 852.612761 = -518173.890628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (193.562295 sec): 3 clusters Score: Raw -514425.159379 + Penalty 1705.225522 = -512719.933856 nChanged 3500 SP:Iteration 1F (193.613425 sec): 3 clusters Score: Raw -516513.790576 + Penalty 1705.225522 = -514808.565054 nChanged 544 SP:Iteration 2F (193.665982 sec): 3 clusters Score: Raw -516787.316097 + Penalty 1705.225522 = -515082.090574 nChanged 491 SP:Iteration 3F (193.717460 sec): 3 clusters Score: Raw -517051.652756 + Penalty 1705.225522 = -515346.427234 nChanged 466 SP:Iteration 4F (193.775751 sec): 3 clusters Score: Raw -517343.327612 + Penalty 1705.225522 = -515638.102090 nChanged 455 SP:Iteration 5F (193.826068 sec): 3 clusters Score: Raw -517611.694163 + Penalty 1705.225522 = -515906.468641 nChanged 408 SP:Iteration 6F (193.883894 sec): 3 clusters Score: Raw -517839.075514 + Penalty 1705.225522 = -516133.849992 nChanged 316 SP:Iteration 7Q (193.930426 sec): 3 clusters Score: Raw -518007.946446 + Penalty 1705.225522 = -516302.720923 nChanged 236 SP:Iteration 8Q (193.990970 sec): 3 clusters Score: Raw -518125.551586 + Penalty 1705.225522 = -516420.326064 nChanged 209 SP:Iteration 9Q (194.045249 sec): 3 clusters Score: Raw -518227.966597 + Penalty 1705.225522 = -516522.741075 nChanged 183 SP:Iteration 10Q (194.096197 sec): 3 clusters Score: Raw -518321.193866 + Penalty 1705.225522 = -516615.968344 nChanged 195 SP:Iteration 11Q (194.147153 sec): 3 clusters Score: Raw -518434.372045 + Penalty 1705.225522 = -516729.146523 nChanged 188 SP:Iteration 12Q (194.195389 sec): 3 clusters Score: Raw -518541.807278 + Penalty 1705.225522 = -516836.581756 nChanged 172 SP:Iteration 13Q (194.257404 sec): 3 clusters Score: Raw -518660.485707 + Penalty 1705.225522 = -516955.260185 nChanged 183 SP:Iteration 14Q (194.313243 sec): 3 clusters Score: Raw -518779.398924 + Penalty 1705.225522 = -517074.173401 nChanged 170 SP:Iteration 15Q (194.365098 sec): 3 clusters Score: Raw -518883.918221 + Penalty 1705.225522 = -517178.692699 nChanged 134 SP:Iteration 16Q (194.418266 sec): 3 clusters Score: Raw -518967.948693 + Penalty 1705.225522 = -517262.723171 nChanged 124 SP:Iteration 17Q (194.482382 sec): 3 clusters Score: Raw -519045.542870 + Penalty 1705.225522 = -517340.317348 nChanged 115 SP:Iteration 18Q (194.530867 sec): 3 clusters Score: Raw -519130.083058 + Penalty 1705.225522 = -517424.857535 nChanged 98 SP:Iteration 19Q (194.587755 sec): 3 clusters Score: Raw -519192.659192 + Penalty 1705.225522 = -517487.433670 nChanged 95 SP:Iteration 20F (194.637603 sec): 3 clusters Score: Raw -519253.075067 + Penalty 1705.225522 = -517547.849545 nChanged 81 SP:Iteration 21Q (194.684779 sec): 3 clusters Score: Raw -519316.466496 + Penalty 1705.225522 = -517611.240973 nChanged 90 SP:Iteration 22Q (194.735013 sec): 3 clusters Score: Raw -519388.953883 + Penalty 1705.225522 = -517683.728360 nChanged 79 SP:Iteration 23Q (194.787361 sec): 3 clusters Score: Raw -519435.285172 + Penalty 1705.225522 = -517730.059650 nChanged 75 SP:Iteration 24Q (194.836657 sec): 3 clusters Score: Raw -519466.997893 + Penalty 1705.225522 = -517761.772370 nChanged 50 SP:Iteration 25Q (194.894401 sec): 3 clusters Score: Raw -519483.279268 + Penalty 1705.225522 = -517778.053746 nChanged 32 SP:Iteration 26Q (194.943186 sec): 3 clusters Score: Raw -519491.063251 + Penalty 1705.225522 = -517785.837728 nChanged 22 SP:Iteration 27Q (194.987522 sec): 3 clusters Score: Raw -519496.293732 + Penalty 1705.225522 = -517791.068210 nChanged 19 SP:Iteration 28Q (195.044489 sec): 3 clusters Score: Raw -519499.902300 + Penalty 1705.225522 = -517794.676777 nChanged 15 SP:Iteration 29Q (195.087329 sec): 3 clusters Score: Raw -519502.632055 + Penalty 1705.225522 = -517797.406532 nChanged 11 SP:Iteration 30Q (195.127951 sec): 3 clusters Score: Raw -519504.951607 + Penalty 1705.225522 = -517799.726085 nChanged 6 SP:Iteration 31Q (195.183003 sec): 3 clusters Score: Raw -519505.821970 + Penalty 1705.225522 = -517800.596447 nChanged 6 SP:Iteration 32Q (195.235047 sec): 3 clusters Score: Raw -519506.801695 + Penalty 1705.225522 = -517801.576173 nChanged 3 SP:Iteration 33Q (195.280218 sec): 3 clusters Score: Raw -519507.069974 + Penalty 1705.225522 = -517801.844452 nChanged 2 SP:Iteration 34Q (195.331328 sec): 3 clusters Score: Raw -519507.219024 + Penalty 1705.225522 = -517801.993502 nChanged 1 SP:Iteration 35Q (195.383650 sec): 3 clusters Score: Raw -519507.410378 + Penalty 1705.225522 = -517802.184856 nChanged 3 SP:Iteration 36Q (195.440494 sec): 3 clusters Score: Raw -519507.799501 + Penalty 1705.225522 = -517802.573979 nChanged 7 SP:Iteration 37Q (195.476532 sec): 3 clusters Score: Raw -519509.739023 + Penalty 1705.225522 = -517804.513500 nChanged 8 SP:Iteration 38Q (195.531720 sec): 3 clusters Score: Raw -519511.844557 + Penalty 1705.225522 = -517806.619035 nChanged 11 SP:Iteration 39Q (195.587755 sec): 3 clusters Score: Raw -519513.255136 + Penalty 1705.225522 = -517808.029613 nChanged 5 SP:Iteration 40F (195.633226 sec): 3 clusters Score: Raw -519513.689698 + Penalty 1705.225522 = -517808.464175 nChanged 3 SP:Iteration 41Q (195.681332 sec): 3 clusters Score: Raw -519514.210633 + Penalty 1705.225522 = -517808.985111 nChanged 1 SP:Iteration 42Q (195.731441 sec): 3 clusters Score: Raw -519514.331777 + Penalty 1705.225522 = -517809.106254 nChanged 0 SP:Iteration 43F (195.794606 sec): 3 clusters Score: Raw -519514.331777 + Penalty 1705.225522 = -517809.106254 nChanged 0 Trying to split cluster 14 (5287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.818571 sec): 2 clusters Score: Raw -331149.727265 + Penalty 814.435594 = -330335.291671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.860609 sec): 3 clusters Score: Raw -328220.737493 + Penalty 1628.871189 = -326591.866305 nChanged 2279 SP:Iteration 1F (195.914061 sec): 3 clusters Score: Raw -329717.628670 + Penalty 1628.871189 = -328088.757481 nChanged 517 SP:Iteration 2F (195.954899 sec): 3 clusters Score: Raw -330220.223511 + Penalty 1628.871189 = -328591.352322 nChanged 488 SP:Iteration 3F (195.998570 sec): 3 clusters Score: Raw -330655.879159 + Penalty 1628.871189 = -329027.007970 nChanged 389 SP:Iteration 4F (196.039953 sec): 3 clusters Score: Raw -330918.266603 + Penalty 1628.871189 = -329289.395414 nChanged 293 SP:Iteration 5F (196.082336 sec): 3 clusters Score: Raw -331098.741500 + Penalty 1628.871189 = -329469.870312 nChanged 221 SP:Iteration 6Q (196.137139 sec): 3 clusters Score: Raw -331231.401383 + Penalty 1628.871189 = -329602.530194 nChanged 180 SP:Iteration 7Q (196.181129 sec): 3 clusters Score: Raw -331332.960263 + Penalty 1628.871189 = -329704.089074 nChanged 133 SP:Iteration 8Q (196.229014 sec): 3 clusters Score: Raw -331409.002050 + Penalty 1628.871189 = -329780.130861 nChanged 104 SP:Iteration 9Q (196.274221 sec): 3 clusters Score: Raw -331455.228156 + Penalty 1628.871189 = -329826.356968 nChanged 72 SP:Iteration 10Q (196.328607 sec): 3 clusters Score: Raw -331489.939558 + Penalty 1628.871189 = -329861.068370 nChanged 55 SP:Iteration 11Q (196.379640 sec): 3 clusters Score: Raw -331512.657589 + Penalty 1628.871189 = -329883.786401 nChanged 46 SP:Iteration 12Q (196.396565 sec): 3 clusters Score: Raw -331530.715032 + Penalty 1628.871189 = -329901.843843 nChanged 36 SP:Iteration 13Q (196.451856 sec): 3 clusters Score: Raw -331543.752679 + Penalty 1628.871189 = -329914.881490 nChanged 25 SP:Iteration 14Q (196.504979 sec): 3 clusters Score: Raw -331552.740968 + Penalty 1628.871189 = -329923.869780 nChanged 25 SP:Iteration 15Q (196.557837 sec): 3 clusters Score: Raw -331560.628701 + Penalty 1628.871189 = -329931.757512 nChanged 20 SP:Iteration 16Q (196.604042 sec): 3 clusters Score: Raw -331567.506824 + Penalty 1628.871189 = -329938.635635 nChanged 25 SP:Iteration 17Q (196.653527 sec): 3 clusters Score: Raw -331574.575201 + Penalty 1628.871189 = -329945.704012 nChanged 20 SP:Iteration 18Q (196.694616 sec): 3 clusters Score: Raw -331580.422859 + Penalty 1628.871189 = -329951.551670 nChanged 12 SP:Iteration 19Q (196.751021 sec): 3 clusters Score: Raw -331584.375429 + Penalty 1628.871189 = -329955.504240 nChanged 12 SP:Iteration 20F (196.809235 sec): 3 clusters Score: Raw -331586.710453 + Penalty 1628.871189 = -329957.839264 nChanged 7 SP:Iteration 21Q (196.847142 sec): 3 clusters Score: Raw -331588.508015 + Penalty 1628.871189 = -329959.636827 nChanged 7 SP:Iteration 22Q (196.895895 sec): 3 clusters Score: Raw -331590.087596 + Penalty 1628.871189 = -329961.216407 nChanged 3 SP:Iteration 23Q (196.938794 sec): 3 clusters Score: Raw -331590.685097 + Penalty 1628.871189 = -329961.813908 nChanged 4 SP:Iteration 24Q (196.996100 sec): 3 clusters Score: Raw -331591.275887 + Penalty 1628.871189 = -329962.404698 nChanged 1 SP:Iteration 25Q (197.038028 sec): 3 clusters Score: Raw -331591.551991 + Penalty 1628.871189 = -329962.680802 nChanged 0 SP:Iteration 26F (197.084778 sec): 3 clusters Score: Raw -331591.551991 + Penalty 1628.871189 = -329962.680802 nChanged 0 Trying to split cluster 15 (17447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (197.136386 sec): 2 clusters Score: Raw -1157456.864879 + Penalty 927.857684 = -1156529.007195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (197.196552 sec): 3 clusters Score: Raw -1146638.342356 + Penalty 1855.715369 = -1144782.626987 nChanged 8045 SP:Iteration 1F (197.265597 sec): 3 clusters Score: Raw -1151831.703898 + Penalty 1855.715369 = -1149975.988529 nChanged 1420 SP:Iteration 2F (197.331283 sec): 3 clusters Score: Raw -1152937.632926 + Penalty 1855.715369 = -1151081.917557 nChanged 1453 SP:Iteration 3F (197.388639 sec): 3 clusters Score: Raw -1154335.330636 + Penalty 1855.715369 = -1152479.615267 nChanged 1456 SP:Iteration 4F (197.457372 sec): 3 clusters Score: Raw -1155697.701289 + Penalty 1855.715369 = -1153841.985920 nChanged 1159 SP:Iteration 5F (197.523024 sec): 3 clusters Score: Raw -1156472.305798 + Penalty 1855.715369 = -1154616.590430 nChanged 836 SP:Iteration 6Q (197.587850 sec): 3 clusters Score: Raw -1156875.643974 + Penalty 1855.715369 = -1155019.928606 nChanged 589 SP:Iteration 7Q (197.654374 sec): 3 clusters Score: Raw -1157093.372958 + Penalty 1855.715369 = -1155237.657590 nChanged 409 SP:Iteration 8Q (197.708962 sec): 3 clusters Score: Raw -1157204.118051 + Penalty 1855.715369 = -1155348.402682 nChanged 292 SP:Iteration 9Q (197.770817 sec): 3 clusters Score: Raw -1157289.378657 + Penalty 1855.715369 = -1155433.663288 nChanged 279 SP:Iteration 10Q (197.840241 sec): 3 clusters Score: Raw -1157374.265742 + Penalty 1855.715369 = -1155518.550374 nChanged 229 SP:Iteration 11Q (197.904302 sec): 3 clusters Score: Raw -1157446.768632 + Penalty 1855.715369 = -1155591.053264 nChanged 238 SP:Iteration 12Q (197.975227 sec): 3 clusters Score: Raw -1157520.519763 + Penalty 1855.715369 = -1155664.804394 nChanged 279 SP:Iteration 13Q (198.046784 sec): 3 clusters Score: Raw -1157609.989417 + Penalty 1855.715369 = -1155754.274049 nChanged 246 SP:Iteration 14Q (198.101023 sec): 3 clusters Score: Raw -1157682.305136 + Penalty 1855.715369 = -1155826.589767 nChanged 230 SP:Iteration 15Q (198.161003 sec): 3 clusters Score: Raw -1157744.530309 + Penalty 1855.715369 = -1155888.814940 nChanged 187 SP:Iteration 16Q (198.237824 sec): 3 clusters Score: Raw -1157786.493320 + Penalty 1855.715369 = -1155930.777952 nChanged 161 SP:Iteration 17Q (198.292040 sec): 3 clusters Score: Raw -1157814.683789 + Penalty 1855.715369 = -1155958.968421 nChanged 153 SP:Iteration 18Q (198.369248 sec): 3 clusters Score: Raw -1157841.099115 + Penalty 1855.715369 = -1155985.383747 nChanged 125 SP:Iteration 19Q (198.422188 sec): 3 clusters Score: Raw -1157861.515240 + Penalty 1855.715369 = -1156005.799871 nChanged 103 SP:Iteration 20F (198.482092 sec): 3 clusters Score: Raw -1157875.059049 + Penalty 1855.715369 = -1156019.343680 nChanged 87 SP:Iteration 21Q (198.554768 sec): 3 clusters Score: Raw -1157885.841834 + Penalty 1855.715369 = -1156030.126465 nChanged 74 SP:Iteration 22Q (198.613061 sec): 3 clusters Score: Raw -1157892.537127 + Penalty 1855.715369 = -1156036.821758 nChanged 45 SP:Iteration 23Q (198.683367 sec): 3 clusters Score: Raw -1157895.562782 + Penalty 1855.715369 = -1156039.847413 nChanged 43 SP:Iteration 24Q (198.740401 sec): 3 clusters Score: Raw -1157897.790339 + Penalty 1855.715369 = -1156042.074970 nChanged 25 SP:Iteration 25Q (198.800978 sec): 3 clusters Score: Raw -1157898.915520 + Penalty 1855.715369 = -1156043.200152 nChanged 12 SP:Iteration 26Q (198.879789 sec): 3 clusters Score: Raw -1157899.670171 + Penalty 1855.715369 = -1156043.954802 nChanged 11 SP:Iteration 27Q (198.944522 sec): 3 clusters Score: Raw -1157900.060046 + Penalty 1855.715369 = -1156044.344677 nChanged 7 SP:Iteration 28Q (198.995071 sec): 3 clusters Score: Raw -1157900.259391 + Penalty 1855.715369 = -1156044.544022 nChanged 5 SP:Iteration 29Q (199.057129 sec): 3 clusters Score: Raw -1157900.400870 + Penalty 1855.715369 = -1156044.685501 nChanged 5 SP:Iteration 30Q (199.126502 sec): 3 clusters Score: Raw -1157900.497186 + Penalty 1855.715369 = -1156044.781818 nChanged 3 SP:Iteration 31Q (199.181803 sec): 3 clusters Score: Raw -1157900.564468 + Penalty 1855.715369 = -1156044.849099 nChanged 0 SP:Iteration 32F (199.245932 sec): 3 clusters Score: Raw -1157900.564468 + Penalty 1855.715369 = -1156044.849099 nChanged 0 Trying to split cluster 16 (12645 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (199.284177 sec): 2 clusters Score: Raw -945752.030850 + Penalty 897.276630 = -944854.754220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (199.352446 sec): 3 clusters Score: Raw -938186.837577 + Penalty 1794.553260 = -936392.284317 nChanged 5702 SP:Iteration 1F (199.401135 sec): 3 clusters Score: Raw -941935.711987 + Penalty 1794.553260 = -940141.158727 nChanged 1070 SP:Iteration 2F (199.469792 sec): 3 clusters Score: Raw -942931.004769 + Penalty 1794.553260 = -941136.451509 nChanged 1135 SP:Iteration 3F (199.523050 sec): 3 clusters Score: Raw -944116.479015 + Penalty 1794.553260 = -942321.925755 nChanged 1054 SP:Iteration 4F (199.592594 sec): 3 clusters Score: Raw -945099.648145 + Penalty 1794.553260 = -943305.094885 nChanged 815 SP:Iteration 5F (199.656612 sec): 3 clusters Score: Raw -945659.669166 + Penalty 1794.553260 = -943865.115906 nChanged 594 SP:Iteration 6Q (199.715189 sec): 3 clusters Score: Raw -946008.466472 + Penalty 1794.553260 = -944213.913212 nChanged 428 SP:Iteration 7Q (199.770320 sec): 3 clusters Score: Raw -946230.759627 + Penalty 1794.553260 = -944436.206367 nChanged 341 SP:Iteration 8Q (199.825028 sec): 3 clusters Score: Raw -946408.358858 + Penalty 1794.553260 = -944613.805598 nChanged 342 SP:Iteration 9Q (199.881219 sec): 3 clusters Score: Raw -946601.557951 + Penalty 1794.553260 = -944807.004691 nChanged 355 SP:Iteration 10Q (199.942444 sec): 3 clusters Score: Raw -946833.946110 + Penalty 1794.553260 = -945039.392850 nChanged 372 SP:Iteration 11Q (200.006314 sec): 3 clusters Score: Raw -947111.581359 + Penalty 1794.553260 = -945317.028099 nChanged 367 SP:Iteration 12Q (200.061282 sec): 3 clusters Score: Raw -947395.562597 + Penalty 1794.553260 = -945601.009337 nChanged 308 SP:Iteration 13Q (200.117844 sec): 3 clusters Score: Raw -947612.226425 + Penalty 1794.553260 = -945817.673165 nChanged 301 SP:Iteration 14Q (200.184613 sec): 3 clusters Score: Raw -947863.561050 + Penalty 1794.553260 = -946069.007790 nChanged 301 SP:Iteration 15Q (200.236669 sec): 3 clusters Score: Raw -948104.490285 + Penalty 1794.553260 = -946309.937025 nChanged 262 SP:Iteration 16Q (200.281790 sec): 3 clusters Score: Raw -948287.852394 + Penalty 1794.553260 = -946493.299134 nChanged 215 SP:Iteration 17Q (200.339665 sec): 3 clusters Score: Raw -948398.032108 + Penalty 1794.553260 = -946603.478847 nChanged 154 SP:Iteration 18Q (200.396305 sec): 3 clusters Score: Raw -948453.996614 + Penalty 1794.553260 = -946659.443354 nChanged 119 SP:Iteration 19Q (200.459862 sec): 3 clusters Score: Raw -948490.707368 + Penalty 1794.553260 = -946696.154108 nChanged 92 SP:Iteration 20F (200.519477 sec): 3 clusters Score: Raw -948513.775075 + Penalty 1794.553260 = -946719.221814 nChanged 74 SP:Iteration 21Q (200.570850 sec): 3 clusters Score: Raw -948531.718369 + Penalty 1794.553260 = -946737.165109 nChanged 71 SP:Iteration 22Q (200.626794 sec): 3 clusters Score: Raw -948546.721890 + Penalty 1794.553260 = -946752.168630 nChanged 59 SP:Iteration 23Q (200.681614 sec): 3 clusters Score: Raw -948559.095674 + Penalty 1794.553260 = -946764.542414 nChanged 60 SP:Iteration 24Q (200.736137 sec): 3 clusters Score: Raw -948572.086192 + Penalty 1794.553260 = -946777.532932 nChanged 56 SP:Iteration 25Q (200.796799 sec): 3 clusters Score: Raw -948583.609112 + Penalty 1794.553260 = -946789.055852 nChanged 44 SP:Iteration 26Q (200.851239 sec): 3 clusters Score: Raw -948596.504793 + Penalty 1794.553260 = -946801.951533 nChanged 43 SP:Iteration 27Q (200.904991 sec): 3 clusters Score: Raw -948611.047743 + Penalty 1794.553260 = -946816.494483 nChanged 40 SP:Iteration 28Q (200.967304 sec): 3 clusters Score: Raw -948627.337433 + Penalty 1794.553260 = -946832.784173 nChanged 42 SP:Iteration 29Q (201.016544 sec): 3 clusters Score: Raw -948651.757079 + Penalty 1794.553260 = -946857.203818 nChanged 50 SP:Iteration 30Q (201.072406 sec): 3 clusters Score: Raw -948680.731588 + Penalty 1794.553260 = -946886.178327 nChanged 60 SP:Iteration 31Q (201.140065 sec): 3 clusters Score: Raw -948726.990611 + Penalty 1794.553260 = -946932.437351 nChanged 69 SP:Iteration 32Q (201.200562 sec): 3 clusters Score: Raw -948785.274704 + Penalty 1794.553260 = -946990.721444 nChanged 71 SP:Iteration 33Q (201.262345 sec): 3 clusters Score: Raw -948847.285239 + Penalty 1794.553260 = -947052.731979 nChanged 84 SP:Iteration 34Q (201.321895 sec): 3 clusters Score: Raw -948887.280628 + Penalty 1794.553260 = -947092.727368 nChanged 55 SP:Iteration 35Q (201.374166 sec): 3 clusters Score: Raw -948903.647647 + Penalty 1794.553260 = -947109.094387 nChanged 44 SP:Iteration 36Q (201.430366 sec): 3 clusters Score: Raw -948915.936619 + Penalty 1794.553260 = -947121.383359 nChanged 49 SP:Iteration 37Q (201.494740 sec): 3 clusters Score: Raw -948929.961917 + Penalty 1794.553260 = -947135.408656 nChanged 34 SP:Iteration 38Q (201.555583 sec): 3 clusters Score: Raw -948936.004176 + Penalty 1794.553260 = -947141.450916 nChanged 24 SP:Iteration 39Q (201.605083 sec): 3 clusters Score: Raw -948939.831971 + Penalty 1794.553260 = -947145.278711 nChanged 16 SP:Iteration 40F (201.664436 sec): 3 clusters Score: Raw -948941.917329 + Penalty 1794.553260 = -947147.364069 nChanged 18 SP:Iteration 41Q (201.732391 sec): 3 clusters Score: Raw -948944.220302 + Penalty 1794.553260 = -947149.667042 nChanged 7 SP:Iteration 42Q (201.793371 sec): 3 clusters Score: Raw -948945.358947 + Penalty 1794.553260 = -947150.805687 nChanged 10 SP:Iteration 43Q (201.839674 sec): 3 clusters Score: Raw -948946.808507 + Penalty 1794.553260 = -947152.255246 nChanged 8 SP:Iteration 44Q (201.905015 sec): 3 clusters Score: Raw -948947.839454 + Penalty 1794.553260 = -947153.286194 nChanged 6 SP:Iteration 45Q (201.968524 sec): 3 clusters Score: Raw -948948.317676 + Penalty 1794.553260 = -947153.764416 nChanged 3 SP:Iteration 46Q (202.032026 sec): 3 clusters Score: Raw -948948.804866 + Penalty 1794.553260 = -947154.251606 nChanged 5 SP:Iteration 47Q (202.088934 sec): 3 clusters Score: Raw -948949.356972 + Penalty 1794.553260 = -947154.803711 nChanged 6 SP:Iteration 48Q (202.146435 sec): 3 clusters Score: Raw -948950.028392 + Penalty 1794.553260 = -947155.475132 nChanged 9 SP:Iteration 49Q (202.198100 sec): 3 clusters Score: Raw -948951.395719 + Penalty 1794.553260 = -947156.842459 nChanged 7 SP:Iteration 50Q (202.261620 sec): 3 clusters Score: Raw -948952.089520 + Penalty 1794.553260 = -947157.536259 nChanged 6 SP:Iteration 51Q (202.311910 sec): 3 clusters Score: Raw -948953.226685 + Penalty 1794.553260 = -947158.673425 nChanged 7 SP:Iteration 52Q (202.380397 sec): 3 clusters Score: Raw -948954.269647 + Penalty 1794.553260 = -947159.716387 nChanged 4 SP:Iteration 53Q (202.440342 sec): 3 clusters Score: Raw -948954.844011 + Penalty 1794.553260 = -947160.290751 nChanged 5 SP:Iteration 54Q (202.491525 sec): 3 clusters Score: Raw -948955.543957 + Penalty 1794.553260 = -947160.990697 nChanged 5 SP:Iteration 55Q (202.561382 sec): 3 clusters Score: Raw -948956.740644 + Penalty 1794.553260 = -947162.187383 nChanged 7 SP:Iteration 56Q (202.607258 sec): 3 clusters Score: Raw -948957.805256 + Penalty 1794.553260 = -947163.251996 nChanged 11 SP:Iteration 57Q (202.665182 sec): 3 clusters Score: Raw -948958.927861 + Penalty 1794.553260 = -947164.374601 nChanged 5 SP:Iteration 58Q (202.719595 sec): 3 clusters Score: Raw -948959.362104 + Penalty 1794.553260 = -947164.808844 nChanged 4 SP:Iteration 59Q (202.768127 sec): 3 clusters Score: Raw -948959.709987 + Penalty 1794.553260 = -947165.156726 nChanged 3 SP:Iteration 60F (202.820561 sec): 3 clusters Score: Raw -948960.270492 + Penalty 1794.553260 = -947165.717232 nChanged 5 SP:Iteration 61Q (202.879230 sec): 3 clusters Score: Raw -948960.561541 + Penalty 1794.553260 = -947166.008281 nChanged 2 SP:Iteration 62Q (202.944032 sec): 3 clusters Score: Raw -948960.653473 + Penalty 1794.553260 = -947166.100213 nChanged 0 SP:Iteration 63F (202.994724 sec): 3 clusters Score: Raw -948960.653473 + Penalty 1794.553260 = -947166.100213 nChanged 0 Score: Raw -45691201.770287 + Penalty 31757.850604 = -45659443.919683 Splitting cluster 16 changes total score from -45438543.273842 to -45659443.919683 So it's getting split into cluster 25. Trying to split cluster 17 (5904 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (210.915968 sec): 2 clusters Score: Raw -310514.769405 + Penalty 824.921610 = -309689.847796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (210.972096 sec): 3 clusters Score: Raw -307300.541475 + Penalty 1649.843220 = -305650.698255 nChanged 2619 SP:Iteration 1F (211.026586 sec): 3 clusters Score: Raw -309322.576112 + Penalty 1649.843220 = -307672.732893 nChanged 811 SP:Iteration 2F (211.064650 sec): 3 clusters Score: Raw -310770.652925 + Penalty 1649.843220 = -309120.809706 nChanged 859 SP:Iteration 3F (211.123503 sec): 3 clusters Score: Raw -312588.780468 + Penalty 1649.843220 = -310938.937249 nChanged 670 SP:Iteration 4F (211.178952 sec): 3 clusters Score: Raw -313667.993704 + Penalty 1649.843220 = -312018.150485 nChanged 370 SP:Iteration 5F (211.233021 sec): 3 clusters Score: Raw -314021.828039 + Penalty 1649.843220 = -312371.984820 nChanged 203 SP:Iteration 6Q (211.288027 sec): 3 clusters Score: Raw -314152.599695 + Penalty 1649.843220 = -312502.756476 nChanged 129 SP:Iteration 7Q (211.340576 sec): 3 clusters Score: Raw -314219.686290 + Penalty 1649.843220 = -312569.843070 nChanged 102 SP:Iteration 8Q (211.399209 sec): 3 clusters Score: Raw -314268.492589 + Penalty 1649.843220 = -312618.649370 nChanged 94 SP:Iteration 9Q (211.443990 sec): 3 clusters Score: Raw -314315.907903 + Penalty 1649.843220 = -312666.064683 nChanged 72 SP:Iteration 10Q (211.501036 sec): 3 clusters Score: Raw -314341.930554 + Penalty 1649.843220 = -312692.087335 nChanged 42 SP:Iteration 11Q (211.554879 sec): 3 clusters Score: Raw -314353.905935 + Penalty 1649.843220 = -312704.062716 nChanged 42 SP:Iteration 12Q (211.619120 sec): 3 clusters Score: Raw -314367.654177 + Penalty 1649.843220 = -312717.810957 nChanged 37 SP:Iteration 13Q (211.661324 sec): 3 clusters Score: Raw -314377.404313 + Penalty 1649.843220 = -312727.561093 nChanged 22 SP:Iteration 14Q (211.723292 sec): 3 clusters Score: Raw -314381.797720 + Penalty 1649.843220 = -312731.954501 nChanged 13 SP:Iteration 15Q (211.781257 sec): 3 clusters Score: Raw -314383.570431 + Penalty 1649.843220 = -312733.727211 nChanged 11 SP:Iteration 16Q (211.836953 sec): 3 clusters Score: Raw -314384.923223 + Penalty 1649.843220 = -312735.080003 nChanged 7 SP:Iteration 17Q (211.890672 sec): 3 clusters Score: Raw -314385.912381 + Penalty 1649.843220 = -312736.069161 nChanged 10 SP:Iteration 18Q (211.938153 sec): 3 clusters Score: Raw -314387.175796 + Penalty 1649.843220 = -312737.332576 nChanged 6 SP:Iteration 19Q (211.996149 sec): 3 clusters Score: Raw -314387.947814 + Penalty 1649.843220 = -312738.104594 nChanged 6 SP:Iteration 20F (212.048269 sec): 3 clusters Score: Raw -314388.670573 + Penalty 1649.843220 = -312738.827354 nChanged 4 SP:Iteration 21Q (212.104102 sec): 3 clusters Score: Raw -314389.140894 + Penalty 1649.843220 = -312739.297674 nChanged 3 SP:Iteration 22Q (212.154829 sec): 3 clusters Score: Raw -314389.568558 + Penalty 1649.843220 = -312739.725338 nChanged 5 SP:Iteration 23Q (212.201452 sec): 3 clusters Score: Raw -314390.316234 + Penalty 1649.843220 = -312740.473015 nChanged 5 SP:Iteration 24Q (212.266814 sec): 3 clusters Score: Raw -314391.134809 + Penalty 1649.843220 = -312741.291590 nChanged 4 SP:Iteration 25Q (212.307991 sec): 3 clusters Score: Raw -314391.657837 + Penalty 1649.843220 = -312741.814618 nChanged 2 SP:Iteration 26Q (212.369423 sec): 3 clusters Score: Raw -314391.908292 + Penalty 1649.843220 = -312742.065073 nChanged 0 SP:Iteration 27F (212.416841 sec): 3 clusters Score: Raw -314391.908292 + Penalty 1649.843220 = -312742.065073 nChanged 0 Score: Raw -45695078.909173 + Penalty 33028.164628 = -45662050.744546 Splitting cluster 17 changes total score from -45438543.273842 to -45662050.744546 So it's getting split into cluster 26. Trying to split cluster 18 (2946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (220.620564 sec): 2 clusters Score: Raw -187923.275380 + Penalty 758.879342 = -187164.396038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (220.671396 sec): 3 clusters Score: Raw -186400.190106 + Penalty 1517.758683 = -184882.431422 nChanged 1205 SP:Iteration 1F (220.714091 sec): 3 clusters Score: Raw -187084.790797 + Penalty 1517.758683 = -185567.032113 nChanged 224 SP:Iteration 2F (220.756647 sec): 3 clusters Score: Raw -187206.213967 + Penalty 1517.758683 = -185688.455283 nChanged 142 SP:Iteration 3Q (220.806442 sec): 3 clusters Score: Raw -187277.213237 + Penalty 1517.758683 = -185759.454554 nChanged 118 SP:Iteration 4Q (220.854757 sec): 3 clusters Score: Raw -187331.679681 + Penalty 1517.758683 = -185813.920998 nChanged 96 SP:Iteration 5Q (220.896654 sec): 3 clusters Score: Raw -187378.425357 + Penalty 1517.758683 = -185860.666674 nChanged 85 SP:Iteration 6Q (220.942257 sec): 3 clusters Score: Raw -187420.682686 + Penalty 1517.758683 = -185902.924003 nChanged 79 SP:Iteration 7Q (220.999116 sec): 3 clusters Score: Raw -187464.471790 + Penalty 1517.758683 = -185946.713106 nChanged 77 SP:Iteration 8Q (221.035179 sec): 3 clusters Score: Raw -187501.790870 + Penalty 1517.758683 = -185984.032187 nChanged 66 SP:Iteration 9Q (221.074325 sec): 3 clusters Score: Raw -187530.197996 + Penalty 1517.758683 = -186012.439313 nChanged 57 SP:Iteration 10Q (221.110674 sec): 3 clusters Score: Raw -187554.688243 + Penalty 1517.758683 = -186036.929560 nChanged 50 SP:Iteration 11Q (221.159365 sec): 3 clusters Score: Raw -187576.799119 + Penalty 1517.758683 = -186059.040436 nChanged 40 SP:Iteration 12Q (221.202105 sec): 3 clusters Score: Raw -187599.477059 + Penalty 1517.758683 = -186081.718376 nChanged 58 SP:Iteration 13Q (221.247488 sec): 3 clusters Score: Raw -187627.806226 + Penalty 1517.758683 = -186110.047543 nChanged 58 SP:Iteration 14Q (221.303089 sec): 3 clusters Score: Raw -187659.850419 + Penalty 1517.758683 = -186142.091735 nChanged 48 SP:Iteration 15Q (221.350113 sec): 3 clusters Score: Raw -187681.744419 + Penalty 1517.758683 = -186163.985735 nChanged 47 SP:Iteration 16Q (221.389273 sec): 3 clusters Score: Raw -187709.927265 + Penalty 1517.758683 = -186192.168582 nChanged 49 SP:Iteration 17Q (221.434585 sec): 3 clusters Score: Raw -187737.695926 + Penalty 1517.758683 = -186219.937243 nChanged 53 SP:Iteration 18Q (221.479492 sec): 3 clusters Score: Raw -187761.447609 + Penalty 1517.758683 = -186243.688926 nChanged 36 SP:Iteration 19Q (221.519629 sec): 3 clusters Score: Raw -187777.024537 + Penalty 1517.758683 = -186259.265854 nChanged 25 SP:Iteration 20F (221.577417 sec): 3 clusters Score: Raw -187787.353090 + Penalty 1517.758683 = -186269.594407 nChanged 33 SP:Iteration 21Q (221.619921 sec): 3 clusters Score: Raw -187802.854441 + Penalty 1517.758683 = -186285.095757 nChanged 37 SP:Iteration 22Q (221.666760 sec): 3 clusters Score: Raw -187820.342682 + Penalty 1517.758683 = -186302.583999 nChanged 37 SP:Iteration 23Q (221.712165 sec): 3 clusters Score: Raw -187838.020959 + Penalty 1517.758683 = -186320.262276 nChanged 29 SP:Iteration 24Q (221.758853 sec): 3 clusters Score: Raw -187847.480217 + Penalty 1517.758683 = -186329.721533 nChanged 22 SP:Iteration 25Q (221.795939 sec): 3 clusters Score: Raw -187856.617078 + Penalty 1517.758683 = -186338.858394 nChanged 25 SP:Iteration 26Q (221.837496 sec): 3 clusters Score: Raw -187869.354363 + Penalty 1517.758683 = -186351.595680 nChanged 21 SP:Iteration 27Q (221.891500 sec): 3 clusters Score: Raw -187882.197422 + Penalty 1517.758683 = -186364.438739 nChanged 18 SP:Iteration 28Q (221.947937 sec): 3 clusters Score: Raw -187889.768195 + Penalty 1517.758683 = -186372.009511 nChanged 18 SP:Iteration 29Q (221.981244 sec): 3 clusters Score: Raw -187898.197018 + Penalty 1517.758683 = -186380.438334 nChanged 21 SP:Iteration 30Q (222.034567 sec): 3 clusters Score: Raw -187905.652720 + Penalty 1517.758683 = -186387.894037 nChanged 14 SP:Iteration 31Q (222.072903 sec): 3 clusters Score: Raw -187910.328404 + Penalty 1517.758683 = -186392.569720 nChanged 12 SP:Iteration 32Q (222.127915 sec): 3 clusters Score: Raw -187914.087143 + Penalty 1517.758683 = -186396.328459 nChanged 11 SP:Iteration 33Q (222.169366 sec): 3 clusters Score: Raw -187917.733580 + Penalty 1517.758683 = -186399.974897 nChanged 14 SP:Iteration 34Q (222.211581 sec): 3 clusters Score: Raw -187922.375219 + Penalty 1517.758683 = -186404.616535 nChanged 17 SP:Iteration 35Q (222.264678 sec): 3 clusters Score: Raw -187929.296351 + Penalty 1517.758683 = -186411.537667 nChanged 17 SP:Iteration 36Q (222.304885 sec): 3 clusters Score: Raw -187936.720323 + Penalty 1517.758683 = -186418.961640 nChanged 10 SP:Iteration 37Q (222.352089 sec): 3 clusters Score: Raw -187940.767322 + Penalty 1517.758683 = -186423.008639 nChanged 11 SP:Iteration 38Q (222.390451 sec): 3 clusters Score: Raw -187945.697578 + Penalty 1517.758683 = -186427.938895 nChanged 12 SP:Iteration 39Q (222.433980 sec): 3 clusters Score: Raw -187951.561857 + Penalty 1517.758683 = -186433.803174 nChanged 10 SP:Iteration 40F (222.477419 sec): 3 clusters Score: Raw -187955.892620 + Penalty 1517.758683 = -186438.133936 nChanged 8 SP:Iteration 41Q (222.521431 sec): 3 clusters Score: Raw -187960.919541 + Penalty 1517.758683 = -186443.160858 nChanged 13 SP:Iteration 42Q (222.579609 sec): 3 clusters Score: Raw -187965.556453 + Penalty 1517.758683 = -186447.797770 nChanged 6 SP:Iteration 43Q (222.615169 sec): 3 clusters Score: Raw -187967.368069 + Penalty 1517.758683 = -186449.609386 nChanged 4 SP:Iteration 44Q (222.667470 sec): 3 clusters Score: Raw -187968.674273 + Penalty 1517.758683 = -186450.915590 nChanged 4 SP:Iteration 45Q (222.708746 sec): 3 clusters Score: Raw -187970.286173 + Penalty 1517.758683 = -186452.527489 nChanged 4 SP:Iteration 46Q (222.751083 sec): 3 clusters Score: Raw -187972.514439 + Penalty 1517.758683 = -186454.755755 nChanged 8 SP:Iteration 47Q (222.804747 sec): 3 clusters Score: Raw -187976.861316 + Penalty 1517.758683 = -186459.102632 nChanged 13 SP:Iteration 48Q (222.860538 sec): 3 clusters Score: Raw -187985.799966 + Penalty 1517.758683 = -186468.041283 nChanged 15 SP:Iteration 49Q (222.895669 sec): 3 clusters Score: Raw -187996.341718 + Penalty 1517.758683 = -186478.583034 nChanged 12 SP:Iteration 50Q (222.951087 sec): 3 clusters Score: Raw -188003.836524 + Penalty 1517.758683 = -186486.077841 nChanged 13 SP:Iteration 51Q (223.003974 sec): 3 clusters Score: Raw -188011.149909 + Penalty 1517.758683 = -186493.391225 nChanged 5 SP:Iteration 52Q (223.034239 sec): 3 clusters Score: Raw -188013.853131 + Penalty 1517.758683 = -186496.094448 nChanged 6 SP:Iteration 53Q (223.083431 sec): 3 clusters Score: Raw -188017.179743 + Penalty 1517.758683 = -186499.421060 nChanged 4 SP:Iteration 54Q (223.132160 sec): 3 clusters Score: Raw -188020.173265 + Penalty 1517.758683 = -186502.414582 nChanged 6 SP:Iteration 55Q (223.186978 sec): 3 clusters Score: Raw -188022.746728 + Penalty 1517.758683 = -186504.988045 nChanged 4 SP:Iteration 56Q (223.226662 sec): 3 clusters Score: Raw -188024.835761 + Penalty 1517.758683 = -186507.077078 nChanged 4 SP:Iteration 57Q (223.266178 sec): 3 clusters Score: Raw -188026.377590 + Penalty 1517.758683 = -186508.618906 nChanged 5 SP:Iteration 58Q (223.308400 sec): 3 clusters Score: Raw -188029.431146 + Penalty 1517.758683 = -186511.672463 nChanged 8 SP:Iteration 59Q (223.359864 sec): 3 clusters Score: Raw -188035.060714 + Penalty 1517.758683 = -186517.302030 nChanged 6 SP:Iteration 60F (223.402715 sec): 3 clusters Score: Raw -188040.618925 + Penalty 1517.758683 = -186522.860241 nChanged 8 SP:Iteration 61Q (223.448991 sec): 3 clusters Score: Raw -188044.652889 + Penalty 1517.758683 = -186526.894206 nChanged 4 SP:Iteration 62Q (223.499607 sec): 3 clusters Score: Raw -188045.600880 + Penalty 1517.758683 = -186527.842196 nChanged 0 SP:Iteration 63F (223.541831 sec): 3 clusters Score: Raw -188045.600880 + Penalty 1517.758683 = -186527.842196 nChanged 0 Trying to split cluster 19 (96424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (223.668336 sec): 2 clusters Score: Raw -6790258.620151 + Penalty 1090.268489 = -6789168.351662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (223.833008 sec): 3 clusters Score: Raw -6726706.024166 + Penalty 2180.536978 = -6724525.487187 nChanged 46501 SP:Iteration 1F (223.991638 sec): 3 clusters Score: Raw -6761374.876794 + Penalty 2180.536978 = -6759194.339816 nChanged 8275 SP:Iteration 2F (224.150460 sec): 3 clusters Score: Raw -6768542.671710 + Penalty 2180.536978 = -6766362.134731 nChanged 8565 SP:Iteration 3F (224.307938 sec): 3 clusters Score: Raw -6776489.854618 + Penalty 2180.536978 = -6774309.317640 nChanged 7568 SP:Iteration 4F (224.455860 sec): 3 clusters Score: Raw -6782787.087245 + Penalty 2180.536978 = -6780606.550267 nChanged 5946 SP:Iteration 5F (224.597902 sec): 3 clusters Score: Raw -6787162.377335 + Penalty 2180.536978 = -6784981.840357 nChanged 4530 SP:Iteration 6Q (224.756931 sec): 3 clusters Score: Raw -6790222.284245 + Penalty 2180.536978 = -6788041.747266 nChanged 3385 SP:Iteration 7Q (224.923226 sec): 3 clusters Score: Raw -6792337.082482 + Penalty 2180.536978 = -6790156.545503 nChanged 2569 SP:Iteration 8Q (225.094687 sec): 3 clusters Score: Raw -6793756.376391 + Penalty 2180.536978 = -6791575.839412 nChanged 1984 SP:Iteration 9Q (225.260045 sec): 3 clusters Score: Raw -6794661.420818 + Penalty 2180.536978 = -6792480.883840 nChanged 1631 SP:Iteration 10Q (225.425443 sec): 3 clusters Score: Raw -6795258.196508 + Penalty 2180.536978 = -6793077.659529 nChanged 1302 SP:Iteration 11Q (225.588523 sec): 3 clusters Score: Raw -6795668.620290 + Penalty 2180.536978 = -6793488.083311 nChanged 1057 SP:Iteration 12Q (225.729043 sec): 3 clusters Score: Raw -6795947.161637 + Penalty 2180.536978 = -6793766.624659 nChanged 864 SP:Iteration 13Q (225.863291 sec): 3 clusters Score: Raw -6796131.501434 + Penalty 2180.536978 = -6793950.964455 nChanged 654 SP:Iteration 14Q (226.019875 sec): 3 clusters Score: Raw -6796234.918706 + Penalty 2180.536978 = -6794054.381727 nChanged 500 SP:Iteration 15Q (226.152856 sec): 3 clusters Score: Raw -6796294.515135 + Penalty 2180.536978 = -6794113.978157 nChanged 384 SP:Iteration 16Q (226.315992 sec): 3 clusters Score: Raw -6796337.857375 + Penalty 2180.536978 = -6794157.320397 nChanged 328 SP:Iteration 17Q (226.479958 sec): 3 clusters Score: Raw -6796369.999969 + Penalty 2180.536978 = -6794189.462991 nChanged 303 SP:Iteration 18Q (226.639749 sec): 3 clusters Score: Raw -6796397.962167 + Penalty 2180.536978 = -6794217.425189 nChanged 281 SP:Iteration 19Q (226.796121 sec): 3 clusters Score: Raw -6796421.047905 + Penalty 2180.536978 = -6794240.510927 nChanged 246 SP:Iteration 20F (226.953244 sec): 3 clusters Score: Raw -6796440.173396 + Penalty 2180.536978 = -6794259.636417 nChanged 200 SP:Iteration 21Q (227.105987 sec): 3 clusters Score: Raw -6796453.959202 + Penalty 2180.536978 = -6794273.422224 nChanged 183 SP:Iteration 22Q (227.273871 sec): 3 clusters Score: Raw -6796464.635584 + Penalty 2180.536978 = -6794284.098605 nChanged 161 SP:Iteration 23Q (227.433084 sec): 3 clusters Score: Raw -6796473.140240 + Penalty 2180.536978 = -6794292.603261 nChanged 150 SP:Iteration 24Q (227.596939 sec): 3 clusters Score: Raw -6796480.694438 + Penalty 2180.536978 = -6794300.157460 nChanged 149 SP:Iteration 25Q (227.763862 sec): 3 clusters Score: Raw -6796488.263224 + Penalty 2180.536978 = -6794307.726245 nChanged 140 SP:Iteration 26Q (227.917572 sec): 3 clusters Score: Raw -6796494.991963 + Penalty 2180.536978 = -6794314.454985 nChanged 129 SP:Iteration 27Q (228.080917 sec): 3 clusters Score: Raw -6796500.219833 + Penalty 2180.536978 = -6794319.682855 nChanged 122 SP:Iteration 28Q (228.258495 sec): 3 clusters Score: Raw -6796504.524650 + Penalty 2180.536978 = -6794323.987671 nChanged 116 SP:Iteration 29Q (228.425651 sec): 3 clusters Score: Raw -6796508.516499 + Penalty 2180.536978 = -6794327.979521 nChanged 102 SP:Iteration 30Q (228.595391 sec): 3 clusters Score: Raw -6796512.090753 + Penalty 2180.536978 = -6794331.553775 nChanged 114 SP:Iteration 31Q (228.764049 sec): 3 clusters Score: Raw -6796515.953828 + Penalty 2180.536978 = -6794335.416849 nChanged 103 SP:Iteration 32Q (228.927979 sec): 3 clusters Score: Raw -6796519.151967 + Penalty 2180.536978 = -6794338.614989 nChanged 92 SP:Iteration 33Q (229.086960 sec): 3 clusters Score: Raw -6796521.643823 + Penalty 2180.536978 = -6794341.106844 nChanged 102 SP:Iteration 34Q (229.256222 sec): 3 clusters Score: Raw -6796524.892835 + Penalty 2180.536978 = -6794344.355856 nChanged 109 SP:Iteration 35Q (229.424799 sec): 3 clusters Score: Raw -6796528.362008 + Penalty 2180.536978 = -6794347.825030 nChanged 110 SP:Iteration 36Q (229.589823 sec): 3 clusters Score: Raw -6796531.655359 + Penalty 2180.536978 = -6794351.118381 nChanged 102 SP:Iteration 37Q (229.740676 sec): 3 clusters Score: Raw -6796534.308593 + Penalty 2180.536978 = -6794353.771614 nChanged 90 SP:Iteration 38Q (229.900635 sec): 3 clusters Score: Raw -6796536.801911 + Penalty 2180.536978 = -6794356.264933 nChanged 98 SP:Iteration 39Q (230.056737 sec): 3 clusters Score: Raw -6796539.999823 + Penalty 2180.536978 = -6794359.462844 nChanged 98 SP:Iteration 40F (230.215891 sec): 3 clusters Score: Raw -6796542.831565 + Penalty 2180.536978 = -6794362.294586 nChanged 93 SP:Iteration 41Q (230.367244 sec): 3 clusters Score: Raw -6796545.409094 + Penalty 2180.536978 = -6794364.872116 nChanged 97 SP:Iteration 42Q (230.527607 sec): 3 clusters Score: Raw -6796548.023922 + Penalty 2180.536978 = -6794367.486944 nChanged 89 SP:Iteration 43Q (230.689894 sec): 3 clusters Score: Raw -6796550.172391 + Penalty 2180.536978 = -6794369.635413 nChanged 80 SP:Iteration 44Q (230.863511 sec): 3 clusters Score: Raw -6796552.348258 + Penalty 2180.536978 = -6794371.811280 nChanged 97 SP:Iteration 45Q (231.023021 sec): 3 clusters Score: Raw -6796554.959292 + Penalty 2180.536978 = -6794374.422314 nChanged 85 SP:Iteration 46Q (231.186914 sec): 3 clusters Score: Raw -6796557.356809 + Penalty 2180.536978 = -6794376.819831 nChanged 99 SP:Iteration 47Q (231.343273 sec): 3 clusters Score: Raw -6796560.261427 + Penalty 2180.536978 = -6794379.724449 nChanged 101 SP:Iteration 48Q (231.515517 sec): 3 clusters Score: Raw -6796563.536492 + Penalty 2180.536978 = -6794382.999514 nChanged 115 SP:Iteration 49Q (231.683182 sec): 3 clusters Score: Raw -6796567.266952 + Penalty 2180.536978 = -6794386.729973 nChanged 95 SP:Iteration 50Q (231.858968 sec): 3 clusters Score: Raw -6796569.713741 + Penalty 2180.536978 = -6794389.176762 nChanged 89 SP:Iteration 51Q (232.022906 sec): 3 clusters Score: Raw -6796572.130812 + Penalty 2180.536978 = -6794391.593833 nChanged 107 SP:Iteration 52Q (232.192421 sec): 3 clusters Score: Raw -6796575.140039 + Penalty 2180.536978 = -6794394.603060 nChanged 101 SP:Iteration 53Q (232.359287 sec): 3 clusters Score: Raw -6796578.050571 + Penalty 2180.536978 = -6794397.513593 nChanged 96 SP:Iteration 54Q (232.522406 sec): 3 clusters Score: Raw -6796580.938423 + Penalty 2180.536978 = -6794400.401445 nChanged 105 SP:Iteration 55Q (232.694795 sec): 3 clusters Score: Raw -6796584.360857 + Penalty 2180.536978 = -6794403.823878 nChanged 112 SP:Iteration 56Q (232.834221 sec): 3 clusters Score: Raw -6796588.090039 + Penalty 2180.536978 = -6794407.553061 nChanged 114 SP:Iteration 57Q (232.970069 sec): 3 clusters Score: Raw -6796591.982667 + Penalty 2180.536978 = -6794411.445688 nChanged 130 SP:Iteration 58Q (233.130492 sec): 3 clusters Score: Raw -6796596.672565 + Penalty 2180.536978 = -6794416.135587 nChanged 132 SP:Iteration 59Q (233.292955 sec): 3 clusters Score: Raw -6796601.961253 + Penalty 2180.536978 = -6794421.424275 nChanged 160 SP:Iteration 60F (233.453764 sec): 3 clusters Score: Raw -6796609.114167 + Penalty 2180.536978 = -6794428.577189 nChanged 164 SP:Iteration 61Q (233.613813 sec): 3 clusters Score: Raw -6796616.087730 + Penalty 2180.536978 = -6794435.550752 nChanged 138 SP:Iteration 62Q (233.778012 sec): 3 clusters Score: Raw -6796621.879444 + Penalty 2180.536978 = -6794441.342465 nChanged 156 SP:Iteration 63Q (233.935680 sec): 3 clusters Score: Raw -6796628.592418 + Penalty 2180.536978 = -6794448.055440 nChanged 156 SP:Iteration 64Q (234.096939 sec): 3 clusters Score: Raw -6796635.514333 + Penalty 2180.536978 = -6794454.977355 nChanged 158 SP:Iteration 65Q (234.256603 sec): 3 clusters Score: Raw -6796641.540115 + Penalty 2180.536978 = -6794461.003137 nChanged 157 SP:Iteration 66Q (234.425098 sec): 3 clusters Score: Raw -6796648.566583 + Penalty 2180.536978 = -6794468.029605 nChanged 175 SP:Iteration 67Q (234.588598 sec): 3 clusters Score: Raw -6796656.271387 + Penalty 2180.536978 = -6794475.734409 nChanged 161 SP:Iteration 68Q (234.754134 sec): 3 clusters Score: Raw -6796662.779681 + Penalty 2180.536978 = -6794482.242702 nChanged 157 SP:Iteration 69Q (234.908041 sec): 3 clusters Score: Raw -6796669.448741 + Penalty 2180.536978 = -6794488.911763 nChanged 178 SP:Iteration 70Q (235.072976 sec): 3 clusters Score: Raw -6796676.897159 + Penalty 2180.536978 = -6794496.360181 nChanged 183 SP:Iteration 71Q (235.231854 sec): 3 clusters Score: Raw -6796684.951973 + Penalty 2180.536978 = -6794504.414994 nChanged 197 SP:Iteration 72Q (235.386346 sec): 3 clusters Score: Raw -6796694.324514 + Penalty 2180.536978 = -6794513.787535 nChanged 214 SP:Iteration 73Q (235.544828 sec): 3 clusters Score: Raw -6796705.137343 + Penalty 2180.536978 = -6794524.600365 nChanged 203 SP:Iteration 74Q (235.703164 sec): 3 clusters Score: Raw -6796714.794136 + Penalty 2180.536978 = -6794534.257157 nChanged 201 SP:Iteration 75Q (235.840160 sec): 3 clusters Score: Raw -6796724.324793 + Penalty 2180.536978 = -6794543.787814 nChanged 216 SP:Iteration 76Q (236.000171 sec): 3 clusters Score: Raw -6796735.527837 + Penalty 2180.536978 = -6794554.990859 nChanged 216 SP:Iteration 77Q (236.153967 sec): 3 clusters Score: Raw -6796746.130073 + Penalty 2180.536978 = -6794565.593095 nChanged 188 SP:Iteration 78Q (236.315221 sec): 3 clusters Score: Raw -6796754.740201 + Penalty 2180.536978 = -6794574.203223 nChanged 187 SP:Iteration 79Q (236.468360 sec): 3 clusters Score: Raw -6796763.795418 + Penalty 2180.536978 = -6794583.258439 nChanged 253 SP:Iteration 80F (236.630811 sec): 3 clusters Score: Raw -6796777.347382 + Penalty 2180.536978 = -6794596.810404 nChanged 240 SP:Iteration 81Q (236.789215 sec): 3 clusters Score: Raw -6796790.321682 + Penalty 2180.536978 = -6794609.784704 nChanged 244 SP:Iteration 82Q (236.937491 sec): 3 clusters Score: Raw -6796803.552354 + Penalty 2180.536978 = -6794623.015376 nChanged 244 SP:Iteration 83Q (237.104281 sec): 3 clusters Score: Raw -6796816.698459 + Penalty 2180.536978 = -6794636.161481 nChanged 252 SP:Iteration 84Q (237.258235 sec): 3 clusters Score: Raw -6796829.704232 + Penalty 2180.536978 = -6794649.167254 nChanged 237 SP:Iteration 85Q (237.415227 sec): 3 clusters Score: Raw -6796842.050749 + Penalty 2180.536978 = -6794661.513771 nChanged 237 SP:Iteration 86Q (237.579892 sec): 3 clusters Score: Raw -6796853.815778 + Penalty 2180.536978 = -6794673.278799 nChanged 203 SP:Iteration 87Q (237.740816 sec): 3 clusters Score: Raw -6796862.735079 + Penalty 2180.536978 = -6794682.198101 nChanged 202 SP:Iteration 88Q (237.920986 sec): 3 clusters Score: Raw -6796871.558870 + Penalty 2180.536978 = -6794691.021891 nChanged 180 SP:Iteration 89Q (238.080300 sec): 3 clusters Score: Raw -6796880.065911 + Penalty 2180.536978 = -6794699.528932 nChanged 202 SP:Iteration 90Q (238.246145 sec): 3 clusters Score: Raw -6796889.683546 + Penalty 2180.536978 = -6794709.146567 nChanged 194 SP:Iteration 91Q (238.410286 sec): 3 clusters Score: Raw -6796899.475348 + Penalty 2180.536978 = -6794718.938370 nChanged 195 SP:Iteration 92Q (238.570852 sec): 3 clusters Score: Raw -6796909.130353 + Penalty 2180.536978 = -6794728.593375 nChanged 179 SP:Iteration 93Q (238.734329 sec): 3 clusters Score: Raw -6796917.543952 + Penalty 2180.536978 = -6794737.006973 nChanged 178 SP:Iteration 94Q (238.898204 sec): 3 clusters Score: Raw -6796925.244832 + Penalty 2180.536978 = -6794744.707853 nChanged 174 SP:Iteration 95Q (239.063681 sec): 3 clusters Score: Raw -6796931.814062 + Penalty 2180.536978 = -6794751.277084 nChanged 154 SP:Iteration 96Q (239.227921 sec): 3 clusters Score: Raw -6796938.379743 + Penalty 2180.536978 = -6794757.842765 nChanged 170 SP:Iteration 97Q (239.394075 sec): 3 clusters Score: Raw -6796945.809504 + Penalty 2180.536978 = -6794765.272525 nChanged 175 SP:Iteration 98Q (239.553033 sec): 3 clusters Score: Raw -6796952.916058 + Penalty 2180.536978 = -6794772.379079 nChanged 158 SP:Iteration 99Q (239.722162 sec): 3 clusters Score: Raw -6796959.003288 + Penalty 2180.536978 = -6794778.466309 nChanged 164 SP:Iteration 100F (239.886888 sec): 3 clusters Score: Raw -6796966.184957 + Penalty 2180.536978 = -6794785.647979 nChanged 163 SP:Iteration 101Q (240.047490 sec): 3 clusters Score: Raw -6796973.039931 + Penalty 2180.536978 = -6794792.502953 nChanged 167 SP:Iteration 102Q (240.211416 sec): 3 clusters Score: Raw -6796979.721345 + Penalty 2180.536978 = -6794799.184367 nChanged 159 SP:Iteration 103Q (240.377764 sec): 3 clusters Score: Raw -6796986.250408 + Penalty 2180.536978 = -6794805.713429 nChanged 169 SP:Iteration 104Q (240.534961 sec): 3 clusters Score: Raw -6796994.162045 + Penalty 2180.536978 = -6794813.625067 nChanged 188 SP:Iteration 105Q (240.698925 sec): 3 clusters Score: Raw -6797002.515581 + Penalty 2180.536978 = -6794821.978603 nChanged 180 SP:Iteration 106Q (240.866667 sec): 3 clusters Score: Raw -6797009.903607 + Penalty 2180.536978 = -6794829.366629 nChanged 172 SP:Iteration 107Q (241.033002 sec): 3 clusters Score: Raw -6797016.442567 + Penalty 2180.536978 = -6794835.905589 nChanged 174 SP:Iteration 108Q (241.194100 sec): 3 clusters Score: Raw -6797022.848017 + Penalty 2180.536978 = -6794842.311039 nChanged 150 SP:Iteration 109Q (241.355352 sec): 3 clusters Score: Raw -6797028.306962 + Penalty 2180.536978 = -6794847.769984 nChanged 173 SP:Iteration 110Q (241.520321 sec): 3 clusters Score: Raw -6797034.951046 + Penalty 2180.536978 = -6794854.414068 nChanged 178 SP:Iteration 111Q (241.688092 sec): 3 clusters Score: Raw -6797041.884442 + Penalty 2180.536978 = -6794861.347464 nChanged 185 SP:Iteration 112Q (241.851435 sec): 3 clusters Score: Raw -6797048.855511 + Penalty 2180.536978 = -6794868.318533 nChanged 165 SP:Iteration 113Q (242.010976 sec): 3 clusters Score: Raw -6797054.638437 + Penalty 2180.536978 = -6794874.101459 nChanged 142 SP:Iteration 114Q (242.179618 sec): 3 clusters Score: Raw -6797059.561519 + Penalty 2180.536978 = -6794879.024541 nChanged 132 SP:Iteration 115Q (242.337305 sec): 3 clusters Score: Raw -6797063.899176 + Penalty 2180.536978 = -6794883.362197 nChanged 127 SP:Iteration 116Q (242.499348 sec): 3 clusters Score: Raw -6797067.811945 + Penalty 2180.536978 = -6794887.274967 nChanged 127 SP:Iteration 117Q (242.664461 sec): 3 clusters Score: Raw -6797071.876032 + Penalty 2180.536978 = -6794891.339054 nChanged 121 SP:Iteration 118Q (242.825178 sec): 3 clusters Score: Raw -6797076.038415 + Penalty 2180.536978 = -6794895.501437 nChanged 121 SP:Iteration 119Q (242.989021 sec): 3 clusters Score: Raw -6797079.880450 + Penalty 2180.536978 = -6794899.343472 nChanged 115 SP:Iteration 120F (243.145720 sec): 3 clusters Score: Raw -6797083.438460 + Penalty 2180.536978 = -6794902.901482 nChanged 116 SP:Iteration 121Q (243.311479 sec): 3 clusters Score: Raw -6797086.767281 + Penalty 2180.536978 = -6794906.230303 nChanged 116 SP:Iteration 122Q (243.469392 sec): 3 clusters Score: Raw -6797090.172819 + Penalty 2180.536978 = -6794909.635841 nChanged 118 SP:Iteration 123Q (243.638639 sec): 3 clusters Score: Raw -6797093.710673 + Penalty 2180.536978 = -6794913.173695 nChanged 107 SP:Iteration 124Q (243.800007 sec): 3 clusters Score: Raw -6797096.753136 + Penalty 2180.536978 = -6794916.216158 nChanged 101 SP:Iteration 125Q (243.963316 sec): 3 clusters Score: Raw -6797099.664598 + Penalty 2180.536978 = -6794919.127620 nChanged 104 SP:Iteration 126Q (244.117906 sec): 3 clusters Score: Raw -6797102.653096 + Penalty 2180.536978 = -6794922.116118 nChanged 108 SP:Iteration 127Q (244.281723 sec): 3 clusters Score: Raw -6797105.795564 + Penalty 2180.536978 = -6794925.258585 nChanged 104 SP:Iteration 128Q (244.445501 sec): 3 clusters Score: Raw -6797108.442873 + Penalty 2180.536978 = -6794927.905895 nChanged 98 SP:Iteration 129Q (244.604858 sec): 3 clusters Score: Raw -6797110.963768 + Penalty 2180.536978 = -6794930.426790 nChanged 106 SP:Iteration 130Q (244.771613 sec): 3 clusters Score: Raw -6797113.437325 + Penalty 2180.536978 = -6794932.900347 nChanged 91 SP:Iteration 131Q (244.924614 sec): 3 clusters Score: Raw -6797115.757705 + Penalty 2180.536978 = -6794935.220727 nChanged 93 SP:Iteration 132Q (245.090193 sec): 3 clusters Score: Raw -6797117.794693 + Penalty 2180.536978 = -6794937.257715 nChanged 72 SP:Iteration 133Q (245.249150 sec): 3 clusters Score: Raw -6797119.212403 + Penalty 2180.536978 = -6794938.675425 nChanged 72 SP:Iteration 134Q (245.402811 sec): 3 clusters Score: Raw -6797120.733110 + Penalty 2180.536978 = -6794940.196132 nChanged 69 SP:Iteration 135Q (245.560872 sec): 3 clusters Score: Raw -6797122.159631 + Penalty 2180.536978 = -6794941.622652 nChanged 61 SP:Iteration 136Q (245.721187 sec): 3 clusters Score: Raw -6797123.335617 + Penalty 2180.536978 = -6794942.798639 nChanged 59 SP:Iteration 137Q (245.884926 sec): 3 clusters Score: Raw -6797124.456894 + Penalty 2180.536978 = -6794943.919916 nChanged 72 SP:Iteration 138Q (246.035391 sec): 3 clusters Score: Raw -6797126.084020 + Penalty 2180.536978 = -6794945.547042 nChanged 72 SP:Iteration 139Q (246.187113 sec): 3 clusters Score: Raw -6797127.570112 + Penalty 2180.536978 = -6794947.033134 nChanged 67 SP:Iteration 140F (246.350680 sec): 3 clusters Score: Raw -6797128.779522 + Penalty 2180.536978 = -6794948.242544 nChanged 66 SP:Iteration 141Q (246.513442 sec): 3 clusters Score: Raw -6797129.930575 + Penalty 2180.536978 = -6794949.393597 nChanged 58 SP:Iteration 142Q (246.662070 sec): 3 clusters Score: Raw -6797131.172942 + Penalty 2180.536978 = -6794950.635963 nChanged 56 SP:Iteration 143Q (246.827459 sec): 3 clusters Score: Raw -6797132.490135 + Penalty 2180.536978 = -6794951.953157 nChanged 52 SP:Iteration 144Q (246.989478 sec): 3 clusters Score: Raw -6797133.417851 + Penalty 2180.536978 = -6794952.880873 nChanged 49 SP:Iteration 145Q (247.148688 sec): 3 clusters Score: Raw -6797134.346165 + Penalty 2180.536978 = -6794953.809186 nChanged 53 SP:Iteration 146Q (247.302661 sec): 3 clusters Score: Raw -6797135.317293 + Penalty 2180.536978 = -6794954.780315 nChanged 41 SP:Iteration 147Q (247.470175 sec): 3 clusters Score: Raw -6797135.930411 + Penalty 2180.536978 = -6794955.393432 nChanged 39 SP:Iteration 148Q (247.631094 sec): 3 clusters Score: Raw -6797136.475693 + Penalty 2180.536978 = -6794955.938714 nChanged 37 SP:Iteration 149Q (247.788183 sec): 3 clusters Score: Raw -6797136.962061 + Penalty 2180.536978 = -6794956.425082 nChanged 39 SP:Iteration 150Q (247.931515 sec): 3 clusters Score: Raw -6797137.583995 + Penalty 2180.536978 = -6794957.047016 nChanged 36 SP:Iteration 151Q (248.098599 sec): 3 clusters Score: Raw -6797138.073518 + Penalty 2180.536978 = -6794957.536539 nChanged 32 SP:Iteration 152Q (248.259435 sec): 3 clusters Score: Raw -6797138.498939 + Penalty 2180.536978 = -6794957.961960 nChanged 38 SP:Iteration 153Q (248.413715 sec): 3 clusters Score: Raw -6797139.003577 + Penalty 2180.536978 = -6794958.466599 nChanged 43 SP:Iteration 154Q (248.552962 sec): 3 clusters Score: Raw -6797139.722973 + Penalty 2180.536978 = -6794959.185995 nChanged 48 SP:Iteration 155Q (248.714238 sec): 3 clusters Score: Raw -6797140.537281 + Penalty 2180.536978 = -6794960.000302 nChanged 43 SP:Iteration 156Q (248.877425 sec): 3 clusters Score: Raw -6797141.199939 + Penalty 2180.536978 = -6794960.662961 nChanged 37 SP:Iteration 157Q (249.024661 sec): 3 clusters Score: Raw -6797141.763666 + Penalty 2180.536978 = -6794961.226687 nChanged 32 SP:Iteration 158Q (249.175519 sec): 3 clusters Score: Raw -6797142.244791 + Penalty 2180.536978 = -6794961.707813 nChanged 31 SP:Iteration 159Q (249.324755 sec): 3 clusters Score: Raw -6797142.682820 + Penalty 2180.536978 = -6794962.145842 nChanged 28 SP:Iteration 160F (249.477693 sec): 3 clusters Score: Raw -6797143.079354 + Penalty 2180.536978 = -6794962.542375 nChanged 29 SP:Iteration 161Q (249.646282 sec): 3 clusters Score: Raw -6797143.474440 + Penalty 2180.536978 = -6794962.937461 nChanged 31 SP:Iteration 162Q (249.778572 sec): 3 clusters Score: Raw -6797143.812909 + Penalty 2180.536978 = -6794963.275931 nChanged 34 SP:Iteration 163Q (249.929729 sec): 3 clusters Score: Raw -6797144.232520 + Penalty 2180.536978 = -6794963.695541 nChanged 23 SP:Iteration 164Q (250.089260 sec): 3 clusters Score: Raw -6797144.536486 + Penalty 2180.536978 = -6794963.999508 nChanged 29 SP:Iteration 165Q (250.248866 sec): 3 clusters Score: Raw -6797144.942379 + Penalty 2180.536978 = -6794964.405401 nChanged 31 SP:Iteration 166Q (250.410151 sec): 3 clusters Score: Raw -6797145.333811 + Penalty 2180.536978 = -6794964.796833 nChanged 21 SP:Iteration 167Q (250.561089 sec): 3 clusters Score: Raw -6797145.516942 + Penalty 2180.536978 = -6794964.979964 nChanged 20 SP:Iteration 168Q (250.727361 sec): 3 clusters Score: Raw -6797145.781373 + Penalty 2180.536978 = -6794965.244394 nChanged 21 SP:Iteration 169Q (250.888417 sec): 3 clusters Score: Raw -6797145.984339 + Penalty 2180.536978 = -6794965.447361 nChanged 15 SP:Iteration 170Q (251.043621 sec): 3 clusters Score: Raw -6797146.165018 + Penalty 2180.536978 = -6794965.628040 nChanged 12 SP:Iteration 171Q (251.204178 sec): 3 clusters Score: Raw -6797146.290521 + Penalty 2180.536978 = -6794965.753542 nChanged 9 SP:Iteration 172Q (251.359342 sec): 3 clusters Score: Raw -6797146.353590 + Penalty 2180.536978 = -6794965.816612 nChanged 10 SP:Iteration 173Q (251.512710 sec): 3 clusters Score: Raw -6797146.424001 + Penalty 2180.536978 = -6794965.887023 nChanged 11 SP:Iteration 174Q (251.673106 sec): 3 clusters Score: Raw -6797146.493889 + Penalty 2180.536978 = -6794965.956911 nChanged 10 SP:Iteration 175Q (251.837658 sec): 3 clusters Score: Raw -6797146.584969 + Penalty 2180.536978 = -6794966.047990 nChanged 11 SP:Iteration 176Q (252.001413 sec): 3 clusters Score: Raw -6797146.651335 + Penalty 2180.536978 = -6794966.114356 nChanged 9 SP:Iteration 177Q (252.170088 sec): 3 clusters Score: Raw -6797146.708012 + Penalty 2180.536978 = -6794966.171034 nChanged 8 SP:Iteration 178Q (252.328476 sec): 3 clusters Score: Raw -6797146.782670 + Penalty 2180.536978 = -6794966.245691 nChanged 3 SP:Iteration 179Q (252.481695 sec): 3 clusters Score: Raw -6797146.802630 + Penalty 2180.536978 = -6794966.265651 nChanged 4 SP:Iteration 180F (252.647551 sec): 3 clusters Score: Raw -6797146.822508 + Penalty 2180.536978 = -6794966.285529 nChanged 2 SP:Iteration 181Q (252.806648 sec): 3 clusters Score: Raw -6797146.834329 + Penalty 2180.536978 = -6794966.297350 nChanged 4 SP:Iteration 182Q (252.963458 sec): 3 clusters Score: Raw -6797146.875893 + Penalty 2180.536978 = -6794966.338914 nChanged 4 SP:Iteration 183Q (253.121367 sec): 3 clusters Score: Raw -6797146.909130 + Penalty 2180.536978 = -6794966.372152 nChanged 5 SP:Iteration 184Q (253.278273 sec): 3 clusters Score: Raw -6797146.932887 + Penalty 2180.536978 = -6794966.395909 nChanged 3 SP:Iteration 185Q (253.440165 sec): 3 clusters Score: Raw -6797146.968763 + Penalty 2180.536978 = -6794966.431785 nChanged 8 SP:Iteration 186Q (253.599840 sec): 3 clusters Score: Raw -6797147.031429 + Penalty 2180.536978 = -6794966.494451 nChanged 7 SP:Iteration 187Q (253.759467 sec): 3 clusters Score: Raw -6797147.077210 + Penalty 2180.536978 = -6794966.540232 nChanged 10 SP:Iteration 188Q (253.915430 sec): 3 clusters Score: Raw -6797147.157935 + Penalty 2180.536978 = -6794966.620957 nChanged 8 SP:Iteration 189Q (254.076678 sec): 3 clusters Score: Raw -6797147.197769 + Penalty 2180.536978 = -6794966.660791 nChanged 5 SP:Iteration 190Q (254.245673 sec): 3 clusters Score: Raw -6797147.216995 + Penalty 2180.536978 = -6794966.680017 nChanged 4 SP:Iteration 191Q (254.411891 sec): 3 clusters Score: Raw -6797147.240354 + Penalty 2180.536978 = -6794966.703375 nChanged 7 SP:Iteration 192Q (254.576450 sec): 3 clusters Score: Raw -6797147.290200 + Penalty 2180.536978 = -6794966.753222 nChanged 4 SP:Iteration 193Q (254.737749 sec): 3 clusters Score: Raw -6797147.305001 + Penalty 2180.536978 = -6794966.768023 nChanged 5 SP:Iteration 194Q (254.907044 sec): 3 clusters Score: Raw -6797147.343959 + Penalty 2180.536978 = -6794966.806981 nChanged 7 SP:Iteration 195Q (255.068308 sec): 3 clusters Score: Raw -6797147.404390 + Penalty 2180.536978 = -6794966.867411 nChanged 9 SP:Iteration 196Q (255.229640 sec): 3 clusters Score: Raw -6797147.470299 + Penalty 2180.536978 = -6794966.933321 nChanged 10 SP:Iteration 197Q (255.387377 sec): 3 clusters Score: Raw -6797147.561879 + Penalty 2180.536978 = -6794967.024901 nChanged 5 SP:Iteration 198Q (255.556705 sec): 3 clusters Score: Raw -6797147.582391 + Penalty 2180.536978 = -6794967.045412 nChanged 4 SP:Iteration 199Q (255.721993 sec): 3 clusters Score: Raw -6797147.619665 + Penalty 2180.536978 = -6794967.082687 nChanged 9 SP:Iteration 200F (255.879382 sec): 3 clusters Score: Raw -6797147.718337 + Penalty 2180.536978 = -6794967.181358 nChanged 9 SP:Iteration 201Q (256.036387 sec): 3 clusters Score: Raw -6797147.787770 + Penalty 2180.536978 = -6794967.250792 nChanged 9 SP:Iteration 202Q (256.196817 sec): 3 clusters Score: Raw -6797147.861522 + Penalty 2180.536978 = -6794967.324544 nChanged 11 SP:Iteration 203Q (256.360574 sec): 3 clusters Score: Raw -6797147.977090 + Penalty 2180.536978 = -6794967.440111 nChanged 15 SP:Iteration 204Q (256.517221 sec): 3 clusters Score: Raw -6797148.135837 + Penalty 2180.536978 = -6794967.598859 nChanged 19 SP:Iteration 205Q (256.670656 sec): 3 clusters Score: Raw -6797148.356262 + Penalty 2180.536978 = -6794967.819284 nChanged 17 SP:Iteration 206Q (256.830829 sec): 3 clusters Score: Raw -6797148.563460 + Penalty 2180.536978 = -6794968.026482 nChanged 22 SP:Iteration 207Q (256.988684 sec): 3 clusters Score: Raw -6797148.831775 + Penalty 2180.536978 = -6794968.294797 nChanged 21 SP:Iteration 208Q (257.148458 sec): 3 clusters Score: Raw -6797149.103673 + Penalty 2180.536978 = -6794968.566694 nChanged 21 SP:Iteration 209Q (257.300986 sec): 3 clusters Score: Raw -6797149.364655 + Penalty 2180.536978 = -6794968.827677 nChanged 25 SP:Iteration 210Q (257.466332 sec): 3 clusters Score: Raw -6797149.674430 + Penalty 2180.536978 = -6794969.137452 nChanged 22 SP:Iteration 211Q (257.622574 sec): 3 clusters Score: Raw -6797149.978114 + Penalty 2180.536978 = -6794969.441135 nChanged 23 SP:Iteration 212Q (257.790655 sec): 3 clusters Score: Raw -6797150.257590 + Penalty 2180.536978 = -6794969.720612 nChanged 23 SP:Iteration 213Q (257.958059 sec): 3 clusters Score: Raw -6797150.471289 + Penalty 2180.536978 = -6794969.934311 nChanged 18 SP:Iteration 214Q (258.124170 sec): 3 clusters Score: Raw -6797150.637032 + Penalty 2180.536978 = -6794970.100054 nChanged 20 SP:Iteration 215Q (258.286742 sec): 3 clusters Score: Raw -6797150.849674 + Penalty 2180.536978 = -6794970.312696 nChanged 20 SP:Iteration 216Q (258.439552 sec): 3 clusters Score: Raw -6797151.036208 + Penalty 2180.536978 = -6794970.499230 nChanged 16 SP:Iteration 217Q (258.608430 sec): 3 clusters Score: Raw -6797151.173835 + Penalty 2180.536978 = -6794970.636857 nChanged 16 SP:Iteration 218Q (258.776697 sec): 3 clusters Score: Raw -6797151.336337 + Penalty 2180.536978 = -6794970.799358 nChanged 16 SP:Iteration 219Q (258.942047 sec): 3 clusters Score: Raw -6797151.494772 + Penalty 2180.536978 = -6794970.957794 nChanged 15 SP:Iteration 220F (259.095009 sec): 3 clusters Score: Raw -6797151.646471 + Penalty 2180.536978 = -6794971.109492 nChanged 11 SP:Iteration 221Q (259.271162 sec): 3 clusters Score: Raw -6797151.796988 + Penalty 2180.536978 = -6794971.260010 nChanged 12 SP:Iteration 222Q (259.433389 sec): 3 clusters Score: Raw -6797151.931401 + Penalty 2180.536978 = -6794971.394423 nChanged 9 SP:Iteration 223Q (259.599045 sec): 3 clusters Score: Raw -6797151.995092 + Penalty 2180.536978 = -6794971.458114 nChanged 4 SP:Iteration 224Q (259.755844 sec): 3 clusters Score: Raw -6797152.025800 + Penalty 2180.536978 = -6794971.488822 nChanged 7 SP:Iteration 225Q (259.919689 sec): 3 clusters Score: Raw -6797152.055487 + Penalty 2180.536978 = -6794971.518509 nChanged 4 SP:Iteration 226Q (260.075675 sec): 3 clusters Score: Raw -6797152.083393 + Penalty 2180.536978 = -6794971.546415 nChanged 3 SP:Iteration 227Q (260.234529 sec): 3 clusters Score: Raw -6797152.112916 + Penalty 2180.536978 = -6794971.575937 nChanged 5 SP:Iteration 228Q (260.389375 sec): 3 clusters Score: Raw -6797152.139360 + Penalty 2180.536978 = -6794971.602382 nChanged 5 SP:Iteration 229Q (260.560532 sec): 3 clusters Score: Raw -6797152.184000 + Penalty 2180.536978 = -6794971.647022 nChanged 8 SP:Iteration 230Q (260.727404 sec): 3 clusters Score: Raw -6797152.239992 + Penalty 2180.536978 = -6794971.703014 nChanged 12 SP:Iteration 231Q (260.889509 sec): 3 clusters Score: Raw -6797152.342784 + Penalty 2180.536978 = -6794971.805806 nChanged 16 SP:Iteration 232Q (261.053799 sec): 3 clusters Score: Raw -6797152.478460 + Penalty 2180.536978 = -6794971.941482 nChanged 12 SP:Iteration 233Q (261.214670 sec): 3 clusters Score: Raw -6797152.669845 + Penalty 2180.536978 = -6794972.132867 nChanged 17 SP:Iteration 234Q (261.380134 sec): 3 clusters Score: Raw -6797152.853993 + Penalty 2180.536978 = -6794972.317015 nChanged 12 SP:Iteration 235Q (261.546435 sec): 3 clusters Score: Raw -6797152.949294 + Penalty 2180.536978 = -6794972.412315 nChanged 11 SP:Iteration 236Q (261.705395 sec): 3 clusters Score: Raw -6797153.032151 + Penalty 2180.536978 = -6794972.495173 nChanged 9 SP:Iteration 237Q (261.863523 sec): 3 clusters Score: Raw -6797153.103817 + Penalty 2180.536978 = -6794972.566839 nChanged 14 SP:Iteration 238Q (262.032670 sec): 3 clusters Score: Raw -6797153.222367 + Penalty 2180.536978 = -6794972.685389 nChanged 12 SP:Iteration 239Q (262.198418 sec): 3 clusters Score: Raw -6797153.342863 + Penalty 2180.536978 = -6794972.805885 nChanged 12 SP:Iteration 240F (262.359934 sec): 3 clusters Score: Raw -6797153.438801 + Penalty 2180.536978 = -6794972.901822 nChanged 8 SP:Iteration 241Q (262.520033 sec): 3 clusters Score: Raw -6797153.483016 + Penalty 2180.536978 = -6794972.946038 nChanged 7 SP:Iteration 242Q (262.678688 sec): 3 clusters Score: Raw -6797153.530022 + Penalty 2180.536978 = -6794972.993043 nChanged 5 SP:Iteration 243Q (262.838260 sec): 3 clusters Score: Raw -6797153.607764 + Penalty 2180.536978 = -6794973.070785 nChanged 8 SP:Iteration 244Q (263.005249 sec): 3 clusters Score: Raw -6797153.652224 + Penalty 2180.536978 = -6794973.115246 nChanged 7 SP:Iteration 245Q (263.171111 sec): 3 clusters Score: Raw -6797153.687247 + Penalty 2180.536978 = -6794973.150269 nChanged 6 SP:Iteration 246Q (263.333513 sec): 3 clusters Score: Raw -6797153.729088 + Penalty 2180.536978 = -6794973.192110 nChanged 3 SP:Iteration 247Q (263.503559 sec): 3 clusters Score: Raw -6797153.752176 + Penalty 2180.536978 = -6794973.215198 nChanged 4 SP:Iteration 248Q (263.669713 sec): 3 clusters Score: Raw -6797153.781819 + Penalty 2180.536978 = -6794973.244840 nChanged 7 SP:Iteration 249Q (263.825352 sec): 3 clusters Score: Raw -6797153.820984 + Penalty 2180.536978 = -6794973.284005 nChanged 4 SP:Iteration 250Q (263.995549 sec): 3 clusters Score: Raw -6797153.844825 + Penalty 2180.536978 = -6794973.307846 nChanged 6 SP:Iteration 251Q (264.163055 sec): 3 clusters Score: Raw -6797153.908017 + Penalty 2180.536978 = -6794973.371039 nChanged 10 SP:Iteration 252Q (264.316904 sec): 3 clusters Score: Raw -6797154.020271 + Penalty 2180.536978 = -6794973.483293 nChanged 6 SP:Iteration 253Q (264.465212 sec): 3 clusters Score: Raw -6797154.108370 + Penalty 2180.536978 = -6794973.571391 nChanged 11 SP:Iteration 254Q (264.619095 sec): 3 clusters Score: Raw -6797154.277541 + Penalty 2180.536978 = -6794973.740562 nChanged 13 SP:Iteration 255Q (264.773155 sec): 3 clusters Score: Raw -6797154.409954 + Penalty 2180.536978 = -6794973.872976 nChanged 16 SP:Iteration 256Q (264.932524 sec): 3 clusters Score: Raw -6797154.578147 + Penalty 2180.536978 = -6794974.041169 nChanged 19 SP:Iteration 257Q (265.089274 sec): 3 clusters Score: Raw -6797154.926920 + Penalty 2180.536978 = -6794974.389942 nChanged 24 SP:Iteration 258Q (265.250549 sec): 3 clusters Score: Raw -6797155.241192 + Penalty 2180.536978 = -6794974.704214 nChanged 16 SP:Iteration 259Q (265.411542 sec): 3 clusters Score: Raw -6797155.399794 + Penalty 2180.536978 = -6794974.862815 nChanged 10 SP:Iteration 260F (265.571347 sec): 3 clusters Score: Raw -6797155.473523 + Penalty 2180.536978 = -6794974.936545 nChanged 8 SP:Iteration 261Q (265.731592 sec): 3 clusters Score: Raw -6797155.546766 + Penalty 2180.536978 = -6794975.009787 nChanged 7 SP:Iteration 262Q (265.892603 sec): 3 clusters Score: Raw -6797155.598066 + Penalty 2180.536978 = -6794975.061088 nChanged 4 SP:Iteration 263Q (266.048134 sec): 3 clusters Score: Raw -6797155.627769 + Penalty 2180.536978 = -6794975.090790 nChanged 3 SP:Iteration 264Q (266.205406 sec): 3 clusters Score: Raw -6797155.648597 + Penalty 2180.536978 = -6794975.111619 nChanged 5 SP:Iteration 265Q (266.359734 sec): 3 clusters Score: Raw -6797155.704522 + Penalty 2180.536978 = -6794975.167543 nChanged 6 SP:Iteration 266Q (266.531405 sec): 3 clusters Score: Raw -6797155.794628 + Penalty 2180.536978 = -6794975.257650 nChanged 8 SP:Iteration 267Q (266.686296 sec): 3 clusters Score: Raw -6797155.855041 + Penalty 2180.536978 = -6794975.318062 nChanged 8 SP:Iteration 268Q (266.858530 sec): 3 clusters Score: Raw -6797155.912666 + Penalty 2180.536978 = -6794975.375687 nChanged 9 SP:Iteration 269Q (267.016887 sec): 3 clusters Score: Raw -6797156.011402 + Penalty 2180.536978 = -6794975.474424 nChanged 8 SP:Iteration 270Q (267.184752 sec): 3 clusters Score: Raw -6797156.079114 + Penalty 2180.536978 = -6794975.542136 nChanged 4 SP:Iteration 271Q (267.340541 sec): 3 clusters Score: Raw -6797156.104350 + Penalty 2180.536978 = -6794975.567372 nChanged 2 SP:Iteration 272Q (267.492988 sec): 3 clusters Score: Raw -6797156.113773 + Penalty 2180.536978 = -6794975.576794 nChanged 2 SP:Iteration 273Q (267.656429 sec): 3 clusters Score: Raw -6797156.122282 + Penalty 2180.536978 = -6794975.585304 nChanged 4 SP:Iteration 274Q (267.822496 sec): 3 clusters Score: Raw -6797156.149359 + Penalty 2180.536978 = -6794975.612381 nChanged 5 SP:Iteration 275Q (267.996608 sec): 3 clusters Score: Raw -6797156.199672 + Penalty 2180.536978 = -6794975.662693 nChanged 8 SP:Iteration 276Q (268.158116 sec): 3 clusters Score: Raw -6797156.269802 + Penalty 2180.536978 = -6794975.732824 nChanged 6 SP:Iteration 277Q (268.311953 sec): 3 clusters Score: Raw -6797156.309685 + Penalty 2180.536978 = -6794975.772707 nChanged 5 SP:Iteration 278Q (268.463012 sec): 3 clusters Score: Raw -6797156.342785 + Penalty 2180.536978 = -6794975.805807 nChanged 4 SP:Iteration 279Q (268.622953 sec): 3 clusters Score: Raw -6797156.386226 + Penalty 2180.536978 = -6794975.849248 nChanged 3 SP:Iteration 280F (268.785108 sec): 3 clusters Score: Raw -6797156.407108 + Penalty 2180.536978 = -6794975.870130 nChanged 3 SP:Iteration 281Q (268.948322 sec): 3 clusters Score: Raw -6797156.426027 + Penalty 2180.536978 = -6794975.889048 nChanged 6 SP:Iteration 282Q (269.106874 sec): 3 clusters Score: Raw -6797156.477311 + Penalty 2180.536978 = -6794975.940333 nChanged 4 SP:Iteration 283Q (269.271460 sec): 3 clusters Score: Raw -6797156.535417 + Penalty 2180.536978 = -6794975.998439 nChanged 3 SP:Iteration 284Q (269.430658 sec): 3 clusters Score: Raw -6797156.550477 + Penalty 2180.536978 = -6794976.013499 nChanged 1 SP:Iteration 285Q (269.581495 sec): 3 clusters Score: Raw -6797156.555763 + Penalty 2180.536978 = -6794976.018785 nChanged 1 SP:Iteration 286Q (269.753291 sec): 3 clusters Score: Raw -6797156.558648 + Penalty 2180.536978 = -6794976.021670 nChanged 0 SP:Iteration 287F (269.909057 sec): 3 clusters Score: Raw -6797156.558648 + Penalty 2180.536978 = -6794976.021670 nChanged 0 Score: Raw -45701976.847671 + Penalty 34298.478652 = -45667678.369019 Splitting cluster 19 changes total score from -45438543.273842 to -45667678.369019 So it's getting split into cluster 27. Iteration 20F (286.833926 sec): 28 clusters Score: Raw -45752027.167460 + Penalty 34298.478652 = -45717728.688808 nChanged 34804 Iteration 21F (295.452977 sec): 28 clusters Score: Raw -45788050.177078 + Penalty 34298.478652 = -45753751.698426 nChanged 20957 Iteration 22Q (300.038608 sec): 28 clusters Score: Raw -45800912.019171 + Penalty 34298.478652 = -45766613.540519 nChanged 15914 Iteration 23Q (304.344629 sec): 28 clusters Score: Raw -45808521.654857 + Penalty 34298.478652 = -45774223.176205 nChanged 13624 Iteration 24Q (308.712299 sec): 28 clusters Score: Raw -45814313.746418 + Penalty 34298.478652 = -45780015.267766 nChanged 12180 Iteration 25Q (313.194173 sec): 28 clusters Score: Raw -45819270.989569 + Penalty 34298.478652 = -45784972.510917 nChanged 11216 Iteration 26Q (317.524931 sec): 28 clusters Score: Raw -45823651.674037 + Penalty 34298.478652 = -45789353.195385 nChanged 10315 Iteration 27Q (321.772837 sec): 28 clusters Score: Raw -45827236.492105 + Penalty 34298.478652 = -45792938.013453 nChanged 9338 Iteration 28Q (326.121943 sec): 28 clusters Score: Raw -45830143.514465 + Penalty 34298.478652 = -45795845.035813 nChanged 8410 Iteration 29Q (330.567998 sec): 28 clusters Score: Raw -45832511.140640 + Penalty 34298.478652 = -45798212.661989 nChanged 7785 Iteration 30Q (334.817203 sec): 28 clusters Score: Raw -45834622.722717 + Penalty 34298.478652 = -45800324.244065 nChanged 7279 Iteration 31Q (339.206947 sec): 28 clusters Score: Raw -45836491.340155 + Penalty 34298.478652 = -45802192.861503 nChanged 6847 Iteration 32Q (343.552816 sec): 28 clusters Score: Raw -45838186.620487 + Penalty 34298.478652 = -45803888.141835 nChanged 6596 Iteration 33Q (347.883430 sec): 28 clusters Score: Raw -45839839.419032 + Penalty 34298.478652 = -45805540.940380 nChanged 6408 Iteration 34Q (351.951714 sec): 28 clusters Score: Raw -45841403.956677 + Penalty 34298.478652 = -45807105.478025 nChanged 6284 Iteration 35Q (356.344318 sec): 28 clusters Score: Raw -45842970.645072 + Penalty 34298.478652 = -45808672.166420 nChanged 6070 Iteration 36Q (360.655450 sec): 28 clusters Score: Raw -45844528.575217 + Penalty 34298.478652 = -45810230.096565 nChanged 6237 Iteration 37Q (364.892246 sec): 28 clusters Score: Raw -45846209.480243 + Penalty 34298.478652 = -45811911.001591 nChanged 6493 Iteration 38Q (369.143347 sec): 28 clusters Score: Raw -45848181.773802 + Penalty 34298.478652 = -45813883.295151 nChanged 6830 Iteration 39Q (373.515554 sec): 28 clusters Score: Raw -45850770.885615 + Penalty 34298.478652 = -45816472.406963 nChanged 7017 Iteration 40F (382.100079 sec): 28 clusters Score: Raw -45855314.750317 + Penalty 34298.478652 = -45821016.271666 nChanged 7658 Iteration 41Q (386.470278 sec): 28 clusters Score: Raw -45862170.302138 + Penalty 34298.478652 = -45827871.823486 nChanged 7777 Iteration 42Q (390.523246 sec): 28 clusters Score: Raw -45867567.765398 + Penalty 34298.478652 = -45833269.286746 nChanged 7455 Iteration 43Q (394.645388 sec): 28 clusters Score: Raw -45870412.127118 + Penalty 34298.478652 = -45836113.648466 nChanged 7103 Iteration 44Q (398.950336 sec): 28 clusters Score: Raw -45872660.657627 + Penalty 34298.478652 = -45838362.178976 nChanged 6730 Iteration 45Q (403.222179 sec): 28 clusters Score: Raw -45874540.992762 + Penalty 34298.478652 = -45840242.514111 nChanged 6601 Iteration 46Q (407.473138 sec): 28 clusters Score: Raw -45876341.097358 + Penalty 34298.478652 = -45842042.618706 nChanged 6293 Iteration 47Q (411.632472 sec): 28 clusters Score: Raw -45877971.204116 + Penalty 34298.478652 = -45843672.725464 nChanged 6003 Iteration 48Q (415.938769 sec): 28 clusters Score: Raw -45879444.050380 + Penalty 34298.478652 = -45845145.571728 nChanged 5636 Iteration 49Q (420.317516 sec): 28 clusters Score: Raw -45880752.615076 + Penalty 34298.478652 = -45846454.136424 nChanged 5345 Iteration 50Q (424.520679 sec): 28 clusters Score: Raw -45881934.128128 + Penalty 34298.478652 = -45847635.649476 nChanged 5109 Iteration 51Q (428.802722 sec): 28 clusters Score: Raw -45883045.033413 + Penalty 34298.478652 = -45848746.554761 nChanged 4949 Iteration 52Q (433.063419 sec): 28 clusters Score: Raw -45884096.397468 + Penalty 34298.478652 = -45849797.918816 nChanged 4745 Iteration 53Q (437.252979 sec): 28 clusters Score: Raw -45885112.819073 + Penalty 34298.478652 = -45850814.340422 nChanged 4661 Iteration 54Q (441.409723 sec): 28 clusters Score: Raw -45886081.717558 + Penalty 34298.478652 = -45851783.238907 nChanged 4419 Iteration 55Q (445.662532 sec): 28 clusters Score: Raw -45886990.927006 + Penalty 34298.478652 = -45852692.448354 nChanged 4321 Iteration 56Q (449.892589 sec): 28 clusters Score: Raw -45887876.903162 + Penalty 34298.478652 = -45853578.424510 nChanged 4226 Iteration 57Q (454.212698 sec): 28 clusters Score: Raw -45888752.650124 + Penalty 34298.478652 = -45854454.171472 nChanged 4102 Iteration 58Q (458.675262 sec): 28 clusters Score: Raw -45889591.443925 + Penalty 34298.478652 = -45855292.965273 nChanged 3974 Writing temp clu file Because OldScore, -45854454.171472, is greater than current (better) Score,-45855292.965273 Compute initial score before splitting: Score: Raw -45889591.443925 + Penalty 34298.478652 = -45855292.965273 Trying to split cluster 1 (122485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (459.009685 sec): 2 clusters Score: Raw -9527871.337279 + Penalty 1112.995666 = -9526758.341613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (459.202883 sec): 3 clusters Score: Raw -9446800.399542 + Penalty 2225.991332 = -9444574.408210 nChanged 59396 SP:Iteration 1F (459.389273 sec): 3 clusters Score: Raw -9486834.098438 + Penalty 2225.991332 = -9484608.107106 nChanged 9153 SP:Iteration 2F (459.595707 sec): 3 clusters Score: Raw -9493428.297958 + Penalty 2225.991332 = -9491202.306626 nChanged 10465 SP:Iteration 3F (459.790008 sec): 3 clusters Score: Raw -9502274.050751 + Penalty 2225.991332 = -9500048.059419 nChanged 9773 SP:Iteration 4F (459.977472 sec): 3 clusters Score: Raw -9510802.795279 + Penalty 2225.991332 = -9508576.803947 nChanged 7802 SP:Iteration 5F (460.173363 sec): 3 clusters Score: Raw -9517204.710446 + Penalty 2225.991332 = -9514978.719114 nChanged 5689 SP:Iteration 6Q (460.376889 sec): 3 clusters Score: Raw -9520790.632389 + Penalty 2225.991332 = -9518564.641057 nChanged 3689 SP:Iteration 7Q (460.571669 sec): 3 clusters Score: Raw -9522353.452325 + Penalty 2225.991332 = -9520127.460993 nChanged 2353 SP:Iteration 8Q (460.779125 sec): 3 clusters Score: Raw -9523130.822387 + Penalty 2225.991332 = -9520904.831055 nChanged 1607 SP:Iteration 9Q (460.968991 sec): 3 clusters Score: Raw -9523583.294982 + Penalty 2225.991332 = -9521357.303650 nChanged 1252 SP:Iteration 10Q (461.146532 sec): 3 clusters Score: Raw -9523903.031373 + Penalty 2225.991332 = -9521677.040041 nChanged 1026 SP:Iteration 11Q (461.331982 sec): 3 clusters Score: Raw -9524127.819429 + Penalty 2225.991332 = -9521901.828097 nChanged 865 SP:Iteration 12Q (461.522950 sec): 3 clusters Score: Raw -9524314.028275 + Penalty 2225.991332 = -9522088.036944 nChanged 849 SP:Iteration 13Q (461.717940 sec): 3 clusters Score: Raw -9524508.414004 + Penalty 2225.991332 = -9522282.422672 nChanged 791 SP:Iteration 14Q (461.911630 sec): 3 clusters Score: Raw -9524721.203427 + Penalty 2225.991332 = -9522495.212095 nChanged 833 SP:Iteration 15Q (462.101580 sec): 3 clusters Score: Raw -9524982.998456 + Penalty 2225.991332 = -9522757.007124 nChanged 908 SP:Iteration 16Q (462.292653 sec): 3 clusters Score: Raw -9525331.125036 + Penalty 2225.991332 = -9523105.133704 nChanged 999 SP:Iteration 17Q (462.483007 sec): 3 clusters Score: Raw -9525798.450597 + Penalty 2225.991332 = -9523572.459265 nChanged 1164 SP:Iteration 18Q (462.677305 sec): 3 clusters Score: Raw -9526375.266430 + Penalty 2225.991332 = -9524149.275098 nChanged 1167 SP:Iteration 19Q (462.867538 sec): 3 clusters Score: Raw -9526939.207837 + Penalty 2225.991332 = -9524713.216505 nChanged 1141 SP:Iteration 20F (463.066819 sec): 3 clusters Score: Raw -9527424.279821 + Penalty 2225.991332 = -9525198.288489 nChanged 1078 SP:Iteration 21Q (463.248800 sec): 3 clusters Score: Raw -9527844.700870 + Penalty 2225.991332 = -9525618.709538 nChanged 975 SP:Iteration 22Q (463.439518 sec): 3 clusters Score: Raw -9528172.287983 + Penalty 2225.991332 = -9525946.296651 nChanged 892 SP:Iteration 23Q (463.638502 sec): 3 clusters Score: Raw -9528436.464017 + Penalty 2225.991332 = -9526210.472685 nChanged 811 SP:Iteration 24Q (463.824206 sec): 3 clusters Score: Raw -9528645.613853 + Penalty 2225.991332 = -9526419.622521 nChanged 693 SP:Iteration 25Q (464.007300 sec): 3 clusters Score: Raw -9528796.059339 + Penalty 2225.991332 = -9526570.068007 nChanged 633 SP:Iteration 26Q (464.196841 sec): 3 clusters Score: Raw -9528920.976241 + Penalty 2225.991332 = -9526694.984909 nChanged 589 SP:Iteration 27Q (464.384057 sec): 3 clusters Score: Raw -9529028.206443 + Penalty 2225.991332 = -9526802.215111 nChanged 536 SP:Iteration 28Q (464.544514 sec): 3 clusters Score: Raw -9529116.921226 + Penalty 2225.991332 = -9526890.929894 nChanged 496 SP:Iteration 29Q (464.707506 sec): 3 clusters Score: Raw -9529192.021940 + Penalty 2225.991332 = -9526966.030608 nChanged 435 SP:Iteration 30Q (464.883592 sec): 3 clusters Score: Raw -9529248.969028 + Penalty 2225.991332 = -9527022.977696 nChanged 408 SP:Iteration 31Q (465.049068 sec): 3 clusters Score: Raw -9529298.269067 + Penalty 2225.991332 = -9527072.277735 nChanged 361 SP:Iteration 32Q (465.220630 sec): 3 clusters Score: Raw -9529340.148498 + Penalty 2225.991332 = -9527114.157166 nChanged 390 SP:Iteration 33Q (465.406978 sec): 3 clusters Score: Raw -9529386.756053 + Penalty 2225.991332 = -9527160.764721 nChanged 387 SP:Iteration 34Q (465.589401 sec): 3 clusters Score: Raw -9529431.532167 + Penalty 2225.991332 = -9527205.540835 nChanged 348 SP:Iteration 35Q (465.755388 sec): 3 clusters Score: Raw -9529472.113872 + Penalty 2225.991332 = -9527246.122540 nChanged 368 SP:Iteration 36Q (465.931265 sec): 3 clusters Score: Raw -9529516.330921 + Penalty 2225.991332 = -9527290.339589 nChanged 355 SP:Iteration 37Q (466.107056 sec): 3 clusters Score: Raw -9529559.057237 + Penalty 2225.991332 = -9527333.065905 nChanged 375 SP:Iteration 38Q (466.281217 sec): 3 clusters Score: Raw -9529602.895438 + Penalty 2225.991332 = -9527376.904106 nChanged 336 SP:Iteration 39Q (466.451980 sec): 3 clusters Score: Raw -9529639.335184 + Penalty 2225.991332 = -9527413.343853 nChanged 299 SP:Iteration 40F (466.644882 sec): 3 clusters Score: Raw -9529671.607535 + Penalty 2225.991332 = -9527445.616203 nChanged 307 SP:Iteration 41Q (466.817461 sec): 3 clusters Score: Raw -9529705.238011 + Penalty 2225.991332 = -9527479.246679 nChanged 291 SP:Iteration 42Q (466.995666 sec): 3 clusters Score: Raw -9529736.190873 + Penalty 2225.991332 = -9527510.199541 nChanged 291 SP:Iteration 43Q (467.165975 sec): 3 clusters Score: Raw -9529766.957560 + Penalty 2225.991332 = -9527540.966228 nChanged 269 SP:Iteration 44Q (467.346893 sec): 3 clusters Score: Raw -9529794.304075 + Penalty 2225.991332 = -9527568.312743 nChanged 252 SP:Iteration 45Q (467.525768 sec): 3 clusters Score: Raw -9529816.292166 + Penalty 2225.991332 = -9527590.300834 nChanged 205 SP:Iteration 46Q (467.697880 sec): 3 clusters Score: Raw -9529832.818561 + Penalty 2225.991332 = -9527606.827229 nChanged 180 SP:Iteration 47Q (467.881956 sec): 3 clusters Score: Raw -9529845.814662 + Penalty 2225.991332 = -9527619.823330 nChanged 160 SP:Iteration 48Q (468.076384 sec): 3 clusters Score: Raw -9529857.003819 + Penalty 2225.991332 = -9527631.012487 nChanged 156 SP:Iteration 49Q (468.259228 sec): 3 clusters Score: Raw -9529868.367816 + Penalty 2225.991332 = -9527642.376484 nChanged 171 SP:Iteration 50Q (468.438716 sec): 3 clusters Score: Raw -9529881.844147 + Penalty 2225.991332 = -9527655.852815 nChanged 168 SP:Iteration 51Q (468.614618 sec): 3 clusters Score: Raw -9529895.714263 + Penalty 2225.991332 = -9527669.722931 nChanged 177 SP:Iteration 52Q (468.791627 sec): 3 clusters Score: Raw -9529909.429007 + Penalty 2225.991332 = -9527683.437675 nChanged 163 SP:Iteration 53Q (468.971639 sec): 3 clusters Score: Raw -9529922.035944 + Penalty 2225.991332 = -9527696.044612 nChanged 162 SP:Iteration 54Q (469.156305 sec): 3 clusters Score: Raw -9529933.711269 + Penalty 2225.991332 = -9527707.719937 nChanged 146 SP:Iteration 55Q (469.337612 sec): 3 clusters Score: Raw -9529944.002373 + Penalty 2225.991332 = -9527718.011041 nChanged 140 SP:Iteration 56Q (469.516314 sec): 3 clusters Score: Raw -9529954.244788 + Penalty 2225.991332 = -9527728.253456 nChanged 145 SP:Iteration 57Q (469.692490 sec): 3 clusters Score: Raw -9529965.168980 + Penalty 2225.991332 = -9527739.177648 nChanged 148 SP:Iteration 58Q (469.863437 sec): 3 clusters Score: Raw -9529976.257213 + Penalty 2225.991332 = -9527750.265881 nChanged 133 SP:Iteration 59Q (470.032292 sec): 3 clusters Score: Raw -9529985.180893 + Penalty 2225.991332 = -9527759.189561 nChanged 132 SP:Iteration 60F (470.227515 sec): 3 clusters Score: Raw -9529993.843819 + Penalty 2225.991332 = -9527767.852487 nChanged 109 SP:Iteration 61Q (470.402281 sec): 3 clusters Score: Raw -9530000.298139 + Penalty 2225.991332 = -9527774.306807 nChanged 112 SP:Iteration 62Q (470.570878 sec): 3 clusters Score: Raw -9530007.302954 + Penalty 2225.991332 = -9527781.311622 nChanged 112 SP:Iteration 63Q (470.752405 sec): 3 clusters Score: Raw -9530014.040747 + Penalty 2225.991332 = -9527788.049415 nChanged 110 SP:Iteration 64Q (470.929477 sec): 3 clusters Score: Raw -9530021.414055 + Penalty 2225.991332 = -9527795.422723 nChanged 106 SP:Iteration 65Q (471.104025 sec): 3 clusters Score: Raw -9530028.241853 + Penalty 2225.991332 = -9527802.250521 nChanged 97 SP:Iteration 66Q (471.278868 sec): 3 clusters Score: Raw -9530033.646132 + Penalty 2225.991332 = -9527807.654800 nChanged 81 SP:Iteration 67Q (471.460715 sec): 3 clusters Score: Raw -9530037.806729 + Penalty 2225.991332 = -9527811.815397 nChanged 70 SP:Iteration 68Q (471.643497 sec): 3 clusters Score: Raw -9530041.586824 + Penalty 2225.991332 = -9527815.595492 nChanged 76 SP:Iteration 69Q (471.808125 sec): 3 clusters Score: Raw -9530044.995925 + Penalty 2225.991332 = -9527819.004593 nChanged 56 SP:Iteration 70Q (471.986444 sec): 3 clusters Score: Raw -9530047.191683 + Penalty 2225.991332 = -9527821.200351 nChanged 47 SP:Iteration 71Q (472.164733 sec): 3 clusters Score: Raw -9530048.739044 + Penalty 2225.991332 = -9527822.747712 nChanged 43 SP:Iteration 72Q (472.350592 sec): 3 clusters Score: Raw -9530050.259515 + Penalty 2225.991332 = -9527824.268184 nChanged 30 SP:Iteration 73Q (472.527515 sec): 3 clusters Score: Raw -9530051.189275 + Penalty 2225.991332 = -9527825.197943 nChanged 24 SP:Iteration 74Q (472.700959 sec): 3 clusters Score: Raw -9530051.969521 + Penalty 2225.991332 = -9527825.978189 nChanged 23 SP:Iteration 75Q (472.880363 sec): 3 clusters Score: Raw -9530052.552827 + Penalty 2225.991332 = -9527826.561495 nChanged 25 SP:Iteration 76Q (473.055510 sec): 3 clusters Score: Raw -9530053.285052 + Penalty 2225.991332 = -9527827.293720 nChanged 23 SP:Iteration 77Q (473.238365 sec): 3 clusters Score: Raw -9530054.003621 + Penalty 2225.991332 = -9527828.012289 nChanged 25 SP:Iteration 78Q (473.412048 sec): 3 clusters Score: Raw -9530054.748954 + Penalty 2225.991332 = -9527828.757622 nChanged 17 SP:Iteration 79Q (473.575457 sec): 3 clusters Score: Raw -9530055.181892 + Penalty 2225.991332 = -9527829.190560 nChanged 22 SP:Iteration 80F (473.770361 sec): 3 clusters Score: Raw -9530055.712122 + Penalty 2225.991332 = -9527829.720790 nChanged 19 SP:Iteration 81Q (473.935898 sec): 3 clusters Score: Raw -9530056.173839 + Penalty 2225.991332 = -9527830.182507 nChanged 24 SP:Iteration 82Q (474.116172 sec): 3 clusters Score: Raw -9530057.025821 + Penalty 2225.991332 = -9527831.034489 nChanged 34 SP:Iteration 83Q (474.290756 sec): 3 clusters Score: Raw -9530058.314079 + Penalty 2225.991332 = -9527832.322747 nChanged 26 SP:Iteration 84Q (474.468416 sec): 3 clusters Score: Raw -9530059.357320 + Penalty 2225.991332 = -9527833.365988 nChanged 27 SP:Iteration 85Q (474.646405 sec): 3 clusters Score: Raw -9530060.251079 + Penalty 2225.991332 = -9527834.259747 nChanged 21 SP:Iteration 86Q (474.827596 sec): 3 clusters Score: Raw -9530060.987971 + Penalty 2225.991332 = -9527834.996639 nChanged 20 SP:Iteration 87Q (475.013170 sec): 3 clusters Score: Raw -9530061.694034 + Penalty 2225.991332 = -9527835.702702 nChanged 20 SP:Iteration 88Q (475.187404 sec): 3 clusters Score: Raw -9530062.353436 + Penalty 2225.991332 = -9527836.362104 nChanged 20 SP:Iteration 89Q (475.353582 sec): 3 clusters Score: Raw -9530062.799707 + Penalty 2225.991332 = -9527836.808375 nChanged 13 SP:Iteration 90Q (475.527177 sec): 3 clusters Score: Raw -9530063.054571 + Penalty 2225.991332 = -9527837.063239 nChanged 8 SP:Iteration 91Q (475.701390 sec): 3 clusters Score: Raw -9530063.147658 + Penalty 2225.991332 = -9527837.156326 nChanged 6 SP:Iteration 92Q (475.876770 sec): 3 clusters Score: Raw -9530063.251893 + Penalty 2225.991332 = -9527837.260561 nChanged 6 SP:Iteration 93Q (476.072242 sec): 3 clusters Score: Raw -9530063.416673 + Penalty 2225.991332 = -9527837.425341 nChanged 10 SP:Iteration 94Q (476.252158 sec): 3 clusters Score: Raw -9530063.686229 + Penalty 2225.991332 = -9527837.694897 nChanged 6 SP:Iteration 95Q (476.424657 sec): 3 clusters Score: Raw -9530063.778216 + Penalty 2225.991332 = -9527837.786884 nChanged 1 SP:Iteration 96Q (476.588002 sec): 3 clusters Score: Raw -9530063.797493 + Penalty 2225.991332 = -9527837.806161 nChanged 1 SP:Iteration 97Q (476.747000 sec): 3 clusters Score: Raw -9530063.813142 + Penalty 2225.991332 = -9527837.821810 nChanged 0 SP:Iteration 98F (476.940200 sec): 3 clusters Score: Raw -9530063.813142 + Penalty 2225.991332 = -9527837.821810 nChanged 0 Score: Raw -45892181.155441 + Penalty 35568.792676 = -45856612.362765 Splitting cluster 1 changes total score from -45855292.965273 to -45856612.362765 So it's getting split into cluster 28. Trying to split cluster 2 (2002 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.849679 sec): 2 clusters Score: Raw -145526.018774 + Penalty 722.180686 = -144803.838088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (485.900271 sec): 3 clusters Score: Raw -144536.805003 + Penalty 1444.361372 = -143092.443630 nChanged 762 SP:Iteration 1F (485.944537 sec): 3 clusters Score: Raw -144983.851715 + Penalty 1444.361372 = -143539.490343 nChanged 148 SP:Iteration 2F (485.997191 sec): 3 clusters Score: Raw -145063.368919 + Penalty 1444.361372 = -143619.007547 nChanged 96 SP:Iteration 3Q (486.042685 sec): 3 clusters Score: Raw -145114.645643 + Penalty 1444.361372 = -143670.284271 nChanged 67 SP:Iteration 4Q (486.096015 sec): 3 clusters Score: Raw -145149.392072 + Penalty 1444.361372 = -143705.030699 nChanged 54 SP:Iteration 5Q (486.139218 sec): 3 clusters Score: Raw -145172.802997 + Penalty 1444.361372 = -143728.441625 nChanged 48 SP:Iteration 6Q (486.184616 sec): 3 clusters Score: Raw -145197.961712 + Penalty 1444.361372 = -143753.600340 nChanged 44 SP:Iteration 7Q (486.231662 sec): 3 clusters Score: Raw -145218.927124 + Penalty 1444.361372 = -143774.565752 nChanged 35 SP:Iteration 8Q (486.278007 sec): 3 clusters Score: Raw -145237.538625 + Penalty 1444.361372 = -143793.177252 nChanged 33 SP:Iteration 9Q (486.315569 sec): 3 clusters Score: Raw -145252.914589 + Penalty 1444.361372 = -143808.553217 nChanged 27 SP:Iteration 10Q (486.359233 sec): 3 clusters Score: Raw -145266.554734 + Penalty 1444.361372 = -143822.193362 nChanged 29 SP:Iteration 11Q (486.419158 sec): 3 clusters Score: Raw -145281.345448 + Penalty 1444.361372 = -143836.984075 nChanged 18 SP:Iteration 12Q (486.467982 sec): 3 clusters Score: Raw -145290.901608 + Penalty 1444.361372 = -143846.540235 nChanged 23 SP:Iteration 13Q (486.506621 sec): 3 clusters Score: Raw -145304.890954 + Penalty 1444.361372 = -143860.529582 nChanged 27 SP:Iteration 14Q (486.560543 sec): 3 clusters Score: Raw -145317.426668 + Penalty 1444.361372 = -143873.065295 nChanged 26 SP:Iteration 15Q (486.606711 sec): 3 clusters Score: Raw -145327.570229 + Penalty 1444.361372 = -143883.208857 nChanged 25 SP:Iteration 16Q (486.654062 sec): 3 clusters Score: Raw -145338.675143 + Penalty 1444.361372 = -143894.313771 nChanged 21 SP:Iteration 17Q (486.691251 sec): 3 clusters Score: Raw -145348.409222 + Penalty 1444.361372 = -143904.047850 nChanged 21 SP:Iteration 18Q (486.744511 sec): 3 clusters Score: Raw -145356.788578 + Penalty 1444.361372 = -143912.427206 nChanged 17 SP:Iteration 19Q (486.797144 sec): 3 clusters Score: Raw -145360.960205 + Penalty 1444.361372 = -143916.598833 nChanged 15 SP:Iteration 20F (486.841976 sec): 3 clusters Score: Raw -145365.854818 + Penalty 1444.361372 = -143921.493445 nChanged 12 SP:Iteration 21Q (486.887926 sec): 3 clusters Score: Raw -145372.228864 + Penalty 1444.361372 = -143927.867492 nChanged 17 SP:Iteration 22Q (486.940020 sec): 3 clusters Score: Raw -145381.062327 + Penalty 1444.361372 = -143936.700954 nChanged 18 SP:Iteration 23Q (486.980047 sec): 3 clusters Score: Raw -145390.911810 + Penalty 1444.361372 = -143946.550437 nChanged 16 SP:Iteration 24Q (487.028613 sec): 3 clusters Score: Raw -145399.246878 + Penalty 1444.361372 = -143954.885506 nChanged 22 SP:Iteration 25Q (487.068199 sec): 3 clusters Score: Raw -145410.130746 + Penalty 1444.361372 = -143965.769374 nChanged 22 SP:Iteration 26Q (487.126523 sec): 3 clusters Score: Raw -145416.347324 + Penalty 1444.361372 = -143971.985952 nChanged 12 SP:Iteration 27Q (487.166863 sec): 3 clusters Score: Raw -145421.264659 + Penalty 1444.361372 = -143976.903286 nChanged 11 SP:Iteration 28Q (487.218114 sec): 3 clusters Score: Raw -145425.214760 + Penalty 1444.361372 = -143980.853388 nChanged 11 SP:Iteration 29Q (487.264399 sec): 3 clusters Score: Raw -145429.150917 + Penalty 1444.361372 = -143984.789545 nChanged 8 SP:Iteration 30Q (487.303151 sec): 3 clusters Score: Raw -145430.811806 + Penalty 1444.361372 = -143986.450434 nChanged 8 SP:Iteration 31Q (487.352567 sec): 3 clusters Score: Raw -145433.705589 + Penalty 1444.361372 = -143989.344217 nChanged 9 SP:Iteration 32Q (487.398364 sec): 3 clusters Score: Raw -145438.383732 + Penalty 1444.361372 = -143994.022359 nChanged 12 SP:Iteration 33Q (487.450313 sec): 3 clusters Score: Raw -145441.077679 + Penalty 1444.361372 = -143996.716307 nChanged 8 SP:Iteration 34Q (487.504313 sec): 3 clusters Score: Raw -145444.019645 + Penalty 1444.361372 = -143999.658273 nChanged 7 SP:Iteration 35Q (487.547863 sec): 3 clusters Score: Raw -145445.501535 + Penalty 1444.361372 = -144001.140163 nChanged 5 SP:Iteration 36Q (487.604799 sec): 3 clusters Score: Raw -145446.731372 + Penalty 1444.361372 = -144002.370000 nChanged 7 SP:Iteration 37Q (487.649266 sec): 3 clusters Score: Raw -145449.090360 + Penalty 1444.361372 = -144004.728988 nChanged 7 SP:Iteration 38Q (487.690768 sec): 3 clusters Score: Raw -145451.000483 + Penalty 1444.361372 = -144006.639111 nChanged 2 SP:Iteration 39Q (487.731085 sec): 3 clusters Score: Raw -145451.638427 + Penalty 1444.361372 = -144007.277055 nChanged 2 SP:Iteration 40F (487.774060 sec): 3 clusters Score: Raw -145451.743299 + Penalty 1444.361372 = -144007.381927 nChanged 0 Trying to split cluster 3 (15712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.816144 sec): 2 clusters Score: Raw -1023626.706474 + Penalty 917.907103 = -1022708.799371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.883096 sec): 3 clusters Score: Raw -1014125.896651 + Penalty 1835.814206 = -1012290.082446 nChanged 7138 SP:Iteration 1F (487.949024 sec): 3 clusters Score: Raw -1019446.395970 + Penalty 1835.814206 = -1017610.581764 nChanged 1626 SP:Iteration 2F (488.015676 sec): 3 clusters Score: Raw -1020835.206488 + Penalty 1835.814206 = -1018999.392283 nChanged 1325 SP:Iteration 3F (488.086950 sec): 3 clusters Score: Raw -1021727.694802 + Penalty 1835.814206 = -1019891.880596 nChanged 952 SP:Iteration 4F (488.144752 sec): 3 clusters Score: Raw -1022216.368887 + Penalty 1835.814206 = -1020380.554681 nChanged 657 SP:Iteration 5Q (488.210513 sec): 3 clusters Score: Raw -1022476.126515 + Penalty 1835.814206 = -1020640.312310 nChanged 444 SP:Iteration 6Q (488.266455 sec): 3 clusters Score: Raw -1022614.519623 + Penalty 1835.814206 = -1020778.705417 nChanged 327 SP:Iteration 7Q (488.338135 sec): 3 clusters Score: Raw -1022712.369585 + Penalty 1835.814206 = -1020876.555379 nChanged 252 SP:Iteration 8Q (488.407822 sec): 3 clusters Score: Raw -1022794.019790 + Penalty 1835.814206 = -1020958.205585 nChanged 206 SP:Iteration 9Q (488.479407 sec): 3 clusters Score: Raw -1022860.185124 + Penalty 1835.814206 = -1021024.370918 nChanged 195 SP:Iteration 10Q (488.546514 sec): 3 clusters Score: Raw -1022925.690622 + Penalty 1835.814206 = -1021089.876417 nChanged 193 SP:Iteration 11Q (488.603770 sec): 3 clusters Score: Raw -1023009.826012 + Penalty 1835.814206 = -1021174.011806 nChanged 222 SP:Iteration 12Q (488.673325 sec): 3 clusters Score: Raw -1023106.766248 + Penalty 1835.814206 = -1021270.952042 nChanged 222 SP:Iteration 13Q (488.735574 sec): 3 clusters Score: Raw -1023202.415084 + Penalty 1835.814206 = -1021366.600879 nChanged 209 SP:Iteration 14Q (488.800497 sec): 3 clusters Score: Raw -1023282.447095 + Penalty 1835.814206 = -1021446.632889 nChanged 209 SP:Iteration 15Q (488.857479 sec): 3 clusters Score: Raw -1023363.604727 + Penalty 1835.814206 = -1021527.790521 nChanged 182 SP:Iteration 16Q (488.922264 sec): 3 clusters Score: Raw -1023450.531166 + Penalty 1835.814206 = -1021614.716960 nChanged 213 SP:Iteration 17Q (488.988464 sec): 3 clusters Score: Raw -1023552.717875 + Penalty 1835.814206 = -1021716.903669 nChanged 200 SP:Iteration 18Q (489.058414 sec): 3 clusters Score: Raw -1023631.414303 + Penalty 1835.814206 = -1021795.600097 nChanged 182 SP:Iteration 19Q (489.119441 sec): 3 clusters Score: Raw -1023699.647672 + Penalty 1835.814206 = -1021863.833466 nChanged 151 SP:Iteration 20F (489.185043 sec): 3 clusters Score: Raw -1023748.525713 + Penalty 1835.814206 = -1021912.711507 nChanged 132 SP:Iteration 21Q (489.255237 sec): 3 clusters Score: Raw -1023786.506482 + Penalty 1835.814206 = -1021950.692277 nChanged 118 SP:Iteration 22Q (489.317808 sec): 3 clusters Score: Raw -1023820.324056 + Penalty 1835.814206 = -1021984.509851 nChanged 112 SP:Iteration 23Q (489.380793 sec): 3 clusters Score: Raw -1023855.538776 + Penalty 1835.814206 = -1022019.724570 nChanged 113 SP:Iteration 24Q (489.450736 sec): 3 clusters Score: Raw -1023887.882706 + Penalty 1835.814206 = -1022052.068500 nChanged 94 SP:Iteration 25Q (489.506353 sec): 3 clusters Score: Raw -1023915.126079 + Penalty 1835.814206 = -1022079.311873 nChanged 95 SP:Iteration 26Q (489.571052 sec): 3 clusters Score: Raw -1023940.249663 + Penalty 1835.814206 = -1022104.435457 nChanged 99 SP:Iteration 27Q (489.642980 sec): 3 clusters Score: Raw -1023968.512908 + Penalty 1835.814206 = -1022132.698703 nChanged 86 SP:Iteration 28Q (489.700154 sec): 3 clusters Score: Raw -1023991.207673 + Penalty 1835.814206 = -1022155.393467 nChanged 87 SP:Iteration 29Q (489.759286 sec): 3 clusters Score: Raw -1024015.124587 + Penalty 1835.814206 = -1022179.310382 nChanged 83 SP:Iteration 30Q (489.821078 sec): 3 clusters Score: Raw -1024038.655365 + Penalty 1835.814206 = -1022202.841159 nChanged 80 SP:Iteration 31Q (489.884451 sec): 3 clusters Score: Raw -1024057.855076 + Penalty 1835.814206 = -1022222.040870 nChanged 59 SP:Iteration 32Q (489.950299 sec): 3 clusters Score: Raw -1024068.692141 + Penalty 1835.814206 = -1022232.877936 nChanged 39 SP:Iteration 33Q (490.012944 sec): 3 clusters Score: Raw -1024076.984438 + Penalty 1835.814206 = -1022241.170233 nChanged 43 SP:Iteration 34Q (490.068943 sec): 3 clusters Score: Raw -1024086.420191 + Penalty 1835.814206 = -1022250.605985 nChanged 36 SP:Iteration 35Q (490.141319 sec): 3 clusters Score: Raw -1024094.892908 + Penalty 1835.814206 = -1022259.078702 nChanged 35 SP:Iteration 36Q (490.204171 sec): 3 clusters Score: Raw -1024103.520929 + Penalty 1835.814206 = -1022267.706723 nChanged 31 SP:Iteration 37Q (490.265691 sec): 3 clusters Score: Raw -1024109.918239 + Penalty 1835.814206 = -1022274.104034 nChanged 34 SP:Iteration 38Q (490.325352 sec): 3 clusters Score: Raw -1024118.703413 + Penalty 1835.814206 = -1022282.889208 nChanged 38 SP:Iteration 39Q (490.389607 sec): 3 clusters Score: Raw -1024126.847615 + Penalty 1835.814206 = -1022291.033409 nChanged 34 SP:Iteration 40F (490.457866 sec): 3 clusters Score: Raw -1024134.048211 + Penalty 1835.814206 = -1022298.234005 nChanged 38 SP:Iteration 41Q (490.515097 sec): 3 clusters Score: Raw -1024142.590628 + Penalty 1835.814206 = -1022306.776422 nChanged 36 SP:Iteration 42Q (490.590136 sec): 3 clusters Score: Raw -1024149.739901 + Penalty 1835.814206 = -1022313.925695 nChanged 29 SP:Iteration 43Q (490.654125 sec): 3 clusters Score: Raw -1024154.633475 + Penalty 1835.814206 = -1022318.819269 nChanged 29 SP:Iteration 44Q (490.721576 sec): 3 clusters Score: Raw -1024159.927947 + Penalty 1835.814206 = -1022324.113741 nChanged 30 SP:Iteration 45Q (490.774920 sec): 3 clusters Score: Raw -1024165.673616 + Penalty 1835.814206 = -1022329.859410 nChanged 23 SP:Iteration 46Q (490.844634 sec): 3 clusters Score: Raw -1024171.285420 + Penalty 1835.814206 = -1022335.471214 nChanged 24 SP:Iteration 47Q (490.902220 sec): 3 clusters Score: Raw -1024176.078328 + Penalty 1835.814206 = -1022340.264122 nChanged 22 SP:Iteration 48Q (490.971007 sec): 3 clusters Score: Raw -1024179.544864 + Penalty 1835.814206 = -1022343.730658 nChanged 23 SP:Iteration 49Q (491.019148 sec): 3 clusters Score: Raw -1024183.805818 + Penalty 1835.814206 = -1022347.991612 nChanged 18 SP:Iteration 50Q (491.080931 sec): 3 clusters Score: Raw -1024187.132745 + Penalty 1835.814206 = -1022351.318539 nChanged 20 SP:Iteration 51Q (491.149211 sec): 3 clusters Score: Raw -1024190.269333 + Penalty 1835.814206 = -1022354.455127 nChanged 16 SP:Iteration 52Q (491.211860 sec): 3 clusters Score: Raw -1024192.749049 + Penalty 1835.814206 = -1022356.934843 nChanged 9 SP:Iteration 53Q (491.270920 sec): 3 clusters Score: Raw -1024194.549152 + Penalty 1835.814206 = -1022358.734946 nChanged 13 SP:Iteration 54Q (491.340210 sec): 3 clusters Score: Raw -1024197.949277 + Penalty 1835.814206 = -1022362.135071 nChanged 17 SP:Iteration 55Q (491.402342 sec): 3 clusters Score: Raw -1024200.164715 + Penalty 1835.814206 = -1022364.350509 nChanged 12 SP:Iteration 56Q (491.463535 sec): 3 clusters Score: Raw -1024202.930880 + Penalty 1835.814206 = -1022367.116675 nChanged 24 SP:Iteration 57Q (491.526479 sec): 3 clusters Score: Raw -1024207.493831 + Penalty 1835.814206 = -1022371.679625 nChanged 19 SP:Iteration 58Q (491.591021 sec): 3 clusters Score: Raw -1024210.978650 + Penalty 1835.814206 = -1022375.164445 nChanged 18 SP:Iteration 59Q (491.644062 sec): 3 clusters Score: Raw -1024213.381314 + Penalty 1835.814206 = -1022377.567108 nChanged 6 SP:Iteration 60F (491.716356 sec): 3 clusters Score: Raw -1024213.820793 + Penalty 1835.814206 = -1022378.006587 nChanged 4 SP:Iteration 61Q (491.777492 sec): 3 clusters Score: Raw -1024214.242342 + Penalty 1835.814206 = -1022378.428136 nChanged 2 SP:Iteration 62Q (491.829639 sec): 3 clusters Score: Raw -1024214.381042 + Penalty 1835.814206 = -1022378.566836 nChanged 2 SP:Iteration 63Q (491.897547 sec): 3 clusters Score: Raw -1024214.660682 + Penalty 1835.814206 = -1022378.846476 nChanged 2 SP:Iteration 64Q (491.964117 sec): 3 clusters Score: Raw -1024215.163845 + Penalty 1835.814206 = -1022379.349640 nChanged 2 SP:Iteration 65Q (492.030834 sec): 3 clusters Score: Raw -1024215.298814 + Penalty 1835.814206 = -1022379.484608 nChanged 0 SP:Iteration 66F (492.090156 sec): 3 clusters Score: Raw -1024215.298814 + Penalty 1835.814206 = -1022379.484608 nChanged 0 Trying to split cluster 4 (21388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (492.146382 sec): 2 clusters Score: Raw -1578891.510986 + Penalty 947.205603 = -1577944.305383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (492.221428 sec): 3 clusters Score: Raw -1565584.250698 + Penalty 1894.411206 = -1563689.839492 nChanged 9939 SP:Iteration 1F (492.298659 sec): 3 clusters Score: Raw -1571609.424338 + Penalty 1894.411206 = -1569715.013131 nChanged 1439 SP:Iteration 2F (492.367795 sec): 3 clusters Score: Raw -1572512.514116 + Penalty 1894.411206 = -1570618.102910 nChanged 1554 SP:Iteration 3F (492.434086 sec): 3 clusters Score: Raw -1573666.656024 + Penalty 1894.411206 = -1571772.244817 nChanged 1570 SP:Iteration 4F (492.516895 sec): 3 clusters Score: Raw -1575007.780869 + Penalty 1894.411206 = -1573113.369663 nChanged 1459 SP:Iteration 5F (492.593979 sec): 3 clusters Score: Raw -1576334.334794 + Penalty 1894.411206 = -1574439.923588 nChanged 1144 SP:Iteration 6F (492.659857 sec): 3 clusters Score: Raw -1577325.097456 + Penalty 1894.411206 = -1575430.686250 nChanged 823 SP:Iteration 7Q (492.730590 sec): 3 clusters Score: Raw -1577900.916370 + Penalty 1894.411206 = -1576006.505164 nChanged 587 SP:Iteration 8Q (492.803247 sec): 3 clusters Score: Raw -1578248.018139 + Penalty 1894.411206 = -1576353.606932 nChanged 408 SP:Iteration 9Q (492.885316 sec): 3 clusters Score: Raw -1578478.116272 + Penalty 1894.411206 = -1576583.705066 nChanged 306 SP:Iteration 10Q (492.960304 sec): 3 clusters Score: Raw -1578626.065434 + Penalty 1894.411206 = -1576731.654228 nChanged 279 SP:Iteration 11Q (493.035472 sec): 3 clusters Score: Raw -1578755.847846 + Penalty 1894.411206 = -1576861.436640 nChanged 239 SP:Iteration 12Q (493.104694 sec): 3 clusters Score: Raw -1578848.443204 + Penalty 1894.411206 = -1576954.031997 nChanged 202 SP:Iteration 13Q (493.177239 sec): 3 clusters Score: Raw -1578912.389771 + Penalty 1894.411206 = -1577017.978564 nChanged 153 SP:Iteration 14Q (493.238352 sec): 3 clusters Score: Raw -1578955.574083 + Penalty 1894.411206 = -1577061.162876 nChanged 126 SP:Iteration 15Q (493.320296 sec): 3 clusters Score: Raw -1578992.662684 + Penalty 1894.411206 = -1577098.251478 nChanged 139 SP:Iteration 16Q (493.386958 sec): 3 clusters Score: Raw -1579027.367993 + Penalty 1894.411206 = -1577132.956787 nChanged 117 SP:Iteration 17Q (493.466766 sec): 3 clusters Score: Raw -1579050.605324 + Penalty 1894.411206 = -1577156.194118 nChanged 93 SP:Iteration 18Q (493.549459 sec): 3 clusters Score: Raw -1579069.629449 + Penalty 1894.411206 = -1577175.218243 nChanged 82 SP:Iteration 19Q (493.628652 sec): 3 clusters Score: Raw -1579084.253094 + Penalty 1894.411206 = -1577189.841887 nChanged 71 SP:Iteration 20F (493.703110 sec): 3 clusters Score: Raw -1579096.354990 + Penalty 1894.411206 = -1577201.943784 nChanged 64 SP:Iteration 21Q (493.764020 sec): 3 clusters Score: Raw -1579106.808079 + Penalty 1894.411206 = -1577212.396873 nChanged 58 SP:Iteration 22Q (493.824226 sec): 3 clusters Score: Raw -1579114.278619 + Penalty 1894.411206 = -1577219.867413 nChanged 41 SP:Iteration 23Q (493.892039 sec): 3 clusters Score: Raw -1579119.483468 + Penalty 1894.411206 = -1577225.072261 nChanged 38 SP:Iteration 24Q (493.970942 sec): 3 clusters Score: Raw -1579123.038377 + Penalty 1894.411206 = -1577228.627171 nChanged 34 SP:Iteration 25Q (494.037300 sec): 3 clusters Score: Raw -1579126.768162 + Penalty 1894.411206 = -1577232.356956 nChanged 35 SP:Iteration 26Q (494.095090 sec): 3 clusters Score: Raw -1579130.311954 + Penalty 1894.411206 = -1577235.900748 nChanged 30 SP:Iteration 27Q (494.163974 sec): 3 clusters Score: Raw -1579132.771661 + Penalty 1894.411206 = -1577238.360455 nChanged 18 SP:Iteration 28Q (494.223609 sec): 3 clusters Score: Raw -1579134.114436 + Penalty 1894.411206 = -1577239.703229 nChanged 20 SP:Iteration 29Q (494.304010 sec): 3 clusters Score: Raw -1579135.824525 + Penalty 1894.411206 = -1577241.413319 nChanged 22 SP:Iteration 30Q (494.371852 sec): 3 clusters Score: Raw -1579137.796892 + Penalty 1894.411206 = -1577243.385686 nChanged 17 SP:Iteration 31Q (494.439871 sec): 3 clusters Score: Raw -1579139.177807 + Penalty 1894.411206 = -1577244.766601 nChanged 12 SP:Iteration 32Q (494.497657 sec): 3 clusters Score: Raw -1579140.071376 + Penalty 1894.411206 = -1577245.660169 nChanged 10 SP:Iteration 33Q (494.566241 sec): 3 clusters Score: Raw -1579140.987099 + Penalty 1894.411206 = -1577246.575893 nChanged 12 SP:Iteration 34Q (494.649364 sec): 3 clusters Score: Raw -1579141.859406 + Penalty 1894.411206 = -1577247.448200 nChanged 8 SP:Iteration 35Q (494.720110 sec): 3 clusters Score: Raw -1579142.509885 + Penalty 1894.411206 = -1577248.098678 nChanged 6 SP:Iteration 36Q (494.783258 sec): 3 clusters Score: Raw -1579142.939552 + Penalty 1894.411206 = -1577248.528346 nChanged 8 SP:Iteration 37Q (494.853190 sec): 3 clusters Score: Raw -1579143.433831 + Penalty 1894.411206 = -1577249.022625 nChanged 5 SP:Iteration 38Q (494.916054 sec): 3 clusters Score: Raw -1579143.711404 + Penalty 1894.411206 = -1577249.300197 nChanged 5 SP:Iteration 39Q (494.992677 sec): 3 clusters Score: Raw -1579144.045250 + Penalty 1894.411206 = -1577249.634044 nChanged 3 SP:Iteration 40F (495.055402 sec): 3 clusters Score: Raw -1579144.117876 + Penalty 1894.411206 = -1577249.706670 nChanged 2 SP:Iteration 41Q (495.127440 sec): 3 clusters Score: Raw -1579144.175251 + Penalty 1894.411206 = -1577249.764044 nChanged 1 SP:Iteration 42Q (495.203259 sec): 3 clusters Score: Raw -1579144.218061 + Penalty 1894.411206 = -1577249.806854 nChanged 0 SP:Iteration 43F (495.263358 sec): 3 clusters Score: Raw -1579144.218061 + Penalty 1894.411206 = -1577249.806854 nChanged 0 Trying to split cluster 5 (9936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.293198 sec): 2 clusters Score: Raw -655901.068067 + Penalty 874.372381 = -655026.695685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.352816 sec): 3 clusters Score: Raw -650030.440781 + Penalty 1748.744763 = -648281.696018 nChanged 4406 SP:Iteration 1F (495.411344 sec): 3 clusters Score: Raw -652472.676053 + Penalty 1748.744763 = -650723.931290 nChanged 609 SP:Iteration 2F (495.463980 sec): 3 clusters Score: Raw -652758.580672 + Penalty 1748.744763 = -651009.835910 nChanged 581 SP:Iteration 3F (495.516418 sec): 3 clusters Score: Raw -653036.698066 + Penalty 1748.744763 = -651287.953303 nChanged 564 SP:Iteration 4F (495.583687 sec): 3 clusters Score: Raw -653314.437237 + Penalty 1748.744763 = -651565.692474 nChanged 526 SP:Iteration 5F (495.635198 sec): 3 clusters Score: Raw -653573.954396 + Penalty 1748.744763 = -651825.209634 nChanged 489 SP:Iteration 6Q (495.685708 sec): 3 clusters Score: Raw -653817.236381 + Penalty 1748.744763 = -652068.491618 nChanged 429 SP:Iteration 7Q (495.739430 sec): 3 clusters Score: Raw -654038.052560 + Penalty 1748.744763 = -652289.307797 nChanged 414 SP:Iteration 8Q (495.807124 sec): 3 clusters Score: Raw -654244.956521 + Penalty 1748.744763 = -652496.211758 nChanged 377 SP:Iteration 9Q (495.850366 sec): 3 clusters Score: Raw -654451.850765 + Penalty 1748.744763 = -652703.106002 nChanged 390 SP:Iteration 10Q (495.897951 sec): 3 clusters Score: Raw -654730.307805 + Penalty 1748.744763 = -652981.563042 nChanged 381 SP:Iteration 11Q (495.948534 sec): 3 clusters Score: Raw -655032.776705 + Penalty 1748.744763 = -653284.031943 nChanged 326 SP:Iteration 12Q (496.006236 sec): 3 clusters Score: Raw -655315.339049 + Penalty 1748.744763 = -653566.594287 nChanged 256 SP:Iteration 13Q (496.047555 sec): 3 clusters Score: Raw -655553.132592 + Penalty 1748.744763 = -653804.387829 nChanged 185 SP:Iteration 14Q (496.110692 sec): 3 clusters Score: Raw -655736.375946 + Penalty 1748.744763 = -653987.631183 nChanged 122 SP:Iteration 15Q (496.157772 sec): 3 clusters Score: Raw -655857.184216 + Penalty 1748.744763 = -654108.439453 nChanged 98 SP:Iteration 16Q (496.207421 sec): 3 clusters Score: Raw -655943.141322 + Penalty 1748.744763 = -654194.396560 nChanged 61 SP:Iteration 17Q (496.265339 sec): 3 clusters Score: Raw -655995.051924 + Penalty 1748.744763 = -654246.307161 nChanged 44 SP:Iteration 18Q (496.311949 sec): 3 clusters Score: Raw -656033.179915 + Penalty 1748.744763 = -654284.435152 nChanged 27 SP:Iteration 19Q (496.372894 sec): 3 clusters Score: Raw -656050.766408 + Penalty 1748.744763 = -654302.021646 nChanged 20 SP:Iteration 20F (496.422980 sec): 3 clusters Score: Raw -656064.684644 + Penalty 1748.744763 = -654315.939881 nChanged 20 SP:Iteration 21Q (496.469117 sec): 3 clusters Score: Raw -656078.659345 + Penalty 1748.744763 = -654329.914582 nChanged 7 SP:Iteration 22Q (496.532548 sec): 3 clusters Score: Raw -656084.842927 + Penalty 1748.744763 = -654336.098164 nChanged 10 SP:Iteration 23Q (496.588854 sec): 3 clusters Score: Raw -656092.198183 + Penalty 1748.744763 = -654343.453420 nChanged 8 SP:Iteration 24Q (496.631206 sec): 3 clusters Score: Raw -656098.904756 + Penalty 1748.744763 = -654350.159993 nChanged 7 SP:Iteration 25Q (496.694845 sec): 3 clusters Score: Raw -656102.549767 + Penalty 1748.744763 = -654353.805004 nChanged 4 SP:Iteration 26Q (496.743982 sec): 3 clusters Score: Raw -656104.749736 + Penalty 1748.744763 = -654356.004973 nChanged 0 SP:Iteration 27F (496.805090 sec): 3 clusters Score: Raw -656104.749736 + Penalty 1748.744763 = -654356.004973 nChanged 0 Trying to split cluster 6 (5547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (496.834443 sec): 2 clusters Score: Raw -387853.226522 + Penalty 818.996189 = -387034.230333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (496.882260 sec): 3 clusters Score: Raw -384678.479026 + Penalty 1637.992379 = -383040.486648 nChanged 2438 SP:Iteration 1F (496.941803 sec): 3 clusters Score: Raw -386328.599514 + Penalty 1637.992379 = -384690.607135 nChanged 584 SP:Iteration 2F (496.986007 sec): 3 clusters Score: Raw -386947.663445 + Penalty 1637.992379 = -385309.671066 nChanged 591 SP:Iteration 3F (497.028614 sec): 3 clusters Score: Raw -387597.550684 + Penalty 1637.992379 = -385959.558305 nChanged 478 SP:Iteration 4F (497.078892 sec): 3 clusters Score: Raw -388083.613095 + Penalty 1637.992379 = -386445.620717 nChanged 359 SP:Iteration 5F (497.125807 sec): 3 clusters Score: Raw -388392.636147 + Penalty 1637.992379 = -386754.643768 nChanged 262 SP:Iteration 6Q (497.184600 sec): 3 clusters Score: Raw -388584.668016 + Penalty 1637.992379 = -386946.675637 nChanged 195 SP:Iteration 7Q (497.239556 sec): 3 clusters Score: Raw -388707.062189 + Penalty 1637.992379 = -387069.069810 nChanged 157 SP:Iteration 8Q (497.294284 sec): 3 clusters Score: Raw -388793.773186 + Penalty 1637.992379 = -387155.780807 nChanged 126 SP:Iteration 9Q (497.346859 sec): 3 clusters Score: Raw -388873.271389 + Penalty 1637.992379 = -387235.279010 nChanged 103 SP:Iteration 10Q (497.390800 sec): 3 clusters Score: Raw -388933.946656 + Penalty 1637.992379 = -387295.954277 nChanged 103 SP:Iteration 11Q (497.451453 sec): 3 clusters Score: Raw -388992.070330 + Penalty 1637.992379 = -387354.077951 nChanged 93 SP:Iteration 12Q (497.510173 sec): 3 clusters Score: Raw -389033.350815 + Penalty 1637.992379 = -387395.358436 nChanged 72 SP:Iteration 13Q (497.551399 sec): 3 clusters Score: Raw -389058.698098 + Penalty 1637.992379 = -387420.705719 nChanged 64 SP:Iteration 14Q (497.612059 sec): 3 clusters Score: Raw -389077.760605 + Penalty 1637.992379 = -387439.768226 nChanged 45 SP:Iteration 15Q (497.659750 sec): 3 clusters Score: Raw -389091.220167 + Penalty 1637.992379 = -387453.227788 nChanged 46 SP:Iteration 16Q (497.711210 sec): 3 clusters Score: Raw -389104.116426 + Penalty 1637.992379 = -387466.124047 nChanged 48 SP:Iteration 17Q (497.751975 sec): 3 clusters Score: Raw -389117.132832 + Penalty 1637.992379 = -387479.140453 nChanged 36 SP:Iteration 18Q (497.802708 sec): 3 clusters Score: Raw -389126.448914 + Penalty 1637.992379 = -387488.456535 nChanged 34 SP:Iteration 19Q (497.853889 sec): 3 clusters Score: Raw -389135.389004 + Penalty 1637.992379 = -387497.396625 nChanged 28 SP:Iteration 20F (497.898325 sec): 3 clusters Score: Raw -389140.165273 + Penalty 1637.992379 = -387502.172894 nChanged 15 SP:Iteration 21Q (497.953812 sec): 3 clusters Score: Raw -389142.282026 + Penalty 1637.992379 = -387504.289647 nChanged 18 SP:Iteration 22Q (498.009777 sec): 3 clusters Score: Raw -389144.951626 + Penalty 1637.992379 = -387506.959247 nChanged 15 SP:Iteration 23Q (498.047617 sec): 3 clusters Score: Raw -389147.534798 + Penalty 1637.992379 = -387509.542419 nChanged 19 SP:Iteration 24Q (498.105804 sec): 3 clusters Score: Raw -389150.257625 + Penalty 1637.992379 = -387512.265246 nChanged 10 SP:Iteration 25Q (498.150713 sec): 3 clusters Score: Raw -389151.116118 + Penalty 1637.992379 = -387513.123739 nChanged 9 SP:Iteration 26Q (498.193729 sec): 3 clusters Score: Raw -389152.273392 + Penalty 1637.992379 = -387514.281013 nChanged 6 SP:Iteration 27Q (498.239614 sec): 3 clusters Score: Raw -389153.433692 + Penalty 1637.992379 = -387515.441313 nChanged 5 SP:Iteration 28Q (498.297085 sec): 3 clusters Score: Raw -389153.960326 + Penalty 1637.992379 = -387515.967947 nChanged 8 SP:Iteration 29Q (498.349799 sec): 3 clusters Score: Raw -389155.082797 + Penalty 1637.992379 = -387517.090418 nChanged 6 SP:Iteration 30Q (498.405745 sec): 3 clusters Score: Raw -389155.590943 + Penalty 1637.992379 = -387517.598565 nChanged 2 SP:Iteration 31Q (498.460049 sec): 3 clusters Score: Raw -389155.912496 + Penalty 1637.992379 = -387517.920117 nChanged 2 SP:Iteration 32Q (498.508654 sec): 3 clusters Score: Raw -389156.094971 + Penalty 1637.992379 = -387518.102592 nChanged 1 SP:Iteration 33Q (498.552237 sec): 3 clusters Score: Raw -389156.145482 + Penalty 1637.992379 = -387518.153104 nChanged 0 SP:Iteration 34F (498.607430 sec): 3 clusters Score: Raw -389156.145482 + Penalty 1637.992379 = -387518.153104 nChanged 0 Score: Raw -45893484.074401 + Penalty 36839.106700 = -45856644.967701 Splitting cluster 6 changes total score from -45855292.965273 to -45856644.967701 So it's getting split into cluster 29. Trying to split cluster 7 (22285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.609639 sec): 2 clusters Score: Raw -1596989.002776 + Penalty 951.108563 = -1596037.894213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.684614 sec): 3 clusters Score: Raw -1583058.025222 + Penalty 1902.217126 = -1581155.808096 nChanged 10341 SP:Iteration 1F (507.755878 sec): 3 clusters Score: Raw -1588907.648164 + Penalty 1902.217126 = -1587005.431038 nChanged 998 SP:Iteration 2Q (507.833420 sec): 3 clusters Score: Raw -1589268.723007 + Penalty 1902.217126 = -1587366.505881 nChanged 1069 SP:Iteration 3Q (507.904671 sec): 3 clusters Score: Raw -1589707.493294 + Penalty 1902.217126 = -1587805.276168 nChanged 1133 SP:Iteration 4F (507.968003 sec): 3 clusters Score: Raw -1590262.714605 + Penalty 1902.217126 = -1588360.497479 nChanged 1234 SP:Iteration 5F (508.035677 sec): 3 clusters Score: Raw -1590839.145802 + Penalty 1902.217126 = -1588936.928676 nChanged 1165 SP:Iteration 6F (508.106449 sec): 3 clusters Score: Raw -1591413.820269 + Penalty 1902.217126 = -1589511.603142 nChanged 1163 SP:Iteration 7F (508.181521 sec): 3 clusters Score: Raw -1592022.919365 + Penalty 1902.217126 = -1590120.702239 nChanged 1147 SP:Iteration 8F (508.261391 sec): 3 clusters Score: Raw -1592640.750580 + Penalty 1902.217126 = -1590738.533454 nChanged 1062 SP:Iteration 9Q (508.335123 sec): 3 clusters Score: Raw -1593252.755438 + Penalty 1902.217126 = -1591350.538312 nChanged 971 SP:Iteration 10Q (508.416400 sec): 3 clusters Score: Raw -1593827.943800 + Penalty 1902.217126 = -1591925.726674 nChanged 960 SP:Iteration 11Q (508.490719 sec): 3 clusters Score: Raw -1594477.402046 + Penalty 1902.217126 = -1592575.184919 nChanged 964 SP:Iteration 12Q (508.571784 sec): 3 clusters Score: Raw -1595156.127261 + Penalty 1902.217126 = -1593253.910135 nChanged 831 SP:Iteration 13Q (508.643852 sec): 3 clusters Score: Raw -1595613.952326 + Penalty 1902.217126 = -1593711.735200 nChanged 565 SP:Iteration 14Q (508.717345 sec): 3 clusters Score: Raw -1595837.211672 + Penalty 1902.217126 = -1593934.994546 nChanged 375 SP:Iteration 15Q (508.795847 sec): 3 clusters Score: Raw -1595973.368066 + Penalty 1902.217126 = -1594071.150940 nChanged 298 SP:Iteration 16Q (508.867510 sec): 3 clusters Score: Raw -1596071.852291 + Penalty 1902.217126 = -1594169.635165 nChanged 275 SP:Iteration 17Q (508.934903 sec): 3 clusters Score: Raw -1596163.481462 + Penalty 1902.217126 = -1594261.264335 nChanged 247 SP:Iteration 18Q (509.011279 sec): 3 clusters Score: Raw -1596229.865691 + Penalty 1902.217126 = -1594327.648565 nChanged 212 SP:Iteration 19Q (509.080478 sec): 3 clusters Score: Raw -1596278.535728 + Penalty 1902.217126 = -1594376.318602 nChanged 187 SP:Iteration 20F (509.157396 sec): 3 clusters Score: Raw -1596313.904006 + Penalty 1902.217126 = -1594411.686880 nChanged 144 SP:Iteration 21Q (509.224941 sec): 3 clusters Score: Raw -1596336.909020 + Penalty 1902.217126 = -1594434.691894 nChanged 123 SP:Iteration 22Q (509.297973 sec): 3 clusters Score: Raw -1596355.846488 + Penalty 1902.217126 = -1594453.629361 nChanged 96 SP:Iteration 23Q (509.376379 sec): 3 clusters Score: Raw -1596368.632686 + Penalty 1902.217126 = -1594466.415560 nChanged 77 SP:Iteration 24Q (509.450456 sec): 3 clusters Score: Raw -1596376.187868 + Penalty 1902.217126 = -1594473.970742 nChanged 60 SP:Iteration 25Q (509.530175 sec): 3 clusters Score: Raw -1596381.260354 + Penalty 1902.217126 = -1594479.043228 nChanged 39 SP:Iteration 26Q (509.599637 sec): 3 clusters Score: Raw -1596383.750976 + Penalty 1902.217126 = -1594481.533850 nChanged 30 SP:Iteration 27Q (509.669221 sec): 3 clusters Score: Raw -1596385.896446 + Penalty 1902.217126 = -1594483.679320 nChanged 25 SP:Iteration 28Q (509.749320 sec): 3 clusters Score: Raw -1596387.712950 + Penalty 1902.217126 = -1594485.495824 nChanged 25 SP:Iteration 29Q (509.820189 sec): 3 clusters Score: Raw -1596389.392435 + Penalty 1902.217126 = -1594487.175308 nChanged 24 SP:Iteration 30Q (509.885089 sec): 3 clusters Score: Raw -1596390.617552 + Penalty 1902.217126 = -1594488.400426 nChanged 29 SP:Iteration 31Q (509.964087 sec): 3 clusters Score: Raw -1596391.900628 + Penalty 1902.217126 = -1594489.683502 nChanged 19 SP:Iteration 32Q (510.028910 sec): 3 clusters Score: Raw -1596392.632021 + Penalty 1902.217126 = -1594490.414894 nChanged 11 SP:Iteration 33Q (510.096017 sec): 3 clusters Score: Raw -1596393.501315 + Penalty 1902.217126 = -1594491.284189 nChanged 14 SP:Iteration 34Q (510.171537 sec): 3 clusters Score: Raw -1596394.272776 + Penalty 1902.217126 = -1594492.055650 nChanged 15 SP:Iteration 35Q (510.244094 sec): 3 clusters Score: Raw -1596395.121765 + Penalty 1902.217126 = -1594492.904638 nChanged 13 SP:Iteration 36Q (510.307936 sec): 3 clusters Score: Raw -1596395.690718 + Penalty 1902.217126 = -1594493.473591 nChanged 11 SP:Iteration 37Q (510.388404 sec): 3 clusters Score: Raw -1596396.099450 + Penalty 1902.217126 = -1594493.882324 nChanged 4 SP:Iteration 38Q (510.464660 sec): 3 clusters Score: Raw -1596396.161658 + Penalty 1902.217126 = -1594493.944532 nChanged 5 SP:Iteration 39Q (510.532019 sec): 3 clusters Score: Raw -1596396.316029 + Penalty 1902.217126 = -1594494.098903 nChanged 14 SP:Iteration 40F (510.610138 sec): 3 clusters Score: Raw -1596396.858274 + Penalty 1902.217126 = -1594494.641148 nChanged 8 SP:Iteration 41Q (510.676700 sec): 3 clusters Score: Raw -1596397.004933 + Penalty 1902.217126 = -1594494.787806 nChanged 4 SP:Iteration 42Q (510.743568 sec): 3 clusters Score: Raw -1596397.045868 + Penalty 1902.217126 = -1594494.828742 nChanged 2 SP:Iteration 43Q (510.826325 sec): 3 clusters Score: Raw -1596397.059141 + Penalty 1902.217126 = -1594494.842015 nChanged 0 SP:Iteration 44F (510.895040 sec): 3 clusters Score: Raw -1596397.059141 + Penalty 1902.217126 = -1594494.842015 nChanged 0 Trying to split cluster 8 (6306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (510.922951 sec): 2 clusters Score: Raw -423608.704657 + Penalty 831.179400 = -422777.525258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (510.977675 sec): 3 clusters Score: Raw -420015.765550 + Penalty 1662.358800 = -418353.406751 nChanged 2736 SP:Iteration 1F (511.023884 sec): 3 clusters Score: Raw -421626.464602 + Penalty 1662.358800 = -419964.105802 nChanged 432 SP:Iteration 2F (511.071158 sec): 3 clusters Score: Raw -421852.503477 + Penalty 1662.358800 = -420190.144677 nChanged 382 SP:Iteration 3F (511.118791 sec): 3 clusters Score: Raw -422024.654259 + Penalty 1662.358800 = -420362.295459 nChanged 278 SP:Iteration 4Q (511.171282 sec): 3 clusters Score: Raw -422128.700511 + Penalty 1662.358800 = -420466.341712 nChanged 217 SP:Iteration 5Q (511.227871 sec): 3 clusters Score: Raw -422204.220650 + Penalty 1662.358800 = -420541.861850 nChanged 203 SP:Iteration 6Q (511.282380 sec): 3 clusters Score: Raw -422281.487416 + Penalty 1662.358800 = -420619.128616 nChanged 180 SP:Iteration 7Q (511.331222 sec): 3 clusters Score: Raw -422345.953371 + Penalty 1662.358800 = -420683.594572 nChanged 169 SP:Iteration 8Q (511.375174 sec): 3 clusters Score: Raw -422410.416342 + Penalty 1662.358800 = -420748.057543 nChanged 166 SP:Iteration 9Q (511.434454 sec): 3 clusters Score: Raw -422474.452403 + Penalty 1662.358800 = -420812.093603 nChanged 167 SP:Iteration 10Q (511.480887 sec): 3 clusters Score: Raw -422539.112552 + Penalty 1662.358800 = -420876.753752 nChanged 182 SP:Iteration 11Q (511.533398 sec): 3 clusters Score: Raw -422609.886907 + Penalty 1662.358800 = -420947.528108 nChanged 160 SP:Iteration 12Q (511.584975 sec): 3 clusters Score: Raw -422684.422973 + Penalty 1662.358800 = -421022.064174 nChanged 168 SP:Iteration 13Q (511.632505 sec): 3 clusters Score: Raw -422757.536365 + Penalty 1662.358800 = -421095.177566 nChanged 168 SP:Iteration 14Q (511.675875 sec): 3 clusters Score: Raw -422832.195634 + Penalty 1662.358800 = -421169.836835 nChanged 162 SP:Iteration 15Q (511.728990 sec): 3 clusters Score: Raw -422899.956753 + Penalty 1662.358800 = -421237.597953 nChanged 157 SP:Iteration 16Q (511.776520 sec): 3 clusters Score: Raw -422963.846083 + Penalty 1662.358800 = -421301.487283 nChanged 148 SP:Iteration 17Q (511.825991 sec): 3 clusters Score: Raw -423029.134650 + Penalty 1662.358800 = -421366.775851 nChanged 146 SP:Iteration 18Q (511.883725 sec): 3 clusters Score: Raw -423089.784815 + Penalty 1662.358800 = -421427.426015 nChanged 133 SP:Iteration 19Q (511.935514 sec): 3 clusters Score: Raw -423148.659760 + Penalty 1662.358800 = -421486.300960 nChanged 135 SP:Iteration 20F (511.980280 sec): 3 clusters Score: Raw -423211.780882 + Penalty 1662.358800 = -421549.422082 nChanged 120 SP:Iteration 21Q (512.042540 sec): 3 clusters Score: Raw -423270.914267 + Penalty 1662.358800 = -421608.555467 nChanged 126 SP:Iteration 22Q (512.086817 sec): 3 clusters Score: Raw -423340.282515 + Penalty 1662.358800 = -421677.923715 nChanged 114 SP:Iteration 23Q (512.138591 sec): 3 clusters Score: Raw -423402.004169 + Penalty 1662.358800 = -421739.645369 nChanged 101 SP:Iteration 24Q (512.189548 sec): 3 clusters Score: Raw -423465.308676 + Penalty 1662.358800 = -421802.949877 nChanged 105 SP:Iteration 25Q (512.249382 sec): 3 clusters Score: Raw -423552.437990 + Penalty 1662.358800 = -421890.079190 nChanged 104 SP:Iteration 26Q (512.291593 sec): 3 clusters Score: Raw -423659.899731 + Penalty 1662.358800 = -421997.540931 nChanged 89 SP:Iteration 27Q (512.342270 sec): 3 clusters Score: Raw -423759.218143 + Penalty 1662.358800 = -422096.859343 nChanged 74 SP:Iteration 28Q (512.399784 sec): 3 clusters Score: Raw -423840.555097 + Penalty 1662.358800 = -422178.196298 nChanged 75 SP:Iteration 29Q (512.454933 sec): 3 clusters Score: Raw -423912.497308 + Penalty 1662.358800 = -422250.138509 nChanged 69 SP:Iteration 30Q (512.507672 sec): 3 clusters Score: Raw -423963.616385 + Penalty 1662.358800 = -422301.257586 nChanged 53 SP:Iteration 31Q (512.563090 sec): 3 clusters Score: Raw -424008.144193 + Penalty 1662.358800 = -422345.785393 nChanged 56 SP:Iteration 32Q (512.610905 sec): 3 clusters Score: Raw -424061.817342 + Penalty 1662.358800 = -422399.458542 nChanged 58 SP:Iteration 33Q (512.661382 sec): 3 clusters Score: Raw -424116.804746 + Penalty 1662.358800 = -422454.445947 nChanged 55 SP:Iteration 34Q (512.721307 sec): 3 clusters Score: Raw -424159.465690 + Penalty 1662.358800 = -422497.106890 nChanged 57 SP:Iteration 35Q (512.762736 sec): 3 clusters Score: Raw -424209.074790 + Penalty 1662.358800 = -422546.715991 nChanged 59 SP:Iteration 36Q (512.814926 sec): 3 clusters Score: Raw -424261.826781 + Penalty 1662.358800 = -422599.467981 nChanged 64 SP:Iteration 37Q (512.869898 sec): 3 clusters Score: Raw -424321.049263 + Penalty 1662.358800 = -422658.690463 nChanged 54 SP:Iteration 38Q (512.929493 sec): 3 clusters Score: Raw -424383.804639 + Penalty 1662.358800 = -422721.445840 nChanged 49 SP:Iteration 39Q (512.973307 sec): 3 clusters Score: Raw -424416.473606 + Penalty 1662.358800 = -422754.114807 nChanged 36 SP:Iteration 40F (513.026955 sec): 3 clusters Score: Raw -424448.160614 + Penalty 1662.358800 = -422785.801814 nChanged 35 SP:Iteration 41Q (513.075178 sec): 3 clusters Score: Raw -424461.574131 + Penalty 1662.358800 = -422799.215331 nChanged 23 SP:Iteration 42Q (513.121899 sec): 3 clusters Score: Raw -424470.247510 + Penalty 1662.358800 = -422807.888710 nChanged 18 SP:Iteration 43Q (513.173411 sec): 3 clusters Score: Raw -424477.271675 + Penalty 1662.358800 = -422814.912876 nChanged 13 SP:Iteration 44Q (513.218338 sec): 3 clusters Score: Raw -424482.744694 + Penalty 1662.358800 = -422820.385894 nChanged 15 SP:Iteration 45Q (513.267351 sec): 3 clusters Score: Raw -424489.931015 + Penalty 1662.358800 = -422827.572215 nChanged 20 SP:Iteration 46Q (513.317411 sec): 3 clusters Score: Raw -424497.249673 + Penalty 1662.358800 = -422834.890873 nChanged 13 SP:Iteration 47Q (513.374829 sec): 3 clusters Score: Raw -424500.256144 + Penalty 1662.358800 = -422837.897344 nChanged 8 SP:Iteration 48Q (513.412083 sec): 3 clusters Score: Raw -424502.449497 + Penalty 1662.358800 = -422840.090697 nChanged 6 SP:Iteration 49Q (513.455143 sec): 3 clusters Score: Raw -424503.579544 + Penalty 1662.358800 = -422841.220745 nChanged 3 SP:Iteration 50Q (513.507165 sec): 3 clusters Score: Raw -424504.253869 + Penalty 1662.358800 = -422841.895069 nChanged 5 SP:Iteration 51Q (513.548318 sec): 3 clusters Score: Raw -424505.525701 + Penalty 1662.358800 = -422843.166901 nChanged 4 SP:Iteration 52Q (513.601876 sec): 3 clusters Score: Raw -424507.256071 + Penalty 1662.358800 = -422844.897271 nChanged 4 SP:Iteration 53Q (513.644727 sec): 3 clusters Score: Raw -424508.170934 + Penalty 1662.358800 = -422845.812135 nChanged 6 SP:Iteration 54Q (513.703121 sec): 3 clusters Score: Raw -424509.594089 + Penalty 1662.358800 = -422847.235290 nChanged 3 SP:Iteration 55Q (513.748750 sec): 3 clusters Score: Raw -424510.325233 + Penalty 1662.358800 = -422847.966434 nChanged 2 SP:Iteration 56Q (513.809523 sec): 3 clusters Score: Raw -424510.692082 + Penalty 1662.358800 = -422848.333282 nChanged 1 SP:Iteration 57Q (513.850429 sec): 3 clusters Score: Raw -424510.775921 + Penalty 1662.358800 = -422848.417121 nChanged 0 SP:Iteration 58F (513.914060 sec): 3 clusters Score: Raw -424510.775921 + Penalty 1662.358800 = -422848.417121 nChanged 0 Score: Raw -45894386.145665 + Penalty 38109.420724 = -45856276.724941 Splitting cluster 8 changes total score from -45855292.965273 to -45856276.724941 So it's getting split into cluster 30. Trying to split cluster 9 (184857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (523.523080 sec): 2 clusters Score: Raw -14283646.441178 + Penalty 1152.097094 = -14282494.344084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (523.803297 sec): 3 clusters Score: Raw -14159683.378930 + Penalty 2304.194188 = -14157379.184742 nChanged 90031 SP:Iteration 1F (524.079380 sec): 3 clusters Score: Raw -14215436.417968 + Penalty 2304.194188 = -14213132.223780 nChanged 8530 SP:Iteration 2Q (524.381173 sec): 3 clusters Score: Raw -14219059.263733 + Penalty 2304.194188 = -14216755.069545 nChanged 10687 SP:Iteration 3F (524.661479 sec): 3 clusters Score: Raw -14224979.602586 + Penalty 2304.194188 = -14222675.408398 nChanged 12880 SP:Iteration 4F (524.948115 sec): 3 clusters Score: Raw -14233893.017791 + Penalty 2304.194188 = -14231588.823603 nChanged 13839 SP:Iteration 5F (525.218809 sec): 3 clusters Score: Raw -14244950.751658 + Penalty 2304.194188 = -14242646.557470 nChanged 12926 SP:Iteration 6F (525.493237 sec): 3 clusters Score: Raw -14255958.938530 + Penalty 2304.194188 = -14253654.744342 nChanged 10858 SP:Iteration 7F (525.776886 sec): 3 clusters Score: Raw -14265341.742086 + Penalty 2304.194188 = -14263037.547898 nChanged 8062 SP:Iteration 8Q (526.074885 sec): 3 clusters Score: Raw -14271287.693888 + Penalty 2304.194188 = -14268983.499700 nChanged 5406 SP:Iteration 9Q (526.356015 sec): 3 clusters Score: Raw -14274736.252104 + Penalty 2304.194188 = -14272432.057915 nChanged 4091 SP:Iteration 10Q (526.627311 sec): 3 clusters Score: Raw -14277232.376221 + Penalty 2304.194188 = -14274928.182033 nChanged 3453 SP:Iteration 11Q (526.894057 sec): 3 clusters Score: Raw -14279127.254973 + Penalty 2304.194188 = -14276823.060785 nChanged 2985 SP:Iteration 12Q (527.168146 sec): 3 clusters Score: Raw -14280560.122692 + Penalty 2304.194188 = -14278255.928504 nChanged 2490 SP:Iteration 13Q (527.447096 sec): 3 clusters Score: Raw -14281527.047457 + Penalty 2304.194188 = -14279222.853269 nChanged 1978 SP:Iteration 14Q (527.715105 sec): 3 clusters Score: Raw -14282155.451331 + Penalty 2304.194188 = -14279851.257143 nChanged 1560 SP:Iteration 15Q (527.986822 sec): 3 clusters Score: Raw -14282537.293713 + Penalty 2304.194188 = -14280233.099525 nChanged 1260 SP:Iteration 16Q (528.248133 sec): 3 clusters Score: Raw -14282798.467852 + Penalty 2304.194188 = -14280494.273664 nChanged 1057 SP:Iteration 17Q (528.502752 sec): 3 clusters Score: Raw -14282988.336846 + Penalty 2304.194188 = -14280684.142658 nChanged 936 SP:Iteration 18Q (528.765858 sec): 3 clusters Score: Raw -14283141.145463 + Penalty 2304.194188 = -14280836.951274 nChanged 802 SP:Iteration 19Q (529.018837 sec): 3 clusters Score: Raw -14283255.312169 + Penalty 2304.194188 = -14280951.117980 nChanged 697 SP:Iteration 20F (529.300736 sec): 3 clusters Score: Raw -14283347.120064 + Penalty 2304.194188 = -14281042.925876 nChanged 684 SP:Iteration 21Q (529.563859 sec): 3 clusters Score: Raw -14283435.431359 + Penalty 2304.194188 = -14281131.237171 nChanged 663 SP:Iteration 22Q (529.823949 sec): 3 clusters Score: Raw -14283517.306663 + Penalty 2304.194188 = -14281213.112475 nChanged 627 SP:Iteration 23Q (530.077484 sec): 3 clusters Score: Raw -14283591.828975 + Penalty 2304.194188 = -14281287.634787 nChanged 613 SP:Iteration 24Q (530.341539 sec): 3 clusters Score: Raw -14283664.414083 + Penalty 2304.194188 = -14281360.219895 nChanged 600 SP:Iteration 25Q (530.591390 sec): 3 clusters Score: Raw -14283730.322725 + Penalty 2304.194188 = -14281426.128537 nChanged 533 SP:Iteration 26Q (530.852667 sec): 3 clusters Score: Raw -14283784.828389 + Penalty 2304.194188 = -14281480.634201 nChanged 518 SP:Iteration 27Q (531.114403 sec): 3 clusters Score: Raw -14283834.205938 + Penalty 2304.194188 = -14281530.011750 nChanged 473 SP:Iteration 28Q (531.368294 sec): 3 clusters Score: Raw -14283877.484434 + Penalty 2304.194188 = -14281573.290246 nChanged 446 SP:Iteration 29Q (531.623900 sec): 3 clusters Score: Raw -14283917.098578 + Penalty 2304.194188 = -14281612.904390 nChanged 432 SP:Iteration 30Q (531.879762 sec): 3 clusters Score: Raw -14283952.915814 + Penalty 2304.194188 = -14281648.721626 nChanged 415 SP:Iteration 31Q (532.126729 sec): 3 clusters Score: Raw -14283984.487154 + Penalty 2304.194188 = -14281680.292966 nChanged 383 SP:Iteration 32Q (532.385301 sec): 3 clusters Score: Raw -14284012.773017 + Penalty 2304.194188 = -14281708.578829 nChanged 376 SP:Iteration 33Q (532.638773 sec): 3 clusters Score: Raw -14284040.592063 + Penalty 2304.194188 = -14281736.397875 nChanged 395 SP:Iteration 34Q (532.894001 sec): 3 clusters Score: Raw -14284070.062462 + Penalty 2304.194188 = -14281765.868274 nChanged 360 SP:Iteration 35Q (533.150352 sec): 3 clusters Score: Raw -14284095.136209 + Penalty 2304.194188 = -14281790.942021 nChanged 365 SP:Iteration 36Q (533.406712 sec): 3 clusters Score: Raw -14284121.135269 + Penalty 2304.194188 = -14281816.941080 nChanged 363 SP:Iteration 37Q (533.658967 sec): 3 clusters Score: Raw -14284148.160234 + Penalty 2304.194188 = -14281843.966046 nChanged 335 SP:Iteration 38Q (533.908743 sec): 3 clusters Score: Raw -14284171.581403 + Penalty 2304.194188 = -14281867.387215 nChanged 348 SP:Iteration 39Q (534.153157 sec): 3 clusters Score: Raw -14284195.911527 + Penalty 2304.194188 = -14281891.717338 nChanged 328 SP:Iteration 40F (534.419893 sec): 3 clusters Score: Raw -14284218.073718 + Penalty 2304.194188 = -14281913.879530 nChanged 323 SP:Iteration 41Q (534.674053 sec): 3 clusters Score: Raw -14284238.797504 + Penalty 2304.194188 = -14281934.603316 nChanged 302 SP:Iteration 42Q (534.937384 sec): 3 clusters Score: Raw -14284257.787980 + Penalty 2304.194188 = -14281953.593792 nChanged 302 SP:Iteration 43Q (535.188714 sec): 3 clusters Score: Raw -14284277.473899 + Penalty 2304.194188 = -14281973.279711 nChanged 298 SP:Iteration 44Q (535.454137 sec): 3 clusters Score: Raw -14284297.677117 + Penalty 2304.194188 = -14281993.482929 nChanged 306 SP:Iteration 45Q (535.699348 sec): 3 clusters Score: Raw -14284318.593150 + Penalty 2304.194188 = -14282014.398962 nChanged 285 SP:Iteration 46Q (535.957820 sec): 3 clusters Score: Raw -14284338.579840 + Penalty 2304.194188 = -14282034.385651 nChanged 288 SP:Iteration 47Q (536.213082 sec): 3 clusters Score: Raw -14284357.987119 + Penalty 2304.194188 = -14282053.792931 nChanged 289 SP:Iteration 48Q (536.466564 sec): 3 clusters Score: Raw -14284377.413765 + Penalty 2304.194188 = -14282073.219577 nChanged 280 SP:Iteration 49Q (536.714102 sec): 3 clusters Score: Raw -14284395.826590 + Penalty 2304.194188 = -14282091.632402 nChanged 279 SP:Iteration 50Q (536.960594 sec): 3 clusters Score: Raw -14284412.539402 + Penalty 2304.194188 = -14282108.345214 nChanged 280 SP:Iteration 51Q (537.212584 sec): 3 clusters Score: Raw -14284429.520782 + Penalty 2304.194188 = -14282125.326594 nChanged 275 SP:Iteration 52Q (537.472380 sec): 3 clusters Score: Raw -14284445.904633 + Penalty 2304.194188 = -14282141.710445 nChanged 263 SP:Iteration 53Q (537.710009 sec): 3 clusters Score: Raw -14284461.226769 + Penalty 2304.194188 = -14282157.032581 nChanged 250 SP:Iteration 54Q (537.975521 sec): 3 clusters Score: Raw -14284475.877785 + Penalty 2304.194188 = -14282171.683597 nChanged 239 SP:Iteration 55Q (538.224279 sec): 3 clusters Score: Raw -14284489.938104 + Penalty 2304.194188 = -14282185.743916 nChanged 246 SP:Iteration 56Q (538.483258 sec): 3 clusters Score: Raw -14284503.752516 + Penalty 2304.194188 = -14282199.558328 nChanged 231 SP:Iteration 57Q (538.729714 sec): 3 clusters Score: Raw -14284516.956573 + Penalty 2304.194188 = -14282212.762385 nChanged 225 SP:Iteration 58Q (538.979346 sec): 3 clusters Score: Raw -14284529.421041 + Penalty 2304.194188 = -14282225.226853 nChanged 197 SP:Iteration 59Q (539.221298 sec): 3 clusters Score: Raw -14284540.977083 + Penalty 2304.194188 = -14282236.782895 nChanged 212 SP:Iteration 60F (539.503375 sec): 3 clusters Score: Raw -14284553.066169 + Penalty 2304.194188 = -14282248.871980 nChanged 216 SP:Iteration 61Q (539.746703 sec): 3 clusters Score: Raw -14284565.971714 + Penalty 2304.194188 = -14282261.777526 nChanged 215 SP:Iteration 62Q (539.992631 sec): 3 clusters Score: Raw -14284577.883157 + Penalty 2304.194188 = -14282273.688969 nChanged 216 SP:Iteration 63Q (540.236855 sec): 3 clusters Score: Raw -14284590.168507 + Penalty 2304.194188 = -14282285.974318 nChanged 220 SP:Iteration 64Q (540.488586 sec): 3 clusters Score: Raw -14284602.314620 + Penalty 2304.194188 = -14282298.120432 nChanged 215 SP:Iteration 65Q (540.739205 sec): 3 clusters Score: Raw -14284614.186596 + Penalty 2304.194188 = -14282309.992408 nChanged 215 SP:Iteration 66Q (540.989752 sec): 3 clusters Score: Raw -14284626.156616 + Penalty 2304.194188 = -14282321.962428 nChanged 217 SP:Iteration 67Q (541.229792 sec): 3 clusters Score: Raw -14284639.311632 + Penalty 2304.194188 = -14282335.117444 nChanged 237 SP:Iteration 68Q (541.497465 sec): 3 clusters Score: Raw -14284655.503233 + Penalty 2304.194188 = -14282351.309045 nChanged 262 SP:Iteration 69Q (541.739793 sec): 3 clusters Score: Raw -14284673.192956 + Penalty 2304.194188 = -14282368.998767 nChanged 238 SP:Iteration 70Q (541.983945 sec): 3 clusters Score: Raw -14284689.042503 + Penalty 2304.194188 = -14282384.848315 nChanged 245 SP:Iteration 71Q (542.214227 sec): 3 clusters Score: Raw -14284706.811624 + Penalty 2304.194188 = -14282402.617436 nChanged 254 SP:Iteration 72Q (542.467100 sec): 3 clusters Score: Raw -14284724.187121 + Penalty 2304.194188 = -14282419.992933 nChanged 240 SP:Iteration 73Q (542.715197 sec): 3 clusters Score: Raw -14284742.275831 + Penalty 2304.194188 = -14282438.081643 nChanged 252 SP:Iteration 74Q (542.973150 sec): 3 clusters Score: Raw -14284760.234114 + Penalty 2304.194188 = -14282456.039926 nChanged 259 SP:Iteration 75Q (543.218576 sec): 3 clusters Score: Raw -14284779.162341 + Penalty 2304.194188 = -14282474.968153 nChanged 247 SP:Iteration 76Q (543.465822 sec): 3 clusters Score: Raw -14284797.094335 + Penalty 2304.194188 = -14282492.900147 nChanged 252 SP:Iteration 77Q (543.714020 sec): 3 clusters Score: Raw -14284816.258616 + Penalty 2304.194188 = -14282512.064428 nChanged 271 SP:Iteration 78Q (543.965051 sec): 3 clusters Score: Raw -14284837.532396 + Penalty 2304.194188 = -14282533.338208 nChanged 269 SP:Iteration 79Q (544.212928 sec): 3 clusters Score: Raw -14284857.735427 + Penalty 2304.194188 = -14282553.541239 nChanged 259 SP:Iteration 80F (544.488891 sec): 3 clusters Score: Raw -14284877.266777 + Penalty 2304.194188 = -14282573.072589 nChanged 258 SP:Iteration 81Q (544.742505 sec): 3 clusters Score: Raw -14284895.789948 + Penalty 2304.194188 = -14282591.595760 nChanged 241 SP:Iteration 82Q (544.986947 sec): 3 clusters Score: Raw -14284912.780941 + Penalty 2304.194188 = -14282608.586753 nChanged 236 SP:Iteration 83Q (545.229075 sec): 3 clusters Score: Raw -14284928.859352 + Penalty 2304.194188 = -14282624.665164 nChanged 220 SP:Iteration 84Q (545.472663 sec): 3 clusters Score: Raw -14284944.054826 + Penalty 2304.194188 = -14282639.860638 nChanged 238 SP:Iteration 85Q (545.718657 sec): 3 clusters Score: Raw -14284961.362320 + Penalty 2304.194188 = -14282657.168132 nChanged 232 SP:Iteration 86Q (545.962903 sec): 3 clusters Score: Raw -14284977.507207 + Penalty 2304.194188 = -14282673.313019 nChanged 219 SP:Iteration 87Q (546.195936 sec): 3 clusters Score: Raw -14284994.098281 + Penalty 2304.194188 = -14282689.904092 nChanged 217 SP:Iteration 88Q (546.440881 sec): 3 clusters Score: Raw -14285009.749374 + Penalty 2304.194188 = -14282705.555186 nChanged 211 SP:Iteration 89Q (546.689262 sec): 3 clusters Score: Raw -14285024.135811 + Penalty 2304.194188 = -14282719.941623 nChanged 194 SP:Iteration 90Q (546.943262 sec): 3 clusters Score: Raw -14285037.830034 + Penalty 2304.194188 = -14282733.635846 nChanged 193 SP:Iteration 91Q (547.192098 sec): 3 clusters Score: Raw -14285050.314983 + Penalty 2304.194188 = -14282746.120795 nChanged 165 SP:Iteration 92Q (547.434201 sec): 3 clusters Score: Raw -14285061.110210 + Penalty 2304.194188 = -14282756.916022 nChanged 156 SP:Iteration 93Q (547.668909 sec): 3 clusters Score: Raw -14285071.312426 + Penalty 2304.194188 = -14282767.118237 nChanged 153 SP:Iteration 94Q (547.913060 sec): 3 clusters Score: Raw -14285082.453914 + Penalty 2304.194188 = -14282778.259725 nChanged 177 SP:Iteration 95Q (548.165013 sec): 3 clusters Score: Raw -14285094.937775 + Penalty 2304.194188 = -14282790.743586 nChanged 178 SP:Iteration 96Q (548.411303 sec): 3 clusters Score: Raw -14285108.190944 + Penalty 2304.194188 = -14282803.996756 nChanged 180 SP:Iteration 97Q (548.646415 sec): 3 clusters Score: Raw -14285120.804819 + Penalty 2304.194188 = -14282816.610630 nChanged 186 SP:Iteration 98Q (548.882108 sec): 3 clusters Score: Raw -14285133.155685 + Penalty 2304.194188 = -14282828.961497 nChanged 176 SP:Iteration 99Q (549.138234 sec): 3 clusters Score: Raw -14285145.002981 + Penalty 2304.194188 = -14282840.808792 nChanged 172 SP:Iteration 100F (549.410756 sec): 3 clusters Score: Raw -14285155.789551 + Penalty 2304.194188 = -14282851.595363 nChanged 157 SP:Iteration 101Q (549.647651 sec): 3 clusters Score: Raw -14285166.927882 + Penalty 2304.194188 = -14282862.733694 nChanged 158 SP:Iteration 102Q (549.876073 sec): 3 clusters Score: Raw -14285176.701461 + Penalty 2304.194188 = -14282872.507273 nChanged 147 SP:Iteration 103Q (550.106944 sec): 3 clusters Score: Raw -14285186.204645 + Penalty 2304.194188 = -14282882.010457 nChanged 163 SP:Iteration 104Q (550.350790 sec): 3 clusters Score: Raw -14285197.140783 + Penalty 2304.194188 = -14282892.946595 nChanged 149 SP:Iteration 105Q (550.611320 sec): 3 clusters Score: Raw -14285205.820783 + Penalty 2304.194188 = -14282901.626595 nChanged 145 SP:Iteration 106Q (550.846003 sec): 3 clusters Score: Raw -14285213.599861 + Penalty 2304.194188 = -14282909.405673 nChanged 137 SP:Iteration 107Q (551.065705 sec): 3 clusters Score: Raw -14285220.420468 + Penalty 2304.194188 = -14282916.226280 nChanged 124 SP:Iteration 108Q (551.306190 sec): 3 clusters Score: Raw -14285226.085743 + Penalty 2304.194188 = -14282921.891554 nChanged 103 SP:Iteration 109Q (551.549663 sec): 3 clusters Score: Raw -14285230.471780 + Penalty 2304.194188 = -14282926.277592 nChanged 106 SP:Iteration 110Q (551.792403 sec): 3 clusters Score: Raw -14285235.490455 + Penalty 2304.194188 = -14282931.296267 nChanged 97 SP:Iteration 111Q (552.040077 sec): 3 clusters Score: Raw -14285239.871744 + Penalty 2304.194188 = -14282935.677556 nChanged 93 SP:Iteration 112Q (552.289097 sec): 3 clusters Score: Raw -14285243.479000 + Penalty 2304.194188 = -14282939.284812 nChanged 84 SP:Iteration 113Q (552.530573 sec): 3 clusters Score: Raw -14285246.850630 + Penalty 2304.194188 = -14282942.656442 nChanged 95 SP:Iteration 114Q (552.763050 sec): 3 clusters Score: Raw -14285251.120035 + Penalty 2304.194188 = -14282946.925847 nChanged 105 SP:Iteration 115Q (553.003916 sec): 3 clusters Score: Raw -14285256.461803 + Penalty 2304.194188 = -14282952.267615 nChanged 107 SP:Iteration 116Q (553.241169 sec): 3 clusters Score: Raw -14285261.984526 + Penalty 2304.194188 = -14282957.790338 nChanged 96 SP:Iteration 117Q (553.480002 sec): 3 clusters Score: Raw -14285266.527660 + Penalty 2304.194188 = -14282962.333472 nChanged 91 SP:Iteration 118Q (553.719523 sec): 3 clusters Score: Raw -14285271.053660 + Penalty 2304.194188 = -14282966.859471 nChanged 106 SP:Iteration 119Q (553.967269 sec): 3 clusters Score: Raw -14285276.279542 + Penalty 2304.194188 = -14282972.085354 nChanged 96 SP:Iteration 120F (554.226534 sec): 3 clusters Score: Raw -14285280.531007 + Penalty 2304.194188 = -14282976.336819 nChanged 89 SP:Iteration 121Q (554.470531 sec): 3 clusters Score: Raw -14285283.810873 + Penalty 2304.194188 = -14282979.616685 nChanged 72 SP:Iteration 122Q (554.716941 sec): 3 clusters Score: Raw -14285286.333219 + Penalty 2304.194188 = -14282982.139031 nChanged 76 SP:Iteration 123Q (554.952478 sec): 3 clusters Score: Raw -14285289.281745 + Penalty 2304.194188 = -14282985.087557 nChanged 73 SP:Iteration 124Q (555.188689 sec): 3 clusters Score: Raw -14285291.914247 + Penalty 2304.194188 = -14282987.720059 nChanged 66 SP:Iteration 125Q (555.433751 sec): 3 clusters Score: Raw -14285293.946971 + Penalty 2304.194188 = -14282989.752783 nChanged 55 SP:Iteration 126Q (555.674640 sec): 3 clusters Score: Raw -14285295.590491 + Penalty 2304.194188 = -14282991.396303 nChanged 63 SP:Iteration 127Q (555.921449 sec): 3 clusters Score: Raw -14285297.879374 + Penalty 2304.194188 = -14282993.685185 nChanged 67 SP:Iteration 128Q (556.176516 sec): 3 clusters Score: Raw -14285300.514306 + Penalty 2304.194188 = -14282996.320118 nChanged 76 SP:Iteration 129Q (556.424320 sec): 3 clusters Score: Raw -14285303.908662 + Penalty 2304.194188 = -14282999.714474 nChanged 76 SP:Iteration 130Q (556.663670 sec): 3 clusters Score: Raw -14285307.003067 + Penalty 2304.194188 = -14283002.808879 nChanged 75 SP:Iteration 131Q (556.900006 sec): 3 clusters Score: Raw -14285309.821021 + Penalty 2304.194188 = -14283005.626833 nChanged 69 SP:Iteration 132Q (557.140227 sec): 3 clusters Score: Raw -14285312.609748 + Penalty 2304.194188 = -14283008.415560 nChanged 78 SP:Iteration 133Q (557.380472 sec): 3 clusters Score: Raw -14285316.040622 + Penalty 2304.194188 = -14283011.846433 nChanged 75 SP:Iteration 134Q (557.626094 sec): 3 clusters Score: Raw -14285319.202037 + Penalty 2304.194188 = -14283015.007849 nChanged 79 SP:Iteration 135Q (557.866368 sec): 3 clusters Score: Raw -14285322.932626 + Penalty 2304.194188 = -14283018.738437 nChanged 91 SP:Iteration 136Q (558.100251 sec): 3 clusters Score: Raw -14285327.645562 + Penalty 2304.194188 = -14283023.451374 nChanged 94 SP:Iteration 137Q (558.336621 sec): 3 clusters Score: Raw -14285332.569625 + Penalty 2304.194188 = -14283028.375437 nChanged 87 SP:Iteration 138Q (558.574360 sec): 3 clusters Score: Raw -14285336.773986 + Penalty 2304.194188 = -14283032.579798 nChanged 78 SP:Iteration 139Q (558.814160 sec): 3 clusters Score: Raw -14285340.092047 + Penalty 2304.194188 = -14283035.897859 nChanged 70 SP:Iteration 140F (559.084987 sec): 3 clusters Score: Raw -14285342.858652 + Penalty 2304.194188 = -14283038.664464 nChanged 69 SP:Iteration 141Q (559.325372 sec): 3 clusters Score: Raw -14285345.716917 + Penalty 2304.194188 = -14283041.522729 nChanged 65 SP:Iteration 142Q (559.561510 sec): 3 clusters Score: Raw -14285348.152828 + Penalty 2304.194188 = -14283043.958640 nChanged 58 SP:Iteration 143Q (559.792225 sec): 3 clusters Score: Raw -14285350.127301 + Penalty 2304.194188 = -14283045.933112 nChanged 41 SP:Iteration 144Q (560.019338 sec): 3 clusters Score: Raw -14285351.831882 + Penalty 2304.194188 = -14283047.637694 nChanged 50 SP:Iteration 145Q (560.250061 sec): 3 clusters Score: Raw -14285354.320728 + Penalty 2304.194188 = -14283050.126540 nChanged 70 SP:Iteration 146Q (560.492251 sec): 3 clusters Score: Raw -14285357.507230 + Penalty 2304.194188 = -14283053.313042 nChanged 69 SP:Iteration 147Q (560.729769 sec): 3 clusters Score: Raw -14285360.709266 + Penalty 2304.194188 = -14283056.515078 nChanged 64 SP:Iteration 148Q (560.951658 sec): 3 clusters Score: Raw -14285363.381960 + Penalty 2304.194188 = -14283059.187772 nChanged 61 SP:Iteration 149Q (561.194353 sec): 3 clusters Score: Raw -14285366.354677 + Penalty 2304.194188 = -14283062.160488 nChanged 65 SP:Iteration 150Q (561.433913 sec): 3 clusters Score: Raw -14285368.931362 + Penalty 2304.194188 = -14283064.737174 nChanged 58 SP:Iteration 151Q (561.663582 sec): 3 clusters Score: Raw -14285371.187185 + Penalty 2304.194188 = -14283066.992996 nChanged 58 SP:Iteration 152Q (561.911385 sec): 3 clusters Score: Raw -14285373.439212 + Penalty 2304.194188 = -14283069.245024 nChanged 59 SP:Iteration 153Q (562.152467 sec): 3 clusters Score: Raw -14285375.974235 + Penalty 2304.194188 = -14283071.780047 nChanged 65 SP:Iteration 154Q (562.386978 sec): 3 clusters Score: Raw -14285378.705316 + Penalty 2304.194188 = -14283074.511128 nChanged 54 SP:Iteration 155Q (562.633510 sec): 3 clusters Score: Raw -14285380.878060 + Penalty 2304.194188 = -14283076.683871 nChanged 43 SP:Iteration 156Q (562.870112 sec): 3 clusters Score: Raw -14285382.401747 + Penalty 2304.194188 = -14283078.207559 nChanged 43 SP:Iteration 157Q (563.117268 sec): 3 clusters Score: Raw -14285383.726899 + Penalty 2304.194188 = -14283079.532711 nChanged 42 SP:Iteration 158Q (563.358298 sec): 3 clusters Score: Raw -14285385.100613 + Penalty 2304.194188 = -14283080.906425 nChanged 30 SP:Iteration 159Q (563.601068 sec): 3 clusters Score: Raw -14285385.814755 + Penalty 2304.194188 = -14283081.620567 nChanged 29 SP:Iteration 160F (563.869614 sec): 3 clusters Score: Raw -14285386.635375 + Penalty 2304.194188 = -14283082.441187 nChanged 44 SP:Iteration 161Q (564.107542 sec): 3 clusters Score: Raw -14285388.013501 + Penalty 2304.194188 = -14283083.819313 nChanged 39 SP:Iteration 162Q (564.343859 sec): 3 clusters Score: Raw -14285389.360785 + Penalty 2304.194188 = -14283085.166596 nChanged 40 SP:Iteration 163Q (564.569499 sec): 3 clusters Score: Raw -14285390.817155 + Penalty 2304.194188 = -14283086.622966 nChanged 43 SP:Iteration 164Q (564.797564 sec): 3 clusters Score: Raw -14285392.440889 + Penalty 2304.194188 = -14283088.246701 nChanged 52 SP:Iteration 165Q (565.028241 sec): 3 clusters Score: Raw -14285394.502289 + Penalty 2304.194188 = -14283090.308101 nChanged 54 SP:Iteration 166Q (565.264344 sec): 3 clusters Score: Raw -14285396.657763 + Penalty 2304.194188 = -14283092.463575 nChanged 53 SP:Iteration 167Q (565.508725 sec): 3 clusters Score: Raw -14285398.908497 + Penalty 2304.194188 = -14283094.714309 nChanged 48 SP:Iteration 168Q (565.747527 sec): 3 clusters Score: Raw -14285401.213310 + Penalty 2304.194188 = -14283097.019122 nChanged 47 SP:Iteration 169Q (565.989857 sec): 3 clusters Score: Raw -14285403.007124 + Penalty 2304.194188 = -14283098.812936 nChanged 41 SP:Iteration 170Q (566.229011 sec): 3 clusters Score: Raw -14285404.277911 + Penalty 2304.194188 = -14283100.083723 nChanged 39 SP:Iteration 171Q (566.478171 sec): 3 clusters Score: Raw -14285405.434976 + Penalty 2304.194188 = -14283101.240788 nChanged 33 SP:Iteration 172Q (566.702630 sec): 3 clusters Score: Raw -14285406.421663 + Penalty 2304.194188 = -14283102.227475 nChanged 30 SP:Iteration 173Q (566.959268 sec): 3 clusters Score: Raw -14285407.298840 + Penalty 2304.194188 = -14283103.104651 nChanged 31 SP:Iteration 174Q (567.191773 sec): 3 clusters Score: Raw -14285408.152369 + Penalty 2304.194188 = -14283103.958181 nChanged 22 SP:Iteration 175Q (567.426378 sec): 3 clusters Score: Raw -14285408.755085 + Penalty 2304.194188 = -14283104.560897 nChanged 21 SP:Iteration 176Q (567.661998 sec): 3 clusters Score: Raw -14285409.307131 + Penalty 2304.194188 = -14283105.112942 nChanged 24 SP:Iteration 177Q (567.898937 sec): 3 clusters Score: Raw -14285410.158002 + Penalty 2304.194188 = -14283105.963814 nChanged 31 SP:Iteration 178Q (568.131164 sec): 3 clusters Score: Raw -14285411.200614 + Penalty 2304.194188 = -14283107.006426 nChanged 27 SP:Iteration 179Q (568.367050 sec): 3 clusters Score: Raw -14285412.135396 + Penalty 2304.194188 = -14283107.941208 nChanged 29 SP:Iteration 180F (568.643958 sec): 3 clusters Score: Raw -14285413.088085 + Penalty 2304.194188 = -14283108.893897 nChanged 27 SP:Iteration 181Q (568.870101 sec): 3 clusters Score: Raw -14285413.937813 + Penalty 2304.194188 = -14283109.743624 nChanged 33 SP:Iteration 182Q (569.109822 sec): 3 clusters Score: Raw -14285415.031177 + Penalty 2304.194188 = -14283110.836989 nChanged 37 SP:Iteration 183Q (569.348054 sec): 3 clusters Score: Raw -14285416.363081 + Penalty 2304.194188 = -14283112.168893 nChanged 38 SP:Iteration 184Q (569.596312 sec): 3 clusters Score: Raw -14285417.790660 + Penalty 2304.194188 = -14283113.596472 nChanged 46 SP:Iteration 185Q (569.830252 sec): 3 clusters Score: Raw -14285419.694315 + Penalty 2304.194188 = -14283115.500126 nChanged 51 SP:Iteration 186Q (570.074329 sec): 3 clusters Score: Raw -14285421.692744 + Penalty 2304.194188 = -14283117.498555 nChanged 48 SP:Iteration 187Q (570.317572 sec): 3 clusters Score: Raw -14285423.542668 + Penalty 2304.194188 = -14283119.348480 nChanged 40 SP:Iteration 188Q (570.559995 sec): 3 clusters Score: Raw -14285424.943075 + Penalty 2304.194188 = -14283120.748887 nChanged 38 SP:Iteration 189Q (570.796073 sec): 3 clusters Score: Raw -14285426.676837 + Penalty 2304.194188 = -14283122.482649 nChanged 47 SP:Iteration 190Q (571.019599 sec): 3 clusters Score: Raw -14285428.670076 + Penalty 2304.194188 = -14283124.475888 nChanged 47 SP:Iteration 191Q (571.261628 sec): 3 clusters Score: Raw -14285430.358057 + Penalty 2304.194188 = -14283126.163869 nChanged 39 SP:Iteration 192Q (571.492308 sec): 3 clusters Score: Raw -14285431.742972 + Penalty 2304.194188 = -14283127.548784 nChanged 43 SP:Iteration 193Q (571.723027 sec): 3 clusters Score: Raw -14285433.256766 + Penalty 2304.194188 = -14283129.062578 nChanged 36 SP:Iteration 194Q (571.967116 sec): 3 clusters Score: Raw -14285434.301424 + Penalty 2304.194188 = -14283130.107236 nChanged 31 SP:Iteration 195Q (572.199742 sec): 3 clusters Score: Raw -14285435.246107 + Penalty 2304.194188 = -14283131.051919 nChanged 26 SP:Iteration 196Q (572.431206 sec): 3 clusters Score: Raw -14285436.129330 + Penalty 2304.194188 = -14283131.935142 nChanged 27 SP:Iteration 197Q (572.662275 sec): 3 clusters Score: Raw -14285436.922784 + Penalty 2304.194188 = -14283132.728596 nChanged 29 SP:Iteration 198Q (572.898410 sec): 3 clusters Score: Raw -14285437.574723 + Penalty 2304.194188 = -14283133.380535 nChanged 20 SP:Iteration 199Q (573.131659 sec): 3 clusters Score: Raw -14285437.966575 + Penalty 2304.194188 = -14283133.772387 nChanged 7 SP:Iteration 200F (573.403734 sec): 3 clusters Score: Raw -14285438.135655 + Penalty 2304.194188 = -14283133.941467 nChanged 10 SP:Iteration 201Q (573.638533 sec): 3 clusters Score: Raw -14285438.302011 + Penalty 2304.194188 = -14283134.107823 nChanged 10 SP:Iteration 202Q (573.866474 sec): 3 clusters Score: Raw -14285438.475334 + Penalty 2304.194188 = -14283134.281146 nChanged 9 SP:Iteration 203Q (574.097000 sec): 3 clusters Score: Raw -14285438.658916 + Penalty 2304.194188 = -14283134.464728 nChanged 9 SP:Iteration 204Q (574.339838 sec): 3 clusters Score: Raw -14285438.813641 + Penalty 2304.194188 = -14283134.619453 nChanged 5 SP:Iteration 205Q (574.566275 sec): 3 clusters Score: Raw -14285438.890359 + Penalty 2304.194188 = -14283134.696171 nChanged 4 SP:Iteration 206Q (574.799158 sec): 3 clusters Score: Raw -14285438.952392 + Penalty 2304.194188 = -14283134.758204 nChanged 4 SP:Iteration 207Q (575.029687 sec): 3 clusters Score: Raw -14285439.017632 + Penalty 2304.194188 = -14283134.823444 nChanged 3 SP:Iteration 208Q (575.271993 sec): 3 clusters Score: Raw -14285439.083304 + Penalty 2304.194188 = -14283134.889116 nChanged 4 SP:Iteration 209Q (575.489233 sec): 3 clusters Score: Raw -14285439.166273 + Penalty 2304.194188 = -14283134.972085 nChanged 6 SP:Iteration 210Q (575.721621 sec): 3 clusters Score: Raw -14285439.330584 + Penalty 2304.194188 = -14283135.136396 nChanged 9 SP:Iteration 211Q (575.952598 sec): 3 clusters Score: Raw -14285439.567717 + Penalty 2304.194188 = -14283135.373529 nChanged 14 SP:Iteration 212Q (576.188450 sec): 3 clusters Score: Raw -14285439.800854 + Penalty 2304.194188 = -14283135.606666 nChanged 7 SP:Iteration 213Q (576.422551 sec): 3 clusters Score: Raw -14285440.001455 + Penalty 2304.194188 = -14283135.807267 nChanged 18 SP:Iteration 214Q (576.664640 sec): 3 clusters Score: Raw -14285440.412915 + Penalty 2304.194188 = -14283136.218727 nChanged 12 SP:Iteration 215Q (576.896633 sec): 3 clusters Score: Raw -14285440.698699 + Penalty 2304.194188 = -14283136.504511 nChanged 10 SP:Iteration 216Q (577.128176 sec): 3 clusters Score: Raw -14285440.907115 + Penalty 2304.194188 = -14283136.712927 nChanged 11 SP:Iteration 217Q (577.346869 sec): 3 clusters Score: Raw -14285441.121392 + Penalty 2304.194188 = -14283136.927204 nChanged 13 SP:Iteration 218Q (577.593157 sec): 3 clusters Score: Raw -14285441.369698 + Penalty 2304.194188 = -14283137.175510 nChanged 9 SP:Iteration 219Q (577.828805 sec): 3 clusters Score: Raw -14285441.550629 + Penalty 2304.194188 = -14283137.356441 nChanged 8 SP:Iteration 220F (578.098686 sec): 3 clusters Score: Raw -14285441.737224 + Penalty 2304.194188 = -14283137.543036 nChanged 8 SP:Iteration 221Q (578.325022 sec): 3 clusters Score: Raw -14285441.930816 + Penalty 2304.194188 = -14283137.736628 nChanged 15 SP:Iteration 222Q (578.558309 sec): 3 clusters Score: Raw -14285442.228836 + Penalty 2304.194188 = -14283138.034648 nChanged 13 SP:Iteration 223Q (578.774630 sec): 3 clusters Score: Raw -14285442.444458 + Penalty 2304.194188 = -14283138.250270 nChanged 10 SP:Iteration 224Q (579.009904 sec): 3 clusters Score: Raw -14285442.610811 + Penalty 2304.194188 = -14283138.416623 nChanged 8 SP:Iteration 225Q (579.239878 sec): 3 clusters Score: Raw -14285442.813994 + Penalty 2304.194188 = -14283138.619806 nChanged 16 SP:Iteration 226Q (579.477025 sec): 3 clusters Score: Raw -14285443.257904 + Penalty 2304.194188 = -14283139.063716 nChanged 16 SP:Iteration 227Q (579.722130 sec): 3 clusters Score: Raw -14285443.683791 + Penalty 2304.194188 = -14283139.489603 nChanged 24 SP:Iteration 228Q (579.967360 sec): 3 clusters Score: Raw -14285444.269100 + Penalty 2304.194188 = -14283140.074912 nChanged 25 SP:Iteration 229Q (580.207372 sec): 3 clusters Score: Raw -14285444.877280 + Penalty 2304.194188 = -14283140.683092 nChanged 19 SP:Iteration 230Q (580.441694 sec): 3 clusters Score: Raw -14285445.275453 + Penalty 2304.194188 = -14283141.081265 nChanged 15 SP:Iteration 231Q (580.668168 sec): 3 clusters Score: Raw -14285445.576260 + Penalty 2304.194188 = -14283141.382072 nChanged 11 SP:Iteration 232Q (580.904632 sec): 3 clusters Score: Raw -14285445.773865 + Penalty 2304.194188 = -14283141.579677 nChanged 9 SP:Iteration 233Q (581.147228 sec): 3 clusters Score: Raw -14285445.963883 + Penalty 2304.194188 = -14283141.769694 nChanged 6 SP:Iteration 234Q (581.372559 sec): 3 clusters Score: Raw -14285446.049831 + Penalty 2304.194188 = -14283141.855643 nChanged 4 SP:Iteration 235Q (581.603388 sec): 3 clusters Score: Raw -14285446.112539 + Penalty 2304.194188 = -14283141.918351 nChanged 3 SP:Iteration 236Q (581.843555 sec): 3 clusters Score: Raw -14285446.155150 + Penalty 2304.194188 = -14283141.960962 nChanged 4 SP:Iteration 237Q (582.085915 sec): 3 clusters Score: Raw -14285446.238568 + Penalty 2304.194188 = -14283142.044380 nChanged 6 SP:Iteration 238Q (582.304950 sec): 3 clusters Score: Raw -14285446.346481 + Penalty 2304.194188 = -14283142.152293 nChanged 7 SP:Iteration 239Q (582.535969 sec): 3 clusters Score: Raw -14285446.445862 + Penalty 2304.194188 = -14283142.251674 nChanged 6 SP:Iteration 240F (582.797462 sec): 3 clusters Score: Raw -14285446.558654 + Penalty 2304.194188 = -14283142.364466 nChanged 5 SP:Iteration 241Q (583.031949 sec): 3 clusters Score: Raw -14285446.714828 + Penalty 2304.194188 = -14283142.520639 nChanged 7 SP:Iteration 242Q (583.262702 sec): 3 clusters Score: Raw -14285446.888109 + Penalty 2304.194188 = -14283142.693921 nChanged 7 SP:Iteration 243Q (583.487384 sec): 3 clusters Score: Raw -14285447.028075 + Penalty 2304.194188 = -14283142.833887 nChanged 8 SP:Iteration 244Q (583.699349 sec): 3 clusters Score: Raw -14285447.168683 + Penalty 2304.194188 = -14283142.974495 nChanged 6 SP:Iteration 245Q (583.939335 sec): 3 clusters Score: Raw -14285447.255895 + Penalty 2304.194188 = -14283143.061707 nChanged 4 SP:Iteration 246Q (584.173345 sec): 3 clusters Score: Raw -14285447.313395 + Penalty 2304.194188 = -14283143.119207 nChanged 2 SP:Iteration 247Q (584.404830 sec): 3 clusters Score: Raw -14285447.348541 + Penalty 2304.194188 = -14283143.154353 nChanged 3 SP:Iteration 248Q (584.638476 sec): 3 clusters Score: Raw -14285447.395721 + Penalty 2304.194188 = -14283143.201533 nChanged 1 SP:Iteration 249Q (584.871392 sec): 3 clusters Score: Raw -14285447.421248 + Penalty 2304.194188 = -14283143.227059 nChanged 1 SP:Iteration 250Q (585.104015 sec): 3 clusters Score: Raw -14285447.431149 + Penalty 2304.194188 = -14283143.236961 nChanged 1 SP:Iteration 251Q (585.330209 sec): 3 clusters Score: Raw -14285447.445146 + Penalty 2304.194188 = -14283143.250958 nChanged 0 SP:Iteration 252F (585.603717 sec): 3 clusters Score: Raw -14285447.445146 + Penalty 2304.194188 = -14283143.250958 nChanged 0 Score: Raw -45896187.149633 + Penalty 39379.734748 = -45856807.414884 Splitting cluster 9 changes total score from -45855292.965273 to -45856807.414884 So it's getting split into cluster 31. Trying to split cluster 10 (1559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (595.018752 sec): 2 clusters Score: Raw -102083.251829 + Penalty 698.420988 = -101384.830841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (595.058627 sec): 3 clusters Score: Raw -101369.998114 + Penalty 1396.841975 = -99973.156139 nChanged 606 SP:Iteration 1F (595.102643 sec): 3 clusters Score: Raw -101855.678145 + Penalty 1396.841975 = -100458.836169 nChanged 153 SP:Iteration 2F (595.139502 sec): 3 clusters Score: Raw -102004.776989 + Penalty 1396.841975 = -100607.935014 nChanged 106 SP:Iteration 3F (595.185529 sec): 3 clusters Score: Raw -102102.398363 + Penalty 1396.841975 = -100705.556388 nChanged 84 SP:Iteration 4F (595.227000 sec): 3 clusters Score: Raw -102170.712328 + Penalty 1396.841975 = -100773.870353 nChanged 63 SP:Iteration 5Q (595.266949 sec): 3 clusters Score: Raw -102222.825365 + Penalty 1396.841975 = -100825.983390 nChanged 52 SP:Iteration 6Q (595.309372 sec): 3 clusters Score: Raw -102260.118285 + Penalty 1396.841975 = -100863.276310 nChanged 32 SP:Iteration 7Q (595.358677 sec): 3 clusters Score: Raw -102282.415772 + Penalty 1396.841975 = -100885.573796 nChanged 21 SP:Iteration 8Q (595.398752 sec): 3 clusters Score: Raw -102293.692789 + Penalty 1396.841975 = -100896.850814 nChanged 16 SP:Iteration 9Q (595.446929 sec): 3 clusters Score: Raw -102302.797199 + Penalty 1396.841975 = -100905.955224 nChanged 16 SP:Iteration 10Q (595.487326 sec): 3 clusters Score: Raw -102311.797240 + Penalty 1396.841975 = -100914.955265 nChanged 14 SP:Iteration 11Q (595.547558 sec): 3 clusters Score: Raw -102317.885140 + Penalty 1396.841975 = -100921.043165 nChanged 6 SP:Iteration 12Q (595.590197 sec): 3 clusters Score: Raw -102319.727295 + Penalty 1396.841975 = -100922.885320 nChanged 6 SP:Iteration 13Q (595.626770 sec): 3 clusters Score: Raw -102321.311014 + Penalty 1396.841975 = -100924.469039 nChanged 4 SP:Iteration 14Q (595.669478 sec): 3 clusters Score: Raw -102322.232427 + Penalty 1396.841975 = -100925.390452 nChanged 1 SP:Iteration 15Q (595.713640 sec): 3 clusters Score: Raw -102322.388549 + Penalty 1396.841975 = -100925.546574 nChanged 1 SP:Iteration 16Q (595.758342 sec): 3 clusters Score: Raw -102322.894564 + Penalty 1396.841975 = -100926.052588 nChanged 1 SP:Iteration 17Q (595.799594 sec): 3 clusters Score: Raw -102323.811678 + Penalty 1396.841975 = -100926.969703 nChanged 3 SP:Iteration 18Q (595.842959 sec): 3 clusters Score: Raw -102324.931079 + Penalty 1396.841975 = -100928.089103 nChanged 6 SP:Iteration 19Q (595.887000 sec): 3 clusters Score: Raw -102327.115456 + Penalty 1396.841975 = -100930.273481 nChanged 5 SP:Iteration 20F (595.925725 sec): 3 clusters Score: Raw -102328.859171 + Penalty 1396.841975 = -100932.017196 nChanged 4 SP:Iteration 21Q (595.968450 sec): 3 clusters Score: Raw -102330.881724 + Penalty 1396.841975 = -100934.039749 nChanged 5 SP:Iteration 22Q (596.016175 sec): 3 clusters Score: Raw -102332.666325 + Penalty 1396.841975 = -100935.824350 nChanged 2 SP:Iteration 23Q (596.064402 sec): 3 clusters Score: Raw -102333.651372 + Penalty 1396.841975 = -100936.809397 nChanged 1 SP:Iteration 24Q (596.108811 sec): 3 clusters Score: Raw -102334.941926 + Penalty 1396.841975 = -100938.099951 nChanged 4 SP:Iteration 25Q (596.152567 sec): 3 clusters Score: Raw -102336.418256 + Penalty 1396.841975 = -100939.576281 nChanged 2 SP:Iteration 26Q (596.196240 sec): 3 clusters Score: Raw -102337.164667 + Penalty 1396.841975 = -100940.322691 nChanged 6 SP:Iteration 27Q (596.242258 sec): 3 clusters Score: Raw -102339.138144 + Penalty 1396.841975 = -100942.296169 nChanged 4 SP:Iteration 28Q (596.300455 sec): 3 clusters Score: Raw -102340.336922 + Penalty 1396.841975 = -100943.494947 nChanged 2 SP:Iteration 29Q (596.335013 sec): 3 clusters Score: Raw -102340.962548 + Penalty 1396.841975 = -100944.120573 nChanged 3 SP:Iteration 30Q (596.381528 sec): 3 clusters Score: Raw -102342.874474 + Penalty 1396.841975 = -100946.032498 nChanged 2 SP:Iteration 31Q (596.426379 sec): 3 clusters Score: Raw -102344.419984 + Penalty 1396.841975 = -100947.578009 nChanged 2 SP:Iteration 32Q (596.476559 sec): 3 clusters Score: Raw -102345.412016 + Penalty 1396.841975 = -100948.570041 nChanged 2 SP:Iteration 33Q (596.513406 sec): 3 clusters Score: Raw -102346.409065 + Penalty 1396.841975 = -100949.567090 nChanged 1 SP:Iteration 34Q (596.555188 sec): 3 clusters Score: Raw -102346.633062 + Penalty 1396.841975 = -100949.791087 nChanged 1 SP:Iteration 35Q (596.598320 sec): 3 clusters Score: Raw -102347.033833 + Penalty 1396.841975 = -100950.191857 nChanged 0 SP:Iteration 36F (596.647304 sec): 3 clusters Score: Raw -102347.033833 + Penalty 1396.841975 = -100950.191857 nChanged 0 Trying to split cluster 11 (24033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (596.704021 sec): 2 clusters Score: Raw -1663831.306182 + Penalty 958.282401 = -1662873.023781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (596.780652 sec): 3 clusters Score: Raw -1648667.416004 + Penalty 1916.564801 = -1646750.851203 nChanged 11281 SP:Iteration 1F (596.851915 sec): 3 clusters Score: Raw -1655649.730557 + Penalty 1916.564801 = -1653733.165756 nChanged 1496 SP:Iteration 2F (596.927544 sec): 3 clusters Score: Raw -1656414.828354 + Penalty 1916.564801 = -1654498.263553 nChanged 1475 SP:Iteration 3F (596.999881 sec): 3 clusters Score: Raw -1657294.482564 + Penalty 1916.564801 = -1655377.917763 nChanged 1579 SP:Iteration 4F (597.081237 sec): 3 clusters Score: Raw -1658280.304470 + Penalty 1916.564801 = -1656363.739668 nChanged 1572 SP:Iteration 5F (597.156184 sec): 3 clusters Score: Raw -1659349.672877 + Penalty 1916.564801 = -1657433.108075 nChanged 1554 SP:Iteration 6F (597.220079 sec): 3 clusters Score: Raw -1660547.744342 + Penalty 1916.564801 = -1658631.179540 nChanged 1414 SP:Iteration 7F (597.301092 sec): 3 clusters Score: Raw -1661777.989214 + Penalty 1916.564801 = -1659861.424413 nChanged 1222 SP:Iteration 8F (597.359734 sec): 3 clusters Score: Raw -1662656.133010 + Penalty 1916.564801 = -1660739.568209 nChanged 937 SP:Iteration 9Q (597.439355 sec): 3 clusters Score: Raw -1663155.495860 + Penalty 1916.564801 = -1661238.931058 nChanged 669 SP:Iteration 10Q (597.496958 sec): 3 clusters Score: Raw -1663427.941285 + Penalty 1916.564801 = -1661511.376484 nChanged 442 SP:Iteration 11Q (597.575562 sec): 3 clusters Score: Raw -1663559.046978 + Penalty 1916.564801 = -1661642.482177 nChanged 305 SP:Iteration 12Q (597.648608 sec): 3 clusters Score: Raw -1663636.674006 + Penalty 1916.564801 = -1661720.109205 nChanged 253 SP:Iteration 13Q (597.730158 sec): 3 clusters Score: Raw -1663691.003007 + Penalty 1916.564801 = -1661774.438206 nChanged 207 SP:Iteration 14Q (597.804985 sec): 3 clusters Score: Raw -1663731.893585 + Penalty 1916.564801 = -1661815.328784 nChanged 158 SP:Iteration 15Q (597.876699 sec): 3 clusters Score: Raw -1663758.858505 + Penalty 1916.564801 = -1661842.293704 nChanged 153 SP:Iteration 16Q (597.951782 sec): 3 clusters Score: Raw -1663783.365085 + Penalty 1916.564801 = -1661866.800283 nChanged 132 SP:Iteration 17Q (598.028731 sec): 3 clusters Score: Raw -1663804.390252 + Penalty 1916.564801 = -1661887.825451 nChanged 126 SP:Iteration 18Q (598.108385 sec): 3 clusters Score: Raw -1663820.804810 + Penalty 1916.564801 = -1661904.240009 nChanged 88 SP:Iteration 19Q (598.174718 sec): 3 clusters Score: Raw -1663830.464196 + Penalty 1916.564801 = -1661913.899395 nChanged 81 SP:Iteration 20F (598.260473 sec): 3 clusters Score: Raw -1663838.030231 + Penalty 1916.564801 = -1661921.465430 nChanged 73 SP:Iteration 21Q (598.334843 sec): 3 clusters Score: Raw -1663844.983827 + Penalty 1916.564801 = -1661928.419026 nChanged 62 SP:Iteration 22Q (598.401568 sec): 3 clusters Score: Raw -1663851.637088 + Penalty 1916.564801 = -1661935.072287 nChanged 65 SP:Iteration 23Q (598.478311 sec): 3 clusters Score: Raw -1663858.178451 + Penalty 1916.564801 = -1661941.613650 nChanged 62 SP:Iteration 24Q (598.563012 sec): 3 clusters Score: Raw -1663865.767505 + Penalty 1916.564801 = -1661949.202704 nChanged 67 SP:Iteration 25Q (598.633219 sec): 3 clusters Score: Raw -1663874.916159 + Penalty 1916.564801 = -1661958.351358 nChanged 69 SP:Iteration 26Q (598.718945 sec): 3 clusters Score: Raw -1663883.140537 + Penalty 1916.564801 = -1661966.575736 nChanged 68 SP:Iteration 27Q (598.797534 sec): 3 clusters Score: Raw -1663890.951127 + Penalty 1916.564801 = -1661974.386326 nChanged 65 SP:Iteration 28Q (598.878280 sec): 3 clusters Score: Raw -1663896.730479 + Penalty 1916.564801 = -1661980.165678 nChanged 64 SP:Iteration 29Q (598.956493 sec): 3 clusters Score: Raw -1663902.802007 + Penalty 1916.564801 = -1661986.237206 nChanged 69 SP:Iteration 30Q (599.037242 sec): 3 clusters Score: Raw -1663910.659988 + Penalty 1916.564801 = -1661994.095187 nChanged 74 SP:Iteration 31Q (599.115247 sec): 3 clusters Score: Raw -1663919.594739 + Penalty 1916.564801 = -1662003.029937 nChanged 74 SP:Iteration 32Q (599.186552 sec): 3 clusters Score: Raw -1663929.381155 + Penalty 1916.564801 = -1662012.816354 nChanged 88 SP:Iteration 33Q (599.265151 sec): 3 clusters Score: Raw -1663941.223512 + Penalty 1916.564801 = -1662024.658711 nChanged 95 SP:Iteration 34Q (599.333696 sec): 3 clusters Score: Raw -1663953.327474 + Penalty 1916.564801 = -1662036.762672 nChanged 94 SP:Iteration 35Q (599.404131 sec): 3 clusters Score: Raw -1663965.028054 + Penalty 1916.564801 = -1662048.463253 nChanged 89 SP:Iteration 36Q (599.482250 sec): 3 clusters Score: Raw -1663975.126775 + Penalty 1916.564801 = -1662058.561973 nChanged 98 SP:Iteration 37Q (599.561524 sec): 3 clusters Score: Raw -1663985.774088 + Penalty 1916.564801 = -1662069.209287 nChanged 97 SP:Iteration 38Q (599.636074 sec): 3 clusters Score: Raw -1663996.220382 + Penalty 1916.564801 = -1662079.655581 nChanged 87 SP:Iteration 39Q (599.702366 sec): 3 clusters Score: Raw -1664006.322898 + Penalty 1916.564801 = -1662089.758096 nChanged 100 SP:Iteration 40F (599.779001 sec): 3 clusters Score: Raw -1664018.663731 + Penalty 1916.564801 = -1662102.098930 nChanged 108 SP:Iteration 41Q (599.851169 sec): 3 clusters Score: Raw -1664031.944867 + Penalty 1916.564801 = -1662115.380066 nChanged 113 SP:Iteration 42Q (599.923765 sec): 3 clusters Score: Raw -1664044.487605 + Penalty 1916.564801 = -1662127.922804 nChanged 103 SP:Iteration 43Q (600.004673 sec): 3 clusters Score: Raw -1664054.932526 + Penalty 1916.564801 = -1662138.367725 nChanged 82 SP:Iteration 44Q (600.071179 sec): 3 clusters Score: Raw -1664062.847631 + Penalty 1916.564801 = -1662146.282829 nChanged 72 SP:Iteration 45Q (600.148862 sec): 3 clusters Score: Raw -1664068.825466 + Penalty 1916.564801 = -1662152.260664 nChanged 63 SP:Iteration 46Q (600.217599 sec): 3 clusters Score: Raw -1664073.396189 + Penalty 1916.564801 = -1662156.831388 nChanged 61 SP:Iteration 47Q (600.297182 sec): 3 clusters Score: Raw -1664078.221546 + Penalty 1916.564801 = -1662161.656745 nChanged 56 SP:Iteration 48Q (600.378589 sec): 3 clusters Score: Raw -1664082.632890 + Penalty 1916.564801 = -1662166.068089 nChanged 54 SP:Iteration 49Q (600.439298 sec): 3 clusters Score: Raw -1664087.052236 + Penalty 1916.564801 = -1662170.487434 nChanged 67 SP:Iteration 50Q (600.522878 sec): 3 clusters Score: Raw -1664092.201778 + Penalty 1916.564801 = -1662175.636977 nChanged 55 SP:Iteration 51Q (600.594151 sec): 3 clusters Score: Raw -1664096.399732 + Penalty 1916.564801 = -1662179.834931 nChanged 52 SP:Iteration 52Q (600.663394 sec): 3 clusters Score: Raw -1664100.359514 + Penalty 1916.564801 = -1662183.794713 nChanged 46 SP:Iteration 53Q (600.739310 sec): 3 clusters Score: Raw -1664103.917581 + Penalty 1916.564801 = -1662187.352779 nChanged 46 SP:Iteration 54Q (600.821789 sec): 3 clusters Score: Raw -1664106.929910 + Penalty 1916.564801 = -1662190.365108 nChanged 41 SP:Iteration 55Q (600.893671 sec): 3 clusters Score: Raw -1664110.210610 + Penalty 1916.564801 = -1662193.645809 nChanged 42 SP:Iteration 56Q (600.969282 sec): 3 clusters Score: Raw -1664113.039057 + Penalty 1916.564801 = -1662196.474256 nChanged 31 SP:Iteration 57Q (601.038203 sec): 3 clusters Score: Raw -1664115.117236 + Penalty 1916.564801 = -1662198.552435 nChanged 29 SP:Iteration 58Q (601.125765 sec): 3 clusters Score: Raw -1664116.721121 + Penalty 1916.564801 = -1662200.156320 nChanged 32 SP:Iteration 59Q (601.187414 sec): 3 clusters Score: Raw -1664118.710387 + Penalty 1916.564801 = -1662202.145586 nChanged 34 SP:Iteration 60F (601.264127 sec): 3 clusters Score: Raw -1664121.172246 + Penalty 1916.564801 = -1662204.607445 nChanged 27 SP:Iteration 61Q (601.335518 sec): 3 clusters Score: Raw -1664122.898913 + Penalty 1916.564801 = -1662206.334111 nChanged 31 SP:Iteration 62Q (601.407014 sec): 3 clusters Score: Raw -1664124.809537 + Penalty 1916.564801 = -1662208.244735 nChanged 27 SP:Iteration 63Q (601.487040 sec): 3 clusters Score: Raw -1664126.411216 + Penalty 1916.564801 = -1662209.846415 nChanged 25 SP:Iteration 64Q (601.554120 sec): 3 clusters Score: Raw -1664127.608089 + Penalty 1916.564801 = -1662211.043288 nChanged 19 SP:Iteration 65Q (601.630176 sec): 3 clusters Score: Raw -1664128.541309 + Penalty 1916.564801 = -1662211.976507 nChanged 22 SP:Iteration 66Q (601.697993 sec): 3 clusters Score: Raw -1664129.721913 + Penalty 1916.564801 = -1662213.157111 nChanged 17 SP:Iteration 67Q (601.764964 sec): 3 clusters Score: Raw -1664130.785115 + Penalty 1916.564801 = -1662214.220314 nChanged 17 SP:Iteration 68Q (601.831916 sec): 3 clusters Score: Raw -1664131.824915 + Penalty 1916.564801 = -1662215.260114 nChanged 17 SP:Iteration 69Q (601.900503 sec): 3 clusters Score: Raw -1664132.928468 + Penalty 1916.564801 = -1662216.363667 nChanged 18 SP:Iteration 70Q (601.975378 sec): 3 clusters Score: Raw -1664133.769345 + Penalty 1916.564801 = -1662217.204543 nChanged 14 SP:Iteration 71Q (602.058253 sec): 3 clusters Score: Raw -1664134.294875 + Penalty 1916.564801 = -1662217.730073 nChanged 9 SP:Iteration 72Q (602.134864 sec): 3 clusters Score: Raw -1664134.650784 + Penalty 1916.564801 = -1662218.085983 nChanged 10 SP:Iteration 73Q (602.205626 sec): 3 clusters Score: Raw -1664135.033952 + Penalty 1916.564801 = -1662218.469151 nChanged 10 SP:Iteration 74Q (602.286884 sec): 3 clusters Score: Raw -1664135.291282 + Penalty 1916.564801 = -1662218.726481 nChanged 5 SP:Iteration 75Q (602.354560 sec): 3 clusters Score: Raw -1664135.404518 + Penalty 1916.564801 = -1662218.839717 nChanged 6 SP:Iteration 76Q (602.430205 sec): 3 clusters Score: Raw -1664135.602567 + Penalty 1916.564801 = -1662219.037765 nChanged 5 SP:Iteration 77Q (602.498202 sec): 3 clusters Score: Raw -1664135.768669 + Penalty 1916.564801 = -1662219.203868 nChanged 5 SP:Iteration 78Q (602.578274 sec): 3 clusters Score: Raw -1664135.935337 + Penalty 1916.564801 = -1662219.370535 nChanged 5 SP:Iteration 79Q (602.652432 sec): 3 clusters Score: Raw -1664136.343101 + Penalty 1916.564801 = -1662219.778300 nChanged 11 SP:Iteration 80F (602.737847 sec): 3 clusters Score: Raw -1664136.708931 + Penalty 1916.564801 = -1662220.144129 nChanged 8 SP:Iteration 81Q (602.815405 sec): 3 clusters Score: Raw -1664136.939459 + Penalty 1916.564801 = -1662220.374657 nChanged 7 SP:Iteration 82Q (602.876382 sec): 3 clusters Score: Raw -1664137.102638 + Penalty 1916.564801 = -1662220.537836 nChanged 7 SP:Iteration 83Q (602.957235 sec): 3 clusters Score: Raw -1664137.333865 + Penalty 1916.564801 = -1662220.769064 nChanged 5 SP:Iteration 84Q (603.027244 sec): 3 clusters Score: Raw -1664137.499241 + Penalty 1916.564801 = -1662220.934439 nChanged 7 SP:Iteration 85Q (603.104007 sec): 3 clusters Score: Raw -1664137.673511 + Penalty 1916.564801 = -1662221.108710 nChanged 2 SP:Iteration 86Q (603.191833 sec): 3 clusters Score: Raw -1664137.762833 + Penalty 1916.564801 = -1662221.198032 nChanged 1 SP:Iteration 87Q (603.265185 sec): 3 clusters Score: Raw -1664137.782603 + Penalty 1916.564801 = -1662221.217802 nChanged 0 SP:Iteration 88F (603.334164 sec): 3 clusters Score: Raw -1664137.782603 + Penalty 1916.564801 = -1662221.217802 nChanged 0 Trying to split cluster 12 (13076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (603.380124 sec): 2 clusters Score: Raw -918412.475166 + Penalty 900.460708 = -917512.014458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (603.446966 sec): 3 clusters Score: Raw -910535.069630 + Penalty 1800.921416 = -908734.148214 nChanged 5888 SP:Iteration 1F (603.499665 sec): 3 clusters Score: Raw -914053.120453 + Penalty 1800.921416 = -912252.199037 nChanged 852 SP:Iteration 2F (603.553244 sec): 3 clusters Score: Raw -914548.348343 + Penalty 1800.921416 = -912747.426927 nChanged 876 SP:Iteration 3F (603.615440 sec): 3 clusters Score: Raw -915060.002855 + Penalty 1800.921416 = -913259.081439 nChanged 813 SP:Iteration 4F (603.674314 sec): 3 clusters Score: Raw -915604.784960 + Penalty 1800.921416 = -913803.863544 nChanged 817 SP:Iteration 5F (603.733724 sec): 3 clusters Score: Raw -916123.820517 + Penalty 1800.921416 = -914322.899101 nChanged 724 SP:Iteration 6F (603.800824 sec): 3 clusters Score: Raw -916509.808477 + Penalty 1800.921416 = -914708.887062 nChanged 601 SP:Iteration 7Q (603.852891 sec): 3 clusters Score: Raw -916816.406004 + Penalty 1800.921416 = -915015.484588 nChanged 485 SP:Iteration 8Q (603.911823 sec): 3 clusters Score: Raw -917019.063846 + Penalty 1800.921416 = -915218.142430 nChanged 367 SP:Iteration 9Q (603.967829 sec): 3 clusters Score: Raw -917146.236473 + Penalty 1800.921416 = -915345.315057 nChanged 312 SP:Iteration 10Q (604.028540 sec): 3 clusters Score: Raw -917255.803176 + Penalty 1800.921416 = -915454.881760 nChanged 253 SP:Iteration 11Q (604.094491 sec): 3 clusters Score: Raw -917335.368033 + Penalty 1800.921416 = -915534.446617 nChanged 222 SP:Iteration 12Q (604.152493 sec): 3 clusters Score: Raw -917398.647858 + Penalty 1800.921416 = -915597.726442 nChanged 193 SP:Iteration 13Q (604.218635 sec): 3 clusters Score: Raw -917447.424140 + Penalty 1800.921416 = -915646.502724 nChanged 150 SP:Iteration 14Q (604.281151 sec): 3 clusters Score: Raw -917476.767449 + Penalty 1800.921416 = -915675.846033 nChanged 104 SP:Iteration 15Q (604.343215 sec): 3 clusters Score: Raw -917496.643519 + Penalty 1800.921416 = -915695.722103 nChanged 85 SP:Iteration 16Q (604.392450 sec): 3 clusters Score: Raw -917506.951234 + Penalty 1800.921416 = -915706.029818 nChanged 60 SP:Iteration 17Q (604.457657 sec): 3 clusters Score: Raw -917514.472281 + Penalty 1800.921416 = -915713.550865 nChanged 56 SP:Iteration 18Q (604.523508 sec): 3 clusters Score: Raw -917521.058651 + Penalty 1800.921416 = -915720.137235 nChanged 49 SP:Iteration 19Q (604.592705 sec): 3 clusters Score: Raw -917527.166872 + Penalty 1800.921416 = -915726.245457 nChanged 66 SP:Iteration 20F (604.647263 sec): 3 clusters Score: Raw -917534.771914 + Penalty 1800.921416 = -915733.850498 nChanged 56 SP:Iteration 21Q (604.713892 sec): 3 clusters Score: Raw -917541.375183 + Penalty 1800.921416 = -915740.453768 nChanged 49 SP:Iteration 22Q (604.775712 sec): 3 clusters Score: Raw -917547.271655 + Penalty 1800.921416 = -915746.350239 nChanged 47 SP:Iteration 23Q (604.834256 sec): 3 clusters Score: Raw -917554.207405 + Penalty 1800.921416 = -915753.285989 nChanged 53 SP:Iteration 24Q (604.899864 sec): 3 clusters Score: Raw -917561.579966 + Penalty 1800.921416 = -915760.658551 nChanged 70 SP:Iteration 25Q (604.966594 sec): 3 clusters Score: Raw -917571.624624 + Penalty 1800.921416 = -915770.703208 nChanged 73 SP:Iteration 26Q (605.012559 sec): 3 clusters Score: Raw -917583.452618 + Penalty 1800.921416 = -915782.531202 nChanged 96 SP:Iteration 27Q (605.084276 sec): 3 clusters Score: Raw -917601.140270 + Penalty 1800.921416 = -915800.218854 nChanged 103 SP:Iteration 28Q (605.145239 sec): 3 clusters Score: Raw -917617.390548 + Penalty 1800.921416 = -915816.469132 nChanged 84 SP:Iteration 29Q (605.209748 sec): 3 clusters Score: Raw -917629.880153 + Penalty 1800.921416 = -915828.958737 nChanged 89 SP:Iteration 30Q (605.262989 sec): 3 clusters Score: Raw -917642.791347 + Penalty 1800.921416 = -915841.869931 nChanged 82 SP:Iteration 31Q (605.325032 sec): 3 clusters Score: Raw -917655.507976 + Penalty 1800.921416 = -915854.586561 nChanged 90 SP:Iteration 32Q (605.392217 sec): 3 clusters Score: Raw -917670.547410 + Penalty 1800.921416 = -915869.625994 nChanged 89 SP:Iteration 33Q (605.443257 sec): 3 clusters Score: Raw -917684.349054 + Penalty 1800.921416 = -915883.427638 nChanged 100 SP:Iteration 34Q (605.502946 sec): 3 clusters Score: Raw -917700.246413 + Penalty 1800.921416 = -915899.324998 nChanged 102 SP:Iteration 35Q (605.563694 sec): 3 clusters Score: Raw -917718.292612 + Penalty 1800.921416 = -915917.371196 nChanged 102 SP:Iteration 36Q (605.626996 sec): 3 clusters Score: Raw -917736.489563 + Penalty 1800.921416 = -915935.568147 nChanged 102 SP:Iteration 37Q (605.686496 sec): 3 clusters Score: Raw -917753.430267 + Penalty 1800.921416 = -915952.508851 nChanged 90 SP:Iteration 38Q (605.735781 sec): 3 clusters Score: Raw -917768.301471 + Penalty 1800.921416 = -915967.380055 nChanged 87 SP:Iteration 39Q (605.784371 sec): 3 clusters Score: Raw -917784.259649 + Penalty 1800.921416 = -915983.338233 nChanged 88 SP:Iteration 40F (605.854380 sec): 3 clusters Score: Raw -917803.321045 + Penalty 1800.921416 = -916002.399629 nChanged 108 SP:Iteration 41Q (605.919274 sec): 3 clusters Score: Raw -917824.526902 + Penalty 1800.921416 = -916023.605486 nChanged 101 SP:Iteration 42Q (605.982129 sec): 3 clusters Score: Raw -917846.118722 + Penalty 1800.921416 = -916045.197306 nChanged 114 SP:Iteration 43Q (606.032062 sec): 3 clusters Score: Raw -917870.865228 + Penalty 1800.921416 = -916069.943812 nChanged 116 SP:Iteration 44Q (606.095412 sec): 3 clusters Score: Raw -917897.686543 + Penalty 1800.921416 = -916096.765127 nChanged 132 SP:Iteration 45Q (606.158272 sec): 3 clusters Score: Raw -917929.006542 + Penalty 1800.921416 = -916128.085126 nChanged 128 SP:Iteration 46Q (606.223749 sec): 3 clusters Score: Raw -917959.801288 + Penalty 1800.921416 = -916158.879872 nChanged 131 SP:Iteration 47Q (606.288036 sec): 3 clusters Score: Raw -917993.434418 + Penalty 1800.921416 = -916192.513002 nChanged 116 SP:Iteration 48Q (606.353169 sec): 3 clusters Score: Raw -918025.922148 + Penalty 1800.921416 = -916225.000732 nChanged 123 SP:Iteration 49Q (606.402632 sec): 3 clusters Score: Raw -918056.284912 + Penalty 1800.921416 = -916255.363496 nChanged 102 SP:Iteration 50Q (606.473573 sec): 3 clusters Score: Raw -918081.560367 + Penalty 1800.921416 = -916280.638951 nChanged 113 SP:Iteration 51Q (606.534099 sec): 3 clusters Score: Raw -918108.953220 + Penalty 1800.921416 = -916308.031804 nChanged 104 SP:Iteration 52Q (606.592585 sec): 3 clusters Score: Raw -918132.117154 + Penalty 1800.921416 = -916331.195738 nChanged 95 SP:Iteration 53Q (606.653657 sec): 3 clusters Score: Raw -918154.456434 + Penalty 1800.921416 = -916353.535018 nChanged 82 SP:Iteration 54Q (606.711554 sec): 3 clusters Score: Raw -918172.842730 + Penalty 1800.921416 = -916371.921314 nChanged 87 SP:Iteration 55Q (606.762019 sec): 3 clusters Score: Raw -918193.547023 + Penalty 1800.921416 = -916392.625607 nChanged 68 SP:Iteration 56Q (606.834856 sec): 3 clusters Score: Raw -918207.259361 + Penalty 1800.921416 = -916406.337945 nChanged 64 SP:Iteration 57Q (606.886053 sec): 3 clusters Score: Raw -918220.615274 + Penalty 1800.921416 = -916419.693858 nChanged 67 SP:Iteration 58Q (606.952292 sec): 3 clusters Score: Raw -918233.723851 + Penalty 1800.921416 = -916432.802435 nChanged 60 SP:Iteration 59Q (607.012350 sec): 3 clusters Score: Raw -918243.675388 + Penalty 1800.921416 = -916442.753972 nChanged 57 SP:Iteration 60F (607.065256 sec): 3 clusters Score: Raw -918253.213253 + Penalty 1800.921416 = -916452.291837 nChanged 54 SP:Iteration 61Q (607.128141 sec): 3 clusters Score: Raw -918263.672997 + Penalty 1800.921416 = -916462.751581 nChanged 61 SP:Iteration 62Q (607.184598 sec): 3 clusters Score: Raw -918275.647290 + Penalty 1800.921416 = -916474.725874 nChanged 58 SP:Iteration 63Q (607.246770 sec): 3 clusters Score: Raw -918287.006722 + Penalty 1800.921416 = -916486.085306 nChanged 72 SP:Iteration 64Q (607.295917 sec): 3 clusters Score: Raw -918306.655459 + Penalty 1800.921416 = -916505.734043 nChanged 78 SP:Iteration 65Q (607.359780 sec): 3 clusters Score: Raw -918326.919823 + Penalty 1800.921416 = -916525.998407 nChanged 72 SP:Iteration 66Q (607.417019 sec): 3 clusters Score: Raw -918345.257720 + Penalty 1800.921416 = -916544.336305 nChanged 76 SP:Iteration 67Q (607.467886 sec): 3 clusters Score: Raw -918367.603106 + Penalty 1800.921416 = -916566.681690 nChanged 66 SP:Iteration 68Q (607.530477 sec): 3 clusters Score: Raw -918385.421738 + Penalty 1800.921416 = -916584.500323 nChanged 62 SP:Iteration 69Q (607.588474 sec): 3 clusters Score: Raw -918401.095333 + Penalty 1800.921416 = -916600.173917 nChanged 58 SP:Iteration 70Q (607.639706 sec): 3 clusters Score: Raw -918414.968099 + Penalty 1800.921416 = -916614.046683 nChanged 56 SP:Iteration 71Q (607.696753 sec): 3 clusters Score: Raw -918431.400035 + Penalty 1800.921416 = -916630.478620 nChanged 53 SP:Iteration 72Q (607.763795 sec): 3 clusters Score: Raw -918446.959495 + Penalty 1800.921416 = -916646.038079 nChanged 50 SP:Iteration 73Q (607.822345 sec): 3 clusters Score: Raw -918461.252982 + Penalty 1800.921416 = -916660.331567 nChanged 50 SP:Iteration 74Q (607.874319 sec): 3 clusters Score: Raw -918472.268094 + Penalty 1800.921416 = -916671.346678 nChanged 42 SP:Iteration 75Q (607.943686 sec): 3 clusters Score: Raw -918482.504570 + Penalty 1800.921416 = -916681.583154 nChanged 54 SP:Iteration 76Q (608.006513 sec): 3 clusters Score: Raw -918494.474736 + Penalty 1800.921416 = -916693.553320 nChanged 44 SP:Iteration 77Q (608.068851 sec): 3 clusters Score: Raw -918504.928297 + Penalty 1800.921416 = -916704.006881 nChanged 40 SP:Iteration 78Q (608.129389 sec): 3 clusters Score: Raw -918516.014628 + Penalty 1800.921416 = -916715.093212 nChanged 47 SP:Iteration 79Q (608.179415 sec): 3 clusters Score: Raw -918530.430874 + Penalty 1800.921416 = -916729.509458 nChanged 40 SP:Iteration 80F (608.244957 sec): 3 clusters Score: Raw -918542.267376 + Penalty 1800.921416 = -916741.345960 nChanged 37 SP:Iteration 81Q (608.306222 sec): 3 clusters Score: Raw -918552.619612 + Penalty 1800.921416 = -916751.698196 nChanged 33 SP:Iteration 82Q (608.370086 sec): 3 clusters Score: Raw -918562.297192 + Penalty 1800.921416 = -916761.375776 nChanged 38 SP:Iteration 83Q (608.431952 sec): 3 clusters Score: Raw -918573.121619 + Penalty 1800.921416 = -916772.200203 nChanged 33 SP:Iteration 84Q (608.494168 sec): 3 clusters Score: Raw -918582.301365 + Penalty 1800.921416 = -916781.379949 nChanged 35 SP:Iteration 85Q (608.542436 sec): 3 clusters Score: Raw -918591.898718 + Penalty 1800.921416 = -916790.977302 nChanged 25 SP:Iteration 86Q (608.606686 sec): 3 clusters Score: Raw -918598.330634 + Penalty 1800.921416 = -916797.409218 nChanged 25 SP:Iteration 87Q (608.673114 sec): 3 clusters Score: Raw -918606.517775 + Penalty 1800.921416 = -916805.596359 nChanged 20 SP:Iteration 88Q (608.730197 sec): 3 clusters Score: Raw -918612.329915 + Penalty 1800.921416 = -916811.408499 nChanged 12 SP:Iteration 89Q (608.790021 sec): 3 clusters Score: Raw -918616.884531 + Penalty 1800.921416 = -916815.963115 nChanged 20 SP:Iteration 90Q (608.847715 sec): 3 clusters Score: Raw -918623.185297 + Penalty 1800.921416 = -916822.263881 nChanged 19 SP:Iteration 91Q (608.900528 sec): 3 clusters Score: Raw -918630.281457 + Penalty 1800.921416 = -916829.360041 nChanged 14 SP:Iteration 92Q (608.964840 sec): 3 clusters Score: Raw -918634.537596 + Penalty 1800.921416 = -916833.616180 nChanged 10 SP:Iteration 93Q (609.014529 sec): 3 clusters Score: Raw -918636.602895 + Penalty 1800.921416 = -916835.681479 nChanged 11 SP:Iteration 94Q (609.067739 sec): 3 clusters Score: Raw -918638.714970 + Penalty 1800.921416 = -916837.793555 nChanged 10 SP:Iteration 95Q (609.134608 sec): 3 clusters Score: Raw -918641.436221 + Penalty 1800.921416 = -916840.514805 nChanged 10 SP:Iteration 96Q (609.194690 sec): 3 clusters Score: Raw -918643.897012 + Penalty 1800.921416 = -916842.975596 nChanged 12 SP:Iteration 97Q (609.244540 sec): 3 clusters Score: Raw -918647.069949 + Penalty 1800.921416 = -916846.148533 nChanged 13 SP:Iteration 98Q (609.311048 sec): 3 clusters Score: Raw -918651.856405 + Penalty 1800.921416 = -916850.934989 nChanged 16 SP:Iteration 99Q (609.367114 sec): 3 clusters Score: Raw -918657.732839 + Penalty 1800.921416 = -916856.811424 nChanged 18 SP:Iteration 100F (609.419948 sec): 3 clusters Score: Raw -918664.538087 + Penalty 1800.921416 = -916863.616671 nChanged 13 SP:Iteration 101Q (609.469259 sec): 3 clusters Score: Raw -918669.124443 + Penalty 1800.921416 = -916868.203027 nChanged 15 SP:Iteration 102Q (609.520570 sec): 3 clusters Score: Raw -918673.256388 + Penalty 1800.921416 = -916872.334972 nChanged 11 SP:Iteration 103Q (609.556338 sec): 3 clusters Score: Raw -918676.894598 + Penalty 1800.921416 = -916875.973182 nChanged 14 SP:Iteration 104Q (609.582707 sec): 3 clusters Score: Raw -918683.559169 + Penalty 1800.921416 = -916882.637753 nChanged 18 SP:Iteration 105Q (609.630070 sec): 3 clusters Score: Raw -918692.176124 + Penalty 1800.921416 = -916891.254708 nChanged 21 SP:Iteration 106Q (609.654725 sec): 3 clusters Score: Raw -918702.502579 + Penalty 1800.921416 = -916901.581163 nChanged 27 SP:Iteration 107Q (609.719805 sec): 3 clusters Score: Raw -918715.481520 + Penalty 1800.921416 = -916914.560104 nChanged 25 SP:Iteration 108Q (609.784199 sec): 3 clusters Score: Raw -918727.903908 + Penalty 1800.921416 = -916926.982492 nChanged 21 SP:Iteration 109Q (609.846248 sec): 3 clusters Score: Raw -918735.376916 + Penalty 1800.921416 = -916934.455500 nChanged 12 SP:Iteration 110Q (609.902779 sec): 3 clusters Score: Raw -918740.098576 + Penalty 1800.921416 = -916939.177161 nChanged 13 SP:Iteration 111Q (609.963473 sec): 3 clusters Score: Raw -918747.568149 + Penalty 1800.921416 = -916946.646733 nChanged 12 SP:Iteration 112Q (610.020080 sec): 3 clusters Score: Raw -918753.100604 + Penalty 1800.921416 = -916952.179188 nChanged 9 SP:Iteration 113Q (610.069120 sec): 3 clusters Score: Raw -918757.124676 + Penalty 1800.921416 = -916956.203260 nChanged 8 SP:Iteration 114Q (610.130951 sec): 3 clusters Score: Raw -918760.041655 + Penalty 1800.921416 = -916959.120239 nChanged 5 SP:Iteration 115Q (610.190768 sec): 3 clusters Score: Raw -918762.382214 + Penalty 1800.921416 = -916961.460798 nChanged 3 SP:Iteration 116Q (610.247248 sec): 3 clusters Score: Raw -918763.403661 + Penalty 1800.921416 = -916962.482245 nChanged 3 SP:Iteration 117Q (610.304493 sec): 3 clusters Score: Raw -918765.259030 + Penalty 1800.921416 = -916964.337614 nChanged 2 SP:Iteration 118Q (610.361830 sec): 3 clusters Score: Raw -918766.149605 + Penalty 1800.921416 = -916965.228189 nChanged 2 SP:Iteration 119Q (610.417903 sec): 3 clusters Score: Raw -918767.276079 + Penalty 1800.921416 = -916966.354663 nChanged 2 SP:Iteration 120F (610.468811 sec): 3 clusters Score: Raw -918767.825162 + Penalty 1800.921416 = -916966.903747 nChanged 2 SP:Iteration 121Q (610.539380 sec): 3 clusters Score: Raw -918768.308018 + Penalty 1800.921416 = -916967.386602 nChanged 4 SP:Iteration 122Q (610.596142 sec): 3 clusters Score: Raw -918769.648720 + Penalty 1800.921416 = -916968.727304 nChanged 3 SP:Iteration 123Q (610.656456 sec): 3 clusters Score: Raw -918770.991147 + Penalty 1800.921416 = -916970.069731 nChanged 5 SP:Iteration 124Q (610.707828 sec): 3 clusters Score: Raw -918772.245401 + Penalty 1800.921416 = -916971.323985 nChanged 2 SP:Iteration 125Q (610.763909 sec): 3 clusters Score: Raw -918772.885565 + Penalty 1800.921416 = -916971.964149 nChanged 2 SP:Iteration 126Q (610.822122 sec): 3 clusters Score: Raw -918773.682921 + Penalty 1800.921416 = -916972.761506 nChanged 4 SP:Iteration 127Q (610.888905 sec): 3 clusters Score: Raw -918774.858466 + Penalty 1800.921416 = -916973.937050 nChanged 4 SP:Iteration 128Q (610.944858 sec): 3 clusters Score: Raw -918775.735131 + Penalty 1800.921416 = -916974.813715 nChanged 1 SP:Iteration 129Q (610.993508 sec): 3 clusters Score: Raw -918775.797758 + Penalty 1800.921416 = -916974.876342 nChanged 1 SP:Iteration 130Q (611.051146 sec): 3 clusters Score: Raw -918775.997200 + Penalty 1800.921416 = -916975.075785 nChanged 1 SP:Iteration 131Q (611.110632 sec): 3 clusters Score: Raw -918776.083620 + Penalty 1800.921416 = -916975.162204 nChanged 1 SP:Iteration 132Q (611.170153 sec): 3 clusters Score: Raw -918776.246734 + Penalty 1800.921416 = -916975.325318 nChanged 0 SP:Iteration 133F (611.224474 sec): 3 clusters Score: Raw -918776.246734 + Penalty 1800.921416 = -916975.325318 nChanged 0 Trying to split cluster 13 (15689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (611.270372 sec): 2 clusters Score: Raw -1044545.147610 + Penalty 917.767935 = -1043627.379675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (611.334708 sec): 3 clusters Score: Raw -1034996.599336 + Penalty 1835.535871 = -1033161.063466 nChanged 7201 SP:Iteration 1F (611.386636 sec): 3 clusters Score: Raw -1039582.432607 + Penalty 1835.535871 = -1037746.896736 nChanged 1251 SP:Iteration 2F (611.447122 sec): 3 clusters Score: Raw -1040399.565505 + Penalty 1835.535871 = -1038564.029634 nChanged 1169 SP:Iteration 3F (611.511045 sec): 3 clusters Score: Raw -1041157.293529 + Penalty 1835.535871 = -1039321.757658 nChanged 1021 SP:Iteration 4F (611.573668 sec): 3 clusters Score: Raw -1041741.692539 + Penalty 1835.535871 = -1039906.156668 nChanged 826 SP:Iteration 5F (611.642724 sec): 3 clusters Score: Raw -1042139.011861 + Penalty 1835.535871 = -1040303.475991 nChanged 669 SP:Iteration 6Q (611.705376 sec): 3 clusters Score: Raw -1042415.797217 + Penalty 1835.535871 = -1040580.261346 nChanged 556 SP:Iteration 7Q (611.764358 sec): 3 clusters Score: Raw -1042645.695499 + Penalty 1835.535871 = -1040810.159628 nChanged 475 SP:Iteration 8Q (611.833380 sec): 3 clusters Score: Raw -1042830.118499 + Penalty 1835.535871 = -1040994.582629 nChanged 444 SP:Iteration 9Q (611.893379 sec): 3 clusters Score: Raw -1043003.999900 + Penalty 1835.535871 = -1041168.464030 nChanged 412 SP:Iteration 10Q (611.969319 sec): 3 clusters Score: Raw -1043161.448695 + Penalty 1835.535871 = -1041325.912824 nChanged 376 SP:Iteration 11Q (612.033872 sec): 3 clusters Score: Raw -1043305.237674 + Penalty 1835.535871 = -1041469.701804 nChanged 329 SP:Iteration 12Q (612.091306 sec): 3 clusters Score: Raw -1043421.021540 + Penalty 1835.535871 = -1041585.485669 nChanged 275 SP:Iteration 13Q (612.162119 sec): 3 clusters Score: Raw -1043522.401111 + Penalty 1835.535871 = -1041686.865240 nChanged 267 SP:Iteration 14Q (612.227056 sec): 3 clusters Score: Raw -1043622.853263 + Penalty 1835.535871 = -1041787.317392 nChanged 277 SP:Iteration 15Q (612.279483 sec): 3 clusters Score: Raw -1043742.091748 + Penalty 1835.535871 = -1041906.555878 nChanged 263 SP:Iteration 16Q (612.350912 sec): 3 clusters Score: Raw -1043866.647266 + Penalty 1835.535871 = -1042031.111396 nChanged 249 SP:Iteration 17Q (612.413102 sec): 3 clusters Score: Raw -1043979.505941 + Penalty 1835.535871 = -1042143.970070 nChanged 211 SP:Iteration 18Q (612.477645 sec): 3 clusters Score: Raw -1044053.455306 + Penalty 1835.535871 = -1042217.919436 nChanged 190 SP:Iteration 19Q (612.539018 sec): 3 clusters Score: Raw -1044109.184280 + Penalty 1835.535871 = -1042273.648410 nChanged 155 SP:Iteration 20F (612.608439 sec): 3 clusters Score: Raw -1044149.636930 + Penalty 1835.535871 = -1042314.101059 nChanged 117 SP:Iteration 21Q (612.672509 sec): 3 clusters Score: Raw -1044175.290398 + Penalty 1835.535871 = -1042339.754528 nChanged 101 SP:Iteration 22Q (612.727066 sec): 3 clusters Score: Raw -1044196.344878 + Penalty 1835.535871 = -1042360.809007 nChanged 98 SP:Iteration 23Q (612.789785 sec): 3 clusters Score: Raw -1044211.216423 + Penalty 1835.535871 = -1042375.680552 nChanged 85 SP:Iteration 24Q (612.851177 sec): 3 clusters Score: Raw -1044223.613020 + Penalty 1835.535871 = -1042388.077150 nChanged 95 SP:Iteration 25Q (612.917550 sec): 3 clusters Score: Raw -1044238.406507 + Penalty 1835.535871 = -1042402.870636 nChanged 84 SP:Iteration 26Q (612.976851 sec): 3 clusters Score: Raw -1044253.304085 + Penalty 1835.535871 = -1042417.768214 nChanged 79 SP:Iteration 27Q (613.037711 sec): 3 clusters Score: Raw -1044266.694655 + Penalty 1835.535871 = -1042431.158784 nChanged 74 SP:Iteration 28Q (613.100728 sec): 3 clusters Score: Raw -1044279.205743 + Penalty 1835.535871 = -1042443.669872 nChanged 72 SP:Iteration 29Q (613.158352 sec): 3 clusters Score: Raw -1044290.211751 + Penalty 1835.535871 = -1042454.675880 nChanged 73 SP:Iteration 30Q (613.217446 sec): 3 clusters Score: Raw -1044301.553877 + Penalty 1835.535871 = -1042466.018007 nChanged 74 SP:Iteration 31Q (613.272847 sec): 3 clusters Score: Raw -1044315.417392 + Penalty 1835.535871 = -1042479.881521 nChanged 80 SP:Iteration 32Q (613.339436 sec): 3 clusters Score: Raw -1044329.411985 + Penalty 1835.535871 = -1042493.876115 nChanged 89 SP:Iteration 33Q (613.386626 sec): 3 clusters Score: Raw -1044343.544305 + Penalty 1835.535871 = -1042508.008434 nChanged 84 SP:Iteration 34Q (613.451909 sec): 3 clusters Score: Raw -1044356.035499 + Penalty 1835.535871 = -1042520.499628 nChanged 70 SP:Iteration 35Q (613.526501 sec): 3 clusters Score: Raw -1044364.512128 + Penalty 1835.535871 = -1042528.976257 nChanged 54 SP:Iteration 36Q (613.577545 sec): 3 clusters Score: Raw -1044371.178927 + Penalty 1835.535871 = -1042535.643056 nChanged 62 SP:Iteration 37Q (613.649695 sec): 3 clusters Score: Raw -1044381.166292 + Penalty 1835.535871 = -1042545.630421 nChanged 73 SP:Iteration 38Q (613.716256 sec): 3 clusters Score: Raw -1044393.395369 + Penalty 1835.535871 = -1042557.859498 nChanged 73 SP:Iteration 39Q (613.783240 sec): 3 clusters Score: Raw -1044405.975419 + Penalty 1835.535871 = -1042570.439548 nChanged 83 SP:Iteration 40F (613.839599 sec): 3 clusters Score: Raw -1044420.476306 + Penalty 1835.535871 = -1042584.940435 nChanged 87 SP:Iteration 41Q (613.915187 sec): 3 clusters Score: Raw -1044436.225229 + Penalty 1835.535871 = -1042600.689358 nChanged 83 SP:Iteration 42Q (613.979261 sec): 3 clusters Score: Raw -1044452.604795 + Penalty 1835.535871 = -1042617.068924 nChanged 86 SP:Iteration 43Q (614.042093 sec): 3 clusters Score: Raw -1044469.909275 + Penalty 1835.535871 = -1042634.373404 nChanged 88 SP:Iteration 44Q (614.105274 sec): 3 clusters Score: Raw -1044486.918212 + Penalty 1835.535871 = -1042651.382341 nChanged 81 SP:Iteration 45Q (614.171598 sec): 3 clusters Score: Raw -1044499.449268 + Penalty 1835.535871 = -1042663.913397 nChanged 63 SP:Iteration 46Q (614.236105 sec): 3 clusters Score: Raw -1044511.849817 + Penalty 1835.535871 = -1042676.313946 nChanged 70 SP:Iteration 47Q (614.287710 sec): 3 clusters Score: Raw -1044526.508570 + Penalty 1835.535871 = -1042690.972699 nChanged 73 SP:Iteration 48Q (614.356875 sec): 3 clusters Score: Raw -1044544.266890 + Penalty 1835.535871 = -1042708.731019 nChanged 82 SP:Iteration 49Q (614.423302 sec): 3 clusters Score: Raw -1044566.964919 + Penalty 1835.535871 = -1042731.429048 nChanged 84 SP:Iteration 50Q (614.483709 sec): 3 clusters Score: Raw -1044586.832887 + Penalty 1835.535871 = -1042751.297016 nChanged 99 SP:Iteration 51Q (614.534166 sec): 3 clusters Score: Raw -1044612.391965 + Penalty 1835.535871 = -1042776.856095 nChanged 84 SP:Iteration 52Q (614.599958 sec): 3 clusters Score: Raw -1044633.402513 + Penalty 1835.535871 = -1042797.866643 nChanged 79 SP:Iteration 53Q (614.670369 sec): 3 clusters Score: Raw -1044653.233028 + Penalty 1835.535871 = -1042817.697157 nChanged 86 SP:Iteration 54Q (614.718467 sec): 3 clusters Score: Raw -1044675.717321 + Penalty 1835.535871 = -1042840.181450 nChanged 77 SP:Iteration 55Q (614.785134 sec): 3 clusters Score: Raw -1044701.564738 + Penalty 1835.535871 = -1042866.028867 nChanged 85 SP:Iteration 56Q (614.845827 sec): 3 clusters Score: Raw -1044728.808255 + Penalty 1835.535871 = -1042893.272385 nChanged 83 SP:Iteration 57Q (614.914284 sec): 3 clusters Score: Raw -1044753.161179 + Penalty 1835.535871 = -1042917.625308 nChanged 81 SP:Iteration 58Q (614.957061 sec): 3 clusters Score: Raw -1044777.702442 + Penalty 1835.535871 = -1042942.166571 nChanged 85 SP:Iteration 59Q (615.016956 sec): 3 clusters Score: Raw -1044805.916942 + Penalty 1835.535871 = -1042970.381072 nChanged 85 SP:Iteration 60F (615.089740 sec): 3 clusters Score: Raw -1044833.479405 + Penalty 1835.535871 = -1042997.943534 nChanged 70 SP:Iteration 61Q (615.150385 sec): 3 clusters Score: Raw -1044854.316783 + Penalty 1835.535871 = -1043018.780913 nChanged 68 SP:Iteration 62Q (615.205143 sec): 3 clusters Score: Raw -1044870.401628 + Penalty 1835.535871 = -1043034.865757 nChanged 57 SP:Iteration 63Q (615.263317 sec): 3 clusters Score: Raw -1044885.529197 + Penalty 1835.535871 = -1043049.993326 nChanged 55 SP:Iteration 64Q (615.339523 sec): 3 clusters Score: Raw -1044898.331176 + Penalty 1835.535871 = -1043062.795306 nChanged 48 SP:Iteration 65Q (615.394817 sec): 3 clusters Score: Raw -1044906.505138 + Penalty 1835.535871 = -1043070.969268 nChanged 34 SP:Iteration 66Q (615.467714 sec): 3 clusters Score: Raw -1044911.886657 + Penalty 1835.535871 = -1043076.350787 nChanged 32 SP:Iteration 67Q (615.536008 sec): 3 clusters Score: Raw -1044916.860559 + Penalty 1835.535871 = -1043081.324689 nChanged 30 SP:Iteration 68Q (615.591922 sec): 3 clusters Score: Raw -1044922.091359 + Penalty 1835.535871 = -1043086.555489 nChanged 27 SP:Iteration 69Q (615.659335 sec): 3 clusters Score: Raw -1044927.111008 + Penalty 1835.535871 = -1043091.575137 nChanged 32 SP:Iteration 70Q (615.714449 sec): 3 clusters Score: Raw -1044932.729802 + Penalty 1835.535871 = -1043097.193931 nChanged 24 SP:Iteration 71Q (615.776516 sec): 3 clusters Score: Raw -1044937.012972 + Penalty 1835.535871 = -1043101.477102 nChanged 19 SP:Iteration 72Q (615.844695 sec): 3 clusters Score: Raw -1044941.146777 + Penalty 1835.535871 = -1043105.610907 nChanged 23 SP:Iteration 73Q (615.906299 sec): 3 clusters Score: Raw -1044946.740546 + Penalty 1835.535871 = -1043111.204676 nChanged 23 SP:Iteration 74Q (615.959294 sec): 3 clusters Score: Raw -1044951.641977 + Penalty 1835.535871 = -1043116.106107 nChanged 17 SP:Iteration 75Q (616.032140 sec): 3 clusters Score: Raw -1044953.973533 + Penalty 1835.535871 = -1043118.437662 nChanged 15 SP:Iteration 76Q (616.088424 sec): 3 clusters Score: Raw -1044957.445667 + Penalty 1835.535871 = -1043121.909796 nChanged 15 SP:Iteration 77Q (616.141309 sec): 3 clusters Score: Raw -1044959.771541 + Penalty 1835.535871 = -1043124.235670 nChanged 21 SP:Iteration 78Q (616.214170 sec): 3 clusters Score: Raw -1044963.609020 + Penalty 1835.535871 = -1043128.073149 nChanged 21 SP:Iteration 79Q (616.273920 sec): 3 clusters Score: Raw -1044966.970555 + Penalty 1835.535871 = -1043131.434684 nChanged 16 SP:Iteration 80F (616.326994 sec): 3 clusters Score: Raw -1044970.321524 + Penalty 1835.535871 = -1043134.785653 nChanged 16 SP:Iteration 81Q (616.390146 sec): 3 clusters Score: Raw -1044974.028005 + Penalty 1835.535871 = -1043138.492135 nChanged 20 SP:Iteration 82Q (616.463927 sec): 3 clusters Score: Raw -1044979.166858 + Penalty 1835.535871 = -1043143.630987 nChanged 22 SP:Iteration 83Q (616.514531 sec): 3 clusters Score: Raw -1044983.497067 + Penalty 1835.535871 = -1043147.961197 nChanged 18 SP:Iteration 84Q (616.583066 sec): 3 clusters Score: Raw -1044986.666436 + Penalty 1835.535871 = -1043151.130565 nChanged 19 SP:Iteration 85Q (616.639924 sec): 3 clusters Score: Raw -1044990.164111 + Penalty 1835.535871 = -1043154.628240 nChanged 17 SP:Iteration 86Q (616.692693 sec): 3 clusters Score: Raw -1044992.434470 + Penalty 1835.535871 = -1043156.898599 nChanged 15 SP:Iteration 87Q (616.757028 sec): 3 clusters Score: Raw -1044994.523728 + Penalty 1835.535871 = -1043158.987858 nChanged 13 SP:Iteration 88Q (616.815476 sec): 3 clusters Score: Raw -1044996.132471 + Penalty 1835.535871 = -1043160.596600 nChanged 10 SP:Iteration 89Q (616.877104 sec): 3 clusters Score: Raw -1044997.362078 + Penalty 1835.535871 = -1043161.826208 nChanged 12 SP:Iteration 90Q (616.946281 sec): 3 clusters Score: Raw -1044998.716605 + Penalty 1835.535871 = -1043163.180734 nChanged 8 SP:Iteration 91Q (616.996214 sec): 3 clusters Score: Raw -1044999.568071 + Penalty 1835.535871 = -1043164.032201 nChanged 5 SP:Iteration 92Q (617.067538 sec): 3 clusters Score: Raw -1045000.142068 + Penalty 1835.535871 = -1043164.606197 nChanged 4 SP:Iteration 93Q (617.131564 sec): 3 clusters Score: Raw -1045000.516390 + Penalty 1835.535871 = -1043164.980519 nChanged 5 SP:Iteration 94Q (617.197410 sec): 3 clusters Score: Raw -1045001.227642 + Penalty 1835.535871 = -1043165.691772 nChanged 5 SP:Iteration 95Q (617.251124 sec): 3 clusters Score: Raw -1045001.842238 + Penalty 1835.535871 = -1043166.306368 nChanged 2 SP:Iteration 96Q (617.308918 sec): 3 clusters Score: Raw -1045002.069138 + Penalty 1835.535871 = -1043166.533267 nChanged 4 SP:Iteration 97Q (617.368053 sec): 3 clusters Score: Raw -1045002.920334 + Penalty 1835.535871 = -1043167.384464 nChanged 5 SP:Iteration 98Q (617.437751 sec): 3 clusters Score: Raw -1045003.664056 + Penalty 1835.535871 = -1043168.128185 nChanged 5 SP:Iteration 99Q (617.499374 sec): 3 clusters Score: Raw -1045004.798568 + Penalty 1835.535871 = -1043169.262697 nChanged 8 SP:Iteration 100F (617.564966 sec): 3 clusters Score: Raw -1045006.304077 + Penalty 1835.535871 = -1043170.768206 nChanged 9 SP:Iteration 101Q (617.616308 sec): 3 clusters Score: Raw -1045007.852964 + Penalty 1835.535871 = -1043172.317094 nChanged 9 SP:Iteration 102Q (617.679165 sec): 3 clusters Score: Raw -1045009.075656 + Penalty 1835.535871 = -1043173.539785 nChanged 5 SP:Iteration 103Q (617.752025 sec): 3 clusters Score: Raw -1045010.086449 + Penalty 1835.535871 = -1043174.550579 nChanged 8 SP:Iteration 104Q (617.816834 sec): 3 clusters Score: Raw -1045011.416800 + Penalty 1835.535871 = -1043175.880929 nChanged 6 SP:Iteration 105Q (617.875543 sec): 3 clusters Score: Raw -1045012.309688 + Penalty 1835.535871 = -1043176.773817 nChanged 6 SP:Iteration 106Q (617.936811 sec): 3 clusters Score: Raw -1045013.671478 + Penalty 1835.535871 = -1043178.135608 nChanged 5 SP:Iteration 107Q (617.987083 sec): 3 clusters Score: Raw -1045014.756802 + Penalty 1835.535871 = -1043179.220931 nChanged 3 SP:Iteration 108Q (618.057018 sec): 3 clusters Score: Raw -1045015.300353 + Penalty 1835.535871 = -1043179.764482 nChanged 3 SP:Iteration 109Q (618.120989 sec): 3 clusters Score: Raw -1045015.529425 + Penalty 1835.535871 = -1043179.993555 nChanged 0 SP:Iteration 110F (618.187638 sec): 3 clusters Score: Raw -1045015.529425 + Penalty 1835.535871 = -1043179.993555 nChanged 0 Trying to split cluster 14 (3495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (618.216633 sec): 2 clusters Score: Raw -216371.971698 + Penalty 775.113422 = -215596.858276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (618.263956 sec): 3 clusters Score: Raw -214532.471855 + Penalty 1550.226844 = -212982.245010 nChanged 1467 SP:Iteration 1F (618.319591 sec): 3 clusters Score: Raw -215496.822568 + Penalty 1550.226844 = -213946.595723 nChanged 295 SP:Iteration 2F (618.362860 sec): 3 clusters Score: Raw -215741.974830 + Penalty 1550.226844 = -214191.747985 nChanged 276 SP:Iteration 3F (618.408209 sec): 3 clusters Score: Raw -215966.658619 + Penalty 1550.226844 = -214416.431775 nChanged 227 SP:Iteration 4F (618.451033 sec): 3 clusters Score: Raw -216155.139981 + Penalty 1550.226844 = -214604.913137 nChanged 183 SP:Iteration 5F (618.498415 sec): 3 clusters Score: Raw -216297.234004 + Penalty 1550.226844 = -214747.007160 nChanged 150 SP:Iteration 6Q (618.549041 sec): 3 clusters Score: Raw -216409.644122 + Penalty 1550.226844 = -214859.417278 nChanged 125 SP:Iteration 7Q (618.588046 sec): 3 clusters Score: Raw -216488.054946 + Penalty 1550.226844 = -214937.828101 nChanged 90 SP:Iteration 8Q (618.626408 sec): 3 clusters Score: Raw -216545.168957 + Penalty 1550.226844 = -214994.942113 nChanged 74 SP:Iteration 9Q (618.671045 sec): 3 clusters Score: Raw -216587.812187 + Penalty 1550.226844 = -215037.585343 nChanged 62 SP:Iteration 10Q (618.713754 sec): 3 clusters Score: Raw -216616.855922 + Penalty 1550.226844 = -215066.629077 nChanged 42 SP:Iteration 11Q (618.769519 sec): 3 clusters Score: Raw -216632.988534 + Penalty 1550.226844 = -215082.761689 nChanged 42 SP:Iteration 12Q (618.807148 sec): 3 clusters Score: Raw -216649.336862 + Penalty 1550.226844 = -215099.110017 nChanged 37 SP:Iteration 13Q (618.858992 sec): 3 clusters Score: Raw -216663.449896 + Penalty 1550.226844 = -215113.223052 nChanged 29 SP:Iteration 14Q (618.899248 sec): 3 clusters Score: Raw -216674.270188 + Penalty 1550.226844 = -215124.043343 nChanged 23 SP:Iteration 15Q (618.960739 sec): 3 clusters Score: Raw -216686.281439 + Penalty 1550.226844 = -215136.054595 nChanged 29 SP:Iteration 16Q (618.994716 sec): 3 clusters Score: Raw -216698.593555 + Penalty 1550.226844 = -215148.366711 nChanged 23 SP:Iteration 17Q (619.046572 sec): 3 clusters Score: Raw -216709.063197 + Penalty 1550.226844 = -215158.836352 nChanged 24 SP:Iteration 18Q (619.096571 sec): 3 clusters Score: Raw -216716.199039 + Penalty 1550.226844 = -215165.972195 nChanged 16 SP:Iteration 19Q (619.147166 sec): 3 clusters Score: Raw -216721.662441 + Penalty 1550.226844 = -215171.435597 nChanged 14 SP:Iteration 20F (619.188955 sec): 3 clusters Score: Raw -216727.031776 + Penalty 1550.226844 = -215176.804932 nChanged 18 SP:Iteration 21Q (619.236898 sec): 3 clusters Score: Raw -216734.347121 + Penalty 1550.226844 = -215184.120277 nChanged 18 SP:Iteration 22Q (619.297852 sec): 3 clusters Score: Raw -216738.804791 + Penalty 1550.226844 = -215188.577947 nChanged 7 SP:Iteration 23Q (619.344813 sec): 3 clusters Score: Raw -216740.089049 + Penalty 1550.226844 = -215189.862205 nChanged 14 SP:Iteration 24Q (619.399557 sec): 3 clusters Score: Raw -216743.334221 + Penalty 1550.226844 = -215193.107376 nChanged 9 SP:Iteration 25Q (619.434031 sec): 3 clusters Score: Raw -216745.260844 + Penalty 1550.226844 = -215195.034000 nChanged 6 SP:Iteration 26Q (619.493836 sec): 3 clusters Score: Raw -216746.594793 + Penalty 1550.226844 = -215196.367948 nChanged 5 SP:Iteration 27Q (619.544002 sec): 3 clusters Score: Raw -216748.729000 + Penalty 1550.226844 = -215198.502156 nChanged 6 SP:Iteration 28Q (619.592923 sec): 3 clusters Score: Raw -216750.080468 + Penalty 1550.226844 = -215199.853624 nChanged 4 SP:Iteration 29Q (619.646823 sec): 3 clusters Score: Raw -216750.729298 + Penalty 1550.226844 = -215200.502454 nChanged 4 SP:Iteration 30Q (619.679261 sec): 3 clusters Score: Raw -216752.102299 + Penalty 1550.226844 = -215201.875455 nChanged 5 SP:Iteration 31Q (619.737106 sec): 3 clusters Score: Raw -216754.998364 + Penalty 1550.226844 = -215204.771520 nChanged 5 SP:Iteration 32Q (619.773984 sec): 3 clusters Score: Raw -216758.238606 + Penalty 1550.226844 = -215208.011762 nChanged 9 SP:Iteration 33Q (619.826983 sec): 3 clusters Score: Raw -216762.438935 + Penalty 1550.226844 = -215212.212091 nChanged 12 SP:Iteration 34Q (619.882764 sec): 3 clusters Score: Raw -216766.332625 + Penalty 1550.226844 = -215216.105781 nChanged 10 SP:Iteration 35Q (619.929710 sec): 3 clusters Score: Raw -216768.215985 + Penalty 1550.226844 = -215217.989141 nChanged 9 SP:Iteration 36Q (619.979804 sec): 3 clusters Score: Raw -216770.112706 + Penalty 1550.226844 = -215219.885861 nChanged 5 SP:Iteration 37Q (620.023392 sec): 3 clusters Score: Raw -216771.347459 + Penalty 1550.226844 = -215221.120614 nChanged 3 SP:Iteration 38Q (620.074777 sec): 3 clusters Score: Raw -216772.375123 + Penalty 1550.226844 = -215222.148278 nChanged 4 SP:Iteration 39Q (620.125047 sec): 3 clusters Score: Raw -216773.462335 + Penalty 1550.226844 = -215223.235490 nChanged 2 SP:Iteration 40F (620.174773 sec): 3 clusters Score: Raw -216773.812919 + Penalty 1550.226844 = -215223.586075 nChanged 1 SP:Iteration 41Q (620.223704 sec): 3 clusters Score: Raw -216773.884988 + Penalty 1550.226844 = -215223.658144 nChanged 1 SP:Iteration 42Q (620.269247 sec): 3 clusters Score: Raw -216773.989905 + Penalty 1550.226844 = -215223.763061 nChanged 0 SP:Iteration 43F (620.314361 sec): 3 clusters Score: Raw -216773.989905 + Penalty 1550.226844 = -215223.763061 nChanged 0 Trying to split cluster 15 (30407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (620.369722 sec): 2 clusters Score: Raw -2235642.684663 + Penalty 980.630672 = -2234662.053991 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (620.454059 sec): 3 clusters Score: Raw -2216285.718118 + Penalty 1961.261344 = -2214324.456774 nChanged 14365 SP:Iteration 1F (620.527373 sec): 3 clusters Score: Raw -2225810.508601 + Penalty 1961.261344 = -2223849.247257 nChanged 2310 SP:Iteration 2F (620.601488 sec): 3 clusters Score: Raw -2227447.267717 + Penalty 1961.261344 = -2225486.006373 nChanged 2477 SP:Iteration 3F (620.687383 sec): 3 clusters Score: Raw -2229482.514018 + Penalty 1961.261344 = -2227521.252675 nChanged 2482 SP:Iteration 4F (620.776247 sec): 3 clusters Score: Raw -2231797.690934 + Penalty 1961.261344 = -2229836.429590 nChanged 2253 SP:Iteration 5F (620.844950 sec): 3 clusters Score: Raw -2233815.657714 + Penalty 1961.261344 = -2231854.396371 nChanged 1739 SP:Iteration 6F (620.933799 sec): 3 clusters Score: Raw -2235135.756273 + Penalty 1961.261344 = -2233174.494930 nChanged 1244 SP:Iteration 7Q (621.015292 sec): 3 clusters Score: Raw -2235869.665243 + Penalty 1961.261344 = -2233908.403900 nChanged 808 SP:Iteration 8Q (621.103907 sec): 3 clusters Score: Raw -2236247.690075 + Penalty 1961.261344 = -2234286.428731 nChanged 575 SP:Iteration 9Q (621.190926 sec): 3 clusters Score: Raw -2236475.720302 + Penalty 1961.261344 = -2234514.458959 nChanged 410 SP:Iteration 10Q (621.270430 sec): 3 clusters Score: Raw -2236619.356097 + Penalty 1961.261344 = -2234658.094753 nChanged 315 SP:Iteration 11Q (621.352554 sec): 3 clusters Score: Raw -2236711.499634 + Penalty 1961.261344 = -2234750.238290 nChanged 267 SP:Iteration 12Q (621.436098 sec): 3 clusters Score: Raw -2236776.730449 + Penalty 1961.261344 = -2234815.469105 nChanged 249 SP:Iteration 13Q (621.520861 sec): 3 clusters Score: Raw -2236827.977179 + Penalty 1961.261344 = -2234866.715835 nChanged 207 SP:Iteration 14Q (621.598780 sec): 3 clusters Score: Raw -2236864.034353 + Penalty 1961.261344 = -2234902.773010 nChanged 174 SP:Iteration 15Q (621.684906 sec): 3 clusters Score: Raw -2236890.852930 + Penalty 1961.261344 = -2234929.591587 nChanged 149 SP:Iteration 16Q (621.768120 sec): 3 clusters Score: Raw -2236910.794359 + Penalty 1961.261344 = -2234949.533016 nChanged 126 SP:Iteration 17Q (621.845633 sec): 3 clusters Score: Raw -2236928.254054 + Penalty 1961.261344 = -2234966.992710 nChanged 111 SP:Iteration 18Q (621.940500 sec): 3 clusters Score: Raw -2236941.460643 + Penalty 1961.261344 = -2234980.199299 nChanged 93 SP:Iteration 19Q (622.015313 sec): 3 clusters Score: Raw -2236951.615030 + Penalty 1961.261344 = -2234990.353687 nChanged 96 SP:Iteration 20F (622.099903 sec): 3 clusters Score: Raw -2236960.993023 + Penalty 1961.261344 = -2234999.731679 nChanged 80 SP:Iteration 21Q (622.178844 sec): 3 clusters Score: Raw -2236969.787815 + Penalty 1961.261344 = -2235008.526471 nChanged 75 SP:Iteration 22Q (622.256247 sec): 3 clusters Score: Raw -2236976.375972 + Penalty 1961.261344 = -2235015.114629 nChanged 67 SP:Iteration 23Q (622.348690 sec): 3 clusters Score: Raw -2236982.762275 + Penalty 1961.261344 = -2235021.500931 nChanged 62 SP:Iteration 24Q (622.424651 sec): 3 clusters Score: Raw -2236988.232010 + Penalty 1961.261344 = -2235026.970666 nChanged 56 SP:Iteration 25Q (622.521341 sec): 3 clusters Score: Raw -2236992.889691 + Penalty 1961.261344 = -2235031.628348 nChanged 41 SP:Iteration 26Q (622.605366 sec): 3 clusters Score: Raw -2236996.076026 + Penalty 1961.261344 = -2235034.814683 nChanged 38 SP:Iteration 27Q (622.684687 sec): 3 clusters Score: Raw -2236999.379184 + Penalty 1961.261344 = -2235038.117841 nChanged 38 SP:Iteration 28Q (622.781592 sec): 3 clusters Score: Raw -2237001.656641 + Penalty 1961.261344 = -2235040.395297 nChanged 28 SP:Iteration 29Q (622.860769 sec): 3 clusters Score: Raw -2237002.960543 + Penalty 1961.261344 = -2235041.699200 nChanged 22 SP:Iteration 30Q (622.945890 sec): 3 clusters Score: Raw -2237003.791147 + Penalty 1961.261344 = -2235042.529803 nChanged 19 SP:Iteration 31Q (623.023393 sec): 3 clusters Score: Raw -2237004.441769 + Penalty 1961.261344 = -2235043.180426 nChanged 15 SP:Iteration 32Q (623.115160 sec): 3 clusters Score: Raw -2237005.173174 + Penalty 1961.261344 = -2235043.911831 nChanged 15 SP:Iteration 33Q (623.203459 sec): 3 clusters Score: Raw -2237005.807196 + Penalty 1961.261344 = -2235044.545852 nChanged 12 SP:Iteration 34Q (623.283350 sec): 3 clusters Score: Raw -2237006.247416 + Penalty 1961.261344 = -2235044.986072 nChanged 7 SP:Iteration 35Q (623.371298 sec): 3 clusters Score: Raw -2237006.412665 + Penalty 1961.261344 = -2235045.151321 nChanged 4 SP:Iteration 36Q (623.468840 sec): 3 clusters Score: Raw -2237006.584802 + Penalty 1961.261344 = -2235045.323458 nChanged 5 SP:Iteration 37Q (623.534064 sec): 3 clusters Score: Raw -2237006.877119 + Penalty 1961.261344 = -2235045.615775 nChanged 10 SP:Iteration 38Q (623.620142 sec): 3 clusters Score: Raw -2237007.301163 + Penalty 1961.261344 = -2235046.039819 nChanged 11 SP:Iteration 39Q (623.712170 sec): 3 clusters Score: Raw -2237007.806101 + Penalty 1961.261344 = -2235046.544758 nChanged 9 SP:Iteration 40F (623.794271 sec): 3 clusters Score: Raw -2237008.233509 + Penalty 1961.261344 = -2235046.972166 nChanged 8 SP:Iteration 41Q (623.879706 sec): 3 clusters Score: Raw -2237008.478520 + Penalty 1961.261344 = -2235047.217177 nChanged 7 SP:Iteration 42Q (623.961607 sec): 3 clusters Score: Raw -2237008.834717 + Penalty 1961.261344 = -2235047.573374 nChanged 10 SP:Iteration 43Q (624.041255 sec): 3 clusters Score: Raw -2237009.211111 + Penalty 1961.261344 = -2235047.949768 nChanged 7 SP:Iteration 44Q (624.128280 sec): 3 clusters Score: Raw -2237009.388965 + Penalty 1961.261344 = -2235048.127621 nChanged 4 SP:Iteration 45Q (624.215570 sec): 3 clusters Score: Raw -2237009.482356 + Penalty 1961.261344 = -2235048.221013 nChanged 3 SP:Iteration 46Q (624.297935 sec): 3 clusters Score: Raw -2237009.549543 + Penalty 1961.261344 = -2235048.288200 nChanged 4 SP:Iteration 47Q (624.382284 sec): 3 clusters Score: Raw -2237009.653011 + Penalty 1961.261344 = -2235048.391668 nChanged 4 SP:Iteration 48Q (624.465907 sec): 3 clusters Score: Raw -2237009.799814 + Penalty 1961.261344 = -2235048.538470 nChanged 3 SP:Iteration 49Q (624.555024 sec): 3 clusters Score: Raw -2237009.876663 + Penalty 1961.261344 = -2235048.615319 nChanged 3 SP:Iteration 50Q (624.642683 sec): 3 clusters Score: Raw -2237009.990466 + Penalty 1961.261344 = -2235048.729122 nChanged 4 SP:Iteration 51Q (624.725798 sec): 3 clusters Score: Raw -2237010.143174 + Penalty 1961.261344 = -2235048.881830 nChanged 2 SP:Iteration 52Q (624.811995 sec): 3 clusters Score: Raw -2237010.241967 + Penalty 1961.261344 = -2235048.980624 nChanged 3 SP:Iteration 53Q (624.900068 sec): 3 clusters Score: Raw -2237010.349877 + Penalty 1961.261344 = -2235049.088534 nChanged 3 SP:Iteration 54Q (624.986430 sec): 3 clusters Score: Raw -2237010.431086 + Penalty 1961.261344 = -2235049.169743 nChanged 2 SP:Iteration 55Q (625.071114 sec): 3 clusters Score: Raw -2237010.512285 + Penalty 1961.261344 = -2235049.250941 nChanged 2 SP:Iteration 56Q (625.145279 sec): 3 clusters Score: Raw -2237010.596191 + Penalty 1961.261344 = -2235049.334848 nChanged 1 SP:Iteration 57Q (625.235161 sec): 3 clusters Score: Raw -2237010.623573 + Penalty 1961.261344 = -2235049.362229 nChanged 1 SP:Iteration 58Q (625.323369 sec): 3 clusters Score: Raw -2237010.636318 + Penalty 1961.261344 = -2235049.374974 nChanged 1 SP:Iteration 59Q (625.393899 sec): 3 clusters Score: Raw -2237010.655920 + Penalty 1961.261344 = -2235049.394576 nChanged 0 SP:Iteration 60F (625.475167 sec): 3 clusters Score: Raw -2237010.655920 + Penalty 1961.261344 = -2235049.394576 nChanged 0 Score: Raw -45897555.120890 + Penalty 40650.048773 = -45856905.072117 Splitting cluster 15 changes total score from -45855292.965273 to -45856905.072117 So it's getting split into cluster 32. Trying to split cluster 16 (5116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.658896 sec): 2 clusters Score: Raw -380528.301934 + Penalty 811.312175 = -379716.989759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.706596 sec): 3 clusters Score: Raw -377667.253742 + Penalty 1622.624351 = -376044.629392 nChanged 2205 SP:Iteration 1F (635.752407 sec): 3 clusters Score: Raw -378910.340664 + Penalty 1622.624351 = -377287.716313 nChanged 373 SP:Iteration 2F (635.812834 sec): 3 clusters Score: Raw -379178.175355 + Penalty 1622.624351 = -377555.551004 nChanged 373 SP:Iteration 3F (635.865411 sec): 3 clusters Score: Raw -379501.158836 + Penalty 1622.624351 = -377878.534485 nChanged 377 SP:Iteration 4F (635.915513 sec): 3 clusters Score: Raw -379856.603992 + Penalty 1622.624351 = -378233.979641 nChanged 385 SP:Iteration 5F (635.968078 sec): 3 clusters Score: Raw -380172.543695 + Penalty 1622.624351 = -378549.919344 nChanged 311 SP:Iteration 6F (636.011177 sec): 3 clusters Score: Raw -380381.406936 + Penalty 1622.624351 = -378758.782585 nChanged 209 SP:Iteration 7Q (636.074188 sec): 3 clusters Score: Raw -380511.182192 + Penalty 1622.624351 = -378888.557841 nChanged 148 SP:Iteration 8Q (636.118962 sec): 3 clusters Score: Raw -380584.969114 + Penalty 1622.624351 = -378962.344763 nChanged 114 SP:Iteration 9Q (636.168736 sec): 3 clusters Score: Raw -380631.049421 + Penalty 1622.624351 = -379008.425070 nChanged 95 SP:Iteration 10Q (636.226645 sec): 3 clusters Score: Raw -380671.100624 + Penalty 1622.624351 = -379048.476273 nChanged 99 SP:Iteration 11Q (636.270076 sec): 3 clusters Score: Raw -380713.889359 + Penalty 1622.624351 = -379091.265008 nChanged 87 SP:Iteration 12Q (636.323189 sec): 3 clusters Score: Raw -380754.740229 + Penalty 1622.624351 = -379132.115878 nChanged 89 SP:Iteration 13Q (636.382650 sec): 3 clusters Score: Raw -380794.774893 + Penalty 1622.624351 = -379172.150543 nChanged 79 SP:Iteration 14Q (636.424839 sec): 3 clusters Score: Raw -380823.060232 + Penalty 1622.624351 = -379200.435881 nChanged 70 SP:Iteration 15Q (636.488424 sec): 3 clusters Score: Raw -380862.528377 + Penalty 1622.624351 = -379239.904026 nChanged 79 SP:Iteration 16Q (636.535073 sec): 3 clusters Score: Raw -380905.304721 + Penalty 1622.624351 = -379282.680371 nChanged 64 SP:Iteration 17Q (636.594991 sec): 3 clusters Score: Raw -380936.620365 + Penalty 1622.624351 = -379313.996014 nChanged 75 SP:Iteration 18Q (636.639335 sec): 3 clusters Score: Raw -380978.387883 + Penalty 1622.624351 = -379355.763532 nChanged 76 SP:Iteration 19Q (636.685278 sec): 3 clusters Score: Raw -381018.897457 + Penalty 1622.624351 = -379396.273106 nChanged 65 SP:Iteration 20F (636.729584 sec): 3 clusters Score: Raw -381053.309371 + Penalty 1622.624351 = -379430.685020 nChanged 64 SP:Iteration 21Q (636.782668 sec): 3 clusters Score: Raw -381078.603670 + Penalty 1622.624351 = -379455.979319 nChanged 64 SP:Iteration 22Q (636.836844 sec): 3 clusters Score: Raw -381102.736903 + Penalty 1622.624351 = -379480.112553 nChanged 63 SP:Iteration 23Q (636.898627 sec): 3 clusters Score: Raw -381130.086669 + Penalty 1622.624351 = -379507.462318 nChanged 60 SP:Iteration 24Q (636.952277 sec): 3 clusters Score: Raw -381152.180198 + Penalty 1622.624351 = -379529.555847 nChanged 42 SP:Iteration 25Q (636.995693 sec): 3 clusters Score: Raw -381165.092156 + Penalty 1622.624351 = -379542.467806 nChanged 29 SP:Iteration 26Q (637.045047 sec): 3 clusters Score: Raw -381175.218891 + Penalty 1622.624351 = -379552.594540 nChanged 38 SP:Iteration 27Q (637.094310 sec): 3 clusters Score: Raw -381187.219921 + Penalty 1622.624351 = -379564.595570 nChanged 35 SP:Iteration 28Q (637.156768 sec): 3 clusters Score: Raw -381198.337721 + Penalty 1622.624351 = -379575.713370 nChanged 27 SP:Iteration 29Q (637.213413 sec): 3 clusters Score: Raw -381204.391923 + Penalty 1622.624351 = -379581.767572 nChanged 19 SP:Iteration 30Q (637.268140 sec): 3 clusters Score: Raw -381207.533269 + Penalty 1622.624351 = -379584.908918 nChanged 17 SP:Iteration 31Q (637.315437 sec): 3 clusters Score: Raw -381210.682226 + Penalty 1622.624351 = -379588.057875 nChanged 16 SP:Iteration 32Q (637.360647 sec): 3 clusters Score: Raw -381213.180996 + Penalty 1622.624351 = -379590.556645 nChanged 14 SP:Iteration 33Q (637.404776 sec): 3 clusters Score: Raw -381217.041117 + Penalty 1622.624351 = -379594.416766 nChanged 19 SP:Iteration 34Q (637.455341 sec): 3 clusters Score: Raw -381221.013882 + Penalty 1622.624351 = -379598.389531 nChanged 18 SP:Iteration 35Q (637.515540 sec): 3 clusters Score: Raw -381224.965547 + Penalty 1622.624351 = -379602.341196 nChanged 14 SP:Iteration 36Q (637.576356 sec): 3 clusters Score: Raw -381227.405440 + Penalty 1622.624351 = -379604.781089 nChanged 13 SP:Iteration 37Q (637.631539 sec): 3 clusters Score: Raw -381229.372687 + Penalty 1622.624351 = -379606.748336 nChanged 13 SP:Iteration 38Q (637.686391 sec): 3 clusters Score: Raw -381231.359393 + Penalty 1622.624351 = -379608.735042 nChanged 6 SP:Iteration 39Q (637.741589 sec): 3 clusters Score: Raw -381232.061769 + Penalty 1622.624351 = -379609.437418 nChanged 8 SP:Iteration 40F (637.795018 sec): 3 clusters Score: Raw -381232.999225 + Penalty 1622.624351 = -379610.374875 nChanged 4 SP:Iteration 41Q (637.831615 sec): 3 clusters Score: Raw -381233.626803 + Penalty 1622.624351 = -379611.002452 nChanged 5 SP:Iteration 42Q (637.891457 sec): 3 clusters Score: Raw -381234.305078 + Penalty 1622.624351 = -379611.680727 nChanged 3 SP:Iteration 43Q (637.941843 sec): 3 clusters Score: Raw -381235.203146 + Penalty 1622.624351 = -379612.578795 nChanged 9 SP:Iteration 44Q (637.993767 sec): 3 clusters Score: Raw -381237.187817 + Penalty 1622.624351 = -379614.563466 nChanged 7 SP:Iteration 45Q (638.046513 sec): 3 clusters Score: Raw -381239.959600 + Penalty 1622.624351 = -379617.335249 nChanged 10 SP:Iteration 46Q (638.105465 sec): 3 clusters Score: Raw -381242.520938 + Penalty 1622.624351 = -379619.896587 nChanged 9 SP:Iteration 47Q (638.145891 sec): 3 clusters Score: Raw -381244.620155 + Penalty 1622.624351 = -379621.995805 nChanged 7 SP:Iteration 48Q (638.200304 sec): 3 clusters Score: Raw -381245.487012 + Penalty 1622.624351 = -379622.862661 nChanged 5 SP:Iteration 49Q (638.254024 sec): 3 clusters Score: Raw -381246.462924 + Penalty 1622.624351 = -379623.838573 nChanged 7 SP:Iteration 50Q (638.298196 sec): 3 clusters Score: Raw -381248.217021 + Penalty 1622.624351 = -379625.592671 nChanged 11 SP:Iteration 51Q (638.360816 sec): 3 clusters Score: Raw -381251.029154 + Penalty 1622.624351 = -379628.404803 nChanged 11 SP:Iteration 52Q (638.402672 sec): 3 clusters Score: Raw -381253.767372 + Penalty 1622.624351 = -379631.143021 nChanged 9 SP:Iteration 53Q (638.464868 sec): 3 clusters Score: Raw -381255.050478 + Penalty 1622.624351 = -379632.426127 nChanged 5 SP:Iteration 54Q (638.505594 sec): 3 clusters Score: Raw -381255.926731 + Penalty 1622.624351 = -379633.302380 nChanged 7 SP:Iteration 55Q (638.558478 sec): 3 clusters Score: Raw -381256.956297 + Penalty 1622.624351 = -379634.331946 nChanged 7 SP:Iteration 56Q (638.617492 sec): 3 clusters Score: Raw -381258.109103 + Penalty 1622.624351 = -379635.484752 nChanged 6 SP:Iteration 57Q (638.668587 sec): 3 clusters Score: Raw -381259.042507 + Penalty 1622.624351 = -379636.418156 nChanged 8 SP:Iteration 58Q (638.722535 sec): 3 clusters Score: Raw -381260.171105 + Penalty 1622.624351 = -379637.546754 nChanged 6 SP:Iteration 59Q (638.784802 sec): 3 clusters Score: Raw -381261.206202 + Penalty 1622.624351 = -379638.581851 nChanged 8 SP:Iteration 60F (638.834948 sec): 3 clusters Score: Raw -381263.023878 + Penalty 1622.624351 = -379640.399527 nChanged 7 SP:Iteration 61Q (638.884828 sec): 3 clusters Score: Raw -381264.050835 + Penalty 1622.624351 = -379641.426484 nChanged 8 SP:Iteration 62Q (638.934005 sec): 3 clusters Score: Raw -381265.185515 + Penalty 1622.624351 = -379642.561164 nChanged 5 SP:Iteration 63Q (638.987336 sec): 3 clusters Score: Raw -381265.651838 + Penalty 1622.624351 = -379643.027488 nChanged 2 SP:Iteration 64Q (639.043734 sec): 3 clusters Score: Raw -381266.085283 + Penalty 1622.624351 = -379643.460932 nChanged 3 SP:Iteration 65Q (639.094392 sec): 3 clusters Score: Raw -381266.705077 + Penalty 1622.624351 = -379644.080726 nChanged 6 SP:Iteration 66Q (639.144934 sec): 3 clusters Score: Raw -381267.571890 + Penalty 1622.624351 = -379644.947539 nChanged 3 SP:Iteration 67Q (639.186839 sec): 3 clusters Score: Raw -381268.063160 + Penalty 1622.624351 = -379645.438810 nChanged 3 SP:Iteration 68Q (639.240941 sec): 3 clusters Score: Raw -381268.552699 + Penalty 1622.624351 = -379645.928348 nChanged 2 SP:Iteration 69Q (639.293821 sec): 3 clusters Score: Raw -381268.779433 + Penalty 1622.624351 = -379646.155082 nChanged 3 SP:Iteration 70Q (639.346263 sec): 3 clusters Score: Raw -381269.351841 + Penalty 1622.624351 = -379646.727490 nChanged 2 SP:Iteration 71Q (639.401076 sec): 3 clusters Score: Raw -381269.490004 + Penalty 1622.624351 = -379646.865653 nChanged 1 SP:Iteration 72Q (639.443194 sec): 3 clusters Score: Raw -381269.541339 + Penalty 1622.624351 = -379646.916988 nChanged 1 SP:Iteration 73Q (639.504053 sec): 3 clusters Score: Raw -381269.759623 + Penalty 1622.624351 = -379647.135272 nChanged 3 SP:Iteration 74Q (639.553285 sec): 3 clusters Score: Raw -381270.196077 + Penalty 1622.624351 = -379647.571726 nChanged 3 SP:Iteration 75Q (639.603286 sec): 3 clusters Score: Raw -381270.541940 + Penalty 1622.624351 = -379647.917589 nChanged 2 SP:Iteration 76Q (639.658021 sec): 3 clusters Score: Raw -381270.757262 + Penalty 1622.624351 = -379648.132911 nChanged 2 SP:Iteration 77Q (639.701450 sec): 3 clusters Score: Raw -381271.252407 + Penalty 1622.624351 = -379648.628056 nChanged 2 SP:Iteration 78Q (639.762001 sec): 3 clusters Score: Raw -381271.426972 + Penalty 1622.624351 = -379648.802621 nChanged 0 SP:Iteration 79F (639.806321 sec): 3 clusters Score: Raw -381271.426972 + Penalty 1622.624351 = -379648.802621 nChanged 0 Trying to split cluster 17 (4703 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (639.832664 sec): 2 clusters Score: Raw -270596.681367 + Penalty 803.315809 = -269793.365558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (639.886474 sec): 3 clusters Score: Raw -267993.592534 + Penalty 1606.631618 = -266386.960916 nChanged 2015 SP:Iteration 1F (639.942564 sec): 3 clusters Score: Raw -269336.518755 + Penalty 1606.631618 = -267729.887137 nChanged 417 SP:Iteration 2F (639.981687 sec): 3 clusters Score: Raw -269736.915537 + Penalty 1606.631618 = -268130.283920 nChanged 400 SP:Iteration 3F (640.032817 sec): 3 clusters Score: Raw -270116.807129 + Penalty 1606.631618 = -268510.175511 nChanged 361 SP:Iteration 4F (640.087663 sec): 3 clusters Score: Raw -270437.005086 + Penalty 1606.631618 = -268830.373468 nChanged 314 SP:Iteration 5F (640.145715 sec): 3 clusters Score: Raw -270700.330342 + Penalty 1606.631618 = -269093.698725 nChanged 251 SP:Iteration 6F (640.201948 sec): 3 clusters Score: Raw -270887.436420 + Penalty 1606.631618 = -269280.804803 nChanged 183 SP:Iteration 7Q (640.251921 sec): 3 clusters Score: Raw -271007.024160 + Penalty 1606.631618 = -269400.392543 nChanged 146 SP:Iteration 8Q (640.305418 sec): 3 clusters Score: Raw -271103.294516 + Penalty 1606.631618 = -269496.662898 nChanged 124 SP:Iteration 9Q (640.353278 sec): 3 clusters Score: Raw -271164.884810 + Penalty 1606.631618 = -269558.253193 nChanged 92 SP:Iteration 10Q (640.402363 sec): 3 clusters Score: Raw -271210.733541 + Penalty 1606.631618 = -269604.101924 nChanged 64 SP:Iteration 11Q (640.463230 sec): 3 clusters Score: Raw -271236.976357 + Penalty 1606.631618 = -269630.344739 nChanged 54 SP:Iteration 12Q (640.517372 sec): 3 clusters Score: Raw -271261.855335 + Penalty 1606.631618 = -269655.223717 nChanged 54 SP:Iteration 13Q (640.563997 sec): 3 clusters Score: Raw -271281.268872 + Penalty 1606.631618 = -269674.637255 nChanged 51 SP:Iteration 14Q (640.613213 sec): 3 clusters Score: Raw -271298.178331 + Penalty 1606.631618 = -269691.546713 nChanged 42 SP:Iteration 15Q (640.659933 sec): 3 clusters Score: Raw -271315.104872 + Penalty 1606.631618 = -269708.473255 nChanged 45 SP:Iteration 16Q (640.710438 sec): 3 clusters Score: Raw -271334.921696 + Penalty 1606.631618 = -269728.290078 nChanged 46 SP:Iteration 17Q (640.756758 sec): 3 clusters Score: Raw -271359.336045 + Penalty 1606.631618 = -269752.704428 nChanged 53 SP:Iteration 18Q (640.811257 sec): 3 clusters Score: Raw -271391.326388 + Penalty 1606.631618 = -269784.694770 nChanged 51 SP:Iteration 19Q (640.863779 sec): 3 clusters Score: Raw -271424.720803 + Penalty 1606.631618 = -269818.089186 nChanged 52 SP:Iteration 20F (640.921395 sec): 3 clusters Score: Raw -271457.029971 + Penalty 1606.631618 = -269850.398353 nChanged 57 SP:Iteration 21Q (640.968843 sec): 3 clusters Score: Raw -271488.933300 + Penalty 1606.631618 = -269882.301682 nChanged 58 SP:Iteration 22Q (641.023884 sec): 3 clusters Score: Raw -271517.402916 + Penalty 1606.631618 = -269910.771298 nChanged 53 SP:Iteration 23Q (641.078437 sec): 3 clusters Score: Raw -271537.386570 + Penalty 1606.631618 = -269930.754952 nChanged 37 SP:Iteration 24Q (641.119432 sec): 3 clusters Score: Raw -271551.583399 + Penalty 1606.631618 = -269944.951781 nChanged 30 SP:Iteration 25Q (641.164580 sec): 3 clusters Score: Raw -271561.070836 + Penalty 1606.631618 = -269954.439218 nChanged 23 SP:Iteration 26Q (641.227129 sec): 3 clusters Score: Raw -271568.614434 + Penalty 1606.631618 = -269961.982817 nChanged 19 SP:Iteration 27Q (641.277774 sec): 3 clusters Score: Raw -271573.457042 + Penalty 1606.631618 = -269966.825424 nChanged 13 SP:Iteration 28Q (641.317509 sec): 3 clusters Score: Raw -271576.929414 + Penalty 1606.631618 = -269970.297796 nChanged 13 SP:Iteration 29Q (641.380578 sec): 3 clusters Score: Raw -271581.614215 + Penalty 1606.631618 = -269974.982598 nChanged 11 SP:Iteration 30Q (641.424074 sec): 3 clusters Score: Raw -271583.814193 + Penalty 1606.631618 = -269977.182575 nChanged 7 SP:Iteration 31Q (641.473011 sec): 3 clusters Score: Raw -271585.048745 + Penalty 1606.631618 = -269978.417128 nChanged 7 SP:Iteration 32Q (641.528400 sec): 3 clusters Score: Raw -271586.117847 + Penalty 1606.631618 = -269979.486230 nChanged 4 SP:Iteration 33Q (641.593957 sec): 3 clusters Score: Raw -271586.786192 + Penalty 1606.631618 = -269980.154574 nChanged 2 SP:Iteration 34Q (641.635843 sec): 3 clusters Score: Raw -271587.200765 + Penalty 1606.631618 = -269980.569147 nChanged 3 SP:Iteration 35Q (641.691384 sec): 3 clusters Score: Raw -271588.331765 + Penalty 1606.631618 = -269981.700148 nChanged 6 SP:Iteration 36Q (641.747003 sec): 3 clusters Score: Raw -271590.602520 + Penalty 1606.631618 = -269983.970903 nChanged 7 SP:Iteration 37Q (641.803036 sec): 3 clusters Score: Raw -271592.367023 + Penalty 1606.631618 = -269985.735406 nChanged 11 SP:Iteration 38Q (641.854540 sec): 3 clusters Score: Raw -271595.971012 + Penalty 1606.631618 = -269989.339395 nChanged 8 SP:Iteration 39Q (641.901484 sec): 3 clusters Score: Raw -271597.656160 + Penalty 1606.631618 = -269991.024543 nChanged 0 SP:Iteration 40F (641.956291 sec): 3 clusters Score: Raw -271597.656160 + Penalty 1606.631618 = -269991.024543 nChanged 0 Score: Raw -45898556.095684 + Penalty 41920.362797 = -45856635.732887 Splitting cluster 17 changes total score from -45855292.965273 to -45856635.732887 So it's getting split into cluster 33. Trying to split cluster 18 (5574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (652.049684 sec): 2 clusters Score: Raw -333107.797835 + Penalty 819.457480 = -332288.340356 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (652.094761 sec): 3 clusters Score: Raw -329988.575553 + Penalty 1638.914960 = -328349.660593 nChanged 2424 SP:Iteration 1F (652.153605 sec): 3 clusters Score: Raw -331657.978346 + Penalty 1638.914960 = -330019.063386 nChanged 564 SP:Iteration 2F (652.204906 sec): 3 clusters Score: Raw -332161.999747 + Penalty 1638.914960 = -330523.084788 nChanged 481 SP:Iteration 3F (652.260507 sec): 3 clusters Score: Raw -332530.625219 + Penalty 1638.914960 = -330891.710260 nChanged 345 SP:Iteration 4F (652.306278 sec): 3 clusters Score: Raw -332799.988176 + Penalty 1638.914960 = -331161.073217 nChanged 248 SP:Iteration 5Q (652.365111 sec): 3 clusters Score: Raw -332965.945234 + Penalty 1638.914960 = -331327.030274 nChanged 177 SP:Iteration 6Q (652.423589 sec): 3 clusters Score: Raw -333077.646157 + Penalty 1638.914960 = -331438.731198 nChanged 142 SP:Iteration 7Q (652.469360 sec): 3 clusters Score: Raw -333176.524358 + Penalty 1638.914960 = -331537.609399 nChanged 144 SP:Iteration 8Q (652.520820 sec): 3 clusters Score: Raw -333282.694112 + Penalty 1638.914960 = -331643.779152 nChanged 144 SP:Iteration 9Q (652.566059 sec): 3 clusters Score: Raw -333372.823269 + Penalty 1638.914960 = -331733.908309 nChanged 124 SP:Iteration 10Q (652.625832 sec): 3 clusters Score: Raw -333450.072678 + Penalty 1638.914960 = -331811.157719 nChanged 103 SP:Iteration 11Q (652.674277 sec): 3 clusters Score: Raw -333508.340539 + Penalty 1638.914960 = -331869.425579 nChanged 93 SP:Iteration 12Q (652.737228 sec): 3 clusters Score: Raw -333555.864516 + Penalty 1638.914960 = -331916.949556 nChanged 77 SP:Iteration 13Q (652.790425 sec): 3 clusters Score: Raw -333606.677992 + Penalty 1638.914960 = -331967.763032 nChanged 82 SP:Iteration 14Q (652.834041 sec): 3 clusters Score: Raw -333647.376793 + Penalty 1638.914960 = -332008.461834 nChanged 69 SP:Iteration 15Q (652.896130 sec): 3 clusters Score: Raw -333681.835584 + Penalty 1638.914960 = -332042.920625 nChanged 72 SP:Iteration 16Q (652.954812 sec): 3 clusters Score: Raw -333730.825442 + Penalty 1638.914960 = -332091.910483 nChanged 64 SP:Iteration 17Q (653.010269 sec): 3 clusters Score: Raw -333773.644563 + Penalty 1638.914960 = -332134.729604 nChanged 62 SP:Iteration 18Q (653.053233 sec): 3 clusters Score: Raw -333808.909636 + Penalty 1638.914960 = -332169.994677 nChanged 59 SP:Iteration 19Q (653.106253 sec): 3 clusters Score: Raw -333845.156561 + Penalty 1638.914960 = -332206.241602 nChanged 55 SP:Iteration 20F (653.174327 sec): 3 clusters Score: Raw -333866.743163 + Penalty 1638.914960 = -332227.828203 nChanged 39 SP:Iteration 21Q (653.230506 sec): 3 clusters Score: Raw -333882.110413 + Penalty 1638.914960 = -332243.195453 nChanged 31 SP:Iteration 22Q (653.284283 sec): 3 clusters Score: Raw -333895.045367 + Penalty 1638.914960 = -332256.130408 nChanged 29 SP:Iteration 23Q (653.338069 sec): 3 clusters Score: Raw -333904.877477 + Penalty 1638.914960 = -332265.962517 nChanged 24 SP:Iteration 24Q (653.393813 sec): 3 clusters Score: Raw -333913.390517 + Penalty 1638.914960 = -332274.475557 nChanged 17 SP:Iteration 25Q (653.445770 sec): 3 clusters Score: Raw -333918.553850 + Penalty 1638.914960 = -332279.638890 nChanged 10 SP:Iteration 26Q (653.497023 sec): 3 clusters Score: Raw -333920.903945 + Penalty 1638.914960 = -332281.988985 nChanged 11 SP:Iteration 27Q (653.543911 sec): 3 clusters Score: Raw -333923.226139 + Penalty 1638.914960 = -332284.311179 nChanged 8 SP:Iteration 28Q (653.598386 sec): 3 clusters Score: Raw -333926.076382 + Penalty 1638.914960 = -332287.161423 nChanged 9 SP:Iteration 29Q (653.653622 sec): 3 clusters Score: Raw -333929.302025 + Penalty 1638.914960 = -332290.387065 nChanged 11 SP:Iteration 30Q (653.705105 sec): 3 clusters Score: Raw -333933.934243 + Penalty 1638.914960 = -332295.019283 nChanged 15 SP:Iteration 31Q (653.760638 sec): 3 clusters Score: Raw -333939.674159 + Penalty 1638.914960 = -332300.759199 nChanged 15 SP:Iteration 32Q (653.814704 sec): 3 clusters Score: Raw -333944.363688 + Penalty 1638.914960 = -332305.448729 nChanged 15 SP:Iteration 33Q (653.863954 sec): 3 clusters Score: Raw -333949.715250 + Penalty 1638.914960 = -332310.800291 nChanged 21 SP:Iteration 34Q (653.918243 sec): 3 clusters Score: Raw -333960.109905 + Penalty 1638.914960 = -332321.194946 nChanged 20 SP:Iteration 35Q (653.964498 sec): 3 clusters Score: Raw -333967.814868 + Penalty 1638.914960 = -332328.899909 nChanged 17 SP:Iteration 36Q (654.028473 sec): 3 clusters Score: Raw -333972.132667 + Penalty 1638.914960 = -332333.217708 nChanged 4 SP:Iteration 37Q (654.075916 sec): 3 clusters Score: Raw -333973.252122 + Penalty 1638.914960 = -332334.337162 nChanged 4 SP:Iteration 38Q (654.125061 sec): 3 clusters Score: Raw -333974.046070 + Penalty 1638.914960 = -332335.131111 nChanged 3 SP:Iteration 39Q (654.178382 sec): 3 clusters Score: Raw -333975.248943 + Penalty 1638.914960 = -332336.333984 nChanged 4 SP:Iteration 40F (654.230068 sec): 3 clusters Score: Raw -333975.981927 + Penalty 1638.914960 = -332337.066968 nChanged 4 SP:Iteration 41Q (654.282594 sec): 3 clusters Score: Raw -333976.828969 + Penalty 1638.914960 = -332337.914009 nChanged 6 SP:Iteration 42Q (654.334662 sec): 3 clusters Score: Raw -333978.073292 + Penalty 1638.914960 = -332339.158333 nChanged 6 SP:Iteration 43Q (654.383390 sec): 3 clusters Score: Raw -333979.793666 + Penalty 1638.914960 = -332340.878706 nChanged 4 SP:Iteration 44Q (654.428558 sec): 3 clusters Score: Raw -333980.840472 + Penalty 1638.914960 = -332341.925512 nChanged 2 SP:Iteration 45Q (654.495865 sec): 3 clusters Score: Raw -333981.370520 + Penalty 1638.914960 = -332342.455560 nChanged 3 SP:Iteration 46Q (654.543404 sec): 3 clusters Score: Raw -333982.839142 + Penalty 1638.914960 = -332343.924183 nChanged 6 SP:Iteration 47Q (654.600445 sec): 3 clusters Score: Raw -333984.696213 + Penalty 1638.914960 = -332345.781253 nChanged 5 SP:Iteration 48Q (654.651296 sec): 3 clusters Score: Raw -333985.736582 + Penalty 1638.914960 = -332346.821622 nChanged 3 SP:Iteration 49Q (654.706577 sec): 3 clusters Score: Raw -333986.634763 + Penalty 1638.914960 = -332347.719804 nChanged 2 SP:Iteration 50Q (654.761723 sec): 3 clusters Score: Raw -333987.114947 + Penalty 1638.914960 = -332348.199988 nChanged 5 SP:Iteration 51Q (654.809793 sec): 3 clusters Score: Raw -333988.673766 + Penalty 1638.914960 = -332349.758807 nChanged 5 SP:Iteration 52Q (654.856613 sec): 3 clusters Score: Raw -333990.579676 + Penalty 1638.914960 = -332351.664717 nChanged 5 SP:Iteration 53Q (654.914514 sec): 3 clusters Score: Raw -333991.851231 + Penalty 1638.914960 = -332352.936271 nChanged 5 SP:Iteration 54Q (654.954456 sec): 3 clusters Score: Raw -333992.857350 + Penalty 1638.914960 = -332353.942391 nChanged 5 SP:Iteration 55Q (655.016546 sec): 3 clusters Score: Raw -333994.405277 + Penalty 1638.914960 = -332355.490317 nChanged 7 SP:Iteration 56Q (655.069894 sec): 3 clusters Score: Raw -333996.973475 + Penalty 1638.914960 = -332358.058516 nChanged 4 SP:Iteration 57Q (655.123350 sec): 3 clusters Score: Raw -333997.578248 + Penalty 1638.914960 = -332358.663288 nChanged 1 SP:Iteration 58Q (655.172575 sec): 3 clusters Score: Raw -333997.928366 + Penalty 1638.914960 = -332359.013406 nChanged 1 SP:Iteration 59Q (655.228213 sec): 3 clusters Score: Raw -333998.065584 + Penalty 1638.914960 = -332359.150624 nChanged 0 SP:Iteration 60F (655.278050 sec): 3 clusters Score: Raw -333998.065584 + Penalty 1638.914960 = -332359.150624 nChanged 0 Score: Raw -45899446.363432 + Penalty 43190.676821 = -45856255.686611 Splitting cluster 18 changes total score from -45855292.965273 to -45856255.686611 So it's getting split into cluster 34. Trying to split cluster 19 (86905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.007448 sec): 2 clusters Score: Raw -6334938.814199 + Penalty 1080.394230 = -6333858.419968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.162145 sec): 3 clusters Score: Raw -6277697.139460 + Penalty 2160.788461 = -6275536.351000 nChanged 41854 SP:Iteration 1F (666.311719 sec): 3 clusters Score: Raw -6303550.917500 + Penalty 2160.788461 = -6301390.129039 nChanged 4653 SP:Iteration 2F (666.464223 sec): 3 clusters Score: Raw -6305752.149895 + Penalty 2160.788461 = -6303591.361434 nChanged 5259 SP:Iteration 3F (666.607316 sec): 3 clusters Score: Raw -6308794.037317 + Penalty 2160.788461 = -6306633.248856 nChanged 5880 SP:Iteration 4F (666.761279 sec): 3 clusters Score: Raw -6312772.513302 + Penalty 2160.788461 = -6310611.724841 nChanged 6221 SP:Iteration 5F (666.908077 sec): 3 clusters Score: Raw -6317110.568673 + Penalty 2160.788461 = -6314949.780213 nChanged 5722 SP:Iteration 6F (667.056526 sec): 3 clusters Score: Raw -6321015.388892 + Penalty 2160.788461 = -6318854.600432 nChanged 4645 SP:Iteration 7F (667.208851 sec): 3 clusters Score: Raw -6324000.561118 + Penalty 2160.788461 = -6321839.772657 nChanged 3664 SP:Iteration 8Q (667.362725 sec): 3 clusters Score: Raw -6325907.651176 + Penalty 2160.788461 = -6323746.862715 nChanged 2677 SP:Iteration 9Q (667.508309 sec): 3 clusters Score: Raw -6326990.299125 + Penalty 2160.788461 = -6324829.510664 nChanged 1907 SP:Iteration 10Q (667.662523 sec): 3 clusters Score: Raw -6327546.666649 + Penalty 2160.788461 = -6325385.878188 nChanged 1381 SP:Iteration 11Q (667.816580 sec): 3 clusters Score: Raw -6327848.008115 + Penalty 2160.788461 = -6325687.219654 nChanged 1071 SP:Iteration 12Q (667.968701 sec): 3 clusters Score: Raw -6328063.121664 + Penalty 2160.788461 = -6325902.333203 nChanged 978 SP:Iteration 13Q (668.129026 sec): 3 clusters Score: Raw -6328245.924153 + Penalty 2160.788461 = -6326085.135692 nChanged 886 SP:Iteration 14Q (668.271880 sec): 3 clusters Score: Raw -6328399.512664 + Penalty 2160.788461 = -6326238.724203 nChanged 810 SP:Iteration 15Q (668.420021 sec): 3 clusters Score: Raw -6328525.020576 + Penalty 2160.788461 = -6326364.232115 nChanged 725 SP:Iteration 16Q (668.570668 sec): 3 clusters Score: Raw -6328625.387832 + Penalty 2160.788461 = -6326464.599371 nChanged 655 SP:Iteration 17Q (668.722007 sec): 3 clusters Score: Raw -6328706.521288 + Penalty 2160.788461 = -6326545.732827 nChanged 630 SP:Iteration 18Q (668.871608 sec): 3 clusters Score: Raw -6328786.889273 + Penalty 2160.788461 = -6326626.100812 nChanged 604 SP:Iteration 19Q (669.025656 sec): 3 clusters Score: Raw -6328866.036867 + Penalty 2160.788461 = -6326705.248407 nChanged 617 SP:Iteration 20F (669.174915 sec): 3 clusters Score: Raw -6328947.547056 + Penalty 2160.788461 = -6326786.758595 nChanged 631 SP:Iteration 21Q (669.336111 sec): 3 clusters Score: Raw -6329033.749576 + Penalty 2160.788461 = -6326872.961115 nChanged 661 SP:Iteration 22Q (669.494443 sec): 3 clusters Score: Raw -6329128.707077 + Penalty 2160.788461 = -6326967.918616 nChanged 713 SP:Iteration 23Q (669.649572 sec): 3 clusters Score: Raw -6329233.340615 + Penalty 2160.788461 = -6327072.552154 nChanged 719 SP:Iteration 24Q (669.804675 sec): 3 clusters Score: Raw -6329345.732830 + Penalty 2160.788461 = -6327184.944369 nChanged 767 SP:Iteration 25Q (669.965689 sec): 3 clusters Score: Raw -6329470.230404 + Penalty 2160.788461 = -6327309.441943 nChanged 760 SP:Iteration 26Q (670.117114 sec): 3 clusters Score: Raw -6329598.965162 + Penalty 2160.788461 = -6327438.176701 nChanged 833 SP:Iteration 27Q (670.267585 sec): 3 clusters Score: Raw -6329761.931739 + Penalty 2160.788461 = -6327601.143278 nChanged 882 SP:Iteration 28Q (670.420012 sec): 3 clusters Score: Raw -6329955.215018 + Penalty 2160.788461 = -6327794.426557 nChanged 923 SP:Iteration 29Q (670.573012 sec): 3 clusters Score: Raw -6330165.132195 + Penalty 2160.788461 = -6328004.343734 nChanged 959 SP:Iteration 30Q (670.731660 sec): 3 clusters Score: Raw -6330410.581800 + Penalty 2160.788461 = -6328249.793339 nChanged 1034 SP:Iteration 31Q (670.875484 sec): 3 clusters Score: Raw -6330725.860801 + Penalty 2160.788461 = -6328565.072340 nChanged 1077 SP:Iteration 32Q (671.026999 sec): 3 clusters Score: Raw -6331075.498730 + Penalty 2160.788461 = -6328914.710269 nChanged 1064 SP:Iteration 33Q (671.187026 sec): 3 clusters Score: Raw -6331473.026059 + Penalty 2160.788461 = -6329312.237598 nChanged 1117 SP:Iteration 34Q (671.336703 sec): 3 clusters Score: Raw -6331966.803952 + Penalty 2160.788461 = -6329806.015492 nChanged 1163 SP:Iteration 35Q (671.490857 sec): 3 clusters Score: Raw -6332593.264917 + Penalty 2160.788461 = -6330432.476456 nChanged 1124 SP:Iteration 36Q (671.641165 sec): 3 clusters Score: Raw -6333265.316243 + Penalty 2160.788461 = -6331104.527782 nChanged 1071 SP:Iteration 37Q (671.790273 sec): 3 clusters Score: Raw -6333872.085235 + Penalty 2160.788461 = -6331711.296774 nChanged 931 SP:Iteration 38Q (671.943763 sec): 3 clusters Score: Raw -6334313.575270 + Penalty 2160.788461 = -6332152.786809 nChanged 837 SP:Iteration 39Q (672.071169 sec): 3 clusters Score: Raw -6334681.016061 + Penalty 2160.788461 = -6332520.227600 nChanged 771 SP:Iteration 40F (672.225253 sec): 3 clusters Score: Raw -6335013.827267 + Penalty 2160.788461 = -6332853.038806 nChanged 702 SP:Iteration 41Q (672.361252 sec): 3 clusters Score: Raw -6335309.869689 + Penalty 2160.788461 = -6333149.081228 nChanged 654 SP:Iteration 42Q (672.505850 sec): 3 clusters Score: Raw -6335549.894934 + Penalty 2160.788461 = -6333389.106473 nChanged 533 SP:Iteration 43Q (672.639313 sec): 3 clusters Score: Raw -6335733.490010 + Penalty 2160.788461 = -6333572.701549 nChanged 488 SP:Iteration 44Q (672.784274 sec): 3 clusters Score: Raw -6335893.683295 + Penalty 2160.788461 = -6333732.894834 nChanged 417 SP:Iteration 45Q (672.930394 sec): 3 clusters Score: Raw -6336015.773928 + Penalty 2160.788461 = -6333854.985467 nChanged 373 SP:Iteration 46Q (673.074520 sec): 3 clusters Score: Raw -6336114.640567 + Penalty 2160.788461 = -6333953.852106 nChanged 335 SP:Iteration 47Q (673.216213 sec): 3 clusters Score: Raw -6336190.415685 + Penalty 2160.788461 = -6334029.627224 nChanged 296 SP:Iteration 48Q (673.361037 sec): 3 clusters Score: Raw -6336251.784606 + Penalty 2160.788461 = -6334090.996145 nChanged 252 SP:Iteration 49Q (673.507195 sec): 3 clusters Score: Raw -6336300.315466 + Penalty 2160.788461 = -6334139.527005 nChanged 232 SP:Iteration 50Q (673.650496 sec): 3 clusters Score: Raw -6336340.491380 + Penalty 2160.788461 = -6334179.702919 nChanged 195 SP:Iteration 51Q (673.788833 sec): 3 clusters Score: Raw -6336371.063862 + Penalty 2160.788461 = -6334210.275401 nChanged 168 SP:Iteration 52Q (673.926503 sec): 3 clusters Score: Raw -6336392.304621 + Penalty 2160.788461 = -6334231.516161 nChanged 137 SP:Iteration 53Q (674.059992 sec): 3 clusters Score: Raw -6336408.083914 + Penalty 2160.788461 = -6334247.295453 nChanged 119 SP:Iteration 54Q (674.187426 sec): 3 clusters Score: Raw -6336422.614048 + Penalty 2160.788461 = -6334261.825587 nChanged 126 SP:Iteration 55Q (674.323509 sec): 3 clusters Score: Raw -6336437.196101 + Penalty 2160.788461 = -6334276.407640 nChanged 101 SP:Iteration 56Q (674.455816 sec): 3 clusters Score: Raw -6336447.377033 + Penalty 2160.788461 = -6334286.588572 nChanged 96 SP:Iteration 57Q (674.591559 sec): 3 clusters Score: Raw -6336455.699685 + Penalty 2160.788461 = -6334294.911224 nChanged 62 SP:Iteration 58Q (674.731468 sec): 3 clusters Score: Raw -6336460.650012 + Penalty 2160.788461 = -6334299.861552 nChanged 71 SP:Iteration 59Q (674.868588 sec): 3 clusters Score: Raw -6336466.797609 + Penalty 2160.788461 = -6334306.009148 nChanged 75 SP:Iteration 60F (675.023047 sec): 3 clusters Score: Raw -6336473.161378 + Penalty 2160.788461 = -6334312.372917 nChanged 69 SP:Iteration 61Q (675.156924 sec): 3 clusters Score: Raw -6336477.659662 + Penalty 2160.788461 = -6334316.871201 nChanged 55 SP:Iteration 62Q (675.298661 sec): 3 clusters Score: Raw -6336480.467048 + Penalty 2160.788461 = -6334319.678587 nChanged 43 SP:Iteration 63Q (675.427975 sec): 3 clusters Score: Raw -6336482.781758 + Penalty 2160.788461 = -6334321.993297 nChanged 44 SP:Iteration 64Q (675.568940 sec): 3 clusters Score: Raw -6336485.244398 + Penalty 2160.788461 = -6334324.455937 nChanged 39 SP:Iteration 65Q (675.699837 sec): 3 clusters Score: Raw -6336487.645500 + Penalty 2160.788461 = -6334326.857039 nChanged 55 SP:Iteration 66Q (675.832874 sec): 3 clusters Score: Raw -6336490.921864 + Penalty 2160.788461 = -6334330.133403 nChanged 44 SP:Iteration 67Q (675.977198 sec): 3 clusters Score: Raw -6336493.569972 + Penalty 2160.788461 = -6334332.781511 nChanged 40 SP:Iteration 68Q (676.114172 sec): 3 clusters Score: Raw -6336495.753764 + Penalty 2160.788461 = -6334334.965303 nChanged 42 SP:Iteration 69Q (676.253908 sec): 3 clusters Score: Raw -6336497.838982 + Penalty 2160.788461 = -6334337.050521 nChanged 39 SP:Iteration 70Q (676.397312 sec): 3 clusters Score: Raw -6336499.809152 + Penalty 2160.788461 = -6334339.020691 nChanged 41 SP:Iteration 71Q (676.529196 sec): 3 clusters Score: Raw -6336502.283466 + Penalty 2160.788461 = -6334341.495005 nChanged 44 SP:Iteration 72Q (676.671192 sec): 3 clusters Score: Raw -6336504.686473 + Penalty 2160.788461 = -6334343.898012 nChanged 31 SP:Iteration 73Q (676.811290 sec): 3 clusters Score: Raw -6336505.954301 + Penalty 2160.788461 = -6334345.165840 nChanged 31 SP:Iteration 74Q (676.951480 sec): 3 clusters Score: Raw -6336507.569031 + Penalty 2160.788461 = -6334346.780570 nChanged 29 SP:Iteration 75Q (677.081150 sec): 3 clusters Score: Raw -6336508.774782 + Penalty 2160.788461 = -6334347.986321 nChanged 23 SP:Iteration 76Q (677.225291 sec): 3 clusters Score: Raw -6336510.024067 + Penalty 2160.788461 = -6334349.235606 nChanged 30 SP:Iteration 77Q (677.360728 sec): 3 clusters Score: Raw -6336511.653066 + Penalty 2160.788461 = -6334350.864605 nChanged 33 SP:Iteration 78Q (677.500250 sec): 3 clusters Score: Raw -6336513.358027 + Penalty 2160.788461 = -6334352.569566 nChanged 37 SP:Iteration 79Q (677.618519 sec): 3 clusters Score: Raw -6336515.681364 + Penalty 2160.788461 = -6334354.892903 nChanged 36 SP:Iteration 80F (677.770428 sec): 3 clusters Score: Raw -6336517.701384 + Penalty 2160.788461 = -6334356.912923 nChanged 36 SP:Iteration 81Q (677.908017 sec): 3 clusters Score: Raw -6336520.305531 + Penalty 2160.788461 = -6334359.517070 nChanged 44 SP:Iteration 82Q (678.043209 sec): 3 clusters Score: Raw -6336523.296957 + Penalty 2160.788461 = -6334362.508496 nChanged 42 SP:Iteration 83Q (678.177062 sec): 3 clusters Score: Raw -6336526.031048 + Penalty 2160.788461 = -6334365.242587 nChanged 37 SP:Iteration 84Q (678.309960 sec): 3 clusters Score: Raw -6336528.561302 + Penalty 2160.788461 = -6334367.772841 nChanged 41 SP:Iteration 85Q (678.452292 sec): 3 clusters Score: Raw -6336530.742635 + Penalty 2160.788461 = -6334369.954174 nChanged 31 SP:Iteration 86Q (678.589187 sec): 3 clusters Score: Raw -6336532.423446 + Penalty 2160.788461 = -6334371.634985 nChanged 37 SP:Iteration 87Q (678.726004 sec): 3 clusters Score: Raw -6336533.868064 + Penalty 2160.788461 = -6334373.079603 nChanged 30 SP:Iteration 88Q (678.868556 sec): 3 clusters Score: Raw -6336535.219885 + Penalty 2160.788461 = -6334374.431424 nChanged 35 SP:Iteration 89Q (679.004799 sec): 3 clusters Score: Raw -6336536.729070 + Penalty 2160.788461 = -6334375.940609 nChanged 30 SP:Iteration 90Q (679.143252 sec): 3 clusters Score: Raw -6336538.266254 + Penalty 2160.788461 = -6334377.477793 nChanged 34 SP:Iteration 91Q (679.278851 sec): 3 clusters Score: Raw -6336539.772940 + Penalty 2160.788461 = -6334378.984479 nChanged 32 SP:Iteration 92Q (679.421354 sec): 3 clusters Score: Raw -6336541.256613 + Penalty 2160.788461 = -6334380.468152 nChanged 33 SP:Iteration 93Q (679.572237 sec): 3 clusters Score: Raw -6336542.723006 + Penalty 2160.788461 = -6334381.934546 nChanged 34 SP:Iteration 94Q (679.712329 sec): 3 clusters Score: Raw -6336544.232358 + Penalty 2160.788461 = -6334383.443897 nChanged 33 SP:Iteration 95Q (679.855474 sec): 3 clusters Score: Raw -6336545.913692 + Penalty 2160.788461 = -6334385.125231 nChanged 44 SP:Iteration 96Q (679.986691 sec): 3 clusters Score: Raw -6336547.927854 + Penalty 2160.788461 = -6334387.139393 nChanged 42 SP:Iteration 97Q (680.141511 sec): 3 clusters Score: Raw -6336549.945077 + Penalty 2160.788461 = -6334389.156616 nChanged 41 SP:Iteration 98Q (680.271872 sec): 3 clusters Score: Raw -6336552.281933 + Penalty 2160.788461 = -6334391.493472 nChanged 42 SP:Iteration 99Q (680.408267 sec): 3 clusters Score: Raw -6336554.597824 + Penalty 2160.788461 = -6334393.809363 nChanged 37 SP:Iteration 100F (680.560436 sec): 3 clusters Score: Raw -6336556.163342 + Penalty 2160.788461 = -6334395.374881 nChanged 30 SP:Iteration 101Q (680.707871 sec): 3 clusters Score: Raw -6336557.352295 + Penalty 2160.788461 = -6334396.563834 nChanged 22 SP:Iteration 102Q (680.851534 sec): 3 clusters Score: Raw -6336558.287904 + Penalty 2160.788461 = -6334397.499443 nChanged 21 SP:Iteration 103Q (680.987456 sec): 3 clusters Score: Raw -6336559.425702 + Penalty 2160.788461 = -6334398.637241 nChanged 30 SP:Iteration 104Q (681.124322 sec): 3 clusters Score: Raw -6336560.542329 + Penalty 2160.788461 = -6334399.753868 nChanged 23 SP:Iteration 105Q (681.262796 sec): 3 clusters Score: Raw -6336561.319888 + Penalty 2160.788461 = -6334400.531427 nChanged 17 SP:Iteration 106Q (681.409556 sec): 3 clusters Score: Raw -6336561.986509 + Penalty 2160.788461 = -6334401.198048 nChanged 17 SP:Iteration 107Q (681.546167 sec): 3 clusters Score: Raw -6336562.756410 + Penalty 2160.788461 = -6334401.967949 nChanged 24 SP:Iteration 108Q (681.678339 sec): 3 clusters Score: Raw -6336563.870591 + Penalty 2160.788461 = -6334403.082130 nChanged 22 SP:Iteration 109Q (681.813150 sec): 3 clusters Score: Raw -6336564.924154 + Penalty 2160.788461 = -6334404.135693 nChanged 25 SP:Iteration 110Q (681.942109 sec): 3 clusters Score: Raw -6336566.240723 + Penalty 2160.788461 = -6334405.452262 nChanged 31 SP:Iteration 111Q (682.076585 sec): 3 clusters Score: Raw -6336567.572337 + Penalty 2160.788461 = -6334406.783876 nChanged 26 SP:Iteration 112Q (682.213283 sec): 3 clusters Score: Raw -6336568.618640 + Penalty 2160.788461 = -6334407.830179 nChanged 26 SP:Iteration 113Q (682.360046 sec): 3 clusters Score: Raw -6336569.920612 + Penalty 2160.788461 = -6334409.132151 nChanged 35 SP:Iteration 114Q (682.489389 sec): 3 clusters Score: Raw -6336571.405600 + Penalty 2160.788461 = -6334410.617139 nChanged 32 SP:Iteration 115Q (682.636563 sec): 3 clusters Score: Raw -6336572.702999 + Penalty 2160.788461 = -6334411.914538 nChanged 28 SP:Iteration 116Q (682.781485 sec): 3 clusters Score: Raw -6336573.884035 + Penalty 2160.788461 = -6334413.095574 nChanged 24 SP:Iteration 117Q (682.917736 sec): 3 clusters Score: Raw -6336575.110133 + Penalty 2160.788461 = -6334414.321672 nChanged 20 SP:Iteration 118Q (683.059366 sec): 3 clusters Score: Raw -6336576.183799 + Penalty 2160.788461 = -6334415.395338 nChanged 23 SP:Iteration 119Q (683.200889 sec): 3 clusters Score: Raw -6336577.270477 + Penalty 2160.788461 = -6334416.482016 nChanged 18 SP:Iteration 120F (683.355191 sec): 3 clusters Score: Raw -6336577.946786 + Penalty 2160.788461 = -6334417.158325 nChanged 21 SP:Iteration 121Q (683.500035 sec): 3 clusters Score: Raw -6336578.899929 + Penalty 2160.788461 = -6334418.111468 nChanged 22 SP:Iteration 122Q (683.622362 sec): 3 clusters Score: Raw -6336579.958177 + Penalty 2160.788461 = -6334419.169716 nChanged 19 SP:Iteration 123Q (683.753549 sec): 3 clusters Score: Raw -6336580.903360 + Penalty 2160.788461 = -6334420.114899 nChanged 20 SP:Iteration 124Q (683.897460 sec): 3 clusters Score: Raw -6336581.796691 + Penalty 2160.788461 = -6334421.008230 nChanged 17 SP:Iteration 125Q (684.033056 sec): 3 clusters Score: Raw -6336582.427772 + Penalty 2160.788461 = -6334421.639311 nChanged 15 SP:Iteration 126Q (684.166978 sec): 3 clusters Score: Raw -6336582.867360 + Penalty 2160.788461 = -6334422.078899 nChanged 8 SP:Iteration 127Q (684.299286 sec): 3 clusters Score: Raw -6336583.218491 + Penalty 2160.788461 = -6334422.430030 nChanged 6 SP:Iteration 128Q (684.430836 sec): 3 clusters Score: Raw -6336583.364303 + Penalty 2160.788461 = -6334422.575842 nChanged 5 SP:Iteration 129Q (684.565704 sec): 3 clusters Score: Raw -6336583.467391 + Penalty 2160.788461 = -6334422.678930 nChanged 6 SP:Iteration 130Q (684.713117 sec): 3 clusters Score: Raw -6336583.607876 + Penalty 2160.788461 = -6334422.819415 nChanged 4 SP:Iteration 131Q (684.842963 sec): 3 clusters Score: Raw -6336583.734900 + Penalty 2160.788461 = -6334422.946440 nChanged 4 SP:Iteration 132Q (684.986460 sec): 3 clusters Score: Raw -6336583.843753 + Penalty 2160.788461 = -6334423.055292 nChanged 4 SP:Iteration 133Q (685.128387 sec): 3 clusters Score: Raw -6336583.951839 + Penalty 2160.788461 = -6334423.163378 nChanged 7 SP:Iteration 134Q (685.263305 sec): 3 clusters Score: Raw -6336584.064190 + Penalty 2160.788461 = -6334423.275729 nChanged 3 SP:Iteration 135Q (685.405153 sec): 3 clusters Score: Raw -6336584.132571 + Penalty 2160.788461 = -6334423.344111 nChanged 8 SP:Iteration 136Q (685.541185 sec): 3 clusters Score: Raw -6336584.388462 + Penalty 2160.788461 = -6334423.600001 nChanged 11 SP:Iteration 137Q (685.672680 sec): 3 clusters Score: Raw -6336584.674101 + Penalty 2160.788461 = -6334423.885641 nChanged 9 SP:Iteration 138Q (685.805398 sec): 3 clusters Score: Raw -6336584.889689 + Penalty 2160.788461 = -6334424.101228 nChanged 4 SP:Iteration 139Q (685.936819 sec): 3 clusters Score: Raw -6336584.947573 + Penalty 2160.788461 = -6334424.159113 nChanged 2 SP:Iteration 140F (686.086929 sec): 3 clusters Score: Raw -6336585.036844 + Penalty 2160.788461 = -6334424.248383 nChanged 4 SP:Iteration 141Q (686.215409 sec): 3 clusters Score: Raw -6336585.177374 + Penalty 2160.788461 = -6334424.388913 nChanged 5 SP:Iteration 142Q (686.346332 sec): 3 clusters Score: Raw -6336585.362713 + Penalty 2160.788461 = -6334424.574252 nChanged 5 SP:Iteration 143Q (686.479829 sec): 3 clusters Score: Raw -6336585.493305 + Penalty 2160.788461 = -6334424.704844 nChanged 3 SP:Iteration 144Q (686.616365 sec): 3 clusters Score: Raw -6336585.609732 + Penalty 2160.788461 = -6334424.821271 nChanged 4 SP:Iteration 145Q (686.752311 sec): 3 clusters Score: Raw -6336585.681591 + Penalty 2160.788461 = -6334424.893130 nChanged 5 SP:Iteration 146Q (686.891370 sec): 3 clusters Score: Raw -6336585.850881 + Penalty 2160.788461 = -6334425.062420 nChanged 5 SP:Iteration 147Q (687.008826 sec): 3 clusters Score: Raw -6336585.983628 + Penalty 2160.788461 = -6334425.195167 nChanged 4 SP:Iteration 148Q (687.142388 sec): 3 clusters Score: Raw -6336586.095478 + Penalty 2160.788461 = -6334425.307017 nChanged 4 SP:Iteration 149Q (687.269617 sec): 3 clusters Score: Raw -6336586.197501 + Penalty 2160.788461 = -6334425.409040 nChanged 6 SP:Iteration 150Q (687.406519 sec): 3 clusters Score: Raw -6336586.341857 + Penalty 2160.788461 = -6334425.553396 nChanged 4 SP:Iteration 151Q (687.542452 sec): 3 clusters Score: Raw -6336586.477014 + Penalty 2160.788461 = -6334425.688553 nChanged 6 SP:Iteration 152Q (687.685617 sec): 3 clusters Score: Raw -6336586.626385 + Penalty 2160.788461 = -6334425.837924 nChanged 7 SP:Iteration 153Q (687.826825 sec): 3 clusters Score: Raw -6336586.880467 + Penalty 2160.788461 = -6334426.092006 nChanged 5 SP:Iteration 154Q (687.967500 sec): 3 clusters Score: Raw -6336586.959465 + Penalty 2160.788461 = -6334426.171004 nChanged 0 SP:Iteration 155F (688.111461 sec): 3 clusters Score: Raw -6336586.959465 + Penalty 2160.788461 = -6334426.171004 nChanged 0 Score: Raw -45901094.508697 + Penalty 44460.990845 = -45856633.517852 Splitting cluster 19 changes total score from -45855292.965273 to -45856633.517852 So it's getting split into cluster 35. Trying to split cluster 20 (2088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.998454 sec): 2 clusters Score: Raw -117107.802597 + Penalty 726.176385 = -116381.626212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (699.039841 sec): 3 clusters Score: Raw -116128.497038 + Penalty 1452.352770 = -114676.144268 nChanged 841 SP:Iteration 1F (699.090039 sec): 3 clusters Score: Raw -116718.357925 + Penalty 1452.352770 = -115266.005155 nChanged 194 SP:Iteration 2F (699.120067 sec): 3 clusters Score: Raw -116910.860516 + Penalty 1452.352770 = -115458.507745 nChanged 154 SP:Iteration 3F (699.178163 sec): 3 clusters Score: Raw -117110.788830 + Penalty 1452.352770 = -115658.436059 nChanged 157 SP:Iteration 4F (699.217465 sec): 3 clusters Score: Raw -117354.927663 + Penalty 1452.352770 = -115902.574893 nChanged 145 SP:Iteration 5F (699.253160 sec): 3 clusters Score: Raw -117536.798811 + Penalty 1452.352770 = -116084.446040 nChanged 100 SP:Iteration 6Q (699.301775 sec): 3 clusters Score: Raw -117657.592257 + Penalty 1452.352770 = -116205.239486 nChanged 67 SP:Iteration 7Q (699.349401 sec): 3 clusters Score: Raw -117718.103998 + Penalty 1452.352770 = -116265.751228 nChanged 47 SP:Iteration 8Q (699.382053 sec): 3 clusters Score: Raw -117759.592589 + Penalty 1452.352770 = -116307.239819 nChanged 41 SP:Iteration 9Q (699.414748 sec): 3 clusters Score: Raw -117800.249347 + Penalty 1452.352770 = -116347.896576 nChanged 30 SP:Iteration 10Q (699.443542 sec): 3 clusters Score: Raw -117828.752737 + Penalty 1452.352770 = -116376.399967 nChanged 28 SP:Iteration 11Q (699.487529 sec): 3 clusters Score: Raw -117858.935790 + Penalty 1452.352770 = -116406.583020 nChanged 32 SP:Iteration 12Q (699.524620 sec): 3 clusters Score: Raw -117895.926034 + Penalty 1452.352770 = -116443.573264 nChanged 23 SP:Iteration 13Q (699.566961 sec): 3 clusters Score: Raw -117913.612047 + Penalty 1452.352770 = -116461.259277 nChanged 21 SP:Iteration 14Q (699.605281 sec): 3 clusters Score: Raw -117940.106866 + Penalty 1452.352770 = -116487.754096 nChanged 24 SP:Iteration 15Q (699.644366 sec): 3 clusters Score: Raw -117956.846600 + Penalty 1452.352770 = -116504.493830 nChanged 24 SP:Iteration 16Q (699.679580 sec): 3 clusters Score: Raw -117978.342322 + Penalty 1452.352770 = -116525.989552 nChanged 25 SP:Iteration 17Q (699.716970 sec): 3 clusters Score: Raw -117998.684914 + Penalty 1452.352770 = -116546.332144 nChanged 19 SP:Iteration 18Q (699.756573 sec): 3 clusters Score: Raw -118014.790847 + Penalty 1452.352770 = -116562.438077 nChanged 19 SP:Iteration 19Q (699.810687 sec): 3 clusters Score: Raw -118037.288682 + Penalty 1452.352770 = -116584.935912 nChanged 19 SP:Iteration 20F (699.852732 sec): 3 clusters Score: Raw -118058.460765 + Penalty 1452.352770 = -116606.107995 nChanged 21 SP:Iteration 21Q (699.896034 sec): 3 clusters Score: Raw -118090.713081 + Penalty 1452.352770 = -116638.360310 nChanged 33 SP:Iteration 22Q (699.946818 sec): 3 clusters Score: Raw -118130.351947 + Penalty 1452.352770 = -116677.999176 nChanged 42 SP:Iteration 23Q (699.985451 sec): 3 clusters Score: Raw -118176.464082 + Penalty 1452.352770 = -116724.111312 nChanged 43 SP:Iteration 24Q (700.028054 sec): 3 clusters Score: Raw -118239.857993 + Penalty 1452.352770 = -116787.505223 nChanged 48 SP:Iteration 25Q (700.084628 sec): 3 clusters Score: Raw -118296.558214 + Penalty 1452.352770 = -116844.205444 nChanged 37 SP:Iteration 26Q (700.123374 sec): 3 clusters Score: Raw -118343.518735 + Penalty 1452.352770 = -116891.165964 nChanged 42 SP:Iteration 27Q (700.183782 sec): 3 clusters Score: Raw -118379.182439 + Penalty 1452.352770 = -116926.829669 nChanged 41 SP:Iteration 28Q (700.212474 sec): 3 clusters Score: Raw -118417.585749 + Penalty 1452.352770 = -116965.232979 nChanged 43 SP:Iteration 29Q (700.262952 sec): 3 clusters Score: Raw -118449.150594 + Penalty 1452.352770 = -116996.797824 nChanged 32 SP:Iteration 30Q (700.309579 sec): 3 clusters Score: Raw -118468.772997 + Penalty 1452.352770 = -117016.420226 nChanged 26 SP:Iteration 31Q (700.352272 sec): 3 clusters Score: Raw -118490.476178 + Penalty 1452.352770 = -117038.123408 nChanged 27 SP:Iteration 32Q (700.394631 sec): 3 clusters Score: Raw -118515.897145 + Penalty 1452.352770 = -117063.544375 nChanged 25 SP:Iteration 33Q (700.434926 sec): 3 clusters Score: Raw -118536.491463 + Penalty 1452.352770 = -117084.138693 nChanged 26 SP:Iteration 34Q (700.491946 sec): 3 clusters Score: Raw -118556.830388 + Penalty 1452.352770 = -117104.477618 nChanged 19 SP:Iteration 35Q (700.530155 sec): 3 clusters Score: Raw -118571.537361 + Penalty 1452.352770 = -117119.184590 nChanged 24 SP:Iteration 36Q (700.580856 sec): 3 clusters Score: Raw -118589.644129 + Penalty 1452.352770 = -117137.291358 nChanged 27 SP:Iteration 37Q (700.626022 sec): 3 clusters Score: Raw -118619.156770 + Penalty 1452.352770 = -117166.803999 nChanged 26 SP:Iteration 38Q (700.662929 sec): 3 clusters Score: Raw -118644.479375 + Penalty 1452.352770 = -117192.126605 nChanged 32 SP:Iteration 39Q (700.708688 sec): 3 clusters Score: Raw -118678.242740 + Penalty 1452.352770 = -117225.889969 nChanged 24 SP:Iteration 40F (700.756750 sec): 3 clusters Score: Raw -118703.799539 + Penalty 1452.352770 = -117251.446769 nChanged 18 SP:Iteration 41Q (700.803370 sec): 3 clusters Score: Raw -118724.388482 + Penalty 1452.352770 = -117272.035712 nChanged 15 SP:Iteration 42Q (700.842623 sec): 3 clusters Score: Raw -118738.587968 + Penalty 1452.352770 = -117286.235198 nChanged 11 SP:Iteration 43Q (700.891456 sec): 3 clusters Score: Raw -118748.605184 + Penalty 1452.352770 = -117296.252413 nChanged 11 SP:Iteration 44Q (700.939262 sec): 3 clusters Score: Raw -118757.411284 + Penalty 1452.352770 = -117305.058514 nChanged 9 SP:Iteration 45Q (700.987685 sec): 3 clusters Score: Raw -118763.801885 + Penalty 1452.352770 = -117311.449114 nChanged 8 SP:Iteration 46Q (701.036425 sec): 3 clusters Score: Raw -118770.220794 + Penalty 1452.352770 = -117317.868024 nChanged 9 SP:Iteration 47Q (701.074046 sec): 3 clusters Score: Raw -118777.138099 + Penalty 1452.352770 = -117324.785329 nChanged 7 SP:Iteration 48Q (701.115641 sec): 3 clusters Score: Raw -118781.027045 + Penalty 1452.352770 = -117328.674275 nChanged 6 SP:Iteration 49Q (701.164554 sec): 3 clusters Score: Raw -118783.899410 + Penalty 1452.352770 = -117331.546640 nChanged 5 SP:Iteration 50Q (701.219222 sec): 3 clusters Score: Raw -118787.601963 + Penalty 1452.352770 = -117335.249193 nChanged 5 SP:Iteration 51Q (701.261526 sec): 3 clusters Score: Raw -118789.482287 + Penalty 1452.352770 = -117337.129517 nChanged 0 SP:Iteration 52F (701.304890 sec): 3 clusters Score: Raw -118789.482287 + Penalty 1452.352770 = -117337.129517 nChanged 0 Score: Raw -45902776.188388 + Penalty 45731.304869 = -45857044.883518 Splitting cluster 20 changes total score from -45855292.965273 to -45857044.883518 So it's getting split into cluster 36. Trying to split cluster 21 (12908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (711.931511 sec): 2 clusters Score: Raw -955361.468797 + Penalty 899.232243 = -954462.236555 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (711.982961 sec): 3 clusters Score: Raw -947542.570037 + Penalty 1798.464485 = -945744.105552 nChanged 5864 SP:Iteration 1F (712.045116 sec): 3 clusters Score: Raw -950971.950282 + Penalty 1798.464485 = -949173.485797 nChanged 940 SP:Iteration 2F (712.111843 sec): 3 clusters Score: Raw -951634.203737 + Penalty 1798.464485 = -949835.739252 nChanged 1108 SP:Iteration 3F (712.172324 sec): 3 clusters Score: Raw -952555.211335 + Penalty 1798.464485 = -950756.746849 nChanged 1138 SP:Iteration 4F (712.211455 sec): 3 clusters Score: Raw -953659.081465 + Penalty 1798.464485 = -951860.616980 nChanged 1021 SP:Iteration 5F (712.275089 sec): 3 clusters Score: Raw -954615.562539 + Penalty 1798.464485 = -952817.098054 nChanged 769 SP:Iteration 6F (712.339416 sec): 3 clusters Score: Raw -955273.907376 + Penalty 1798.464485 = -953475.442891 nChanged 553 SP:Iteration 7Q (712.403107 sec): 3 clusters Score: Raw -955739.259912 + Penalty 1798.464485 = -953940.795427 nChanged 354 SP:Iteration 8Q (712.454252 sec): 3 clusters Score: Raw -955965.720432 + Penalty 1798.464485 = -954167.255947 nChanged 221 SP:Iteration 9Q (712.523161 sec): 3 clusters Score: Raw -956060.831865 + Penalty 1798.464485 = -954262.367380 nChanged 148 SP:Iteration 10Q (712.585314 sec): 3 clusters Score: Raw -956117.723068 + Penalty 1798.464485 = -954319.258582 nChanged 101 SP:Iteration 11Q (712.644672 sec): 3 clusters Score: Raw -956150.036551 + Penalty 1798.464485 = -954351.572066 nChanged 90 SP:Iteration 12Q (712.702595 sec): 3 clusters Score: Raw -956176.061165 + Penalty 1798.464485 = -954377.596680 nChanged 67 SP:Iteration 13Q (712.765306 sec): 3 clusters Score: Raw -956193.349316 + Penalty 1798.464485 = -954394.884831 nChanged 60 SP:Iteration 14Q (712.820964 sec): 3 clusters Score: Raw -956206.479163 + Penalty 1798.464485 = -954408.014678 nChanged 53 SP:Iteration 15Q (712.882205 sec): 3 clusters Score: Raw -956215.785422 + Penalty 1798.464485 = -954417.320937 nChanged 41 SP:Iteration 16Q (712.944063 sec): 3 clusters Score: Raw -956223.911742 + Penalty 1798.464485 = -954425.447257 nChanged 43 SP:Iteration 17Q (712.993553 sec): 3 clusters Score: Raw -956232.739785 + Penalty 1798.464485 = -954434.275300 nChanged 48 SP:Iteration 18Q (713.059466 sec): 3 clusters Score: Raw -956245.752781 + Penalty 1798.464485 = -954447.288296 nChanged 46 SP:Iteration 19Q (713.106878 sec): 3 clusters Score: Raw -956255.135529 + Penalty 1798.464485 = -954456.671044 nChanged 42 SP:Iteration 20F (713.182921 sec): 3 clusters Score: Raw -956263.076007 + Penalty 1798.464485 = -954464.611522 nChanged 35 SP:Iteration 21Q (713.243705 sec): 3 clusters Score: Raw -956270.246069 + Penalty 1798.464485 = -954471.781584 nChanged 32 SP:Iteration 22Q (713.285950 sec): 3 clusters Score: Raw -956276.823405 + Penalty 1798.464485 = -954478.358920 nChanged 30 SP:Iteration 23Q (713.312069 sec): 3 clusters Score: Raw -956281.288317 + Penalty 1798.464485 = -954482.823832 nChanged 33 SP:Iteration 24Q (713.377202 sec): 3 clusters Score: Raw -956286.422002 + Penalty 1798.464485 = -954487.957517 nChanged 25 SP:Iteration 25Q (713.431440 sec): 3 clusters Score: Raw -956288.928312 + Penalty 1798.464485 = -954490.463826 nChanged 20 SP:Iteration 26Q (713.488929 sec): 3 clusters Score: Raw -956291.256062 + Penalty 1798.464485 = -954492.791577 nChanged 18 SP:Iteration 27Q (713.543304 sec): 3 clusters Score: Raw -956294.941402 + Penalty 1798.464485 = -954496.476917 nChanged 27 SP:Iteration 28Q (713.609522 sec): 3 clusters Score: Raw -956300.179261 + Penalty 1798.464485 = -954501.714776 nChanged 25 SP:Iteration 29Q (713.669686 sec): 3 clusters Score: Raw -956307.005307 + Penalty 1798.464485 = -954508.540822 nChanged 32 SP:Iteration 30Q (713.726871 sec): 3 clusters Score: Raw -956315.067786 + Penalty 1798.464485 = -954516.603301 nChanged 39 SP:Iteration 31Q (713.777147 sec): 3 clusters Score: Raw -956322.858695 + Penalty 1798.464485 = -954524.394209 nChanged 28 SP:Iteration 32Q (713.835742 sec): 3 clusters Score: Raw -956329.407714 + Penalty 1798.464485 = -954530.943229 nChanged 35 SP:Iteration 33Q (713.904656 sec): 3 clusters Score: Raw -956337.734013 + Penalty 1798.464485 = -954539.269528 nChanged 31 SP:Iteration 34Q (713.950490 sec): 3 clusters Score: Raw -956343.540984 + Penalty 1798.464485 = -954545.076499 nChanged 30 SP:Iteration 35Q (714.012176 sec): 3 clusters Score: Raw -956347.177750 + Penalty 1798.464485 = -954548.713265 nChanged 16 SP:Iteration 36Q (714.077457 sec): 3 clusters Score: Raw -956348.852520 + Penalty 1798.464485 = -954550.388035 nChanged 20 SP:Iteration 37Q (714.127653 sec): 3 clusters Score: Raw -956351.648516 + Penalty 1798.464485 = -954553.184030 nChanged 23 SP:Iteration 38Q (714.188602 sec): 3 clusters Score: Raw -956355.112967 + Penalty 1798.464485 = -954556.648482 nChanged 23 SP:Iteration 39Q (714.246772 sec): 3 clusters Score: Raw -956358.497733 + Penalty 1798.464485 = -954560.033248 nChanged 24 SP:Iteration 40F (714.303377 sec): 3 clusters Score: Raw -956362.062616 + Penalty 1798.464485 = -954563.598130 nChanged 16 SP:Iteration 41Q (714.368994 sec): 3 clusters Score: Raw -956364.485566 + Penalty 1798.464485 = -954566.021081 nChanged 15 SP:Iteration 42Q (714.430801 sec): 3 clusters Score: Raw -956366.454522 + Penalty 1798.464485 = -954567.990036 nChanged 12 SP:Iteration 43Q (714.489422 sec): 3 clusters Score: Raw -956368.322629 + Penalty 1798.464485 = -954569.858144 nChanged 14 SP:Iteration 44Q (714.540677 sec): 3 clusters Score: Raw -956369.956088 + Penalty 1798.464485 = -954571.491603 nChanged 15 SP:Iteration 45Q (714.599291 sec): 3 clusters Score: Raw -956372.817520 + Penalty 1798.464485 = -954574.353035 nChanged 18 SP:Iteration 46Q (714.660359 sec): 3 clusters Score: Raw -956376.389883 + Penalty 1798.464485 = -954577.925398 nChanged 21 SP:Iteration 47Q (714.717660 sec): 3 clusters Score: Raw -956380.638174 + Penalty 1798.464485 = -954582.173689 nChanged 20 SP:Iteration 48Q (714.769811 sec): 3 clusters Score: Raw -956384.265095 + Penalty 1798.464485 = -954585.800610 nChanged 19 SP:Iteration 49Q (714.827534 sec): 3 clusters Score: Raw -956387.775729 + Penalty 1798.464485 = -954589.311244 nChanged 14 SP:Iteration 50Q (714.890552 sec): 3 clusters Score: Raw -956390.668420 + Penalty 1798.464485 = -954592.203935 nChanged 16 SP:Iteration 51Q (714.945111 sec): 3 clusters Score: Raw -956393.400854 + Penalty 1798.464485 = -954594.936369 nChanged 19 SP:Iteration 52Q (714.992655 sec): 3 clusters Score: Raw -956396.474541 + Penalty 1798.464485 = -954598.010056 nChanged 14 SP:Iteration 53Q (715.062431 sec): 3 clusters Score: Raw -956398.366875 + Penalty 1798.464485 = -954599.902390 nChanged 11 SP:Iteration 54Q (715.122957 sec): 3 clusters Score: Raw -956399.633238 + Penalty 1798.464485 = -954601.168752 nChanged 5 SP:Iteration 55Q (715.172313 sec): 3 clusters Score: Raw -956399.969156 + Penalty 1798.464485 = -954601.504671 nChanged 2 SP:Iteration 56Q (715.230509 sec): 3 clusters Score: Raw -956400.027399 + Penalty 1798.464485 = -954601.562914 nChanged 0 SP:Iteration 57F (715.281165 sec): 3 clusters Score: Raw -956400.027399 + Penalty 1798.464485 = -954601.562914 nChanged 0 Score: Raw -45903814.746989 + Penalty 47001.618893 = -45856813.128096 Splitting cluster 21 changes total score from -45855292.965273 to -45856813.128096 So it's getting split into cluster 37. Trying to split cluster 22 (7167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (727.064760 sec): 2 clusters Score: Raw -483965.175659 + Penalty 843.338031 = -483121.837627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (727.119594 sec): 3 clusters Score: Raw -479852.148771 + Penalty 1686.676063 = -478165.472708 nChanged 3157 SP:Iteration 1F (727.174917 sec): 3 clusters Score: Raw -481863.991333 + Penalty 1686.676063 = -480177.315270 nChanged 693 SP:Iteration 2F (727.225059 sec): 3 clusters Score: Raw -482675.193143 + Penalty 1686.676063 = -480988.517080 nChanged 780 SP:Iteration 3F (727.292522 sec): 3 clusters Score: Raw -483652.638105 + Penalty 1686.676063 = -481965.962042 nChanged 717 SP:Iteration 4F (727.350632 sec): 3 clusters Score: Raw -484383.276792 + Penalty 1686.676063 = -482696.600729 nChanged 519 SP:Iteration 5F (727.397273 sec): 3 clusters Score: Raw -484751.953121 + Penalty 1686.676063 = -483065.277058 nChanged 286 SP:Iteration 6Q (727.453286 sec): 3 clusters Score: Raw -484896.305021 + Penalty 1686.676063 = -483209.628958 nChanged 186 SP:Iteration 7Q (727.520280 sec): 3 clusters Score: Raw -484959.929671 + Penalty 1686.676063 = -483273.253608 nChanged 92 SP:Iteration 8Q (727.565835 sec): 3 clusters Score: Raw -484990.926340 + Penalty 1686.676063 = -483304.250277 nChanged 83 SP:Iteration 9Q (727.629497 sec): 3 clusters Score: Raw -485010.327247 + Penalty 1686.676063 = -483323.651184 nChanged 62 SP:Iteration 10Q (727.684168 sec): 3 clusters Score: Raw -485025.325362 + Penalty 1686.676063 = -483338.649300 nChanged 59 SP:Iteration 11Q (727.742584 sec): 3 clusters Score: Raw -485037.750938 + Penalty 1686.676063 = -483351.074875 nChanged 35 SP:Iteration 12Q (727.788736 sec): 3 clusters Score: Raw -485044.016541 + Penalty 1686.676063 = -483357.340478 nChanged 28 SP:Iteration 13Q (727.846033 sec): 3 clusters Score: Raw -485048.344407 + Penalty 1686.676063 = -483361.668344 nChanged 24 SP:Iteration 14Q (727.900129 sec): 3 clusters Score: Raw -485051.298098 + Penalty 1686.676063 = -483364.622035 nChanged 21 SP:Iteration 15Q (727.958377 sec): 3 clusters Score: Raw -485055.074472 + Penalty 1686.676063 = -483368.398409 nChanged 28 SP:Iteration 16Q (728.010419 sec): 3 clusters Score: Raw -485060.101981 + Penalty 1686.676063 = -483373.425918 nChanged 24 SP:Iteration 17Q (728.068865 sec): 3 clusters Score: Raw -485063.801748 + Penalty 1686.676063 = -483377.125686 nChanged 26 SP:Iteration 18Q (728.125356 sec): 3 clusters Score: Raw -485067.890077 + Penalty 1686.676063 = -483381.214014 nChanged 24 SP:Iteration 19Q (728.177964 sec): 3 clusters Score: Raw -485071.986857 + Penalty 1686.676063 = -483385.310794 nChanged 28 SP:Iteration 20F (728.240353 sec): 3 clusters Score: Raw -485077.308489 + Penalty 1686.676063 = -483390.632426 nChanged 18 SP:Iteration 21Q (728.295210 sec): 3 clusters Score: Raw -485080.804233 + Penalty 1686.676063 = -483394.128170 nChanged 20 SP:Iteration 22Q (728.345838 sec): 3 clusters Score: Raw -485084.816616 + Penalty 1686.676063 = -483398.140553 nChanged 21 SP:Iteration 23Q (728.402836 sec): 3 clusters Score: Raw -485089.523597 + Penalty 1686.676063 = -483402.847534 nChanged 22 SP:Iteration 24Q (728.467630 sec): 3 clusters Score: Raw -485094.188442 + Penalty 1686.676063 = -483407.512380 nChanged 19 SP:Iteration 25Q (728.503985 sec): 3 clusters Score: Raw -485098.528783 + Penalty 1686.676063 = -483411.852720 nChanged 25 SP:Iteration 26Q (728.570535 sec): 3 clusters Score: Raw -485103.456599 + Penalty 1686.676063 = -483416.780536 nChanged 19 SP:Iteration 27Q (728.612700 sec): 3 clusters Score: Raw -485107.217454 + Penalty 1686.676063 = -483420.541391 nChanged 19 SP:Iteration 28Q (728.676974 sec): 3 clusters Score: Raw -485110.714356 + Penalty 1686.676063 = -483424.038293 nChanged 21 SP:Iteration 29Q (728.729013 sec): 3 clusters Score: Raw -485114.163445 + Penalty 1686.676063 = -483427.487382 nChanged 20 SP:Iteration 30Q (728.786561 sec): 3 clusters Score: Raw -485118.189914 + Penalty 1686.676063 = -483431.513851 nChanged 26 SP:Iteration 31Q (728.848425 sec): 3 clusters Score: Raw -485122.092681 + Penalty 1686.676063 = -483435.416619 nChanged 21 SP:Iteration 32Q (728.903179 sec): 3 clusters Score: Raw -485126.442992 + Penalty 1686.676063 = -483439.766930 nChanged 23 SP:Iteration 33Q (728.963683 sec): 3 clusters Score: Raw -485129.385698 + Penalty 1686.676063 = -483442.709635 nChanged 16 SP:Iteration 34Q (729.005892 sec): 3 clusters Score: Raw -485131.079425 + Penalty 1686.676063 = -483444.403362 nChanged 7 SP:Iteration 35Q (729.058930 sec): 3 clusters Score: Raw -485131.800357 + Penalty 1686.676063 = -483445.124294 nChanged 11 SP:Iteration 36Q (729.117187 sec): 3 clusters Score: Raw -485133.081181 + Penalty 1686.676063 = -483446.405118 nChanged 5 SP:Iteration 37Q (729.173846 sec): 3 clusters Score: Raw -485133.478237 + Penalty 1686.676063 = -483446.802174 nChanged 3 SP:Iteration 38Q (729.232047 sec): 3 clusters Score: Raw -485133.651096 + Penalty 1686.676063 = -483446.975033 nChanged 3 SP:Iteration 39Q (729.298923 sec): 3 clusters Score: Raw -485133.951367 + Penalty 1686.676063 = -483447.275304 nChanged 3 SP:Iteration 40F (729.357802 sec): 3 clusters Score: Raw -485134.200070 + Penalty 1686.676063 = -483447.524008 nChanged 1 SP:Iteration 41Q (729.410742 sec): 3 clusters Score: Raw -485134.241319 + Penalty 1686.676063 = -483447.565256 nChanged 1 SP:Iteration 42Q (729.469155 sec): 3 clusters Score: Raw -485134.311582 + Penalty 1686.676063 = -483447.635519 nChanged 1 SP:Iteration 43Q (729.528293 sec): 3 clusters Score: Raw -485134.338296 + Penalty 1686.676063 = -483447.662233 nChanged 0 SP:Iteration 44F (729.588373 sec): 3 clusters Score: Raw -485134.338296 + Penalty 1686.676063 = -483447.662233 nChanged 0 Score: Raw -45904983.909626 + Penalty 48271.932917 = -45856711.976709 Splitting cluster 22 changes total score from -45855292.965273 to -45856711.976709 So it's getting split into cluster 38. Trying to split cluster 23 (2498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (741.026177 sec): 2 clusters Score: Raw -151188.636116 + Penalty 743.208341 = -150445.427776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (741.062217 sec): 3 clusters Score: Raw -149936.186512 + Penalty 1486.416681 = -148449.769830 nChanged 1016 SP:Iteration 1F (741.113628 sec): 3 clusters Score: Raw -150780.074690 + Penalty 1486.416681 = -149293.658009 nChanged 295 SP:Iteration 2F (741.163993 sec): 3 clusters Score: Raw -151141.048619 + Penalty 1486.416681 = -149654.631937 nChanged 206 SP:Iteration 3F (741.199575 sec): 3 clusters Score: Raw -151352.316391 + Penalty 1486.416681 = -149865.899709 nChanged 139 SP:Iteration 4F (741.254151 sec): 3 clusters Score: Raw -151506.782044 + Penalty 1486.416681 = -150020.365363 nChanged 105 SP:Iteration 5Q (741.302505 sec): 3 clusters Score: Raw -151599.194390 + Penalty 1486.416681 = -150112.777709 nChanged 78 SP:Iteration 6Q (741.346278 sec): 3 clusters Score: Raw -151646.565605 + Penalty 1486.416681 = -150160.148923 nChanged 48 SP:Iteration 7Q (741.400168 sec): 3 clusters Score: Raw -151670.657911 + Penalty 1486.416681 = -150184.241230 nChanged 22 SP:Iteration 8Q (741.441078 sec): 3 clusters Score: Raw -151675.481387 + Penalty 1486.416681 = -150189.064705 nChanged 7 SP:Iteration 9Q (741.498372 sec): 3 clusters Score: Raw -151678.160838 + Penalty 1486.416681 = -150191.744156 nChanged 10 SP:Iteration 10Q (741.550001 sec): 3 clusters Score: Raw -151682.800672 + Penalty 1486.416681 = -150196.383991 nChanged 13 SP:Iteration 11Q (741.598501 sec): 3 clusters Score: Raw -151689.693521 + Penalty 1486.416681 = -150203.276840 nChanged 12 SP:Iteration 12Q (741.629777 sec): 3 clusters Score: Raw -151694.041395 + Penalty 1486.416681 = -150207.624714 nChanged 11 SP:Iteration 13Q (741.679379 sec): 3 clusters Score: Raw -151696.294408 + Penalty 1486.416681 = -150209.877727 nChanged 11 SP:Iteration 14Q (741.720229 sec): 3 clusters Score: Raw -151698.815745 + Penalty 1486.416681 = -150212.399064 nChanged 11 SP:Iteration 15Q (741.772178 sec): 3 clusters Score: Raw -151703.009713 + Penalty 1486.416681 = -150216.593032 nChanged 15 SP:Iteration 16Q (741.819160 sec): 3 clusters Score: Raw -151711.209327 + Penalty 1486.416681 = -150224.792646 nChanged 19 SP:Iteration 17Q (741.871098 sec): 3 clusters Score: Raw -151717.838019 + Penalty 1486.416681 = -150231.421338 nChanged 10 SP:Iteration 18Q (741.918856 sec): 3 clusters Score: Raw -151720.767635 + Penalty 1486.416681 = -150234.350954 nChanged 5 SP:Iteration 19Q (741.951838 sec): 3 clusters Score: Raw -151721.657004 + Penalty 1486.416681 = -150235.240322 nChanged 6 SP:Iteration 20F (742.003368 sec): 3 clusters Score: Raw -151723.131491 + Penalty 1486.416681 = -150236.714809 nChanged 5 SP:Iteration 21Q (742.044304 sec): 3 clusters Score: Raw -151724.088604 + Penalty 1486.416681 = -150237.671923 nChanged 4 SP:Iteration 22Q (742.091810 sec): 3 clusters Score: Raw -151724.593480 + Penalty 1486.416681 = -150238.176799 nChanged 2 SP:Iteration 23Q (742.130846 sec): 3 clusters Score: Raw -151725.053331 + Penalty 1486.416681 = -150238.636650 nChanged 1 SP:Iteration 24Q (742.175445 sec): 3 clusters Score: Raw -151725.337413 + Penalty 1486.416681 = -150238.920732 nChanged 5 SP:Iteration 25Q (742.218203 sec): 3 clusters Score: Raw -151725.975953 + Penalty 1486.416681 = -150239.559272 nChanged 7 SP:Iteration 26Q (742.273227 sec): 3 clusters Score: Raw -151726.962931 + Penalty 1486.416681 = -150240.546250 nChanged 5 SP:Iteration 27Q (742.321781 sec): 3 clusters Score: Raw -151727.697045 + Penalty 1486.416681 = -150241.280363 nChanged 4 SP:Iteration 28Q (742.368375 sec): 3 clusters Score: Raw -151728.375905 + Penalty 1486.416681 = -150241.959224 nChanged 7 SP:Iteration 29Q (742.398324 sec): 3 clusters Score: Raw -151729.753526 + Penalty 1486.416681 = -150243.336845 nChanged 5 SP:Iteration 30Q (742.432343 sec): 3 clusters Score: Raw -151730.440459 + Penalty 1486.416681 = -150244.023777 nChanged 6 SP:Iteration 31Q (742.486606 sec): 3 clusters Score: Raw -151731.360913 + Penalty 1486.416681 = -150244.944232 nChanged 9 SP:Iteration 32Q (742.534589 sec): 3 clusters Score: Raw -151734.774703 + Penalty 1486.416681 = -150248.358021 nChanged 15 SP:Iteration 33Q (742.584583 sec): 3 clusters Score: Raw -151741.173221 + Penalty 1486.416681 = -150254.756540 nChanged 14 SP:Iteration 34Q (742.623179 sec): 3 clusters Score: Raw -151745.295191 + Penalty 1486.416681 = -150258.878509 nChanged 11 SP:Iteration 35Q (742.679108 sec): 3 clusters Score: Raw -151747.786205 + Penalty 1486.416681 = -150261.369524 nChanged 14 SP:Iteration 36Q (742.724466 sec): 3 clusters Score: Raw -151753.017606 + Penalty 1486.416681 = -150266.600925 nChanged 11 SP:Iteration 37Q (742.765073 sec): 3 clusters Score: Raw -151755.346937 + Penalty 1486.416681 = -150268.930256 nChanged 4 SP:Iteration 38Q (742.819682 sec): 3 clusters Score: Raw -151756.059780 + Penalty 1486.416681 = -150269.643099 nChanged 6 SP:Iteration 39Q (742.859269 sec): 3 clusters Score: Raw -151759.259192 + Penalty 1486.416681 = -150272.842511 nChanged 5 SP:Iteration 40F (742.903337 sec): 3 clusters Score: Raw -151760.682885 + Penalty 1486.416681 = -150274.266204 nChanged 7 SP:Iteration 41Q (742.947678 sec): 3 clusters Score: Raw -151763.435861 + Penalty 1486.416681 = -150277.019179 nChanged 9 SP:Iteration 42Q (742.996396 sec): 3 clusters Score: Raw -151764.883116 + Penalty 1486.416681 = -150278.466435 nChanged 4 SP:Iteration 43Q (743.042304 sec): 3 clusters Score: Raw -151766.711014 + Penalty 1486.416681 = -150280.294333 nChanged 8 SP:Iteration 44Q (743.085189 sec): 3 clusters Score: Raw -151770.022243 + Penalty 1486.416681 = -150283.605562 nChanged 6 SP:Iteration 45Q (743.138996 sec): 3 clusters Score: Raw -151771.378914 + Penalty 1486.416681 = -150284.962232 nChanged 7 SP:Iteration 46Q (743.175500 sec): 3 clusters Score: Raw -151772.403752 + Penalty 1486.416681 = -150285.987071 nChanged 5 SP:Iteration 47Q (743.230259 sec): 3 clusters Score: Raw -151773.356573 + Penalty 1486.416681 = -150286.939892 nChanged 9 SP:Iteration 48Q (743.267734 sec): 3 clusters Score: Raw -151775.480784 + Penalty 1486.416681 = -150289.064103 nChanged 7 SP:Iteration 49Q (743.322885 sec): 3 clusters Score: Raw -151776.586557 + Penalty 1486.416681 = -150290.169875 nChanged 10 SP:Iteration 50Q (743.362615 sec): 3 clusters Score: Raw -151778.458364 + Penalty 1486.416681 = -150292.041683 nChanged 13 SP:Iteration 51Q (743.406384 sec): 3 clusters Score: Raw -151780.664876 + Penalty 1486.416681 = -150294.248195 nChanged 6 SP:Iteration 52Q (743.455884 sec): 3 clusters Score: Raw -151781.729027 + Penalty 1486.416681 = -150295.312345 nChanged 3 SP:Iteration 53Q (743.509137 sec): 3 clusters Score: Raw -151782.000677 + Penalty 1486.416681 = -150295.583995 nChanged 0 SP:Iteration 54F (743.559538 sec): 3 clusters Score: Raw -151782.000677 + Penalty 1486.416681 = -150295.583995 nChanged 0 Trying to split cluster 24 (9782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (743.585018 sec): 2 clusters Score: Raw -694504.556710 + Penalty 872.888428 = -693631.668282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (743.644104 sec): 3 clusters Score: Raw -688679.707209 + Penalty 1745.776856 = -686933.930353 nChanged 4406 SP:Iteration 1F (743.694733 sec): 3 clusters Score: Raw -691172.044659 + Penalty 1745.776856 = -689426.267803 nChanged 616 SP:Iteration 2F (743.747888 sec): 3 clusters Score: Raw -691485.021455 + Penalty 1745.776856 = -689739.244599 nChanged 620 SP:Iteration 3F (743.810056 sec): 3 clusters Score: Raw -691848.005655 + Penalty 1745.776856 = -690102.228799 nChanged 655 SP:Iteration 4F (743.864836 sec): 3 clusters Score: Raw -692259.515175 + Penalty 1745.776856 = -690513.738320 nChanged 709 SP:Iteration 5F (743.930704 sec): 3 clusters Score: Raw -692748.640726 + Penalty 1745.776856 = -691002.863870 nChanged 663 SP:Iteration 6F (743.972833 sec): 3 clusters Score: Raw -693251.743475 + Penalty 1745.776856 = -691505.966619 nChanged 625 SP:Iteration 7F (744.034919 sec): 3 clusters Score: Raw -693741.502691 + Penalty 1745.776856 = -691995.725835 nChanged 507 SP:Iteration 8F (744.090454 sec): 3 clusters Score: Raw -694126.576392 + Penalty 1745.776856 = -692380.799536 nChanged 374 SP:Iteration 9Q (744.135669 sec): 3 clusters Score: Raw -694404.270063 + Penalty 1745.776856 = -692658.493207 nChanged 299 SP:Iteration 10Q (744.192965 sec): 3 clusters Score: Raw -694600.785603 + Penalty 1745.776856 = -692855.008747 nChanged 208 SP:Iteration 11Q (744.256734 sec): 3 clusters Score: Raw -694724.095472 + Penalty 1745.776856 = -692978.318616 nChanged 140 SP:Iteration 12Q (744.301216 sec): 3 clusters Score: Raw -694804.723945 + Penalty 1745.776856 = -693058.947089 nChanged 111 SP:Iteration 13Q (744.354076 sec): 3 clusters Score: Raw -694868.415786 + Penalty 1745.776856 = -693122.638931 nChanged 87 SP:Iteration 14Q (744.402463 sec): 3 clusters Score: Raw -694920.204445 + Penalty 1745.776856 = -693174.427589 nChanged 62 SP:Iteration 15Q (744.446553 sec): 3 clusters Score: Raw -694959.754198 + Penalty 1745.776856 = -693213.977342 nChanged 35 SP:Iteration 16Q (744.511171 sec): 3 clusters Score: Raw -694978.272969 + Penalty 1745.776856 = -693232.496113 nChanged 34 SP:Iteration 17Q (744.555465 sec): 3 clusters Score: Raw -694997.179593 + Penalty 1745.776856 = -693251.402737 nChanged 27 SP:Iteration 18Q (744.613819 sec): 3 clusters Score: Raw -695009.698894 + Penalty 1745.776856 = -693263.922038 nChanged 26 SP:Iteration 19Q (744.668900 sec): 3 clusters Score: Raw -695024.071784 + Penalty 1745.776856 = -693278.294929 nChanged 18 SP:Iteration 20F (744.726595 sec): 3 clusters Score: Raw -695039.138527 + Penalty 1745.776856 = -693293.361672 nChanged 18 SP:Iteration 21Q (744.771480 sec): 3 clusters Score: Raw -695053.758267 + Penalty 1745.776856 = -693307.981411 nChanged 16 SP:Iteration 22Q (744.824731 sec): 3 clusters Score: Raw -695063.340880 + Penalty 1745.776856 = -693317.564024 nChanged 18 SP:Iteration 23Q (744.883888 sec): 3 clusters Score: Raw -695075.127860 + Penalty 1745.776856 = -693329.351004 nChanged 18 SP:Iteration 24Q (744.937388 sec): 3 clusters Score: Raw -695091.107101 + Penalty 1745.776856 = -693345.330245 nChanged 20 SP:Iteration 25Q (744.984466 sec): 3 clusters Score: Raw -695099.698532 + Penalty 1745.776856 = -693353.921677 nChanged 15 SP:Iteration 26Q (745.050554 sec): 3 clusters Score: Raw -695106.532043 + Penalty 1745.776856 = -693360.755187 nChanged 11 SP:Iteration 27Q (745.107755 sec): 3 clusters Score: Raw -695111.302591 + Penalty 1745.776856 = -693365.525736 nChanged 7 SP:Iteration 28Q (745.164719 sec): 3 clusters Score: Raw -695115.541670 + Penalty 1745.776856 = -693369.764814 nChanged 7 SP:Iteration 29Q (745.201974 sec): 3 clusters Score: Raw -695118.812672 + Penalty 1745.776856 = -693373.035817 nChanged 6 SP:Iteration 30Q (745.267200 sec): 3 clusters Score: Raw -695121.746729 + Penalty 1745.776856 = -693375.969873 nChanged 2 SP:Iteration 31Q (745.307950 sec): 3 clusters Score: Raw -695123.268788 + Penalty 1745.776856 = -693377.491932 nChanged 3 SP:Iteration 32Q (745.364836 sec): 3 clusters Score: Raw -695124.421349 + Penalty 1745.776856 = -693378.644493 nChanged 1 SP:Iteration 33Q (745.414824 sec): 3 clusters Score: Raw -695124.963065 + Penalty 1745.776856 = -693379.186209 nChanged 0 SP:Iteration 34F (745.474209 sec): 3 clusters Score: Raw -695124.963065 + Penalty 1745.776856 = -693379.186209 nChanged 0 Trying to split cluster 25 (3923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.507924 sec): 2 clusters Score: Raw -301578.722898 + Penalty 786.088135 = -300792.634763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.546132 sec): 3 clusters Score: Raw -299475.965261 + Penalty 1572.176270 = -297903.788991 nChanged 1654 SP:Iteration 1F (745.597658 sec): 3 clusters Score: Raw -300469.444483 + Penalty 1572.176270 = -298897.268213 nChanged 328 SP:Iteration 2F (745.646365 sec): 3 clusters Score: Raw -300744.572400 + Penalty 1572.176270 = -299172.396130 nChanged 289 SP:Iteration 3F (745.690640 sec): 3 clusters Score: Raw -301020.247876 + Penalty 1572.176270 = -299448.071606 nChanged 305 SP:Iteration 4F (745.742050 sec): 3 clusters Score: Raw -301330.964675 + Penalty 1572.176270 = -299758.788405 nChanged 276 SP:Iteration 5F (745.787130 sec): 3 clusters Score: Raw -301559.305298 + Penalty 1572.176270 = -299987.129028 nChanged 222 SP:Iteration 6F (745.838682 sec): 3 clusters Score: Raw -301717.759138 + Penalty 1572.176270 = -300145.582868 nChanged 159 SP:Iteration 7Q (745.885280 sec): 3 clusters Score: Raw -301816.456427 + Penalty 1572.176270 = -300244.280157 nChanged 119 SP:Iteration 8Q (745.925905 sec): 3 clusters Score: Raw -301892.971815 + Penalty 1572.176270 = -300320.795545 nChanged 97 SP:Iteration 9Q (745.988162 sec): 3 clusters Score: Raw -301952.471773 + Penalty 1572.176270 = -300380.295503 nChanged 81 SP:Iteration 10Q (746.028098 sec): 3 clusters Score: Raw -301998.087748 + Penalty 1572.176270 = -300425.911478 nChanged 78 SP:Iteration 11Q (746.069522 sec): 3 clusters Score: Raw -302031.881255 + Penalty 1572.176270 = -300459.704985 nChanged 52 SP:Iteration 12Q (746.110191 sec): 3 clusters Score: Raw -302051.754126 + Penalty 1572.176270 = -300479.577856 nChanged 50 SP:Iteration 13Q (746.160375 sec): 3 clusters Score: Raw -302071.712558 + Penalty 1572.176270 = -300499.536288 nChanged 46 SP:Iteration 14Q (746.206354 sec): 3 clusters Score: Raw -302090.537554 + Penalty 1572.176270 = -300518.361284 nChanged 46 SP:Iteration 15Q (746.251692 sec): 3 clusters Score: Raw -302113.049418 + Penalty 1572.176270 = -300540.873148 nChanged 34 SP:Iteration 16Q (746.311862 sec): 3 clusters Score: Raw -302127.281208 + Penalty 1572.176270 = -300555.104938 nChanged 38 SP:Iteration 17Q (746.324964 sec): 3 clusters Score: Raw -302141.961717 + Penalty 1572.176270 = -300569.785447 nChanged 26 SP:Iteration 18Q (746.338675 sec): 3 clusters Score: Raw -302151.619317 + Penalty 1572.176270 = -300579.443047 nChanged 33 SP:Iteration 19Q (746.352365 sec): 3 clusters Score: Raw -302163.089172 + Penalty 1572.176270 = -300590.912902 nChanged 33 SP:Iteration 20F (746.366464 sec): 3 clusters Score: Raw -302175.767026 + Penalty 1572.176270 = -300603.590756 nChanged 38 SP:Iteration 21Q (746.380089 sec): 3 clusters Score: Raw -302187.744262 + Penalty 1572.176270 = -300615.567992 nChanged 29 SP:Iteration 22Q (746.393680 sec): 3 clusters Score: Raw -302195.866749 + Penalty 1572.176270 = -300623.690479 nChanged 29 SP:Iteration 23Q (746.430139 sec): 3 clusters Score: Raw -302206.099780 + Penalty 1572.176270 = -300633.923510 nChanged 38 SP:Iteration 24Q (746.473886 sec): 3 clusters Score: Raw -302220.173927 + Penalty 1572.176270 = -300647.997658 nChanged 42 SP:Iteration 25Q (746.534234 sec): 3 clusters Score: Raw -302233.833464 + Penalty 1572.176270 = -300661.657194 nChanged 33 SP:Iteration 26Q (746.582787 sec): 3 clusters Score: Raw -302245.106184 + Penalty 1572.176270 = -300672.929914 nChanged 29 SP:Iteration 27Q (746.624363 sec): 3 clusters Score: Raw -302252.163059 + Penalty 1572.176270 = -300679.986789 nChanged 18 SP:Iteration 28Q (746.671382 sec): 3 clusters Score: Raw -302258.363949 + Penalty 1572.176270 = -300686.187679 nChanged 28 SP:Iteration 29Q (746.728496 sec): 3 clusters Score: Raw -302272.400909 + Penalty 1572.176270 = -300700.224639 nChanged 38 SP:Iteration 30Q (746.767566 sec): 3 clusters Score: Raw -302290.448377 + Penalty 1572.176270 = -300718.272107 nChanged 45 SP:Iteration 31Q (746.823169 sec): 3 clusters Score: Raw -302311.339433 + Penalty 1572.176270 = -300739.163163 nChanged 37 SP:Iteration 32Q (746.870629 sec): 3 clusters Score: Raw -302329.117444 + Penalty 1572.176270 = -300756.941174 nChanged 37 SP:Iteration 33Q (746.915743 sec): 3 clusters Score: Raw -302346.687796 + Penalty 1572.176270 = -300774.511526 nChanged 30 SP:Iteration 34Q (746.964163 sec): 3 clusters Score: Raw -302363.128041 + Penalty 1572.176270 = -300790.951771 nChanged 25 SP:Iteration 35Q (747.005378 sec): 3 clusters Score: Raw -302377.625930 + Penalty 1572.176270 = -300805.449660 nChanged 33 SP:Iteration 36Q (747.048898 sec): 3 clusters Score: Raw -302391.917261 + Penalty 1572.176270 = -300819.740991 nChanged 27 SP:Iteration 37Q (747.092813 sec): 3 clusters Score: Raw -302403.639614 + Penalty 1572.176270 = -300831.463344 nChanged 17 SP:Iteration 38Q (747.139571 sec): 3 clusters Score: Raw -302409.659931 + Penalty 1572.176270 = -300837.483661 nChanged 11 SP:Iteration 39Q (747.187516 sec): 3 clusters Score: Raw -302411.864820 + Penalty 1572.176270 = -300839.688550 nChanged 4 SP:Iteration 40F (747.233846 sec): 3 clusters Score: Raw -302412.944849 + Penalty 1572.176270 = -300840.768580 nChanged 6 SP:Iteration 41Q (747.291735 sec): 3 clusters Score: Raw -302414.634262 + Penalty 1572.176270 = -300842.457992 nChanged 4 SP:Iteration 42Q (747.338630 sec): 3 clusters Score: Raw -302415.238422 + Penalty 1572.176270 = -300843.062153 nChanged 1 SP:Iteration 43Q (747.392494 sec): 3 clusters Score: Raw -302415.363158 + Penalty 1572.176270 = -300843.186888 nChanged 5 SP:Iteration 44Q (747.434670 sec): 3 clusters Score: Raw -302416.180942 + Penalty 1572.176270 = -300844.004672 nChanged 2 SP:Iteration 45Q (747.483627 sec): 3 clusters Score: Raw -302416.638098 + Penalty 1572.176270 = -300844.461828 nChanged 3 SP:Iteration 46Q (747.526092 sec): 3 clusters Score: Raw -302417.416067 + Penalty 1572.176270 = -300845.239798 nChanged 3 SP:Iteration 47Q (747.584720 sec): 3 clusters Score: Raw -302418.366512 + Penalty 1572.176270 = -300846.190242 nChanged 4 SP:Iteration 48Q (747.630365 sec): 3 clusters Score: Raw -302419.209836 + Penalty 1572.176270 = -300847.033567 nChanged 2 SP:Iteration 49Q (747.665630 sec): 3 clusters Score: Raw -302419.394654 + Penalty 1572.176270 = -300847.218384 nChanged 1 SP:Iteration 50Q (747.714235 sec): 3 clusters Score: Raw -302419.765096 + Penalty 1572.176270 = -300847.588827 nChanged 2 SP:Iteration 51Q (747.768067 sec): 3 clusters Score: Raw -302420.546678 + Penalty 1572.176270 = -300848.370408 nChanged 2 SP:Iteration 52Q (747.809674 sec): 3 clusters Score: Raw -302420.726726 + Penalty 1572.176270 = -300848.550456 nChanged 3 SP:Iteration 53Q (747.857930 sec): 3 clusters Score: Raw -302421.180306 + Penalty 1572.176270 = -300849.004037 nChanged 0 SP:Iteration 54F (747.893277 sec): 3 clusters Score: Raw -302421.180306 + Penalty 1572.176270 = -300849.004037 nChanged 0 Score: Raw -45905826.367035 + Penalty 49542.246942 = -45856284.120094 Splitting cluster 25 changes total score from -45855292.965273 to -45856284.120094 So it's getting split into cluster 39. Trying to split cluster 26 (1230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (759.434440 sec): 2 clusters Score: Raw -57319.828142 + Penalty 675.903098 = -56643.925044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (759.476331 sec): 3 clusters Score: Raw -56844.803069 + Penalty 1351.806195 = -55492.996874 nChanged 472 SP:Iteration 1F (759.519493 sec): 3 clusters Score: Raw -57391.840211 + Penalty 1351.806195 = -56040.034016 nChanged 180 SP:Iteration 2F (759.564731 sec): 3 clusters Score: Raw -57905.969488 + Penalty 1351.806195 = -56554.163293 nChanged 160 SP:Iteration 3F (759.602650 sec): 3 clusters Score: Raw -58524.735292 + Penalty 1351.806195 = -57172.929097 nChanged 104 SP:Iteration 4F (759.661586 sec): 3 clusters Score: Raw -58803.453711 + Penalty 1351.806195 = -57451.647516 nChanged 48 SP:Iteration 5Q (759.709395 sec): 3 clusters Score: Raw -58861.397596 + Penalty 1351.806195 = -57509.591401 nChanged 16 SP:Iteration 6Q (759.753830 sec): 3 clusters Score: Raw -58871.602642 + Penalty 1351.806195 = -57519.796447 nChanged 5 SP:Iteration 7Q (759.790191 sec): 3 clusters Score: Raw -58874.683322 + Penalty 1351.806195 = -57522.877126 nChanged 2 SP:Iteration 8Q (759.838137 sec): 3 clusters Score: Raw -58875.891894 + Penalty 1351.806195 = -57524.085699 nChanged 1 SP:Iteration 9Q (759.879861 sec): 3 clusters Score: Raw -58875.997221 + Penalty 1351.806195 = -57524.191025 nChanged 0 SP:Iteration 10F (759.930970 sec): 3 clusters Score: Raw -58875.997221 + Penalty 1351.806195 = -57524.191025 nChanged 0 Score: Raw -45907382.536114 + Penalty 50812.560966 = -45856569.975148 Splitting cluster 26 changes total score from -45855292.965273 to -45856569.975148 So it's getting split into cluster 40. Trying to split cluster 27 (20914 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (772.254349 sec): 2 clusters Score: Raw -1557483.003287 + Penalty 945.076537 = -1556537.926751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (772.320228 sec): 3 clusters Score: Raw -1544515.940795 + Penalty 1890.153073 = -1542625.787721 nChanged 9730 SP:Iteration 1F (772.399553 sec): 3 clusters Score: Raw -1550348.163245 + Penalty 1890.153073 = -1548458.010172 nChanged 1294 SP:Iteration 2F (772.463444 sec): 3 clusters Score: Raw -1551043.799856 + Penalty 1890.153073 = -1549153.646782 nChanged 1354 SP:Iteration 3F (772.528284 sec): 3 clusters Score: Raw -1551803.838560 + Penalty 1890.153073 = -1549913.685487 nChanged 1308 SP:Iteration 4F (772.605099 sec): 3 clusters Score: Raw -1552603.854895 + Penalty 1890.153073 = -1550713.701822 nChanged 1288 SP:Iteration 5F (772.679889 sec): 3 clusters Score: Raw -1553394.598371 + Penalty 1890.153073 = -1551504.445298 nChanged 1138 SP:Iteration 6F (772.739191 sec): 3 clusters Score: Raw -1554039.378236 + Penalty 1890.153073 = -1552149.225163 nChanged 949 SP:Iteration 7Q (772.816140 sec): 3 clusters Score: Raw -1554570.499427 + Penalty 1890.153073 = -1552680.346354 nChanged 803 SP:Iteration 8Q (772.878946 sec): 3 clusters Score: Raw -1554960.856292 + Penalty 1890.153073 = -1553070.703218 nChanged 655 SP:Iteration 9Q (772.943311 sec): 3 clusters Score: Raw -1555253.171213 + Penalty 1890.153073 = -1553363.018139 nChanged 569 SP:Iteration 10Q (773.012107 sec): 3 clusters Score: Raw -1555525.694178 + Penalty 1890.153073 = -1553635.541105 nChanged 500 SP:Iteration 11Q (773.090379 sec): 3 clusters Score: Raw -1555785.198806 + Penalty 1890.153073 = -1553895.045733 nChanged 490 SP:Iteration 12Q (773.152975 sec): 3 clusters Score: Raw -1556014.738917 + Penalty 1890.153073 = -1554124.585843 nChanged 407 SP:Iteration 13Q (773.220764 sec): 3 clusters Score: Raw -1556188.710097 + Penalty 1890.153073 = -1554298.557024 nChanged 356 SP:Iteration 14Q (773.290593 sec): 3 clusters Score: Raw -1556333.772856 + Penalty 1890.153073 = -1554443.619782 nChanged 346 SP:Iteration 15Q (773.354755 sec): 3 clusters Score: Raw -1556467.499687 + Penalty 1890.153073 = -1554577.346614 nChanged 339 SP:Iteration 16Q (773.423485 sec): 3 clusters Score: Raw -1556594.135668 + Penalty 1890.153073 = -1554703.982594 nChanged 321 SP:Iteration 17Q (773.489751 sec): 3 clusters Score: Raw -1556711.272866 + Penalty 1890.153073 = -1554821.119793 nChanged 295 SP:Iteration 18Q (773.560031 sec): 3 clusters Score: Raw -1556820.821768 + Penalty 1890.153073 = -1554930.668694 nChanged 294 SP:Iteration 19Q (773.626371 sec): 3 clusters Score: Raw -1556932.304052 + Penalty 1890.153073 = -1555042.150978 nChanged 277 SP:Iteration 20F (773.699749 sec): 3 clusters Score: Raw -1557037.174116 + Penalty 1890.153073 = -1555147.021043 nChanged 249 SP:Iteration 21Q (773.770765 sec): 3 clusters Score: Raw -1557132.545812 + Penalty 1890.153073 = -1555242.392739 nChanged 260 SP:Iteration 22Q (773.828641 sec): 3 clusters Score: Raw -1557223.686766 + Penalty 1890.153073 = -1555333.533693 nChanged 254 SP:Iteration 23Q (773.896091 sec): 3 clusters Score: Raw -1557314.406715 + Penalty 1890.153073 = -1555424.253642 nChanged 227 SP:Iteration 24Q (773.956868 sec): 3 clusters Score: Raw -1557392.719033 + Penalty 1890.153073 = -1555502.565959 nChanged 195 SP:Iteration 25Q (774.033764 sec): 3 clusters Score: Raw -1557450.651959 + Penalty 1890.153073 = -1555560.498886 nChanged 168 SP:Iteration 26Q (774.098720 sec): 3 clusters Score: Raw -1557500.487645 + Penalty 1890.153073 = -1555610.334572 nChanged 140 SP:Iteration 27Q (774.160001 sec): 3 clusters Score: Raw -1557539.447701 + Penalty 1890.153073 = -1555649.294628 nChanged 117 SP:Iteration 28Q (774.227181 sec): 3 clusters Score: Raw -1557569.791815 + Penalty 1890.153073 = -1555679.638742 nChanged 122 SP:Iteration 29Q (774.292843 sec): 3 clusters Score: Raw -1557604.211506 + Penalty 1890.153073 = -1555714.058432 nChanged 100 SP:Iteration 30Q (774.363420 sec): 3 clusters Score: Raw -1557632.756802 + Penalty 1890.153073 = -1555742.603728 nChanged 97 SP:Iteration 31Q (774.423679 sec): 3 clusters Score: Raw -1557658.214559 + Penalty 1890.153073 = -1555768.061486 nChanged 84 SP:Iteration 32Q (774.497697 sec): 3 clusters Score: Raw -1557677.516518 + Penalty 1890.153073 = -1555787.363445 nChanged 62 SP:Iteration 33Q (774.567133 sec): 3 clusters Score: Raw -1557691.856627 + Penalty 1890.153073 = -1555801.703554 nChanged 57 SP:Iteration 34Q (774.638561 sec): 3 clusters Score: Raw -1557703.845545 + Penalty 1890.153073 = -1555813.692472 nChanged 52 SP:Iteration 35Q (774.702907 sec): 3 clusters Score: Raw -1557713.157342 + Penalty 1890.153073 = -1555823.004269 nChanged 36 SP:Iteration 36Q (774.776057 sec): 3 clusters Score: Raw -1557718.885141 + Penalty 1890.153073 = -1555828.732068 nChanged 38 SP:Iteration 37Q (774.844555 sec): 3 clusters Score: Raw -1557724.511659 + Penalty 1890.153073 = -1555834.358586 nChanged 30 SP:Iteration 38Q (774.900758 sec): 3 clusters Score: Raw -1557729.468666 + Penalty 1890.153073 = -1555839.315593 nChanged 28 SP:Iteration 39Q (774.969059 sec): 3 clusters Score: Raw -1557734.800675 + Penalty 1890.153073 = -1555844.647602 nChanged 29 SP:Iteration 40F (775.029968 sec): 3 clusters Score: Raw -1557741.923979 + Penalty 1890.153073 = -1555851.770906 nChanged 34 SP:Iteration 41Q (775.097828 sec): 3 clusters Score: Raw -1557747.911609 + Penalty 1890.153073 = -1555857.758535 nChanged 27 SP:Iteration 42Q (775.164389 sec): 3 clusters Score: Raw -1557752.640013 + Penalty 1890.153073 = -1555862.486940 nChanged 30 SP:Iteration 43Q (775.225836 sec): 3 clusters Score: Raw -1557758.647375 + Penalty 1890.153073 = -1555868.494302 nChanged 30 SP:Iteration 44Q (775.306209 sec): 3 clusters Score: Raw -1557763.892016 + Penalty 1890.153073 = -1555873.738943 nChanged 28 SP:Iteration 45Q (775.369745 sec): 3 clusters Score: Raw -1557768.465042 + Penalty 1890.153073 = -1555878.311969 nChanged 26 SP:Iteration 46Q (775.432429 sec): 3 clusters Score: Raw -1557772.510817 + Penalty 1890.153073 = -1555882.357744 nChanged 23 SP:Iteration 47Q (775.496376 sec): 3 clusters Score: Raw -1557776.760649 + Penalty 1890.153073 = -1555886.607575 nChanged 21 SP:Iteration 48Q (775.561402 sec): 3 clusters Score: Raw -1557780.362189 + Penalty 1890.153073 = -1555890.209116 nChanged 16 SP:Iteration 49Q (775.639393 sec): 3 clusters Score: Raw -1557783.934109 + Penalty 1890.153073 = -1555893.781036 nChanged 20 SP:Iteration 50Q (775.706387 sec): 3 clusters Score: Raw -1557788.282271 + Penalty 1890.153073 = -1555898.129197 nChanged 25 SP:Iteration 51Q (775.778180 sec): 3 clusters Score: Raw -1557792.117964 + Penalty 1890.153073 = -1555901.964891 nChanged 23 SP:Iteration 52Q (775.839257 sec): 3 clusters Score: Raw -1557795.003984 + Penalty 1890.153073 = -1555904.850911 nChanged 16 SP:Iteration 53Q (775.899630 sec): 3 clusters Score: Raw -1557797.931223 + Penalty 1890.153073 = -1555907.778150 nChanged 18 SP:Iteration 54Q (775.969262 sec): 3 clusters Score: Raw -1557801.540444 + Penalty 1890.153073 = -1555911.387370 nChanged 22 SP:Iteration 55Q (776.036180 sec): 3 clusters Score: Raw -1557806.123303 + Penalty 1890.153073 = -1555915.970230 nChanged 22 SP:Iteration 56Q (776.098601 sec): 3 clusters Score: Raw -1557811.396102 + Penalty 1890.153073 = -1555921.243029 nChanged 28 SP:Iteration 57Q (776.164806 sec): 3 clusters Score: Raw -1557818.523502 + Penalty 1890.153073 = -1555928.370429 nChanged 26 SP:Iteration 58Q (776.232479 sec): 3 clusters Score: Raw -1557826.105220 + Penalty 1890.153073 = -1555935.952147 nChanged 27 SP:Iteration 59Q (776.294747 sec): 3 clusters Score: Raw -1557834.665005 + Penalty 1890.153073 = -1555944.511932 nChanged 32 SP:Iteration 60F (776.363132 sec): 3 clusters Score: Raw -1557846.036300 + Penalty 1890.153073 = -1555955.883227 nChanged 32 SP:Iteration 61Q (776.437511 sec): 3 clusters Score: Raw -1557856.219310 + Penalty 1890.153073 = -1555966.066237 nChanged 32 SP:Iteration 62Q (776.501478 sec): 3 clusters Score: Raw -1557866.958996 + Penalty 1890.153073 = -1555976.805923 nChanged 35 SP:Iteration 63Q (776.560499 sec): 3 clusters Score: Raw -1557878.744335 + Penalty 1890.153073 = -1555988.591262 nChanged 26 SP:Iteration 64Q (776.635637 sec): 3 clusters Score: Raw -1557889.093509 + Penalty 1890.153073 = -1555998.940435 nChanged 27 SP:Iteration 65Q (776.685255 sec): 3 clusters Score: Raw -1557899.070591 + Penalty 1890.153073 = -1556008.917518 nChanged 38 SP:Iteration 66Q (776.750150 sec): 3 clusters Score: Raw -1557913.893423 + Penalty 1890.153073 = -1556023.740349 nChanged 37 SP:Iteration 67Q (776.822829 sec): 3 clusters Score: Raw -1557927.818626 + Penalty 1890.153073 = -1556037.665552 nChanged 28 SP:Iteration 68Q (776.873520 sec): 3 clusters Score: Raw -1557938.012006 + Penalty 1890.153073 = -1556047.858932 nChanged 25 SP:Iteration 69Q (776.944060 sec): 3 clusters Score: Raw -1557945.066201 + Penalty 1890.153073 = -1556054.913128 nChanged 21 SP:Iteration 70Q (777.005055 sec): 3 clusters Score: Raw -1557951.583411 + Penalty 1890.153073 = -1556061.430338 nChanged 20 SP:Iteration 71Q (777.061416 sec): 3 clusters Score: Raw -1557960.580726 + Penalty 1890.153073 = -1556070.427653 nChanged 23 SP:Iteration 72Q (777.134658 sec): 3 clusters Score: Raw -1557967.808452 + Penalty 1890.153073 = -1556077.655379 nChanged 20 SP:Iteration 73Q (777.196001 sec): 3 clusters Score: Raw -1557973.534615 + Penalty 1890.153073 = -1556083.381541 nChanged 12 SP:Iteration 74Q (777.260043 sec): 3 clusters Score: Raw -1557976.380183 + Penalty 1890.153073 = -1556086.227110 nChanged 10 SP:Iteration 75Q (777.333337 sec): 3 clusters Score: Raw -1557978.979868 + Penalty 1890.153073 = -1556088.826795 nChanged 8 SP:Iteration 76Q (777.387406 sec): 3 clusters Score: Raw -1557980.117938 + Penalty 1890.153073 = -1556089.964865 nChanged 3 SP:Iteration 77Q (777.460408 sec): 3 clusters Score: Raw -1557980.887690 + Penalty 1890.153073 = -1556090.734616 nChanged 6 SP:Iteration 78Q (777.525824 sec): 3 clusters Score: Raw -1557982.897895 + Penalty 1890.153073 = -1556092.744822 nChanged 7 SP:Iteration 79Q (777.592581 sec): 3 clusters Score: Raw -1557984.987801 + Penalty 1890.153073 = -1556094.834728 nChanged 10 SP:Iteration 80F (777.663830 sec): 3 clusters Score: Raw -1557986.955937 + Penalty 1890.153073 = -1556096.802864 nChanged 3 SP:Iteration 81Q (777.737382 sec): 3 clusters Score: Raw -1557987.496817 + Penalty 1890.153073 = -1556097.343744 nChanged 3 SP:Iteration 82Q (777.793448 sec): 3 clusters Score: Raw -1557988.282522 + Penalty 1890.153073 = -1556098.129449 nChanged 6 SP:Iteration 83Q (777.866947 sec): 3 clusters Score: Raw -1557990.023459 + Penalty 1890.153073 = -1556099.870386 nChanged 3 SP:Iteration 84Q (777.926086 sec): 3 clusters Score: Raw -1557990.884817 + Penalty 1890.153073 = -1556100.731744 nChanged 4 SP:Iteration 85Q (777.989520 sec): 3 clusters Score: Raw -1557992.360467 + Penalty 1890.153073 = -1556102.207393 nChanged 3 SP:Iteration 86Q (778.067196 sec): 3 clusters Score: Raw -1557993.498656 + Penalty 1890.153073 = -1556103.345583 nChanged 3 SP:Iteration 87Q (778.127257 sec): 3 clusters Score: Raw -1557994.647959 + Penalty 1890.153073 = -1556104.494886 nChanged 4 SP:Iteration 88Q (778.190381 sec): 3 clusters Score: Raw -1557995.215778 + Penalty 1890.153073 = -1556105.062705 nChanged 2 SP:Iteration 89Q (778.248682 sec): 3 clusters Score: Raw -1557995.469950 + Penalty 1890.153073 = -1556105.316877 nChanged 1 SP:Iteration 90Q (778.313081 sec): 3 clusters Score: Raw -1557995.715650 + Penalty 1890.153073 = -1556105.562576 nChanged 4 SP:Iteration 91Q (778.375846 sec): 3 clusters Score: Raw -1557996.690483 + Penalty 1890.153073 = -1556106.537409 nChanged 3 SP:Iteration 92Q (778.434966 sec): 3 clusters Score: Raw -1557997.495512 + Penalty 1890.153073 = -1556107.342439 nChanged 2 SP:Iteration 93Q (778.493220 sec): 3 clusters Score: Raw -1557998.045660 + Penalty 1890.153073 = -1556107.892587 nChanged 0 SP:Iteration 94F (778.560691 sec): 3 clusters Score: Raw -1557998.045660 + Penalty 1890.153073 = -1556107.892587 nChanged 0 Iteration 59Q (786.656269 sec): 41 clusters Score: Raw -45914664.086121 + Penalty 50812.560966 = -45863851.525155 nChanged 13856 Iteration 60F (799.154919 sec): 41 clusters Score: Raw -45921489.430823 + Penalty 50812.560966 = -45870676.869857 nChanged 11086 Iteration 61Q (805.058050 sec): 41 clusters Score: Raw -45925182.564105 + Penalty 50812.560966 = -45874370.003139 nChanged 7822 Iteration 62Q (810.850213 sec): 41 clusters Score: Raw -45927448.147646 + Penalty 50812.560966 = -45876635.586680 nChanged 6611 Iteration 63Q (816.797734 sec): 41 clusters Score: Raw -45929153.938128 + Penalty 50812.560966 = -45878341.377163 nChanged 5794 Iteration 64Q (822.854787 sec): 41 clusters Score: Raw -45930532.165448 + Penalty 50812.560966 = -45879719.604482 nChanged 5107 Iteration 65Q (828.921134 sec): 41 clusters Score: Raw -45931719.340106 + Penalty 50812.560966 = -45880906.779140 nChanged 4765 Iteration 66Q (834.972807 sec): 41 clusters Score: Raw -45932720.915878 + Penalty 50812.560966 = -45881908.354912 nChanged 4296 Iteration 67Q (841.094982 sec): 41 clusters Score: Raw -45933570.567917 + Penalty 50812.560966 = -45882758.006951 nChanged 4029 Iteration 68Q (847.115794 sec): 41 clusters Score: Raw -45934304.857134 + Penalty 50812.560966 = -45883492.296169 nChanged 3721 Iteration 69Q (853.146452 sec): 41 clusters Score: Raw -45934920.056523 + Penalty 50812.560966 = -45884107.495557 nChanged 3388 Iteration 70Q (859.159648 sec): 41 clusters Score: Raw -45935430.778669 + Penalty 50812.560966 = -45884618.217703 nChanged 3083 Iteration 71Q (865.194333 sec): 41 clusters Score: Raw -45935868.546346 + Penalty 50812.560966 = -45885055.985381 nChanged 2966 Iteration 72Q (871.238783 sec): 41 clusters Score: Raw -45936265.168397 + Penalty 50812.560966 = -45885452.607432 nChanged 2722 Iteration 73Q (877.439327 sec): 41 clusters Score: Raw -45936617.215746 + Penalty 50812.560966 = -45885804.654780 nChanged 2538 Iteration 74Q (883.431163 sec): 41 clusters Score: Raw -45936962.286624 + Penalty 50812.560966 = -45886149.725658 nChanged 2398 Iteration 75Q (889.430697 sec): 41 clusters Score: Raw -45937293.959660 + Penalty 50812.560966 = -45886481.398695 nChanged 2342 Iteration 76Q (895.337582 sec): 41 clusters Score: Raw -45937612.862538 + Penalty 50812.560966 = -45886800.301572 nChanged 2238 Iteration 77Q (901.344828 sec): 41 clusters Score: Raw -45937926.618115 + Penalty 50812.560966 = -45887114.057149 nChanged 2253 Iteration 78Q (907.302110 sec): 41 clusters Score: Raw -45938245.423961 + Penalty 50812.560966 = -45887432.862995 nChanged 2205 Iteration 79Q (913.386657 sec): 41 clusters Score: Raw -45938565.868764 + Penalty 50812.560966 = -45887753.307798 nChanged 2208 Iteration 80F (925.847899 sec): 41 clusters Score: Raw -45939137.749615 + Penalty 50812.560966 = -45888325.188650 nChanged 2568 Iteration 81Q (931.737476 sec): 41 clusters Score: Raw -45939579.072328 + Penalty 50812.560966 = -45888766.511363 nChanged 2712 Iteration 82Q (937.605879 sec): 41 clusters Score: Raw -45940007.211330 + Penalty 50812.560966 = -45889194.650364 nChanged 2727 Iteration 83Q (943.057880 sec): 41 clusters Score: Raw -45940409.322996 + Penalty 50812.560966 = -45889596.762031 nChanged 2631 Iteration 84Q (948.618943 sec): 41 clusters Score: Raw -45940766.146180 + Penalty 50812.560966 = -45889953.585214 nChanged 2594 Iteration 85Q (954.458789 sec): 41 clusters Score: Raw -45941120.966696 + Penalty 50812.560966 = -45890308.405730 nChanged 2605 Iteration 86Q (960.238763 sec): 41 clusters Score: Raw -45941487.088190 + Penalty 50812.560966 = -45890674.527224 nChanged 2654 Iteration 87Q (966.122088 sec): 41 clusters Score: Raw -45941896.860582 + Penalty 50812.560966 = -45891084.299616 nChanged 2684 Iteration 88Q (971.942816 sec): 41 clusters Score: Raw -45942330.718217 + Penalty 50812.560966 = -45891518.157251 nChanged 2720 Iteration 89Q (977.902378 sec): 41 clusters Score: Raw -45942786.305727 + Penalty 50812.560966 = -45891973.744761 nChanged 2844 Iteration 90Q (983.822272 sec): 41 clusters Score: Raw -45943259.339118 + Penalty 50812.560966 = -45892446.778153 nChanged 2786 Iteration 91Q (989.918376 sec): 41 clusters Score: Raw -45943730.271656 + Penalty 50812.560966 = -45892917.710690 nChanged 2793 Iteration 92Q (996.080541 sec): 41 clusters Score: Raw -45944197.993441 + Penalty 50812.560966 = -45893385.432476 nChanged 2665 Iteration 93Q (1002.138104 sec): 41 clusters Score: Raw -45944653.443918 + Penalty 50812.560966 = -45893840.882952 nChanged 2723 Iteration 94Q (1008.218131 sec): 41 clusters Score: Raw -45945092.004086 + Penalty 50812.560966 = -45894279.443120 nChanged 2623 Iteration 95Q (1014.139957 sec): 41 clusters Score: Raw -45945515.063283 + Penalty 50812.560966 = -45894702.502317 nChanged 2549 Iteration 96Q (1020.140386 sec): 41 clusters Score: Raw -45945881.209314 + Penalty 50812.560966 = -45895068.648348 nChanged 2378 Iteration 97Q (1026.155531 sec): 41 clusters Score: Raw -45946211.279663 + Penalty 50812.560966 = -45895398.718697 nChanged 2153 Iteration 98Q (1032.197672 sec): 41 clusters Score: Raw -45946495.638314 + Penalty 50812.560966 = -45895683.077348 nChanged 2027 Writing temp clu file Because OldScore, -45895398.718697, is greater than current (better) Score,-45895683.077348 Compute initial score before splitting: Score: Raw -45946495.638314 + Penalty 50812.560966 = -45895683.077348 Trying to split cluster 1 (13680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1032.427670 sec): 2 clusters Score: Raw -1072504.172533 + Penalty 904.750568 = -1071599.421965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1032.489298 sec): 3 clusters Score: Raw -1064254.830990 + Penalty 1809.501136 = -1062445.329853 nChanged 6212 SP:Iteration 1F (1032.540188 sec): 3 clusters Score: Raw -1067767.023992 + Penalty 1809.501136 = -1065957.522856 nChanged 914 SP:Iteration 2F (1032.603057 sec): 3 clusters Score: Raw -1068280.405736 + Penalty 1809.501136 = -1066470.904600 nChanged 1045 SP:Iteration 3F (1032.672931 sec): 3 clusters Score: Raw -1069013.741621 + Penalty 1809.501136 = -1067204.240485 nChanged 1076 SP:Iteration 4F (1032.724637 sec): 3 clusters Score: Raw -1069873.875998 + Penalty 1809.501136 = -1068064.374862 nChanged 1024 SP:Iteration 5F (1032.795995 sec): 3 clusters Score: Raw -1070802.549465 + Penalty 1809.501136 = -1068993.048328 nChanged 795 SP:Iteration 6F (1032.849608 sec): 3 clusters Score: Raw -1071566.054142 + Penalty 1809.501136 = -1069756.553005 nChanged 525 SP:Iteration 7Q (1032.918729 sec): 3 clusters Score: Raw -1072064.022596 + Penalty 1809.501136 = -1070254.521460 nChanged 297 SP:Iteration 8Q (1032.971919 sec): 3 clusters Score: Raw -1072349.364840 + Penalty 1809.501136 = -1070539.863704 nChanged 147 SP:Iteration 9Q (1033.031492 sec): 3 clusters Score: Raw -1072484.669936 + Penalty 1809.501136 = -1070675.168800 nChanged 86 SP:Iteration 10Q (1033.093126 sec): 3 clusters Score: Raw -1072557.934951 + Penalty 1809.501136 = -1070748.433815 nChanged 36 SP:Iteration 11Q (1033.153272 sec): 3 clusters Score: Raw -1072582.170398 + Penalty 1809.501136 = -1070772.669262 nChanged 19 SP:Iteration 12Q (1033.212885 sec): 3 clusters Score: Raw -1072603.805971 + Penalty 1809.501136 = -1070794.304834 nChanged 17 SP:Iteration 13Q (1033.269796 sec): 3 clusters Score: Raw -1072615.446010 + Penalty 1809.501136 = -1070805.944873 nChanged 11 SP:Iteration 14Q (1033.325931 sec): 3 clusters Score: Raw -1072623.270044 + Penalty 1809.501136 = -1070813.768907 nChanged 9 SP:Iteration 15Q (1033.383865 sec): 3 clusters Score: Raw -1072629.027286 + Penalty 1809.501136 = -1070819.526150 nChanged 8 SP:Iteration 16Q (1033.450263 sec): 3 clusters Score: Raw -1072636.266475 + Penalty 1809.501136 = -1070826.765339 nChanged 7 SP:Iteration 17Q (1033.506158 sec): 3 clusters Score: Raw -1072642.082552 + Penalty 1809.501136 = -1070832.581416 nChanged 9 SP:Iteration 18Q (1033.557502 sec): 3 clusters Score: Raw -1072652.639388 + Penalty 1809.501136 = -1070843.138252 nChanged 8 SP:Iteration 19Q (1033.623454 sec): 3 clusters Score: Raw -1072661.459331 + Penalty 1809.501136 = -1070851.958194 nChanged 7 SP:Iteration 20F (1033.684119 sec): 3 clusters Score: Raw -1072665.654457 + Penalty 1809.501136 = -1070856.153320 nChanged 4 SP:Iteration 21Q (1033.742480 sec): 3 clusters Score: Raw -1072670.002992 + Penalty 1809.501136 = -1070860.501855 nChanged 1 SP:Iteration 22Q (1033.802824 sec): 3 clusters Score: Raw -1072671.392164 + Penalty 1809.501136 = -1070861.891028 nChanged 1 SP:Iteration 23Q (1033.852582 sec): 3 clusters Score: Raw -1072671.685315 + Penalty 1809.501136 = -1070862.184179 nChanged 1 SP:Iteration 24Q (1033.921522 sec): 3 clusters Score: Raw -1072671.833507 + Penalty 1809.501136 = -1070862.332371 nChanged 0 SP:Iteration 25F (1033.981275 sec): 3 clusters Score: Raw -1072671.833507 + Penalty 1809.501136 = -1070862.332371 nChanged 0 Trying to split cluster 2 (588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.011519 sec): 2 clusters Score: Raw -42390.479353 + Penalty 605.789060 = -41784.690293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.060164 sec): 3 clusters Score: Raw -42207.779631 + Penalty 1211.578120 = -40996.201511 nChanged 177 SP:Iteration 1F (1034.100125 sec): 3 clusters Score: Raw -42384.424263 + Penalty 1211.578120 = -41172.846143 nChanged 52 SP:Iteration 2F (1034.138139 sec): 3 clusters Score: Raw -42432.839528 + Penalty 1211.578120 = -41221.261408 nChanged 17 SP:Iteration 3Q (1034.176973 sec): 3 clusters Score: Raw -42448.041405 + Penalty 1211.578120 = -41236.463285 nChanged 10 SP:Iteration 4Q (1034.218000 sec): 3 clusters Score: Raw -42458.572266 + Penalty 1211.578120 = -41246.994146 nChanged 10 SP:Iteration 5Q (1034.257152 sec): 3 clusters Score: Raw -42467.315287 + Penalty 1211.578120 = -41255.737167 nChanged 6 SP:Iteration 6Q (1034.309862 sec): 3 clusters Score: Raw -42472.211713 + Penalty 1211.578120 = -41260.633593 nChanged 6 SP:Iteration 7Q (1034.350186 sec): 3 clusters Score: Raw -42477.597937 + Penalty 1211.578120 = -41266.019817 nChanged 3 SP:Iteration 8Q (1034.397665 sec): 3 clusters Score: Raw -42478.991857 + Penalty 1211.578120 = -41267.413737 nChanged 3 SP:Iteration 9Q (1034.445251 sec): 3 clusters Score: Raw -42480.566295 + Penalty 1211.578120 = -41268.988175 nChanged 3 SP:Iteration 10Q (1034.495465 sec): 3 clusters Score: Raw -42482.079630 + Penalty 1211.578120 = -41270.501510 nChanged 2 SP:Iteration 11Q (1034.534621 sec): 3 clusters Score: Raw -42484.831521 + Penalty 1211.578120 = -41273.253401 nChanged 2 SP:Iteration 12Q (1034.585006 sec): 3 clusters Score: Raw -42485.535084 + Penalty 1211.578120 = -41273.956963 nChanged 0 SP:Iteration 13F (1034.621850 sec): 3 clusters Score: Raw -42485.535084 + Penalty 1211.578120 = -41273.956963 nChanged 0 Trying to split cluster 3 (10531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.668085 sec): 2 clusters Score: Raw -677706.778047 + Penalty 879.897464 = -676826.880583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.720839 sec): 3 clusters Score: Raw -671459.608211 + Penalty 1759.794928 = -669699.813283 nChanged 4700 SP:Iteration 1F (1034.787040 sec): 3 clusters Score: Raw -674240.424844 + Penalty 1759.794928 = -672480.629916 nChanged 853 SP:Iteration 2F (1034.848240 sec): 3 clusters Score: Raw -674776.174553 + Penalty 1759.794928 = -673016.379625 nChanged 782 SP:Iteration 3F (1034.907971 sec): 3 clusters Score: Raw -675328.073967 + Penalty 1759.794928 = -673568.279039 nChanged 773 SP:Iteration 4F (1034.964594 sec): 3 clusters Score: Raw -675889.952140 + Penalty 1759.794928 = -674130.157212 nChanged 661 SP:Iteration 5F (1035.022018 sec): 3 clusters Score: Raw -676426.174853 + Penalty 1759.794928 = -674666.379925 nChanged 535 SP:Iteration 6F (1035.070865 sec): 3 clusters Score: Raw -676910.077314 + Penalty 1759.794928 = -675150.282386 nChanged 423 SP:Iteration 7Q (1035.134970 sec): 3 clusters Score: Raw -677263.934878 + Penalty 1759.794928 = -675504.139950 nChanged 293 SP:Iteration 8Q (1035.193373 sec): 3 clusters Score: Raw -677489.973675 + Penalty 1759.794928 = -675730.178748 nChanged 205 SP:Iteration 9Q (1035.243105 sec): 3 clusters Score: Raw -677630.084558 + Penalty 1759.794928 = -675870.289630 nChanged 150 SP:Iteration 10Q (1035.287471 sec): 3 clusters Score: Raw -677733.338686 + Penalty 1759.794928 = -675973.543758 nChanged 112 SP:Iteration 11Q (1035.346861 sec): 3 clusters Score: Raw -677808.536358 + Penalty 1759.794928 = -676048.741430 nChanged 70 SP:Iteration 12Q (1035.392913 sec): 3 clusters Score: Raw -677850.909734 + Penalty 1759.794928 = -676091.114806 nChanged 58 SP:Iteration 13Q (1035.453731 sec): 3 clusters Score: Raw -677892.110487 + Penalty 1759.794928 = -676132.315559 nChanged 46 SP:Iteration 14Q (1035.517209 sec): 3 clusters Score: Raw -677925.377316 + Penalty 1759.794928 = -676165.582388 nChanged 30 SP:Iteration 15Q (1035.571300 sec): 3 clusters Score: Raw -677943.827527 + Penalty 1759.794928 = -676184.032599 nChanged 23 SP:Iteration 16Q (1035.627385 sec): 3 clusters Score: Raw -677955.960987 + Penalty 1759.794928 = -676196.166059 nChanged 23 SP:Iteration 17Q (1035.683033 sec): 3 clusters Score: Raw -677967.257401 + Penalty 1759.794928 = -676207.462473 nChanged 19 SP:Iteration 18Q (1035.730701 sec): 3 clusters Score: Raw -677979.559196 + Penalty 1759.794928 = -676219.764268 nChanged 12 SP:Iteration 19Q (1035.799703 sec): 3 clusters Score: Raw -677985.230370 + Penalty 1759.794928 = -676225.435442 nChanged 14 SP:Iteration 20F (1035.847916 sec): 3 clusters Score: Raw -677990.962898 + Penalty 1759.794928 = -676231.167970 nChanged 13 SP:Iteration 21Q (1035.904339 sec): 3 clusters Score: Raw -677996.871664 + Penalty 1759.794928 = -676237.076736 nChanged 9 SP:Iteration 22Q (1035.968389 sec): 3 clusters Score: Raw -677998.983111 + Penalty 1759.794928 = -676239.188184 nChanged 4 SP:Iteration 23Q (1036.026076 sec): 3 clusters Score: Raw -678002.244222 + Penalty 1759.794928 = -676242.449294 nChanged 9 SP:Iteration 24Q (1036.083991 sec): 3 clusters Score: Raw -678009.518162 + Penalty 1759.794928 = -676249.723235 nChanged 13 SP:Iteration 25Q (1036.135742 sec): 3 clusters Score: Raw -678018.467703 + Penalty 1759.794928 = -676258.672775 nChanged 14 SP:Iteration 26Q (1036.189190 sec): 3 clusters Score: Raw -678027.633269 + Penalty 1759.794928 = -676267.838341 nChanged 14 SP:Iteration 27Q (1036.247442 sec): 3 clusters Score: Raw -678040.881989 + Penalty 1759.794928 = -676281.087061 nChanged 19 SP:Iteration 28Q (1036.294057 sec): 3 clusters Score: Raw -678056.235636 + Penalty 1759.794928 = -676296.440709 nChanged 22 SP:Iteration 29Q (1036.361203 sec): 3 clusters Score: Raw -678073.052873 + Penalty 1759.794928 = -676313.257945 nChanged 14 SP:Iteration 30Q (1036.409199 sec): 3 clusters Score: Raw -678081.714240 + Penalty 1759.794928 = -676321.919312 nChanged 17 SP:Iteration 31Q (1036.468060 sec): 3 clusters Score: Raw -678089.305400 + Penalty 1759.794928 = -676329.510472 nChanged 13 SP:Iteration 32Q (1036.516720 sec): 3 clusters Score: Raw -678095.531356 + Penalty 1759.794928 = -676335.736428 nChanged 8 SP:Iteration 33Q (1036.583814 sec): 3 clusters Score: Raw -678101.824633 + Penalty 1759.794928 = -676342.029706 nChanged 10 SP:Iteration 34Q (1036.641364 sec): 3 clusters Score: Raw -678111.955001 + Penalty 1759.794928 = -676352.160073 nChanged 9 SP:Iteration 35Q (1036.700401 sec): 3 clusters Score: Raw -678118.416747 + Penalty 1759.794928 = -676358.621819 nChanged 12 SP:Iteration 36Q (1036.758284 sec): 3 clusters Score: Raw -678124.067204 + Penalty 1759.794928 = -676364.272276 nChanged 5 SP:Iteration 37Q (1036.804608 sec): 3 clusters Score: Raw -678126.950975 + Penalty 1759.794928 = -676367.156047 nChanged 6 SP:Iteration 38Q (1036.866106 sec): 3 clusters Score: Raw -678128.853815 + Penalty 1759.794928 = -676369.058887 nChanged 5 SP:Iteration 39Q (1036.919071 sec): 3 clusters Score: Raw -678130.045937 + Penalty 1759.794928 = -676370.251009 nChanged 5 SP:Iteration 40F (1036.966737 sec): 3 clusters Score: Raw -678131.416262 + Penalty 1759.794928 = -676371.621335 nChanged 1 SP:Iteration 41Q (1037.026423 sec): 3 clusters Score: Raw -678132.016229 + Penalty 1759.794928 = -676372.221302 nChanged 0 SP:Iteration 42F (1037.085183 sec): 3 clusters Score: Raw -678132.016229 + Penalty 1759.794928 = -676372.221302 nChanged 0 Trying to split cluster 4 (17122 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1037.128627 sec): 2 clusters Score: Raw -1268856.648721 + Penalty 926.071349 = -1267930.577372 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1037.200756 sec): 3 clusters Score: Raw -1258313.126307 + Penalty 1852.142698 = -1256460.983609 nChanged 7866 SP:Iteration 1F (1037.258636 sec): 3 clusters Score: Raw -1262736.956663 + Penalty 1852.142698 = -1260884.813965 nChanged 865 SP:Iteration 2F (1037.338111 sec): 3 clusters Score: Raw -1263082.908386 + Penalty 1852.142698 = -1261230.765687 nChanged 840 SP:Iteration 3Q (1037.399356 sec): 3 clusters Score: Raw -1263456.279021 + Penalty 1852.142698 = -1261604.136323 nChanged 819 SP:Iteration 4Q (1037.474911 sec): 3 clusters Score: Raw -1263876.848965 + Penalty 1852.142698 = -1262024.706267 nChanged 867 SP:Iteration 5F (1037.537311 sec): 3 clusters Score: Raw -1264389.464634 + Penalty 1852.142698 = -1262537.321936 nChanged 944 SP:Iteration 6F (1037.601731 sec): 3 clusters Score: Raw -1265014.472280 + Penalty 1852.142698 = -1263162.329582 nChanged 906 SP:Iteration 7F (1037.675158 sec): 3 clusters Score: Raw -1265674.796364 + Penalty 1852.142698 = -1263822.653666 nChanged 847 SP:Iteration 8Q (1037.741032 sec): 3 clusters Score: Raw -1266242.672569 + Penalty 1852.142698 = -1264390.529870 nChanged 730 SP:Iteration 9Q (1037.812584 sec): 3 clusters Score: Raw -1266612.354255 + Penalty 1852.142698 = -1264760.211557 nChanged 503 SP:Iteration 10Q (1037.873667 sec): 3 clusters Score: Raw -1266805.309984 + Penalty 1852.142698 = -1264953.167286 nChanged 370 SP:Iteration 11Q (1037.953045 sec): 3 clusters Score: Raw -1266910.073168 + Penalty 1852.142698 = -1265057.930470 nChanged 283 SP:Iteration 12Q (1038.017501 sec): 3 clusters Score: Raw -1266982.874727 + Penalty 1852.142698 = -1265130.732028 nChanged 223 SP:Iteration 13Q (1038.084322 sec): 3 clusters Score: Raw -1267041.454107 + Penalty 1852.142698 = -1265189.311409 nChanged 223 SP:Iteration 14Q (1038.152250 sec): 3 clusters Score: Raw -1267103.124133 + Penalty 1852.142698 = -1265250.981435 nChanged 225 SP:Iteration 15Q (1038.214476 sec): 3 clusters Score: Raw -1267166.884166 + Penalty 1852.142698 = -1265314.741468 nChanged 206 SP:Iteration 16Q (1038.268539 sec): 3 clusters Score: Raw -1267229.241554 + Penalty 1852.142698 = -1265377.098856 nChanged 213 SP:Iteration 17Q (1038.334398 sec): 3 clusters Score: Raw -1267299.213095 + Penalty 1852.142698 = -1265447.070396 nChanged 212 SP:Iteration 18Q (1038.395033 sec): 3 clusters Score: Raw -1267372.213930 + Penalty 1852.142698 = -1265520.071232 nChanged 206 SP:Iteration 19Q (1038.460034 sec): 3 clusters Score: Raw -1267437.032579 + Penalty 1852.142698 = -1265584.889881 nChanged 191 SP:Iteration 20F (1038.518006 sec): 3 clusters Score: Raw -1267489.817515 + Penalty 1852.142698 = -1265637.674817 nChanged 190 SP:Iteration 21Q (1038.589722 sec): 3 clusters Score: Raw -1267546.770020 + Penalty 1852.142698 = -1265694.627321 nChanged 200 SP:Iteration 22Q (1038.652152 sec): 3 clusters Score: Raw -1267606.975975 + Penalty 1852.142698 = -1265754.833276 nChanged 207 SP:Iteration 23Q (1038.716738 sec): 3 clusters Score: Raw -1267674.399078 + Penalty 1852.142698 = -1265822.256379 nChanged 215 SP:Iteration 24Q (1038.773832 sec): 3 clusters Score: Raw -1267744.506645 + Penalty 1852.142698 = -1265892.363946 nChanged 208 SP:Iteration 25Q (1038.840362 sec): 3 clusters Score: Raw -1267810.425509 + Penalty 1852.142698 = -1265958.282811 nChanged 199 SP:Iteration 26Q (1038.912095 sec): 3 clusters Score: Raw -1267878.200394 + Penalty 1852.142698 = -1266026.057696 nChanged 214 SP:Iteration 27Q (1038.969781 sec): 3 clusters Score: Raw -1267953.102379 + Penalty 1852.142698 = -1266100.959680 nChanged 199 SP:Iteration 28Q (1039.034430 sec): 3 clusters Score: Raw -1268019.868163 + Penalty 1852.142698 = -1266167.725465 nChanged 204 SP:Iteration 29Q (1039.099323 sec): 3 clusters Score: Raw -1268096.567827 + Penalty 1852.142698 = -1266244.425128 nChanged 191 SP:Iteration 30Q (1039.167434 sec): 3 clusters Score: Raw -1268166.698193 + Penalty 1852.142698 = -1266314.555494 nChanged 186 SP:Iteration 31Q (1039.230312 sec): 3 clusters Score: Raw -1268240.517731 + Penalty 1852.142698 = -1266388.375033 nChanged 176 SP:Iteration 32Q (1039.291729 sec): 3 clusters Score: Raw -1268309.491000 + Penalty 1852.142698 = -1266457.348302 nChanged 152 SP:Iteration 33Q (1039.356177 sec): 3 clusters Score: Raw -1268371.018689 + Penalty 1852.142698 = -1266518.875991 nChanged 159 SP:Iteration 34Q (1039.418673 sec): 3 clusters Score: Raw -1268437.109764 + Penalty 1852.142698 = -1266584.967065 nChanged 154 SP:Iteration 35Q (1039.478855 sec): 3 clusters Score: Raw -1268509.161322 + Penalty 1852.142698 = -1266657.018623 nChanged 130 SP:Iteration 36Q (1039.537145 sec): 3 clusters Score: Raw -1268566.389144 + Penalty 1852.142698 = -1266714.246445 nChanged 144 SP:Iteration 37Q (1039.609148 sec): 3 clusters Score: Raw -1268632.162028 + Penalty 1852.142698 = -1266780.019330 nChanged 120 SP:Iteration 38Q (1039.671966 sec): 3 clusters Score: Raw -1268693.823532 + Penalty 1852.142698 = -1266841.680834 nChanged 108 SP:Iteration 39Q (1039.733291 sec): 3 clusters Score: Raw -1268743.815509 + Penalty 1852.142698 = -1266891.672811 nChanged 114 SP:Iteration 40F (1039.803103 sec): 3 clusters Score: Raw -1268793.990582 + Penalty 1852.142698 = -1266941.847884 nChanged 78 SP:Iteration 41Q (1039.855437 sec): 3 clusters Score: Raw -1268827.738778 + Penalty 1852.142698 = -1266975.596079 nChanged 72 SP:Iteration 42Q (1039.925986 sec): 3 clusters Score: Raw -1268863.446605 + Penalty 1852.142698 = -1267011.303907 nChanged 55 SP:Iteration 43Q (1039.989106 sec): 3 clusters Score: Raw -1268888.342668 + Penalty 1852.142698 = -1267036.199970 nChanged 45 SP:Iteration 44Q (1040.051127 sec): 3 clusters Score: Raw -1268909.950194 + Penalty 1852.142698 = -1267057.807496 nChanged 50 SP:Iteration 45Q (1040.105020 sec): 3 clusters Score: Raw -1268937.434944 + Penalty 1852.142698 = -1267085.292246 nChanged 41 SP:Iteration 46Q (1040.166046 sec): 3 clusters Score: Raw -1268959.878707 + Penalty 1852.142698 = -1267107.736008 nChanged 33 SP:Iteration 47Q (1040.226274 sec): 3 clusters Score: Raw -1268976.911539 + Penalty 1852.142698 = -1267124.768840 nChanged 26 SP:Iteration 48Q (1040.288493 sec): 3 clusters Score: Raw -1268989.141607 + Penalty 1852.142698 = -1267136.998909 nChanged 23 SP:Iteration 49Q (1040.364781 sec): 3 clusters Score: Raw -1268999.971412 + Penalty 1852.142698 = -1267147.828714 nChanged 33 SP:Iteration 50Q (1040.433234 sec): 3 clusters Score: Raw -1269017.693042 + Penalty 1852.142698 = -1267165.550343 nChanged 35 SP:Iteration 51Q (1040.492192 sec): 3 clusters Score: Raw -1269036.376399 + Penalty 1852.142698 = -1267184.233700 nChanged 22 SP:Iteration 52Q (1040.569398 sec): 3 clusters Score: Raw -1269046.887553 + Penalty 1852.142698 = -1267194.744855 nChanged 16 SP:Iteration 53Q (1040.635161 sec): 3 clusters Score: Raw -1269054.158662 + Penalty 1852.142698 = -1267202.015964 nChanged 13 SP:Iteration 54Q (1040.699799 sec): 3 clusters Score: Raw -1269060.085305 + Penalty 1852.142698 = -1267207.942606 nChanged 10 SP:Iteration 55Q (1040.766294 sec): 3 clusters Score: Raw -1269065.860261 + Penalty 1852.142698 = -1267213.717563 nChanged 10 SP:Iteration 56Q (1040.829512 sec): 3 clusters Score: Raw -1269072.052094 + Penalty 1852.142698 = -1267219.909395 nChanged 10 SP:Iteration 57Q (1040.892230 sec): 3 clusters Score: Raw -1269077.129702 + Penalty 1852.142698 = -1267224.987004 nChanged 13 SP:Iteration 58Q (1040.956200 sec): 3 clusters Score: Raw -1269084.380364 + Penalty 1852.142698 = -1267232.237666 nChanged 9 SP:Iteration 59Q (1041.021046 sec): 3 clusters Score: Raw -1269088.365848 + Penalty 1852.142698 = -1267236.223149 nChanged 6 SP:Iteration 60F (1041.087608 sec): 3 clusters Score: Raw -1269090.925177 + Penalty 1852.142698 = -1267238.782479 nChanged 9 SP:Iteration 61Q (1041.144819 sec): 3 clusters Score: Raw -1269093.385072 + Penalty 1852.142698 = -1267241.242374 nChanged 3 SP:Iteration 62Q (1041.211567 sec): 3 clusters Score: Raw -1269094.191411 + Penalty 1852.142698 = -1267242.048712 nChanged 2 SP:Iteration 63Q (1041.262665 sec): 3 clusters Score: Raw -1269094.977044 + Penalty 1852.142698 = -1267242.834345 nChanged 2 SP:Iteration 64Q (1041.328604 sec): 3 clusters Score: Raw -1269095.782180 + Penalty 1852.142698 = -1267243.639481 nChanged 0 SP:Iteration 65F (1041.403007 sec): 3 clusters Score: Raw -1269095.782180 + Penalty 1852.142698 = -1267243.639481 nChanged 0 Trying to split cluster 5 (12521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.440512 sec): 2 clusters Score: Raw -837383.649213 + Penalty 896.340439 = -836487.308775 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.493060 sec): 3 clusters Score: Raw -829810.482998 + Penalty 1792.680878 = -828017.802120 nChanged 5757 SP:Iteration 1F (1041.550330 sec): 3 clusters Score: Raw -833059.316095 + Penalty 1792.680878 = -831266.635218 nChanged 697 SP:Iteration 2F (1041.599906 sec): 3 clusters Score: Raw -833364.161988 + Penalty 1792.680878 = -831571.481110 nChanged 664 SP:Iteration 3F (1041.663228 sec): 3 clusters Score: Raw -833709.672152 + Penalty 1792.680878 = -831916.991274 nChanged 726 SP:Iteration 4F (1041.725113 sec): 3 clusters Score: Raw -834130.707104 + Penalty 1792.680878 = -832338.026227 nChanged 783 SP:Iteration 5F (1041.781877 sec): 3 clusters Score: Raw -834623.716997 + Penalty 1792.680878 = -832831.036120 nChanged 804 SP:Iteration 6F (1041.842241 sec): 3 clusters Score: Raw -835166.698193 + Penalty 1792.680878 = -833374.017316 nChanged 762 SP:Iteration 7F (1041.910180 sec): 3 clusters Score: Raw -835668.069616 + Penalty 1792.680878 = -833875.388738 nChanged 643 SP:Iteration 8F (1041.977088 sec): 3 clusters Score: Raw -836105.701843 + Penalty 1792.680878 = -834313.020965 nChanged 529 SP:Iteration 9Q (1042.035229 sec): 3 clusters Score: Raw -836481.266416 + Penalty 1792.680878 = -834688.585538 nChanged 422 SP:Iteration 10Q (1042.093627 sec): 3 clusters Score: Raw -836797.638932 + Penalty 1792.680878 = -835004.958054 nChanged 311 SP:Iteration 11Q (1042.147089 sec): 3 clusters Score: Raw -837078.468757 + Penalty 1792.680878 = -835285.787879 nChanged 239 SP:Iteration 12Q (1042.210817 sec): 3 clusters Score: Raw -837373.317284 + Penalty 1792.680878 = -835580.636407 nChanged 182 SP:Iteration 13Q (1042.265208 sec): 3 clusters Score: Raw -837548.957162 + Penalty 1792.680878 = -835756.276284 nChanged 125 SP:Iteration 14Q (1042.333289 sec): 3 clusters Score: Raw -837629.151837 + Penalty 1792.680878 = -835836.470959 nChanged 86 SP:Iteration 15Q (1042.388804 sec): 3 clusters Score: Raw -837675.929113 + Penalty 1792.680878 = -835883.248235 nChanged 83 SP:Iteration 16Q (1042.458773 sec): 3 clusters Score: Raw -837713.233602 + Penalty 1792.680878 = -835920.552724 nChanged 50 SP:Iteration 17Q (1042.507191 sec): 3 clusters Score: Raw -837731.299356 + Penalty 1792.680878 = -835938.618478 nChanged 32 SP:Iteration 18Q (1042.564296 sec): 3 clusters Score: Raw -837740.404057 + Penalty 1792.680878 = -835947.723180 nChanged 31 SP:Iteration 19Q (1042.630748 sec): 3 clusters Score: Raw -837750.690410 + Penalty 1792.680878 = -835958.009533 nChanged 28 SP:Iteration 20F (1042.678337 sec): 3 clusters Score: Raw -837756.690712 + Penalty 1792.680878 = -835964.009835 nChanged 14 SP:Iteration 21Q (1042.730044 sec): 3 clusters Score: Raw -837759.931568 + Penalty 1792.680878 = -835967.250690 nChanged 13 SP:Iteration 22Q (1042.785074 sec): 3 clusters Score: Raw -837762.300055 + Penalty 1792.680878 = -835969.619178 nChanged 11 SP:Iteration 23Q (1042.843365 sec): 3 clusters Score: Raw -837763.622671 + Penalty 1792.680878 = -835970.941794 nChanged 7 SP:Iteration 24Q (1042.899297 sec): 3 clusters Score: Raw -837764.594740 + Penalty 1792.680878 = -835971.913862 nChanged 5 SP:Iteration 25Q (1042.965371 sec): 3 clusters Score: Raw -837765.349111 + Penalty 1792.680878 = -835972.668233 nChanged 7 SP:Iteration 26Q (1043.013048 sec): 3 clusters Score: Raw -837766.732241 + Penalty 1792.680878 = -835974.051363 nChanged 8 SP:Iteration 27Q (1043.064549 sec): 3 clusters Score: Raw -837768.096132 + Penalty 1792.680878 = -835975.415255 nChanged 6 SP:Iteration 28Q (1043.123758 sec): 3 clusters Score: Raw -837768.827726 + Penalty 1792.680878 = -835976.146849 nChanged 6 SP:Iteration 29Q (1043.185538 sec): 3 clusters Score: Raw -837769.735031 + Penalty 1792.680878 = -835977.054153 nChanged 5 SP:Iteration 30Q (1043.240522 sec): 3 clusters Score: Raw -837770.559136 + Penalty 1792.680878 = -835977.878258 nChanged 6 SP:Iteration 31Q (1043.307117 sec): 3 clusters Score: Raw -837772.159073 + Penalty 1792.680878 = -835979.478195 nChanged 7 SP:Iteration 32Q (1043.352196 sec): 3 clusters Score: Raw -837772.970117 + Penalty 1792.680878 = -835980.289239 nChanged 3 SP:Iteration 33Q (1043.417858 sec): 3 clusters Score: Raw -837773.572581 + Penalty 1792.680878 = -835980.891703 nChanged 5 SP:Iteration 34Q (1043.480720 sec): 3 clusters Score: Raw -837774.799146 + Penalty 1792.680878 = -835982.118269 nChanged 7 SP:Iteration 35Q (1043.540090 sec): 3 clusters Score: Raw -837776.605813 + Penalty 1792.680878 = -835983.924935 nChanged 10 SP:Iteration 36Q (1043.591186 sec): 3 clusters Score: Raw -837778.181270 + Penalty 1792.680878 = -835985.500393 nChanged 8 SP:Iteration 37Q (1043.644529 sec): 3 clusters Score: Raw -837779.218523 + Penalty 1792.680878 = -835986.537645 nChanged 4 SP:Iteration 38Q (1043.700902 sec): 3 clusters Score: Raw -837780.080226 + Penalty 1792.680878 = -835987.399348 nChanged 3 SP:Iteration 39Q (1043.768161 sec): 3 clusters Score: Raw -837780.639530 + Penalty 1792.680878 = -835987.958652 nChanged 4 SP:Iteration 40F (1043.822190 sec): 3 clusters Score: Raw -837781.270240 + Penalty 1792.680878 = -835988.589363 nChanged 5 SP:Iteration 41Q (1043.881385 sec): 3 clusters Score: Raw -837782.104959 + Penalty 1792.680878 = -835989.424081 nChanged 6 SP:Iteration 42Q (1043.930300 sec): 3 clusters Score: Raw -837783.014414 + Penalty 1792.680878 = -835990.333537 nChanged 6 SP:Iteration 43Q (1043.994203 sec): 3 clusters Score: Raw -837783.960155 + Penalty 1792.680878 = -835991.279277 nChanged 8 SP:Iteration 44Q (1044.042179 sec): 3 clusters Score: Raw -837784.830264 + Penalty 1792.680878 = -835992.149386 nChanged 8 SP:Iteration 45Q (1044.107697 sec): 3 clusters Score: Raw -837786.878687 + Penalty 1792.680878 = -835994.197810 nChanged 13 SP:Iteration 46Q (1044.166365 sec): 3 clusters Score: Raw -837789.872226 + Penalty 1792.680878 = -835997.191349 nChanged 14 SP:Iteration 47Q (1044.222796 sec): 3 clusters Score: Raw -837793.130794 + Penalty 1792.680878 = -836000.449916 nChanged 17 SP:Iteration 48Q (1044.286722 sec): 3 clusters Score: Raw -837795.967321 + Penalty 1792.680878 = -836003.286443 nChanged 10 SP:Iteration 49Q (1044.348028 sec): 3 clusters Score: Raw -837797.681825 + Penalty 1792.680878 = -836005.000947 nChanged 9 SP:Iteration 50Q (1044.395905 sec): 3 clusters Score: Raw -837799.537642 + Penalty 1792.680878 = -836006.856764 nChanged 10 SP:Iteration 51Q (1044.459415 sec): 3 clusters Score: Raw -837801.968683 + Penalty 1792.680878 = -836009.287806 nChanged 11 SP:Iteration 52Q (1044.522136 sec): 3 clusters Score: Raw -837803.945780 + Penalty 1792.680878 = -836011.264903 nChanged 12 SP:Iteration 53Q (1044.584801 sec): 3 clusters Score: Raw -837806.528306 + Penalty 1792.680878 = -836013.847429 nChanged 11 SP:Iteration 54Q (1044.640923 sec): 3 clusters Score: Raw -837808.918736 + Penalty 1792.680878 = -836016.237858 nChanged 10 SP:Iteration 55Q (1044.709627 sec): 3 clusters Score: Raw -837812.123071 + Penalty 1792.680878 = -836019.442193 nChanged 10 SP:Iteration 56Q (1044.766425 sec): 3 clusters Score: Raw -837814.572713 + Penalty 1792.680878 = -836021.891836 nChanged 5 SP:Iteration 57Q (1044.824776 sec): 3 clusters Score: Raw -837815.350002 + Penalty 1792.680878 = -836022.669125 nChanged 4 SP:Iteration 58Q (1044.889536 sec): 3 clusters Score: Raw -837816.295412 + Penalty 1792.680878 = -836023.614534 nChanged 6 SP:Iteration 59Q (1044.938796 sec): 3 clusters Score: Raw -837817.740128 + Penalty 1792.680878 = -836025.059251 nChanged 3 SP:Iteration 60F (1045.002378 sec): 3 clusters Score: Raw -837818.224607 + Penalty 1792.680878 = -836025.543729 nChanged 3 SP:Iteration 61Q (1045.053948 sec): 3 clusters Score: Raw -837818.487384 + Penalty 1792.680878 = -836025.806507 nChanged 1 SP:Iteration 62Q (1045.116804 sec): 3 clusters Score: Raw -837818.577943 + Penalty 1792.680878 = -836025.897066 nChanged 2 SP:Iteration 63Q (1045.177093 sec): 3 clusters Score: Raw -837818.891828 + Penalty 1792.680878 = -836026.210950 nChanged 1 SP:Iteration 64Q (1045.231919 sec): 3 clusters Score: Raw -837819.028975 + Penalty 1792.680878 = -836026.348097 nChanged 0 SP:Iteration 65F (1045.293713 sec): 3 clusters Score: Raw -837819.028975 + Penalty 1792.680878 = -836026.348097 nChanged 0 Trying to split cluster 6 (5200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1045.324526 sec): 2 clusters Score: Raw -351168.029485 + Penalty 812.859321 = -350355.170164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1045.374484 sec): 3 clusters Score: Raw -348245.285633 + Penalty 1625.718642 = -346619.566992 nChanged 2234 SP:Iteration 1F (1045.419586 sec): 3 clusters Score: Raw -349444.341881 + Penalty 1625.718642 = -347818.623239 nChanged 367 SP:Iteration 2F (1045.465506 sec): 3 clusters Score: Raw -349623.151112 + Penalty 1625.718642 = -347997.432470 nChanged 291 SP:Iteration 3F (1045.522719 sec): 3 clusters Score: Raw -349774.771212 + Penalty 1625.718642 = -348149.052570 nChanged 258 SP:Iteration 4Q (1045.575657 sec): 3 clusters Score: Raw -349921.283781 + Penalty 1625.718642 = -348295.565139 nChanged 248 SP:Iteration 5Q (1045.617124 sec): 3 clusters Score: Raw -350066.569306 + Penalty 1625.718642 = -348440.850665 nChanged 247 SP:Iteration 6Q (1045.661690 sec): 3 clusters Score: Raw -350230.825339 + Penalty 1625.718642 = -348605.106697 nChanged 214 SP:Iteration 7Q (1045.716793 sec): 3 clusters Score: Raw -350378.484167 + Penalty 1625.718642 = -348752.765525 nChanged 213 SP:Iteration 8Q (1045.772320 sec): 3 clusters Score: Raw -350509.879647 + Penalty 1625.718642 = -348884.161005 nChanged 207 SP:Iteration 9Q (1045.824139 sec): 3 clusters Score: Raw -350633.053074 + Penalty 1625.718642 = -349007.334432 nChanged 185 SP:Iteration 10Q (1045.875448 sec): 3 clusters Score: Raw -350750.909505 + Penalty 1625.718642 = -349125.190864 nChanged 162 SP:Iteration 11Q (1045.921463 sec): 3 clusters Score: Raw -350863.775185 + Penalty 1625.718642 = -349238.056543 nChanged 152 SP:Iteration 12Q (1045.974272 sec): 3 clusters Score: Raw -350969.665645 + Penalty 1625.718642 = -349343.947003 nChanged 123 SP:Iteration 13Q (1046.030690 sec): 3 clusters Score: Raw -351038.140703 + Penalty 1625.718642 = -349412.422061 nChanged 105 SP:Iteration 14Q (1046.079948 sec): 3 clusters Score: Raw -351099.215005 + Penalty 1625.718642 = -349473.496363 nChanged 98 SP:Iteration 15Q (1046.130271 sec): 3 clusters Score: Raw -351161.537343 + Penalty 1625.718642 = -349535.818701 nChanged 85 SP:Iteration 16Q (1046.187115 sec): 3 clusters Score: Raw -351211.920985 + Penalty 1625.718642 = -349586.202343 nChanged 56 SP:Iteration 17Q (1046.234950 sec): 3 clusters Score: Raw -351240.998406 + Penalty 1625.718642 = -349615.279765 nChanged 53 SP:Iteration 18Q (1046.285988 sec): 3 clusters Score: Raw -351274.620053 + Penalty 1625.718642 = -349648.901411 nChanged 55 SP:Iteration 19Q (1046.324795 sec): 3 clusters Score: Raw -351315.401019 + Penalty 1625.718642 = -349689.682377 nChanged 64 SP:Iteration 20F (1046.375422 sec): 3 clusters Score: Raw -351356.511390 + Penalty 1625.718642 = -349730.792748 nChanged 46 SP:Iteration 21Q (1046.434883 sec): 3 clusters Score: Raw -351382.293917 + Penalty 1625.718642 = -349756.575275 nChanged 42 SP:Iteration 22Q (1046.476235 sec): 3 clusters Score: Raw -351408.295995 + Penalty 1625.718642 = -349782.577354 nChanged 41 SP:Iteration 23Q (1046.521744 sec): 3 clusters Score: Raw -351435.132120 + Penalty 1625.718642 = -349809.413478 nChanged 46 SP:Iteration 24Q (1046.573811 sec): 3 clusters Score: Raw -351459.170972 + Penalty 1625.718642 = -349833.452330 nChanged 31 SP:Iteration 25Q (1046.629247 sec): 3 clusters Score: Raw -351478.251660 + Penalty 1625.718642 = -349852.533018 nChanged 31 SP:Iteration 26Q (1046.677368 sec): 3 clusters Score: Raw -351498.830173 + Penalty 1625.718642 = -349873.111532 nChanged 38 SP:Iteration 27Q (1046.728239 sec): 3 clusters Score: Raw -351517.328503 + Penalty 1625.718642 = -349891.609862 nChanged 38 SP:Iteration 28Q (1046.773585 sec): 3 clusters Score: Raw -351534.236899 + Penalty 1625.718642 = -349908.518257 nChanged 35 SP:Iteration 29Q (1046.821573 sec): 3 clusters Score: Raw -351554.283559 + Penalty 1625.718642 = -349928.564917 nChanged 41 SP:Iteration 30Q (1046.876767 sec): 3 clusters Score: Raw -351571.926474 + Penalty 1625.718642 = -349946.207832 nChanged 21 SP:Iteration 31Q (1046.917348 sec): 3 clusters Score: Raw -351584.172281 + Penalty 1625.718642 = -349958.453639 nChanged 19 SP:Iteration 32Q (1046.970555 sec): 3 clusters Score: Raw -351595.157610 + Penalty 1625.718642 = -349969.438968 nChanged 16 SP:Iteration 33Q (1047.022175 sec): 3 clusters Score: Raw -351601.976734 + Penalty 1625.718642 = -349976.258092 nChanged 15 SP:Iteration 34Q (1047.067650 sec): 3 clusters Score: Raw -351607.265515 + Penalty 1625.718642 = -349981.546873 nChanged 4 SP:Iteration 35Q (1047.116911 sec): 3 clusters Score: Raw -351611.212635 + Penalty 1625.718642 = -349985.493993 nChanged 6 SP:Iteration 36Q (1047.171282 sec): 3 clusters Score: Raw -351613.274468 + Penalty 1625.718642 = -349987.555826 nChanged 7 SP:Iteration 37Q (1047.214541 sec): 3 clusters Score: Raw -351615.464105 + Penalty 1625.718642 = -349989.745463 nChanged 7 SP:Iteration 38Q (1047.260872 sec): 3 clusters Score: Raw -351618.318829 + Penalty 1625.718642 = -349992.600187 nChanged 6 SP:Iteration 39Q (1047.311771 sec): 3 clusters Score: Raw -351620.146023 + Penalty 1625.718642 = -349994.427382 nChanged 4 SP:Iteration 40F (1047.353841 sec): 3 clusters Score: Raw -351621.964306 + Penalty 1625.718642 = -349996.245664 nChanged 7 SP:Iteration 41Q (1047.406479 sec): 3 clusters Score: Raw -351623.558808 + Penalty 1625.718642 = -349997.840166 nChanged 3 SP:Iteration 42Q (1047.464556 sec): 3 clusters Score: Raw -351624.346470 + Penalty 1625.718642 = -349998.627829 nChanged 4 SP:Iteration 43Q (1047.513937 sec): 3 clusters Score: Raw -351626.086454 + Penalty 1625.718642 = -350000.367813 nChanged 4 SP:Iteration 44Q (1047.563342 sec): 3 clusters Score: Raw -351627.690008 + Penalty 1625.718642 = -350001.971366 nChanged 4 SP:Iteration 45Q (1047.611278 sec): 3 clusters Score: Raw -351628.791748 + Penalty 1625.718642 = -350003.073106 nChanged 5 SP:Iteration 46Q (1047.656918 sec): 3 clusters Score: Raw -351629.805733 + Penalty 1625.718642 = -350004.087091 nChanged 2 SP:Iteration 47Q (1047.711564 sec): 3 clusters Score: Raw -351630.588693 + Penalty 1625.718642 = -350004.870051 nChanged 2 SP:Iteration 48Q (1047.759525 sec): 3 clusters Score: Raw -351631.075821 + Penalty 1625.718642 = -350005.357179 nChanged 0 SP:Iteration 49F (1047.810464 sec): 3 clusters Score: Raw -351631.075821 + Penalty 1625.718642 = -350005.357179 nChanged 0 Trying to split cluster 7 (19795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1047.845896 sec): 2 clusters Score: Raw -1449021.418999 + Penalty 939.852543 = -1448081.566456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1047.924721 sec): 3 clusters Score: Raw -1436701.880200 + Penalty 1879.705085 = -1434822.175115 nChanged 9092 SP:Iteration 1F (1047.998567 sec): 3 clusters Score: Raw -1441879.392941 + Penalty 1879.705085 = -1439999.687855 nChanged 1156 SP:Iteration 2F (1048.069645 sec): 3 clusters Score: Raw -1442493.062360 + Penalty 1879.705085 = -1440613.357275 nChanged 1339 SP:Iteration 3F (1048.140654 sec): 3 clusters Score: Raw -1443314.805566 + Penalty 1879.705085 = -1441435.100480 nChanged 1433 SP:Iteration 4F (1048.207190 sec): 3 clusters Score: Raw -1444345.526759 + Penalty 1879.705085 = -1442465.821673 nChanged 1479 SP:Iteration 5F (1048.277352 sec): 3 clusters Score: Raw -1445572.925075 + Penalty 1879.705085 = -1443693.219990 nChanged 1361 SP:Iteration 6F (1048.349646 sec): 3 clusters Score: Raw -1446814.646816 + Penalty 1879.705085 = -1444934.941730 nChanged 1028 SP:Iteration 7F (1048.431398 sec): 3 clusters Score: Raw -1447762.433016 + Penalty 1879.705085 = -1445882.727931 nChanged 693 SP:Iteration 8Q (1048.480174 sec): 3 clusters Score: Raw -1448411.830676 + Penalty 1879.705085 = -1446532.125591 nChanged 394 SP:Iteration 9Q (1048.561902 sec): 3 clusters Score: Raw -1448772.199996 + Penalty 1879.705085 = -1446892.494911 nChanged 187 SP:Iteration 10Q (1048.628897 sec): 3 clusters Score: Raw -1448963.105794 + Penalty 1879.705085 = -1447083.400709 nChanged 89 SP:Iteration 11Q (1048.696590 sec): 3 clusters Score: Raw -1449044.191046 + Penalty 1879.705085 = -1447164.485960 nChanged 43 SP:Iteration 12Q (1048.766361 sec): 3 clusters Score: Raw -1449083.658842 + Penalty 1879.705085 = -1447203.953757 nChanged 29 SP:Iteration 13Q (1048.832469 sec): 3 clusters Score: Raw -1449113.963112 + Penalty 1879.705085 = -1447234.258027 nChanged 19 SP:Iteration 14Q (1048.899155 sec): 3 clusters Score: Raw -1449129.736444 + Penalty 1879.705085 = -1447250.031358 nChanged 11 SP:Iteration 15Q (1048.956567 sec): 3 clusters Score: Raw -1449140.297389 + Penalty 1879.705085 = -1447260.592304 nChanged 7 SP:Iteration 16Q (1049.015123 sec): 3 clusters Score: Raw -1449146.539452 + Penalty 1879.705085 = -1447266.834367 nChanged 1 SP:Iteration 17Q (1049.089720 sec): 3 clusters Score: Raw -1449147.201265 + Penalty 1879.705085 = -1447267.496180 nChanged 2 SP:Iteration 18Q (1049.154595 sec): 3 clusters Score: Raw -1449149.211780 + Penalty 1879.705085 = -1447269.506694 nChanged 1 SP:Iteration 19Q (1049.219964 sec): 3 clusters Score: Raw -1449149.801570 + Penalty 1879.705085 = -1447270.096485 nChanged 0 SP:Iteration 20F (1049.289859 sec): 3 clusters Score: Raw -1449149.801570 + Penalty 1879.705085 = -1447270.096485 nChanged 0 Trying to split cluster 8 (8498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1049.324612 sec): 2 clusters Score: Raw -626489.672495 + Penalty 859.520681 = -625630.151814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1049.381261 sec): 3 clusters Score: Raw -621581.583665 + Penalty 1719.041363 = -619862.542302 nChanged 3763 SP:Iteration 1F (1049.439229 sec): 3 clusters Score: Raw -623755.259688 + Penalty 1719.041363 = -622036.218325 nChanged 625 SP:Iteration 2F (1049.498397 sec): 3 clusters Score: Raw -624155.408693 + Penalty 1719.041363 = -622436.367330 nChanged 616 SP:Iteration 3F (1049.552519 sec): 3 clusters Score: Raw -624615.981324 + Penalty 1719.041363 = -622896.939961 nChanged 636 SP:Iteration 4F (1049.600725 sec): 3 clusters Score: Raw -625143.996771 + Penalty 1719.041363 = -623424.955408 nChanged 601 SP:Iteration 5F (1049.666895 sec): 3 clusters Score: Raw -625637.508325 + Penalty 1719.041363 = -623918.466962 nChanged 470 SP:Iteration 6F (1049.717091 sec): 3 clusters Score: Raw -626037.674214 + Penalty 1719.041363 = -624318.632851 nChanged 380 SP:Iteration 7Q (1049.771347 sec): 3 clusters Score: Raw -626340.013243 + Penalty 1719.041363 = -624620.971880 nChanged 283 SP:Iteration 8Q (1049.819061 sec): 3 clusters Score: Raw -626519.606836 + Penalty 1719.041363 = -624800.565473 nChanged 171 SP:Iteration 9Q (1049.874867 sec): 3 clusters Score: Raw -626600.595032 + Penalty 1719.041363 = -624881.553669 nChanged 124 SP:Iteration 10Q (1049.926056 sec): 3 clusters Score: Raw -626654.441432 + Penalty 1719.041363 = -624935.400069 nChanged 100 SP:Iteration 11Q (1049.988421 sec): 3 clusters Score: Raw -626696.443915 + Penalty 1719.041363 = -624977.402552 nChanged 92 SP:Iteration 12Q (1050.038757 sec): 3 clusters Score: Raw -626726.503499 + Penalty 1719.041363 = -625007.462136 nChanged 69 SP:Iteration 13Q (1050.091488 sec): 3 clusters Score: Raw -626748.786645 + Penalty 1719.041363 = -625029.745282 nChanged 66 SP:Iteration 14Q (1050.151893 sec): 3 clusters Score: Raw -626769.531090 + Penalty 1719.041363 = -625050.489727 nChanged 66 SP:Iteration 15Q (1050.210970 sec): 3 clusters Score: Raw -626788.895717 + Penalty 1719.041363 = -625069.854354 nChanged 63 SP:Iteration 16Q (1050.269667 sec): 3 clusters Score: Raw -626806.381495 + Penalty 1719.041363 = -625087.340132 nChanged 48 SP:Iteration 17Q (1050.316282 sec): 3 clusters Score: Raw -626818.476225 + Penalty 1719.041363 = -625099.434862 nChanged 45 SP:Iteration 18Q (1050.383913 sec): 3 clusters Score: Raw -626829.343579 + Penalty 1719.041363 = -625110.302216 nChanged 32 SP:Iteration 19Q (1050.439554 sec): 3 clusters Score: Raw -626835.840426 + Penalty 1719.041363 = -625116.799063 nChanged 18 SP:Iteration 20F (1050.498001 sec): 3 clusters Score: Raw -626839.161762 + Penalty 1719.041363 = -625120.120399 nChanged 21 SP:Iteration 21Q (1050.552965 sec): 3 clusters Score: Raw -626842.873916 + Penalty 1719.041363 = -625123.832553 nChanged 23 SP:Iteration 22Q (1050.607134 sec): 3 clusters Score: Raw -626845.773736 + Penalty 1719.041363 = -625126.732373 nChanged 11 SP:Iteration 23Q (1050.654335 sec): 3 clusters Score: Raw -626847.141250 + Penalty 1719.041363 = -625128.099887 nChanged 11 SP:Iteration 24Q (1050.718429 sec): 3 clusters Score: Raw -626848.948876 + Penalty 1719.041363 = -625129.907513 nChanged 13 SP:Iteration 25Q (1050.776868 sec): 3 clusters Score: Raw -626851.094034 + Penalty 1719.041363 = -625132.052671 nChanged 14 SP:Iteration 26Q (1050.820034 sec): 3 clusters Score: Raw -626854.260972 + Penalty 1719.041363 = -625135.219609 nChanged 17 SP:Iteration 27Q (1050.871359 sec): 3 clusters Score: Raw -626856.668097 + Penalty 1719.041363 = -625137.626734 nChanged 14 SP:Iteration 28Q (1050.933318 sec): 3 clusters Score: Raw -626858.436544 + Penalty 1719.041363 = -625139.395181 nChanged 13 SP:Iteration 29Q (1050.986687 sec): 3 clusters Score: Raw -626861.084077 + Penalty 1719.041363 = -625142.042714 nChanged 16 SP:Iteration 30Q (1051.036750 sec): 3 clusters Score: Raw -626865.200433 + Penalty 1719.041363 = -625146.159070 nChanged 18 SP:Iteration 31Q (1051.091956 sec): 3 clusters Score: Raw -626868.983730 + Penalty 1719.041363 = -625149.942367 nChanged 12 SP:Iteration 32Q (1051.141723 sec): 3 clusters Score: Raw -626871.835772 + Penalty 1719.041363 = -625152.794409 nChanged 19 SP:Iteration 33Q (1051.198524 sec): 3 clusters Score: Raw -626875.659036 + Penalty 1719.041363 = -625156.617673 nChanged 14 SP:Iteration 34Q (1051.253795 sec): 3 clusters Score: Raw -626878.168313 + Penalty 1719.041363 = -625159.126950 nChanged 13 SP:Iteration 35Q (1051.306243 sec): 3 clusters Score: Raw -626880.854209 + Penalty 1719.041363 = -625161.812846 nChanged 18 SP:Iteration 36Q (1051.358338 sec): 3 clusters Score: Raw -626886.242724 + Penalty 1719.041363 = -625167.201361 nChanged 15 SP:Iteration 37Q (1051.410655 sec): 3 clusters Score: Raw -626889.890091 + Penalty 1719.041363 = -625170.848728 nChanged 15 SP:Iteration 38Q (1051.460488 sec): 3 clusters Score: Raw -626894.044612 + Penalty 1719.041363 = -625175.003249 nChanged 18 SP:Iteration 39Q (1051.510262 sec): 3 clusters Score: Raw -626898.881011 + Penalty 1719.041363 = -625179.839648 nChanged 15 SP:Iteration 40F (1051.556099 sec): 3 clusters Score: Raw -626903.652650 + Penalty 1719.041363 = -625184.611287 nChanged 20 SP:Iteration 41Q (1051.609174 sec): 3 clusters Score: Raw -626909.237012 + Penalty 1719.041363 = -625190.195649 nChanged 18 SP:Iteration 42Q (1051.660941 sec): 3 clusters Score: Raw -626913.551206 + Penalty 1719.041363 = -625194.509843 nChanged 16 SP:Iteration 43Q (1051.708259 sec): 3 clusters Score: Raw -626918.262542 + Penalty 1719.041363 = -625199.221179 nChanged 14 SP:Iteration 44Q (1051.761893 sec): 3 clusters Score: Raw -626920.488913 + Penalty 1719.041363 = -625201.447550 nChanged 10 SP:Iteration 45Q (1051.816119 sec): 3 clusters Score: Raw -626922.541735 + Penalty 1719.041363 = -625203.500373 nChanged 5 SP:Iteration 46Q (1051.868387 sec): 3 clusters Score: Raw -626923.246808 + Penalty 1719.041363 = -625204.205445 nChanged 3 SP:Iteration 47Q (1051.922443 sec): 3 clusters Score: Raw -626923.648880 + Penalty 1719.041363 = -625204.607517 nChanged 6 SP:Iteration 48Q (1051.975773 sec): 3 clusters Score: Raw -626924.455486 + Penalty 1719.041363 = -625205.414123 nChanged 7 SP:Iteration 49Q (1052.030049 sec): 3 clusters Score: Raw -626925.832392 + Penalty 1719.041363 = -625206.791029 nChanged 12 SP:Iteration 50Q (1052.080380 sec): 3 clusters Score: Raw -626928.201293 + Penalty 1719.041363 = -625209.159930 nChanged 13 SP:Iteration 51Q (1052.128657 sec): 3 clusters Score: Raw -626930.082353 + Penalty 1719.041363 = -625211.040990 nChanged 8 SP:Iteration 52Q (1052.180547 sec): 3 clusters Score: Raw -626931.581001 + Penalty 1719.041363 = -625212.539638 nChanged 5 SP:Iteration 53Q (1052.232456 sec): 3 clusters Score: Raw -626932.656399 + Penalty 1719.041363 = -625213.615036 nChanged 7 SP:Iteration 54Q (1052.284294 sec): 3 clusters Score: Raw -626933.798715 + Penalty 1719.041363 = -625214.757353 nChanged 11 SP:Iteration 55Q (1052.338211 sec): 3 clusters Score: Raw -626936.229776 + Penalty 1719.041363 = -625217.188413 nChanged 7 SP:Iteration 56Q (1052.391225 sec): 3 clusters Score: Raw -626937.522080 + Penalty 1719.041363 = -625218.480717 nChanged 8 SP:Iteration 57Q (1052.449433 sec): 3 clusters Score: Raw -626939.541238 + Penalty 1719.041363 = -625220.499876 nChanged 7 SP:Iteration 58Q (1052.504182 sec): 3 clusters Score: Raw -626940.484848 + Penalty 1719.041363 = -625221.443485 nChanged 8 SP:Iteration 59Q (1052.559819 sec): 3 clusters Score: Raw -626941.855728 + Penalty 1719.041363 = -625222.814365 nChanged 8 SP:Iteration 60F (1052.608934 sec): 3 clusters Score: Raw -626943.658784 + Penalty 1719.041363 = -625224.617421 nChanged 8 SP:Iteration 61Q (1052.656319 sec): 3 clusters Score: Raw -626945.645809 + Penalty 1719.041363 = -625226.604446 nChanged 8 SP:Iteration 62Q (1052.714292 sec): 3 clusters Score: Raw -626946.949616 + Penalty 1719.041363 = -625227.908253 nChanged 7 SP:Iteration 63Q (1052.766260 sec): 3 clusters Score: Raw -626948.580373 + Penalty 1719.041363 = -625229.539010 nChanged 6 SP:Iteration 64Q (1052.813597 sec): 3 clusters Score: Raw -626950.024341 + Penalty 1719.041363 = -625230.982978 nChanged 10 SP:Iteration 65Q (1052.868770 sec): 3 clusters Score: Raw -626951.520581 + Penalty 1719.041363 = -625232.479218 nChanged 5 SP:Iteration 66Q (1052.927147 sec): 3 clusters Score: Raw -626952.555438 + Penalty 1719.041363 = -625233.514075 nChanged 8 SP:Iteration 67Q (1052.981953 sec): 3 clusters Score: Raw -626954.011999 + Penalty 1719.041363 = -625234.970636 nChanged 6 SP:Iteration 68Q (1053.028507 sec): 3 clusters Score: Raw -626955.508714 + Penalty 1719.041363 = -625236.467351 nChanged 7 SP:Iteration 69Q (1053.084752 sec): 3 clusters Score: Raw -626956.698706 + Penalty 1719.041363 = -625237.657343 nChanged 2 SP:Iteration 70Q (1053.146811 sec): 3 clusters Score: Raw -626957.006064 + Penalty 1719.041363 = -625237.964701 nChanged 2 SP:Iteration 71Q (1053.196402 sec): 3 clusters Score: Raw -626957.142160 + Penalty 1719.041363 = -625238.100797 nChanged 2 SP:Iteration 72Q (1053.248622 sec): 3 clusters Score: Raw -626957.558381 + Penalty 1719.041363 = -625238.517018 nChanged 4 SP:Iteration 73Q (1053.316487 sec): 3 clusters Score: Raw -626958.361964 + Penalty 1719.041363 = -625239.320602 nChanged 3 SP:Iteration 74Q (1053.370773 sec): 3 clusters Score: Raw -626958.784421 + Penalty 1719.041363 = -625239.743058 nChanged 3 SP:Iteration 75Q (1053.415117 sec): 3 clusters Score: Raw -626959.299237 + Penalty 1719.041363 = -625240.257874 nChanged 2 SP:Iteration 76Q (1053.467406 sec): 3 clusters Score: Raw -626959.583898 + Penalty 1719.041363 = -625240.542535 nChanged 1 SP:Iteration 77Q (1053.523270 sec): 3 clusters Score: Raw -626959.852832 + Penalty 1719.041363 = -625240.811469 nChanged 0 SP:Iteration 78F (1053.567821 sec): 3 clusters Score: Raw -626959.852832 + Penalty 1719.041363 = -625240.811469 nChanged 0 Trying to split cluster 9 (159075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.767061 sec): 2 clusters Score: Raw -12365482.399500 + Penalty 1137.827451 = -12364344.572048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.021745 sec): 3 clusters Score: Raw -12259233.234874 + Penalty 2275.654903 = -12256957.579971 nChanged 77538 SP:Iteration 1F (1054.260409 sec): 3 clusters Score: Raw -12305585.378732 + Penalty 2275.654903 = -12303309.723829 nChanged 5194 SP:Iteration 2Q (1054.523801 sec): 3 clusters Score: Raw -12306860.590541 + Penalty 2275.654903 = -12304584.935638 nChanged 5579 SP:Iteration 3Q (1054.782619 sec): 3 clusters Score: Raw -12308520.527542 + Penalty 2275.654903 = -12306244.872639 nChanged 6181 SP:Iteration 4Q (1055.047262 sec): 3 clusters Score: Raw -12310718.460754 + Penalty 2275.654903 = -12308442.805851 nChanged 6955 SP:Iteration 5Q (1055.305449 sec): 3 clusters Score: Raw -12313489.583704 + Penalty 2275.654903 = -12311213.928801 nChanged 7250 SP:Iteration 6Q (1055.582352 sec): 3 clusters Score: Raw -12316815.917808 + Penalty 2275.654903 = -12314540.262905 nChanged 7884 SP:Iteration 7Q (1055.862263 sec): 3 clusters Score: Raw -12320977.656227 + Penalty 2275.654903 = -12318702.001324 nChanged 8205 SP:Iteration 8F (1056.112199 sec): 3 clusters Score: Raw -12325801.136398 + Penalty 2275.654903 = -12323525.481495 nChanged 8814 SP:Iteration 9F (1056.354985 sec): 3 clusters Score: Raw -12331647.073435 + Penalty 2275.654903 = -12329371.418532 nChanged 9453 SP:Iteration 10F (1056.596680 sec): 3 clusters Score: Raw -12338513.761724 + Penalty 2275.654903 = -12336238.106821 nChanged 9302 SP:Iteration 11F (1056.848358 sec): 3 clusters Score: Raw -12345690.236871 + Penalty 2275.654903 = -12343414.581968 nChanged 8453 SP:Iteration 12F (1057.075193 sec): 3 clusters Score: Raw -12352323.638521 + Penalty 2275.654903 = -12350047.983618 nChanged 6900 SP:Iteration 13Q (1057.313982 sec): 3 clusters Score: Raw -12357618.031913 + Penalty 2275.654903 = -12355342.377010 nChanged 5085 SP:Iteration 14Q (1057.547103 sec): 3 clusters Score: Raw -12361401.133743 + Penalty 2275.654903 = -12359125.478840 nChanged 3499 SP:Iteration 15Q (1057.783299 sec): 3 clusters Score: Raw -12363734.352447 + Penalty 2275.654903 = -12361458.697544 nChanged 2498 SP:Iteration 16Q (1058.003426 sec): 3 clusters Score: Raw -12365159.837496 + Penalty 2275.654903 = -12362884.182593 nChanged 1773 SP:Iteration 17Q (1058.223185 sec): 3 clusters Score: Raw -12366036.993451 + Penalty 2275.654903 = -12363761.338549 nChanged 1317 SP:Iteration 18Q (1058.452203 sec): 3 clusters Score: Raw -12366603.269815 + Penalty 2275.654903 = -12364327.614912 nChanged 963 SP:Iteration 19Q (1058.686914 sec): 3 clusters Score: Raw -12366921.933280 + Penalty 2275.654903 = -12364646.278377 nChanged 725 SP:Iteration 20F (1058.926214 sec): 3 clusters Score: Raw -12367103.580501 + Penalty 2275.654903 = -12364827.925598 nChanged 507 SP:Iteration 21Q (1059.135528 sec): 3 clusters Score: Raw -12367211.713933 + Penalty 2275.654903 = -12364936.059030 nChanged 417 SP:Iteration 22Q (1059.349733 sec): 3 clusters Score: Raw -12367288.100767 + Penalty 2275.654903 = -12365012.445864 nChanged 332 SP:Iteration 23Q (1059.557105 sec): 3 clusters Score: Raw -12367340.883220 + Penalty 2275.654903 = -12365065.228317 nChanged 282 SP:Iteration 24Q (1059.773842 sec): 3 clusters Score: Raw -12367385.330583 + Penalty 2275.654903 = -12365109.675680 nChanged 224 SP:Iteration 25Q (1059.998536 sec): 3 clusters Score: Raw -12367419.861719 + Penalty 2275.654903 = -12365144.206816 nChanged 221 SP:Iteration 26Q (1060.200747 sec): 3 clusters Score: Raw -12367450.064273 + Penalty 2275.654903 = -12365174.409370 nChanged 182 SP:Iteration 27Q (1060.410763 sec): 3 clusters Score: Raw -12367471.152516 + Penalty 2275.654903 = -12365195.497613 nChanged 151 SP:Iteration 28Q (1060.639408 sec): 3 clusters Score: Raw -12367485.726473 + Penalty 2275.654903 = -12365210.071570 nChanged 123 SP:Iteration 29Q (1060.863652 sec): 3 clusters Score: Raw -12367496.474513 + Penalty 2275.654903 = -12365220.819610 nChanged 120 SP:Iteration 30Q (1061.075382 sec): 3 clusters Score: Raw -12367505.338438 + Penalty 2275.654903 = -12365229.683535 nChanged 105 SP:Iteration 31Q (1061.283391 sec): 3 clusters Score: Raw -12367513.449433 + Penalty 2275.654903 = -12365237.794530 nChanged 87 SP:Iteration 32Q (1061.498678 sec): 3 clusters Score: Raw -12367519.545619 + Penalty 2275.654903 = -12365243.890716 nChanged 76 SP:Iteration 33Q (1061.716930 sec): 3 clusters Score: Raw -12367524.480167 + Penalty 2275.654903 = -12365248.825264 nChanged 58 SP:Iteration 34Q (1061.927304 sec): 3 clusters Score: Raw -12367527.743182 + Penalty 2275.654903 = -12365252.088279 nChanged 50 SP:Iteration 35Q (1062.147450 sec): 3 clusters Score: Raw -12367530.165363 + Penalty 2275.654903 = -12365254.510460 nChanged 49 SP:Iteration 36Q (1062.361027 sec): 3 clusters Score: Raw -12367532.317596 + Penalty 2275.654903 = -12365256.662693 nChanged 42 SP:Iteration 37Q (1062.584850 sec): 3 clusters Score: Raw -12367534.095968 + Penalty 2275.654903 = -12365258.441066 nChanged 31 SP:Iteration 38Q (1062.797205 sec): 3 clusters Score: Raw -12367535.460784 + Penalty 2275.654903 = -12365259.805881 nChanged 25 SP:Iteration 39Q (1063.016274 sec): 3 clusters Score: Raw -12367536.497438 + Penalty 2275.654903 = -12365260.842536 nChanged 28 SP:Iteration 40F (1063.273428 sec): 3 clusters Score: Raw -12367537.680709 + Penalty 2275.654903 = -12365262.025806 nChanged 34 SP:Iteration 41Q (1063.490485 sec): 3 clusters Score: Raw -12367539.397684 + Penalty 2275.654903 = -12365263.742781 nChanged 32 SP:Iteration 42Q (1063.699394 sec): 3 clusters Score: Raw -12367540.623023 + Penalty 2275.654903 = -12365264.968120 nChanged 27 SP:Iteration 43Q (1063.918363 sec): 3 clusters Score: Raw -12367541.589782 + Penalty 2275.654903 = -12365265.934879 nChanged 18 SP:Iteration 44Q (1064.124948 sec): 3 clusters Score: Raw -12367542.167450 + Penalty 2275.654903 = -12365266.512547 nChanged 14 SP:Iteration 45Q (1064.339732 sec): 3 clusters Score: Raw -12367542.679732 + Penalty 2275.654903 = -12365267.024829 nChanged 14 SP:Iteration 46Q (1064.555808 sec): 3 clusters Score: Raw -12367543.128716 + Penalty 2275.654903 = -12365267.473813 nChanged 15 SP:Iteration 47Q (1064.767640 sec): 3 clusters Score: Raw -12367543.515720 + Penalty 2275.654903 = -12365267.860817 nChanged 15 SP:Iteration 48Q (1064.971266 sec): 3 clusters Score: Raw -12367544.067821 + Penalty 2275.654903 = -12365268.412918 nChanged 13 SP:Iteration 49Q (1065.181633 sec): 3 clusters Score: Raw -12367544.536552 + Penalty 2275.654903 = -12365268.881649 nChanged 18 SP:Iteration 50Q (1065.404684 sec): 3 clusters Score: Raw -12367544.998636 + Penalty 2275.654903 = -12365269.343734 nChanged 6 SP:Iteration 51Q (1065.621203 sec): 3 clusters Score: Raw -12367545.144642 + Penalty 2275.654903 = -12365269.489739 nChanged 6 SP:Iteration 52Q (1065.846662 sec): 3 clusters Score: Raw -12367545.428662 + Penalty 2275.654903 = -12365269.773759 nChanged 16 SP:Iteration 53Q (1066.065119 sec): 3 clusters Score: Raw -12367545.920724 + Penalty 2275.654903 = -12365270.265821 nChanged 12 SP:Iteration 54Q (1066.293750 sec): 3 clusters Score: Raw -12367546.451566 + Penalty 2275.654903 = -12365270.796663 nChanged 10 SP:Iteration 55Q (1066.507246 sec): 3 clusters Score: Raw -12367546.790606 + Penalty 2275.654903 = -12365271.135704 nChanged 10 SP:Iteration 56Q (1066.726222 sec): 3 clusters Score: Raw -12367547.124314 + Penalty 2275.654903 = -12365271.469411 nChanged 11 SP:Iteration 57Q (1066.945464 sec): 3 clusters Score: Raw -12367547.402398 + Penalty 2275.654903 = -12365271.747495 nChanged 7 SP:Iteration 58Q (1067.148433 sec): 3 clusters Score: Raw -12367547.579278 + Penalty 2275.654903 = -12365271.924375 nChanged 2 SP:Iteration 59Q (1067.351789 sec): 3 clusters Score: Raw -12367547.630339 + Penalty 2275.654903 = -12365271.975436 nChanged 2 SP:Iteration 60F (1067.576730 sec): 3 clusters Score: Raw -12367547.701093 + Penalty 2275.654903 = -12365272.046190 nChanged 0 Score: Raw -45948695.597515 + Penalty 52082.874990 = -45896612.722525 Splitting cluster 9 changes total score from -45895683.077348 to -45896612.722525 So it's getting split into cluster 41. Trying to split cluster 10 (1742 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.021135 sec): 2 clusters Score: Raw -123360.750550 + Penalty 708.964970 = -122651.785580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.077166 sec): 3 clusters Score: Raw -122529.116254 + Penalty 1417.929940 = -121111.186314 nChanged 693 SP:Iteration 1F (1080.113026 sec): 3 clusters Score: Raw -123050.921695 + Penalty 1417.929940 = -121632.991755 nChanged 174 SP:Iteration 2F (1080.156214 sec): 3 clusters Score: Raw -123211.320063 + Penalty 1417.929940 = -121793.390123 nChanged 119 SP:Iteration 3F (1080.200613 sec): 3 clusters Score: Raw -123314.221128 + Penalty 1417.929940 = -121896.291188 nChanged 75 SP:Iteration 4Q (1080.245725 sec): 3 clusters Score: Raw -123380.811998 + Penalty 1417.929940 = -121962.882058 nChanged 70 SP:Iteration 5Q (1080.299201 sec): 3 clusters Score: Raw -123445.365618 + Penalty 1417.929940 = -122027.435678 nChanged 60 SP:Iteration 6Q (1080.346864 sec): 3 clusters Score: Raw -123492.259923 + Penalty 1417.929940 = -122074.329984 nChanged 50 SP:Iteration 7Q (1080.383713 sec): 3 clusters Score: Raw -123537.483153 + Penalty 1417.929940 = -122119.553213 nChanged 43 SP:Iteration 8Q (1080.425257 sec): 3 clusters Score: Raw -123586.982643 + Penalty 1417.929940 = -122169.052703 nChanged 46 SP:Iteration 9Q (1080.481117 sec): 3 clusters Score: Raw -123639.250891 + Penalty 1417.929940 = -122221.320952 nChanged 39 SP:Iteration 10Q (1080.519127 sec): 3 clusters Score: Raw -123677.236432 + Penalty 1417.929940 = -122259.306492 nChanged 30 SP:Iteration 11Q (1080.572558 sec): 3 clusters Score: Raw -123701.197658 + Penalty 1417.929940 = -122283.267718 nChanged 21 SP:Iteration 12Q (1080.617496 sec): 3 clusters Score: Raw -123715.060103 + Penalty 1417.929940 = -122297.130163 nChanged 19 SP:Iteration 13Q (1080.666625 sec): 3 clusters Score: Raw -123727.188827 + Penalty 1417.929940 = -122309.258887 nChanged 11 SP:Iteration 14Q (1080.712731 sec): 3 clusters Score: Raw -123733.680411 + Penalty 1417.929940 = -122315.750471 nChanged 11 SP:Iteration 15Q (1080.755322 sec): 3 clusters Score: Raw -123739.825497 + Penalty 1417.929940 = -122321.895557 nChanged 6 SP:Iteration 16Q (1080.801931 sec): 3 clusters Score: Raw -123745.909097 + Penalty 1417.929940 = -122327.979157 nChanged 7 SP:Iteration 17Q (1080.850278 sec): 3 clusters Score: Raw -123752.534074 + Penalty 1417.929940 = -122334.604134 nChanged 7 SP:Iteration 18Q (1080.899133 sec): 3 clusters Score: Raw -123763.752235 + Penalty 1417.929940 = -122345.822295 nChanged 7 SP:Iteration 19Q (1080.943222 sec): 3 clusters Score: Raw -123771.140091 + Penalty 1417.929940 = -122353.210151 nChanged 8 SP:Iteration 20F (1080.997974 sec): 3 clusters Score: Raw -123791.373134 + Penalty 1417.929940 = -122373.443194 nChanged 13 SP:Iteration 21Q (1081.049236 sec): 3 clusters Score: Raw -123815.411421 + Penalty 1417.929940 = -122397.481481 nChanged 17 SP:Iteration 22Q (1081.088716 sec): 3 clusters Score: Raw -123830.699626 + Penalty 1417.929940 = -122412.769686 nChanged 8 SP:Iteration 23Q (1081.139626 sec): 3 clusters Score: Raw -123833.444707 + Penalty 1417.929940 = -122415.514768 nChanged 8 SP:Iteration 24Q (1081.171071 sec): 3 clusters Score: Raw -123835.731803 + Penalty 1417.929940 = -122417.801863 nChanged 4 SP:Iteration 25Q (1081.221028 sec): 3 clusters Score: Raw -123839.114775 + Penalty 1417.929940 = -122421.184835 nChanged 2 SP:Iteration 26Q (1081.254407 sec): 3 clusters Score: Raw -123840.242378 + Penalty 1417.929940 = -122422.312438 nChanged 3 SP:Iteration 27Q (1081.308776 sec): 3 clusters Score: Raw -123841.125698 + Penalty 1417.929940 = -122423.195758 nChanged 0 SP:Iteration 28F (1081.351480 sec): 3 clusters Score: Raw -123841.125698 + Penalty 1417.929940 = -122423.195758 nChanged 0 Trying to split cluster 11 (29301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.400115 sec): 2 clusters Score: Raw -2039052.452428 + Penalty 977.110808 = -2038075.341620 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.488051 sec): 3 clusters Score: Raw -2020462.520939 + Penalty 1954.221616 = -2018508.299323 nChanged 13757 SP:Iteration 1F (1081.567340 sec): 3 clusters Score: Raw -2028253.123014 + Penalty 1954.221616 = -2026298.901399 nChanged 1354 SP:Iteration 2Q (1081.650032 sec): 3 clusters Score: Raw -2028729.359573 + Penalty 1954.221616 = -2026775.137958 nChanged 1470 SP:Iteration 3F (1081.720185 sec): 3 clusters Score: Raw -2029369.956029 + Penalty 1954.221616 = -2027415.734413 nChanged 1644 SP:Iteration 4F (1081.801730 sec): 3 clusters Score: Raw -2030268.141832 + Penalty 1954.221616 = -2028313.920217 nChanged 1779 SP:Iteration 5F (1081.876491 sec): 3 clusters Score: Raw -2031419.462086 + Penalty 1954.221616 = -2029465.240470 nChanged 1914 SP:Iteration 6F (1081.963057 sec): 3 clusters Score: Raw -2032862.542728 + Penalty 1954.221616 = -2030908.321113 nChanged 1840 SP:Iteration 7F (1082.039572 sec): 3 clusters Score: Raw -2034320.279100 + Penalty 1954.221616 = -2032366.057485 nChanged 1596 SP:Iteration 8F (1082.122160 sec): 3 clusters Score: Raw -2035514.682889 + Penalty 1954.221616 = -2033560.461274 nChanged 1265 SP:Iteration 9Q (1082.194820 sec): 3 clusters Score: Raw -2036281.851220 + Penalty 1954.221616 = -2034327.629605 nChanged 902 SP:Iteration 10Q (1082.283303 sec): 3 clusters Score: Raw -2036749.627604 + Penalty 1954.221616 = -2034795.405988 nChanged 658 SP:Iteration 11Q (1082.361490 sec): 3 clusters Score: Raw -2037047.876099 + Penalty 1954.221616 = -2035093.654483 nChanged 530 SP:Iteration 12Q (1082.439569 sec): 3 clusters Score: Raw -2037283.681544 + Penalty 1954.221616 = -2035329.459929 nChanged 488 SP:Iteration 13Q (1082.522869 sec): 3 clusters Score: Raw -2037491.937212 + Penalty 1954.221616 = -2035537.715597 nChanged 437 SP:Iteration 14Q (1082.598892 sec): 3 clusters Score: Raw -2037676.458074 + Penalty 1954.221616 = -2035722.236459 nChanged 413 SP:Iteration 15Q (1082.678152 sec): 3 clusters Score: Raw -2037837.788403 + Penalty 1954.221616 = -2035883.566787 nChanged 344 SP:Iteration 16Q (1082.752607 sec): 3 clusters Score: Raw -2037978.701261 + Penalty 1954.221616 = -2036024.479646 nChanged 320 SP:Iteration 17Q (1082.826387 sec): 3 clusters Score: Raw -2038102.226926 + Penalty 1954.221616 = -2036148.005311 nChanged 329 SP:Iteration 18Q (1082.916116 sec): 3 clusters Score: Raw -2038220.633790 + Penalty 1954.221616 = -2036266.412175 nChanged 307 SP:Iteration 19Q (1082.992905 sec): 3 clusters Score: Raw -2038326.129059 + Penalty 1954.221616 = -2036371.907443 nChanged 266 SP:Iteration 20F (1083.066670 sec): 3 clusters Score: Raw -2038410.007452 + Penalty 1954.221616 = -2036455.785837 nChanged 240 SP:Iteration 21Q (1083.144960 sec): 3 clusters Score: Raw -2038482.439282 + Penalty 1954.221616 = -2036528.217667 nChanged 226 SP:Iteration 22Q (1083.218185 sec): 3 clusters Score: Raw -2038552.648352 + Penalty 1954.221616 = -2036598.426737 nChanged 212 SP:Iteration 23Q (1083.299647 sec): 3 clusters Score: Raw -2038620.899285 + Penalty 1954.221616 = -2036666.677669 nChanged 191 SP:Iteration 24Q (1083.375399 sec): 3 clusters Score: Raw -2038676.934280 + Penalty 1954.221616 = -2036722.712664 nChanged 178 SP:Iteration 25Q (1083.457519 sec): 3 clusters Score: Raw -2038727.739382 + Penalty 1954.221616 = -2036773.517767 nChanged 167 SP:Iteration 26Q (1083.527552 sec): 3 clusters Score: Raw -2038775.634908 + Penalty 1954.221616 = -2036821.413293 nChanged 175 SP:Iteration 27Q (1083.607527 sec): 3 clusters Score: Raw -2038829.135820 + Penalty 1954.221616 = -2036874.914204 nChanged 183 SP:Iteration 28Q (1083.688612 sec): 3 clusters Score: Raw -2038888.991031 + Penalty 1954.221616 = -2036934.769415 nChanged 171 SP:Iteration 29Q (1083.764975 sec): 3 clusters Score: Raw -2038949.964744 + Penalty 1954.221616 = -2036995.743128 nChanged 160 SP:Iteration 30Q (1083.843624 sec): 3 clusters Score: Raw -2039004.992196 + Penalty 1954.221616 = -2037050.770580 nChanged 157 SP:Iteration 31Q (1083.910616 sec): 3 clusters Score: Raw -2039061.528790 + Penalty 1954.221616 = -2037107.307175 nChanged 154 SP:Iteration 32Q (1083.990063 sec): 3 clusters Score: Raw -2039117.626115 + Penalty 1954.221616 = -2037163.404500 nChanged 139 SP:Iteration 33Q (1084.064676 sec): 3 clusters Score: Raw -2039161.115590 + Penalty 1954.221616 = -2037206.893975 nChanged 127 SP:Iteration 34Q (1084.111199 sec): 3 clusters Score: Raw -2039200.367294 + Penalty 1954.221616 = -2037246.145679 nChanged 110 SP:Iteration 35Q (1084.185750 sec): 3 clusters Score: Raw -2039234.189975 + Penalty 1954.221616 = -2037279.968360 nChanged 92 SP:Iteration 36Q (1084.269512 sec): 3 clusters Score: Raw -2039267.773273 + Penalty 1954.221616 = -2037313.551658 nChanged 83 SP:Iteration 37Q (1084.348907 sec): 3 clusters Score: Raw -2039294.397387 + Penalty 1954.221616 = -2037340.175771 nChanged 75 SP:Iteration 38Q (1084.421495 sec): 3 clusters Score: Raw -2039314.599406 + Penalty 1954.221616 = -2037360.377790 nChanged 49 SP:Iteration 39Q (1084.497928 sec): 3 clusters Score: Raw -2039326.526667 + Penalty 1954.221616 = -2037372.305051 nChanged 42 SP:Iteration 40F (1084.569669 sec): 3 clusters Score: Raw -2039336.115793 + Penalty 1954.221616 = -2037381.894177 nChanged 39 SP:Iteration 41Q (1084.652131 sec): 3 clusters Score: Raw -2039343.763717 + Penalty 1954.221616 = -2037389.542102 nChanged 31 SP:Iteration 42Q (1084.729952 sec): 3 clusters Score: Raw -2039351.182246 + Penalty 1954.221616 = -2037396.960630 nChanged 31 SP:Iteration 43Q (1084.807538 sec): 3 clusters Score: Raw -2039356.939714 + Penalty 1954.221616 = -2037402.718098 nChanged 31 SP:Iteration 44Q (1084.882433 sec): 3 clusters Score: Raw -2039362.705284 + Penalty 1954.221616 = -2037408.483669 nChanged 29 SP:Iteration 45Q (1084.957276 sec): 3 clusters Score: Raw -2039367.747720 + Penalty 1954.221616 = -2037413.526105 nChanged 27 SP:Iteration 46Q (1085.022978 sec): 3 clusters Score: Raw -2039372.451916 + Penalty 1954.221616 = -2037418.230300 nChanged 20 SP:Iteration 47Q (1085.094942 sec): 3 clusters Score: Raw -2039375.824677 + Penalty 1954.221616 = -2037421.603061 nChanged 23 SP:Iteration 48Q (1085.171684 sec): 3 clusters Score: Raw -2039380.306795 + Penalty 1954.221616 = -2037426.085180 nChanged 26 SP:Iteration 49Q (1085.241830 sec): 3 clusters Score: Raw -2039386.563016 + Penalty 1954.221616 = -2037432.341401 nChanged 22 SP:Iteration 50Q (1085.319083 sec): 3 clusters Score: Raw -2039390.485933 + Penalty 1954.221616 = -2037436.264317 nChanged 14 SP:Iteration 51Q (1085.396146 sec): 3 clusters Score: Raw -2039393.135662 + Penalty 1954.221616 = -2037438.914047 nChanged 12 SP:Iteration 52Q (1085.461208 sec): 3 clusters Score: Raw -2039395.044518 + Penalty 1954.221616 = -2037440.822902 nChanged 11 SP:Iteration 53Q (1085.532711 sec): 3 clusters Score: Raw -2039397.315429 + Penalty 1954.221616 = -2037443.093814 nChanged 9 SP:Iteration 54Q (1085.607285 sec): 3 clusters Score: Raw -2039398.681210 + Penalty 1954.221616 = -2037444.459594 nChanged 8 SP:Iteration 55Q (1085.693614 sec): 3 clusters Score: Raw -2039400.181293 + Penalty 1954.221616 = -2037445.959678 nChanged 6 SP:Iteration 56Q (1085.763205 sec): 3 clusters Score: Raw -2039401.243565 + Penalty 1954.221616 = -2037447.021950 nChanged 6 SP:Iteration 57Q (1085.840181 sec): 3 clusters Score: Raw -2039402.356403 + Penalty 1954.221616 = -2037448.134787 nChanged 6 SP:Iteration 58Q (1085.916426 sec): 3 clusters Score: Raw -2039403.600113 + Penalty 1954.221616 = -2037449.378498 nChanged 10 SP:Iteration 59Q (1085.992318 sec): 3 clusters Score: Raw -2039405.817567 + Penalty 1954.221616 = -2037451.595951 nChanged 10 SP:Iteration 60F (1086.075066 sec): 3 clusters Score: Raw -2039408.453935 + Penalty 1954.221616 = -2037454.232320 nChanged 9 SP:Iteration 61Q (1086.138894 sec): 3 clusters Score: Raw -2039411.143531 + Penalty 1954.221616 = -2037456.921915 nChanged 13 SP:Iteration 62Q (1086.225599 sec): 3 clusters Score: Raw -2039414.884740 + Penalty 1954.221616 = -2037460.663124 nChanged 17 SP:Iteration 63Q (1086.301231 sec): 3 clusters Score: Raw -2039418.027492 + Penalty 1954.221616 = -2037463.805876 nChanged 12 SP:Iteration 64Q (1086.360691 sec): 3 clusters Score: Raw -2039420.152366 + Penalty 1954.221616 = -2037465.930750 nChanged 8 SP:Iteration 65Q (1086.430253 sec): 3 clusters Score: Raw -2039421.595076 + Penalty 1954.221616 = -2037467.373460 nChanged 9 SP:Iteration 66Q (1086.501087 sec): 3 clusters Score: Raw -2039423.315448 + Penalty 1954.221616 = -2037469.093832 nChanged 10 SP:Iteration 67Q (1086.574051 sec): 3 clusters Score: Raw -2039425.530476 + Penalty 1954.221616 = -2037471.308860 nChanged 6 SP:Iteration 68Q (1086.641808 sec): 3 clusters Score: Raw -2039426.361498 + Penalty 1954.221616 = -2037472.139882 nChanged 3 SP:Iteration 69Q (1086.719236 sec): 3 clusters Score: Raw -2039426.816342 + Penalty 1954.221616 = -2037472.594727 nChanged 0 SP:Iteration 70F (1086.790936 sec): 3 clusters Score: Raw -2039426.816342 + Penalty 1954.221616 = -2037472.594727 nChanged 0 Trying to split cluster 12 (13250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1086.836009 sec): 2 clusters Score: Raw -945406.566782 + Penalty 901.716519 = -944504.850263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.897564 sec): 3 clusters Score: Raw -937369.811619 + Penalty 1803.433038 = -935566.378581 nChanged 6046 SP:Iteration 1F (1086.955753 sec): 3 clusters Score: Raw -940787.809643 + Penalty 1803.433038 = -938984.376605 nChanged 720 SP:Iteration 2F (1087.015043 sec): 3 clusters Score: Raw -941080.814952 + Penalty 1803.433038 = -939277.381914 nChanged 701 SP:Iteration 3F (1087.077518 sec): 3 clusters Score: Raw -941391.663401 + Penalty 1803.433038 = -939588.230363 nChanged 696 SP:Iteration 4F (1087.131340 sec): 3 clusters Score: Raw -941753.715088 + Penalty 1803.433038 = -939950.282050 nChanged 764 SP:Iteration 5F (1087.192421 sec): 3 clusters Score: Raw -942209.480435 + Penalty 1803.433038 = -940406.047397 nChanged 781 SP:Iteration 6F (1087.244181 sec): 3 clusters Score: Raw -942739.521779 + Penalty 1803.433038 = -940936.088741 nChanged 715 SP:Iteration 7F (1087.307020 sec): 3 clusters Score: Raw -943257.836893 + Penalty 1803.433038 = -941454.403855 nChanged 583 SP:Iteration 8Q (1087.367410 sec): 3 clusters Score: Raw -943704.525248 + Penalty 1803.433038 = -941901.092210 nChanged 506 SP:Iteration 9Q (1087.427468 sec): 3 clusters Score: Raw -944067.518023 + Penalty 1803.433038 = -942264.084985 nChanged 400 SP:Iteration 10Q (1087.490749 sec): 3 clusters Score: Raw -944357.513646 + Penalty 1803.433038 = -942554.080608 nChanged 321 SP:Iteration 11Q (1087.554702 sec): 3 clusters Score: Raw -944542.279980 + Penalty 1803.433038 = -942738.846942 nChanged 242 SP:Iteration 12Q (1087.615999 sec): 3 clusters Score: Raw -944672.769190 + Penalty 1803.433038 = -942869.336152 nChanged 202 SP:Iteration 13Q (1087.669843 sec): 3 clusters Score: Raw -944770.824670 + Penalty 1803.433038 = -942967.391632 nChanged 202 SP:Iteration 14Q (1087.738871 sec): 3 clusters Score: Raw -944869.802216 + Penalty 1803.433038 = -943066.369178 nChanged 168 SP:Iteration 15Q (1087.787311 sec): 3 clusters Score: Raw -944951.261577 + Penalty 1803.433038 = -943147.828539 nChanged 143 SP:Iteration 16Q (1087.846844 sec): 3 clusters Score: Raw -945009.902728 + Penalty 1803.433038 = -943206.469690 nChanged 116 SP:Iteration 17Q (1087.907806 sec): 3 clusters Score: Raw -945052.048626 + Penalty 1803.433038 = -943248.615588 nChanged 126 SP:Iteration 18Q (1087.958074 sec): 3 clusters Score: Raw -945105.082767 + Penalty 1803.433038 = -943301.649729 nChanged 111 SP:Iteration 19Q (1088.016102 sec): 3 clusters Score: Raw -945148.202703 + Penalty 1803.433038 = -943344.769665 nChanged 87 SP:Iteration 20F (1088.078854 sec): 3 clusters Score: Raw -945182.481686 + Penalty 1803.433038 = -943379.048648 nChanged 84 SP:Iteration 21Q (1088.139244 sec): 3 clusters Score: Raw -945218.755018 + Penalty 1803.433038 = -943415.321980 nChanged 67 SP:Iteration 22Q (1088.191312 sec): 3 clusters Score: Raw -945254.087851 + Penalty 1803.433038 = -943450.654813 nChanged 80 SP:Iteration 23Q (1088.258605 sec): 3 clusters Score: Raw -945298.599119 + Penalty 1803.433038 = -943495.166081 nChanged 89 SP:Iteration 24Q (1088.312740 sec): 3 clusters Score: Raw -945347.171628 + Penalty 1803.433038 = -943543.738590 nChanged 78 SP:Iteration 25Q (1088.374941 sec): 3 clusters Score: Raw -945402.172480 + Penalty 1803.433038 = -943598.739442 nChanged 65 SP:Iteration 26Q (1088.424021 sec): 3 clusters Score: Raw -945438.505187 + Penalty 1803.433038 = -943635.072149 nChanged 47 SP:Iteration 27Q (1088.487421 sec): 3 clusters Score: Raw -945460.164836 + Penalty 1803.433038 = -943656.731798 nChanged 37 SP:Iteration 28Q (1088.545687 sec): 3 clusters Score: Raw -945486.712483 + Penalty 1803.433038 = -943683.279445 nChanged 32 SP:Iteration 29Q (1088.608300 sec): 3 clusters Score: Raw -945502.515888 + Penalty 1803.433038 = -943699.082850 nChanged 16 SP:Iteration 30Q (1088.660931 sec): 3 clusters Score: Raw -945509.058236 + Penalty 1803.433038 = -943705.625198 nChanged 14 SP:Iteration 31Q (1088.726694 sec): 3 clusters Score: Raw -945517.999586 + Penalty 1803.433038 = -943714.566548 nChanged 15 SP:Iteration 32Q (1088.774749 sec): 3 clusters Score: Raw -945527.416382 + Penalty 1803.433038 = -943723.983344 nChanged 9 SP:Iteration 33Q (1088.841661 sec): 3 clusters Score: Raw -945531.335302 + Penalty 1803.433038 = -943727.902264 nChanged 7 SP:Iteration 34Q (1088.892478 sec): 3 clusters Score: Raw -945534.059063 + Penalty 1803.433038 = -943730.626025 nChanged 7 SP:Iteration 35Q (1088.946700 sec): 3 clusters Score: Raw -945537.038013 + Penalty 1803.433038 = -943733.604975 nChanged 5 SP:Iteration 36Q (1089.019396 sec): 3 clusters Score: Raw -945539.034829 + Penalty 1803.433038 = -943735.601791 nChanged 4 SP:Iteration 37Q (1089.073246 sec): 3 clusters Score: Raw -945541.170942 + Penalty 1803.433038 = -943737.737904 nChanged 5 SP:Iteration 38Q (1089.134688 sec): 3 clusters Score: Raw -945544.719001 + Penalty 1803.433038 = -943741.285963 nChanged 7 SP:Iteration 39Q (1089.197181 sec): 3 clusters Score: Raw -945548.229581 + Penalty 1803.433038 = -943744.796543 nChanged 8 SP:Iteration 40F (1089.245041 sec): 3 clusters Score: Raw -945551.916170 + Penalty 1803.433038 = -943748.483132 nChanged 6 SP:Iteration 41Q (1089.312172 sec): 3 clusters Score: Raw -945554.286136 + Penalty 1803.433038 = -943750.853098 nChanged 2 SP:Iteration 42Q (1089.367794 sec): 3 clusters Score: Raw -945554.765545 + Penalty 1803.433038 = -943751.332507 nChanged 4 SP:Iteration 43Q (1089.426401 sec): 3 clusters Score: Raw -945556.171909 + Penalty 1803.433038 = -943752.738871 nChanged 5 SP:Iteration 44Q (1089.483038 sec): 3 clusters Score: Raw -945557.879202 + Penalty 1803.433038 = -943754.446164 nChanged 2 SP:Iteration 45Q (1089.532942 sec): 3 clusters Score: Raw -945558.440639 + Penalty 1803.433038 = -943755.007601 nChanged 0 SP:Iteration 46F (1089.594637 sec): 3 clusters Score: Raw -945558.440639 + Penalty 1803.433038 = -943755.007601 nChanged 0 Trying to split cluster 13 (16071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1089.639589 sec): 2 clusters Score: Raw -1080445.143763 + Penalty 920.053310 = -1079525.090453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1089.704257 sec): 3 clusters Score: Raw -1070643.687220 + Penalty 1840.106620 = -1068803.580600 nChanged 7363 SP:Iteration 1F (1089.775878 sec): 3 clusters Score: Raw -1074816.637964 + Penalty 1840.106620 = -1072976.531343 nChanged 1046 SP:Iteration 2F (1089.842960 sec): 3 clusters Score: Raw -1075366.797282 + Penalty 1840.106620 = -1073526.690662 nChanged 1050 SP:Iteration 3F (1089.901637 sec): 3 clusters Score: Raw -1075964.309802 + Penalty 1840.106620 = -1074124.203182 nChanged 1052 SP:Iteration 4F (1089.961254 sec): 3 clusters Score: Raw -1076616.827799 + Penalty 1840.106620 = -1074776.721179 nChanged 1011 SP:Iteration 5F (1090.033779 sec): 3 clusters Score: Raw -1077263.631214 + Penalty 1840.106620 = -1075423.524594 nChanged 897 SP:Iteration 6F (1090.104730 sec): 3 clusters Score: Raw -1077832.400506 + Penalty 1840.106620 = -1075992.293886 nChanged 747 SP:Iteration 7Q (1090.163005 sec): 3 clusters Score: Raw -1078258.505826 + Penalty 1840.106620 = -1076418.399206 nChanged 607 SP:Iteration 8Q (1090.236233 sec): 3 clusters Score: Raw -1078603.913197 + Penalty 1840.106620 = -1076763.806577 nChanged 532 SP:Iteration 9Q (1090.295976 sec): 3 clusters Score: Raw -1078890.706964 + Penalty 1840.106620 = -1077050.600344 nChanged 450 SP:Iteration 10Q (1090.370232 sec): 3 clusters Score: Raw -1079127.390105 + Penalty 1840.106620 = -1077287.283485 nChanged 415 SP:Iteration 11Q (1090.425108 sec): 3 clusters Score: Raw -1079348.656224 + Penalty 1840.106620 = -1077508.549604 nChanged 354 SP:Iteration 12Q (1090.489645 sec): 3 clusters Score: Raw -1079527.983566 + Penalty 1840.106620 = -1077687.876946 nChanged 330 SP:Iteration 13Q (1090.556366 sec): 3 clusters Score: Raw -1079673.326356 + Penalty 1840.106620 = -1077833.219736 nChanged 262 SP:Iteration 14Q (1090.618512 sec): 3 clusters Score: Raw -1079803.569576 + Penalty 1840.106620 = -1077963.462956 nChanged 263 SP:Iteration 15Q (1090.677332 sec): 3 clusters Score: Raw -1079923.943152 + Penalty 1840.106620 = -1078083.836532 nChanged 225 SP:Iteration 16Q (1090.732742 sec): 3 clusters Score: Raw -1080029.609505 + Penalty 1840.106620 = -1078189.502885 nChanged 220 SP:Iteration 17Q (1090.801926 sec): 3 clusters Score: Raw -1080131.481550 + Penalty 1840.106620 = -1078291.374930 nChanged 205 SP:Iteration 18Q (1090.852208 sec): 3 clusters Score: Raw -1080235.226891 + Penalty 1840.106620 = -1078395.120271 nChanged 209 SP:Iteration 19Q (1090.917252 sec): 3 clusters Score: Raw -1080331.212146 + Penalty 1840.106620 = -1078491.105526 nChanged 179 SP:Iteration 20F (1090.981757 sec): 3 clusters Score: Raw -1080407.750915 + Penalty 1840.106620 = -1078567.644295 nChanged 150 SP:Iteration 21Q (1091.039746 sec): 3 clusters Score: Raw -1080465.916440 + Penalty 1840.106620 = -1078625.809820 nChanged 120 SP:Iteration 22Q (1091.098110 sec): 3 clusters Score: Raw -1080508.813993 + Penalty 1840.106620 = -1078668.707373 nChanged 98 SP:Iteration 23Q (1091.166465 sec): 3 clusters Score: Raw -1080545.278238 + Penalty 1840.106620 = -1078705.171618 nChanged 92 SP:Iteration 24Q (1091.222805 sec): 3 clusters Score: Raw -1080582.952713 + Penalty 1840.106620 = -1078742.846093 nChanged 85 SP:Iteration 25Q (1091.292493 sec): 3 clusters Score: Raw -1080618.863979 + Penalty 1840.106620 = -1078778.757359 nChanged 67 SP:Iteration 26Q (1091.346610 sec): 3 clusters Score: Raw -1080642.088890 + Penalty 1840.106620 = -1078801.982270 nChanged 52 SP:Iteration 27Q (1091.400362 sec): 3 clusters Score: Raw -1080659.024868 + Penalty 1840.106620 = -1078818.918248 nChanged 51 SP:Iteration 28Q (1091.474181 sec): 3 clusters Score: Raw -1080679.521533 + Penalty 1840.106620 = -1078839.414913 nChanged 62 SP:Iteration 29Q (1091.532228 sec): 3 clusters Score: Raw -1080705.116395 + Penalty 1840.106620 = -1078865.009775 nChanged 60 SP:Iteration 30Q (1091.595789 sec): 3 clusters Score: Raw -1080731.209223 + Penalty 1840.106620 = -1078891.102603 nChanged 62 SP:Iteration 31Q (1091.658251 sec): 3 clusters Score: Raw -1080754.470197 + Penalty 1840.106620 = -1078914.363577 nChanged 48 SP:Iteration 32Q (1091.718775 sec): 3 clusters Score: Raw -1080770.005425 + Penalty 1840.106620 = -1078929.898805 nChanged 39 SP:Iteration 33Q (1091.780366 sec): 3 clusters Score: Raw -1080785.605732 + Penalty 1840.106620 = -1078945.499112 nChanged 33 SP:Iteration 34Q (1091.844590 sec): 3 clusters Score: Raw -1080797.229810 + Penalty 1840.106620 = -1078957.123190 nChanged 20 SP:Iteration 35Q (1091.902477 sec): 3 clusters Score: Raw -1080802.834570 + Penalty 1840.106620 = -1078962.727950 nChanged 22 SP:Iteration 36Q (1091.955392 sec): 3 clusters Score: Raw -1080808.343483 + Penalty 1840.106620 = -1078968.236863 nChanged 19 SP:Iteration 37Q (1092.026493 sec): 3 clusters Score: Raw -1080813.928485 + Penalty 1840.106620 = -1078973.821865 nChanged 20 SP:Iteration 38Q (1092.078298 sec): 3 clusters Score: Raw -1080819.977732 + Penalty 1840.106620 = -1078979.871112 nChanged 18 SP:Iteration 39Q (1092.145728 sec): 3 clusters Score: Raw -1080824.293661 + Penalty 1840.106620 = -1078984.187041 nChanged 15 SP:Iteration 40F (1092.208763 sec): 3 clusters Score: Raw -1080827.870104 + Penalty 1840.106620 = -1078987.763484 nChanged 12 SP:Iteration 41Q (1092.258607 sec): 3 clusters Score: Raw -1080830.190860 + Penalty 1840.106620 = -1078990.084240 nChanged 9 SP:Iteration 42Q (1092.320165 sec): 3 clusters Score: Raw -1080831.608252 + Penalty 1840.106620 = -1078991.501632 nChanged 5 SP:Iteration 43Q (1092.378364 sec): 3 clusters Score: Raw -1080832.524328 + Penalty 1840.106620 = -1078992.417708 nChanged 6 SP:Iteration 44Q (1092.445817 sec): 3 clusters Score: Raw -1080834.581375 + Penalty 1840.106620 = -1078994.474755 nChanged 8 SP:Iteration 45Q (1092.498171 sec): 3 clusters Score: Raw -1080836.908567 + Penalty 1840.106620 = -1078996.801947 nChanged 8 SP:Iteration 46Q (1092.565028 sec): 3 clusters Score: Raw -1080838.646765 + Penalty 1840.106620 = -1078998.540145 nChanged 5 SP:Iteration 47Q (1092.628999 sec): 3 clusters Score: Raw -1080839.509174 + Penalty 1840.106620 = -1078999.402554 nChanged 3 SP:Iteration 48Q (1092.690506 sec): 3 clusters Score: Raw -1080840.692310 + Penalty 1840.106620 = -1079000.585690 nChanged 7 SP:Iteration 49Q (1092.742370 sec): 3 clusters Score: Raw -1080841.611241 + Penalty 1840.106620 = -1079001.504621 nChanged 3 SP:Iteration 50Q (1092.802095 sec): 3 clusters Score: Raw -1080841.907477 + Penalty 1840.106620 = -1079001.800857 nChanged 1 SP:Iteration 51Q (1092.860683 sec): 3 clusters Score: Raw -1080842.047101 + Penalty 1840.106620 = -1079001.940481 nChanged 1 SP:Iteration 52Q (1092.920868 sec): 3 clusters Score: Raw -1080842.119428 + Penalty 1840.106620 = -1079002.012808 nChanged 2 SP:Iteration 53Q (1092.984283 sec): 3 clusters Score: Raw -1080842.338745 + Penalty 1840.106620 = -1079002.232125 nChanged 1 SP:Iteration 54Q (1093.046872 sec): 3 clusters Score: Raw -1080842.556580 + Penalty 1840.106620 = -1079002.449960 nChanged 1 SP:Iteration 55Q (1093.115004 sec): 3 clusters Score: Raw -1080842.634200 + Penalty 1840.106620 = -1079002.527580 nChanged 0 SP:Iteration 56F (1093.177358 sec): 3 clusters Score: Raw -1080842.634200 + Penalty 1840.106620 = -1079002.527580 nChanged 0 Trying to split cluster 14 (7084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1093.209919 sec): 2 clusters Score: Raw -456872.825212 + Penalty 842.231430 = -456030.593782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1093.254725 sec): 3 clusters Score: Raw -452761.261919 + Penalty 1684.462860 = -451076.799059 nChanged 3151 SP:Iteration 1F (1093.308106 sec): 3 clusters Score: Raw -454704.752183 + Penalty 1684.462860 = -453020.289323 nChanged 532 SP:Iteration 2F (1093.365172 sec): 3 clusters Score: Raw -455064.000971 + Penalty 1684.462860 = -453379.538111 nChanged 514 SP:Iteration 3F (1093.412970 sec): 3 clusters Score: Raw -455407.547484 + Penalty 1684.462860 = -453723.084624 nChanged 484 SP:Iteration 4F (1093.460752 sec): 3 clusters Score: Raw -455764.586918 + Penalty 1684.462860 = -454080.124058 nChanged 441 SP:Iteration 5F (1093.523449 sec): 3 clusters Score: Raw -456074.335397 + Penalty 1684.462860 = -454389.872537 nChanged 393 SP:Iteration 6F (1093.566516 sec): 3 clusters Score: Raw -456340.941061 + Penalty 1684.462860 = -454656.478201 nChanged 284 SP:Iteration 7Q (1093.621268 sec): 3 clusters Score: Raw -456540.587609 + Penalty 1684.462860 = -454856.124749 nChanged 225 SP:Iteration 8Q (1093.677030 sec): 3 clusters Score: Raw -456692.110894 + Penalty 1684.462860 = -455007.648034 nChanged 184 SP:Iteration 9Q (1093.727759 sec): 3 clusters Score: Raw -456817.967418 + Penalty 1684.462860 = -455133.504558 nChanged 150 SP:Iteration 10Q (1093.774741 sec): 3 clusters Score: Raw -456901.928353 + Penalty 1684.462860 = -455217.465493 nChanged 121 SP:Iteration 11Q (1093.828000 sec): 3 clusters Score: Raw -456972.168974 + Penalty 1684.462860 = -455287.706114 nChanged 100 SP:Iteration 12Q (1093.885602 sec): 3 clusters Score: Raw -457028.811563 + Penalty 1684.462860 = -455344.348703 nChanged 88 SP:Iteration 13Q (1093.932627 sec): 3 clusters Score: Raw -457079.619095 + Penalty 1684.462860 = -455395.156235 nChanged 79 SP:Iteration 14Q (1093.989860 sec): 3 clusters Score: Raw -457120.660295 + Penalty 1684.462860 = -455436.197435 nChanged 59 SP:Iteration 15Q (1094.034331 sec): 3 clusters Score: Raw -457142.279919 + Penalty 1684.462860 = -455457.817059 nChanged 43 SP:Iteration 16Q (1094.089719 sec): 3 clusters Score: Raw -457165.027461 + Penalty 1684.462860 = -455480.564602 nChanged 48 SP:Iteration 17Q (1094.139299 sec): 3 clusters Score: Raw -457195.231057 + Penalty 1684.462860 = -455510.768197 nChanged 37 SP:Iteration 18Q (1094.187802 sec): 3 clusters Score: Raw -457211.943547 + Penalty 1684.462860 = -455527.480687 nChanged 28 SP:Iteration 19Q (1094.233128 sec): 3 clusters Score: Raw -457226.022311 + Penalty 1684.462860 = -455541.559452 nChanged 26 SP:Iteration 20F (1094.281376 sec): 3 clusters Score: Raw -457237.476409 + Penalty 1684.462860 = -455553.013549 nChanged 25 SP:Iteration 21Q (1094.332505 sec): 3 clusters Score: Raw -457249.321871 + Penalty 1684.462860 = -455564.859011 nChanged 18 SP:Iteration 22Q (1094.390284 sec): 3 clusters Score: Raw -457256.129116 + Penalty 1684.462860 = -455571.666256 nChanged 7 SP:Iteration 23Q (1094.439464 sec): 3 clusters Score: Raw -457259.257338 + Penalty 1684.462860 = -455574.794479 nChanged 4 SP:Iteration 24Q (1094.485348 sec): 3 clusters Score: Raw -457260.446579 + Penalty 1684.462860 = -455575.983719 nChanged 3 SP:Iteration 25Q (1094.538365 sec): 3 clusters Score: Raw -457261.047029 + Penalty 1684.462860 = -455576.584169 nChanged 2 SP:Iteration 26Q (1094.576709 sec): 3 clusters Score: Raw -457261.545462 + Penalty 1684.462860 = -455577.082602 nChanged 1 SP:Iteration 27Q (1094.629899 sec): 3 clusters Score: Raw -457261.917957 + Penalty 1684.462860 = -455577.455097 nChanged 2 SP:Iteration 28Q (1094.686403 sec): 3 clusters Score: Raw -457262.728745 + Penalty 1684.462860 = -455578.265885 nChanged 3 SP:Iteration 29Q (1094.738488 sec): 3 clusters Score: Raw -457264.146245 + Penalty 1684.462860 = -455579.683385 nChanged 3 SP:Iteration 30Q (1094.791293 sec): 3 clusters Score: Raw -457264.994948 + Penalty 1684.462860 = -455580.532088 nChanged 2 SP:Iteration 31Q (1094.845047 sec): 3 clusters Score: Raw -457265.782135 + Penalty 1684.462860 = -455581.319276 nChanged 3 SP:Iteration 32Q (1094.896286 sec): 3 clusters Score: Raw -457266.357255 + Penalty 1684.462860 = -455581.894395 nChanged 1 SP:Iteration 33Q (1094.939092 sec): 3 clusters Score: Raw -457266.500181 + Penalty 1684.462860 = -455582.037322 nChanged 1 SP:Iteration 34Q (1095.000628 sec): 3 clusters Score: Raw -457266.643595 + Penalty 1684.462860 = -455582.180735 nChanged 2 SP:Iteration 35Q (1095.043920 sec): 3 clusters Score: Raw -457267.759889 + Penalty 1684.462860 = -455583.297030 nChanged 6 SP:Iteration 36Q (1095.100147 sec): 3 clusters Score: Raw -457269.897158 + Penalty 1684.462860 = -455585.434298 nChanged 4 SP:Iteration 37Q (1095.150810 sec): 3 clusters Score: Raw -457270.810369 + Penalty 1684.462860 = -455586.347509 nChanged 2 SP:Iteration 38Q (1095.205454 sec): 3 clusters Score: Raw -457271.139476 + Penalty 1684.462860 = -455586.676616 nChanged 0 SP:Iteration 39F (1095.250301 sec): 3 clusters Score: Raw -457271.139476 + Penalty 1684.462860 = -455586.676616 nChanged 0 Trying to split cluster 15 (5894 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1095.276613 sec): 2 clusters Score: Raw -421954.651620 + Penalty 824.760566 = -421129.891054 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1095.325032 sec): 3 clusters Score: Raw -418665.092165 + Penalty 1649.521131 = -417015.571034 nChanged 2559 SP:Iteration 1F (1095.381036 sec): 3 clusters Score: Raw -420077.664621 + Penalty 1649.521131 = -418428.143490 nChanged 357 SP:Iteration 2F (1095.419659 sec): 3 clusters Score: Raw -420257.570249 + Penalty 1649.521131 = -418608.049118 nChanged 299 SP:Iteration 3F (1095.466649 sec): 3 clusters Score: Raw -420419.389205 + Penalty 1649.521131 = -418769.868074 nChanged 308 SP:Iteration 4F (1095.530915 sec): 3 clusters Score: Raw -420628.839597 + Penalty 1649.521131 = -418979.318466 nChanged 312 SP:Iteration 5F (1095.582915 sec): 3 clusters Score: Raw -420910.536917 + Penalty 1649.521131 = -419261.015786 nChanged 340 SP:Iteration 6F (1095.634782 sec): 3 clusters Score: Raw -421258.763048 + Penalty 1649.521131 = -419609.241917 nChanged 343 SP:Iteration 7F (1095.686468 sec): 3 clusters Score: Raw -421609.164825 + Penalty 1649.521131 = -419959.643694 nChanged 308 SP:Iteration 8F (1095.728744 sec): 3 clusters Score: Raw -421879.423944 + Penalty 1649.521131 = -420229.902813 nChanged 254 SP:Iteration 9Q (1095.775203 sec): 3 clusters Score: Raw -422075.064160 + Penalty 1649.521131 = -420425.543029 nChanged 190 SP:Iteration 10Q (1095.835210 sec): 3 clusters Score: Raw -422216.028834 + Penalty 1649.521131 = -420566.507703 nChanged 161 SP:Iteration 11Q (1095.884311 sec): 3 clusters Score: Raw -422349.640175 + Penalty 1649.521131 = -420700.119044 nChanged 149 SP:Iteration 12Q (1095.925276 sec): 3 clusters Score: Raw -422463.088671 + Penalty 1649.521131 = -420813.567540 nChanged 112 SP:Iteration 13Q (1095.981658 sec): 3 clusters Score: Raw -422554.404802 + Penalty 1649.521131 = -420904.883671 nChanged 86 SP:Iteration 14Q (1096.032965 sec): 3 clusters Score: Raw -422624.387736 + Penalty 1649.521131 = -420974.866605 nChanged 89 SP:Iteration 15Q (1096.075239 sec): 3 clusters Score: Raw -422681.794248 + Penalty 1649.521131 = -421032.273117 nChanged 68 SP:Iteration 16Q (1096.131170 sec): 3 clusters Score: Raw -422715.588682 + Penalty 1649.521131 = -421066.067551 nChanged 51 SP:Iteration 17Q (1096.183063 sec): 3 clusters Score: Raw -422734.981151 + Penalty 1649.521131 = -421085.460020 nChanged 30 SP:Iteration 18Q (1096.237344 sec): 3 clusters Score: Raw -422742.955440 + Penalty 1649.521131 = -421093.434309 nChanged 20 SP:Iteration 19Q (1096.278693 sec): 3 clusters Score: Raw -422747.617323 + Penalty 1649.521131 = -421098.096192 nChanged 14 SP:Iteration 20F (1096.331895 sec): 3 clusters Score: Raw -422750.939831 + Penalty 1649.521131 = -421101.418700 nChanged 12 SP:Iteration 21Q (1096.372119 sec): 3 clusters Score: Raw -422754.350553 + Penalty 1649.521131 = -421104.829422 nChanged 11 SP:Iteration 22Q (1096.422852 sec): 3 clusters Score: Raw -422757.793423 + Penalty 1649.521131 = -421108.272291 nChanged 11 SP:Iteration 23Q (1096.468063 sec): 3 clusters Score: Raw -422760.489803 + Penalty 1649.521131 = -421110.968672 nChanged 10 SP:Iteration 24Q (1096.513766 sec): 3 clusters Score: Raw -422762.765391 + Penalty 1649.521131 = -421113.244260 nChanged 9 SP:Iteration 25Q (1096.574823 sec): 3 clusters Score: Raw -422765.073306 + Penalty 1649.521131 = -421115.552175 nChanged 7 SP:Iteration 26Q (1096.609695 sec): 3 clusters Score: Raw -422766.499309 + Penalty 1649.521131 = -421116.978178 nChanged 8 SP:Iteration 27Q (1096.663801 sec): 3 clusters Score: Raw -422767.871049 + Penalty 1649.521131 = -421118.349918 nChanged 3 SP:Iteration 28Q (1096.706479 sec): 3 clusters Score: Raw -422768.519381 + Penalty 1649.521131 = -421118.998250 nChanged 4 SP:Iteration 29Q (1096.756559 sec): 3 clusters Score: Raw -422769.758899 + Penalty 1649.521131 = -421120.237768 nChanged 4 SP:Iteration 30Q (1096.806130 sec): 3 clusters Score: Raw -422770.353974 + Penalty 1649.521131 = -421120.832843 nChanged 2 SP:Iteration 31Q (1096.858868 sec): 3 clusters Score: Raw -422771.006374 + Penalty 1649.521131 = -421121.485243 nChanged 3 SP:Iteration 32Q (1096.911044 sec): 3 clusters Score: Raw -422771.613707 + Penalty 1649.521131 = -421122.092576 nChanged 0 SP:Iteration 33F (1096.957712 sec): 3 clusters Score: Raw -422771.613707 + Penalty 1649.521131 = -421122.092576 nChanged 0 Trying to split cluster 16 (2937 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1096.981201 sec): 2 clusters Score: Raw -224962.024967 + Penalty 758.588673 = -224203.436293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.028804 sec): 3 clusters Score: Raw -223450.688670 + Penalty 1517.177347 = -221933.511323 nChanged 1193 SP:Iteration 1F (1097.074696 sec): 3 clusters Score: Raw -224191.715883 + Penalty 1517.177347 = -222674.538536 nChanged 248 SP:Iteration 2F (1097.133921 sec): 3 clusters Score: Raw -224329.998770 + Penalty 1517.177347 = -222812.821423 nChanged 153 SP:Iteration 3F (1097.183392 sec): 3 clusters Score: Raw -224431.753525 + Penalty 1517.177347 = -222914.576178 nChanged 139 SP:Iteration 4Q (1097.231357 sec): 3 clusters Score: Raw -224538.868650 + Penalty 1517.177347 = -223021.691304 nChanged 157 SP:Iteration 5F (1097.261294 sec): 3 clusters Score: Raw -224664.031350 + Penalty 1517.177347 = -223146.854003 nChanged 140 SP:Iteration 6Q (1097.311660 sec): 3 clusters Score: Raw -224784.157544 + Penalty 1517.177347 = -223266.980197 nChanged 133 SP:Iteration 7Q (1097.351811 sec): 3 clusters Score: Raw -224881.802262 + Penalty 1517.177347 = -223364.624915 nChanged 103 SP:Iteration 8Q (1097.400595 sec): 3 clusters Score: Raw -224945.333420 + Penalty 1517.177347 = -223428.156073 nChanged 74 SP:Iteration 9Q (1097.443898 sec): 3 clusters Score: Raw -224989.186674 + Penalty 1517.177347 = -223472.009327 nChanged 60 SP:Iteration 10Q (1097.483568 sec): 3 clusters Score: Raw -225018.571440 + Penalty 1517.177347 = -223501.394093 nChanged 50 SP:Iteration 11Q (1097.518985 sec): 3 clusters Score: Raw -225044.464708 + Penalty 1517.177347 = -223527.287361 nChanged 49 SP:Iteration 12Q (1097.567118 sec): 3 clusters Score: Raw -225069.759118 + Penalty 1517.177347 = -223552.581771 nChanged 47 SP:Iteration 13Q (1097.613270 sec): 3 clusters Score: Raw -225093.949553 + Penalty 1517.177347 = -223576.772206 nChanged 47 SP:Iteration 14Q (1097.657968 sec): 3 clusters Score: Raw -225119.627439 + Penalty 1517.177347 = -223602.450092 nChanged 52 SP:Iteration 15Q (1097.705484 sec): 3 clusters Score: Raw -225147.989436 + Penalty 1517.177347 = -223630.812089 nChanged 46 SP:Iteration 16Q (1097.749082 sec): 3 clusters Score: Raw -225173.628962 + Penalty 1517.177347 = -223656.451616 nChanged 50 SP:Iteration 17Q (1097.792038 sec): 3 clusters Score: Raw -225200.772326 + Penalty 1517.177347 = -223683.594979 nChanged 43 SP:Iteration 18Q (1097.839898 sec): 3 clusters Score: Raw -225218.927726 + Penalty 1517.177347 = -223701.750379 nChanged 24 SP:Iteration 19Q (1097.893300 sec): 3 clusters Score: Raw -225224.967360 + Penalty 1517.177347 = -223707.790013 nChanged 14 SP:Iteration 20F (1097.939661 sec): 3 clusters Score: Raw -225229.038879 + Penalty 1517.177347 = -223711.861532 nChanged 15 SP:Iteration 21Q (1097.985742 sec): 3 clusters Score: Raw -225235.214120 + Penalty 1517.177347 = -223718.036773 nChanged 20 SP:Iteration 22Q (1098.032043 sec): 3 clusters Score: Raw -225246.141233 + Penalty 1517.177347 = -223728.963886 nChanged 23 SP:Iteration 23Q (1098.067323 sec): 3 clusters Score: Raw -225254.445260 + Penalty 1517.177347 = -223737.267913 nChanged 12 SP:Iteration 24Q (1098.112598 sec): 3 clusters Score: Raw -225258.399604 + Penalty 1517.177347 = -223741.222257 nChanged 6 SP:Iteration 25Q (1098.159273 sec): 3 clusters Score: Raw -225260.552574 + Penalty 1517.177347 = -223743.375227 nChanged 6 SP:Iteration 26Q (1098.206266 sec): 3 clusters Score: Raw -225262.172227 + Penalty 1517.177347 = -223744.994880 nChanged 8 SP:Iteration 27Q (1098.250784 sec): 3 clusters Score: Raw -225264.084350 + Penalty 1517.177347 = -223746.907003 nChanged 6 SP:Iteration 28Q (1098.298676 sec): 3 clusters Score: Raw -225265.385357 + Penalty 1517.177347 = -223748.208010 nChanged 7 SP:Iteration 29Q (1098.354137 sec): 3 clusters Score: Raw -225267.909381 + Penalty 1517.177347 = -223750.732034 nChanged 13 SP:Iteration 30Q (1098.407437 sec): 3 clusters Score: Raw -225273.480171 + Penalty 1517.177347 = -223756.302824 nChanged 14 SP:Iteration 31Q (1098.449402 sec): 3 clusters Score: Raw -225280.746051 + Penalty 1517.177347 = -223763.568704 nChanged 18 SP:Iteration 32Q (1098.499915 sec): 3 clusters Score: Raw -225285.922351 + Penalty 1517.177347 = -223768.745004 nChanged 5 SP:Iteration 33Q (1098.543022 sec): 3 clusters Score: Raw -225286.621541 + Penalty 1517.177347 = -223769.444194 nChanged 4 SP:Iteration 34Q (1098.581705 sec): 3 clusters Score: Raw -225287.536063 + Penalty 1517.177347 = -223770.358716 nChanged 4 SP:Iteration 35Q (1098.625091 sec): 3 clusters Score: Raw -225288.121422 + Penalty 1517.177347 = -223770.944076 nChanged 3 SP:Iteration 36Q (1098.672186 sec): 3 clusters Score: Raw -225289.000270 + Penalty 1517.177347 = -223771.822923 nChanged 3 SP:Iteration 37Q (1098.711857 sec): 3 clusters Score: Raw -225289.580976 + Penalty 1517.177347 = -223772.403629 nChanged 2 SP:Iteration 38Q (1098.769579 sec): 3 clusters Score: Raw -225290.324291 + Penalty 1517.177347 = -223773.146945 nChanged 3 SP:Iteration 39Q (1098.815791 sec): 3 clusters Score: Raw -225290.999367 + Penalty 1517.177347 = -223773.822020 nChanged 3 SP:Iteration 40F (1098.860835 sec): 3 clusters Score: Raw -225291.267856 + Penalty 1517.177347 = -223774.090509 nChanged 1 SP:Iteration 41Q (1098.909045 sec): 3 clusters Score: Raw -225291.410240 + Penalty 1517.177347 = -223774.232893 nChanged 0 SP:Iteration 42F (1098.951308 sec): 3 clusters Score: Raw -225291.410240 + Penalty 1517.177347 = -223774.232893 nChanged 0 Trying to split cluster 17 (888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.963303 sec): 2 clusters Score: Raw -56068.105669 + Penalty 644.952316 = -55423.153353 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.002952 sec): 3 clusters Score: Raw -55706.965114 + Penalty 1289.904631 = -54417.060483 nChanged 303 SP:Iteration 1F (1099.043273 sec): 3 clusters Score: Raw -55932.777900 + Penalty 1289.904631 = -54642.873269 nChanged 73 SP:Iteration 2F (1099.094321 sec): 3 clusters Score: Raw -55989.515616 + Penalty 1289.904631 = -54699.610985 nChanged 39 SP:Iteration 3Q (1099.137815 sec): 3 clusters Score: Raw -56026.129905 + Penalty 1289.904631 = -54736.225273 nChanged 41 SP:Iteration 4Q (1099.178909 sec): 3 clusters Score: Raw -56061.104556 + Penalty 1289.904631 = -54771.199924 nChanged 31 SP:Iteration 5Q (1099.225073 sec): 3 clusters Score: Raw -56083.717980 + Penalty 1289.904631 = -54793.813349 nChanged 27 SP:Iteration 6Q (1099.268755 sec): 3 clusters Score: Raw -56102.953514 + Penalty 1289.904631 = -54813.048883 nChanged 19 SP:Iteration 7Q (1099.314965 sec): 3 clusters Score: Raw -56116.578653 + Penalty 1289.904631 = -54826.674021 nChanged 25 SP:Iteration 8Q (1099.364651 sec): 3 clusters Score: Raw -56136.358104 + Penalty 1289.904631 = -54846.453473 nChanged 20 SP:Iteration 9Q (1099.404678 sec): 3 clusters Score: Raw -56155.104020 + Penalty 1289.904631 = -54865.199389 nChanged 15 SP:Iteration 10Q (1099.450061 sec): 3 clusters Score: Raw -56169.665753 + Penalty 1289.904631 = -54879.761122 nChanged 12 SP:Iteration 11Q (1099.489424 sec): 3 clusters Score: Raw -56183.358783 + Penalty 1289.904631 = -54893.454151 nChanged 12 SP:Iteration 12Q (1099.535693 sec): 3 clusters Score: Raw -56197.539377 + Penalty 1289.904631 = -54907.634746 nChanged 11 SP:Iteration 13Q (1099.591885 sec): 3 clusters Score: Raw -56207.441254 + Penalty 1289.904631 = -54917.536623 nChanged 13 SP:Iteration 14Q (1099.631636 sec): 3 clusters Score: Raw -56218.085017 + Penalty 1289.904631 = -54928.180386 nChanged 11 SP:Iteration 15Q (1099.664602 sec): 3 clusters Score: Raw -56226.160482 + Penalty 1289.904631 = -54936.255851 nChanged 13 SP:Iteration 16Q (1099.716856 sec): 3 clusters Score: Raw -56238.105956 + Penalty 1289.904631 = -54948.201325 nChanged 10 SP:Iteration 17Q (1099.760039 sec): 3 clusters Score: Raw -56244.955745 + Penalty 1289.904631 = -54955.051114 nChanged 6 SP:Iteration 18Q (1099.805985 sec): 3 clusters Score: Raw -56249.323576 + Penalty 1289.904631 = -54959.418945 nChanged 6 SP:Iteration 19Q (1099.854526 sec): 3 clusters Score: Raw -56251.408946 + Penalty 1289.904631 = -54961.504315 nChanged 7 SP:Iteration 20F (1099.894688 sec): 3 clusters Score: Raw -56256.078823 + Penalty 1289.904631 = -54966.174192 nChanged 4 SP:Iteration 21Q (1099.940284 sec): 3 clusters Score: Raw -56261.396893 + Penalty 1289.904631 = -54971.492262 nChanged 4 SP:Iteration 22Q (1099.984640 sec): 3 clusters Score: Raw -56265.196436 + Penalty 1289.904631 = -54975.291804 nChanged 3 SP:Iteration 23Q (1100.015670 sec): 3 clusters Score: Raw -56268.159283 + Penalty 1289.904631 = -54978.254652 nChanged 3 SP:Iteration 24Q (1100.068084 sec): 3 clusters Score: Raw -56269.540080 + Penalty 1289.904631 = -54979.635449 nChanged 4 SP:Iteration 25Q (1100.107363 sec): 3 clusters Score: Raw -56272.009163 + Penalty 1289.904631 = -54982.104531 nChanged 2 SP:Iteration 26Q (1100.145175 sec): 3 clusters Score: Raw -56272.991300 + Penalty 1289.904631 = -54983.086669 nChanged 5 SP:Iteration 27Q (1100.194815 sec): 3 clusters Score: Raw -56278.737493 + Penalty 1289.904631 = -54988.832862 nChanged 5 SP:Iteration 28Q (1100.240767 sec): 3 clusters Score: Raw -56283.405411 + Penalty 1289.904631 = -54993.500780 nChanged 6 SP:Iteration 29Q (1100.287078 sec): 3 clusters Score: Raw -56286.753780 + Penalty 1289.904631 = -54996.849149 nChanged 1 SP:Iteration 30Q (1100.339810 sec): 3 clusters Score: Raw -56289.281019 + Penalty 1289.904631 = -54999.376387 nChanged 1 SP:Iteration 31Q (1100.386948 sec): 3 clusters Score: Raw -56292.084033 + Penalty 1289.904631 = -55002.179402 nChanged 3 SP:Iteration 32Q (1100.428569 sec): 3 clusters Score: Raw -56295.409464 + Penalty 1289.904631 = -55005.504833 nChanged 2 SP:Iteration 33Q (1100.471292 sec): 3 clusters Score: Raw -56296.620920 + Penalty 1289.904631 = -55006.716289 nChanged 1 SP:Iteration 34Q (1100.505080 sec): 3 clusters Score: Raw -56297.205047 + Penalty 1289.904631 = -55007.300416 nChanged 1 SP:Iteration 35Q (1100.545371 sec): 3 clusters Score: Raw -56297.495872 + Penalty 1289.904631 = -55007.591241 nChanged 0 SP:Iteration 36F (1100.580425 sec): 3 clusters Score: Raw -56297.495872 + Penalty 1289.904631 = -55007.591241 nChanged 0 Trying to split cluster 18 (4858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.611665 sec): 2 clusters Score: Raw -294819.464482 + Penalty 806.396300 = -294013.068182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.653098 sec): 3 clusters Score: Raw -292139.090783 + Penalty 1612.792601 = -290526.298182 nChanged 2052 SP:Iteration 1F (1100.701446 sec): 3 clusters Score: Raw -293354.189711 + Penalty 1612.792601 = -291741.397110 nChanged 366 SP:Iteration 2F (1100.744276 sec): 3 clusters Score: Raw -293596.692449 + Penalty 1612.792601 = -291983.899848 nChanged 338 SP:Iteration 3F (1100.792663 sec): 3 clusters Score: Raw -293837.751484 + Penalty 1612.792601 = -292224.958883 nChanged 272 SP:Iteration 4F (1100.846954 sec): 3 clusters Score: Raw -294044.330947 + Penalty 1612.792601 = -292431.538346 nChanged 238 SP:Iteration 5Q (1100.894345 sec): 3 clusters Score: Raw -294228.272470 + Penalty 1612.792601 = -292615.479869 nChanged 209 SP:Iteration 6Q (1100.943514 sec): 3 clusters Score: Raw -294366.970958 + Penalty 1612.792601 = -292754.178357 nChanged 147 SP:Iteration 7Q (1100.992195 sec): 3 clusters Score: Raw -294472.354921 + Penalty 1612.792601 = -292859.562320 nChanged 139 SP:Iteration 8Q (1101.052917 sec): 3 clusters Score: Raw -294586.382402 + Penalty 1612.792601 = -292973.589801 nChanged 120 SP:Iteration 9Q (1101.106143 sec): 3 clusters Score: Raw -294672.347524 + Penalty 1612.792601 = -293059.554924 nChanged 95 SP:Iteration 10Q (1101.147610 sec): 3 clusters Score: Raw -294730.646074 + Penalty 1612.792601 = -293117.853474 nChanged 72 SP:Iteration 11Q (1101.200556 sec): 3 clusters Score: Raw -294777.325381 + Penalty 1612.792601 = -293164.532780 nChanged 51 SP:Iteration 12Q (1101.255176 sec): 3 clusters Score: Raw -294810.909134 + Penalty 1612.792601 = -293198.116533 nChanged 52 SP:Iteration 13Q (1101.300961 sec): 3 clusters Score: Raw -294839.438907 + Penalty 1612.792601 = -293226.646306 nChanged 40 SP:Iteration 14Q (1101.352341 sec): 3 clusters Score: Raw -294859.625667 + Penalty 1612.792601 = -293246.833066 nChanged 31 SP:Iteration 15Q (1101.386831 sec): 3 clusters Score: Raw -294875.294836 + Penalty 1612.792601 = -293262.502235 nChanged 30 SP:Iteration 16Q (1101.444947 sec): 3 clusters Score: Raw -294890.699836 + Penalty 1612.792601 = -293277.907235 nChanged 32 SP:Iteration 17Q (1101.493435 sec): 3 clusters Score: Raw -294906.276997 + Penalty 1612.792601 = -293293.484396 nChanged 30 SP:Iteration 18Q (1101.531512 sec): 3 clusters Score: Raw -294922.334074 + Penalty 1612.792601 = -293309.541473 nChanged 25 SP:Iteration 19Q (1101.590098 sec): 3 clusters Score: Raw -294933.218776 + Penalty 1612.792601 = -293320.426175 nChanged 19 SP:Iteration 20F (1101.638357 sec): 3 clusters Score: Raw -294940.271252 + Penalty 1612.792601 = -293327.478651 nChanged 20 SP:Iteration 21Q (1101.691732 sec): 3 clusters Score: Raw -294948.923260 + Penalty 1612.792601 = -293336.130659 nChanged 30 SP:Iteration 22Q (1101.729707 sec): 3 clusters Score: Raw -294961.007596 + Penalty 1612.792601 = -293348.214995 nChanged 19 SP:Iteration 23Q (1101.781681 sec): 3 clusters Score: Raw -294967.518519 + Penalty 1612.792601 = -293354.725918 nChanged 11 SP:Iteration 24Q (1101.824895 sec): 3 clusters Score: Raw -294971.701459 + Penalty 1612.792601 = -293358.908858 nChanged 14 SP:Iteration 25Q (1101.869724 sec): 3 clusters Score: Raw -294977.182260 + Penalty 1612.792601 = -293364.389659 nChanged 11 SP:Iteration 26Q (1101.916717 sec): 3 clusters Score: Raw -294981.534903 + Penalty 1612.792601 = -293368.742302 nChanged 10 SP:Iteration 27Q (1101.967947 sec): 3 clusters Score: Raw -294986.020169 + Penalty 1612.792601 = -293373.227568 nChanged 6 SP:Iteration 28Q (1102.012494 sec): 3 clusters Score: Raw -294988.162340 + Penalty 1612.792601 = -293375.369739 nChanged 4 SP:Iteration 29Q (1102.054122 sec): 3 clusters Score: Raw -294990.212260 + Penalty 1612.792601 = -293377.419659 nChanged 9 SP:Iteration 30Q (1102.092945 sec): 3 clusters Score: Raw -294993.981953 + Penalty 1612.792601 = -293381.189352 nChanged 9 SP:Iteration 31Q (1102.150727 sec): 3 clusters Score: Raw -294996.719693 + Penalty 1612.792601 = -293383.927092 nChanged 4 SP:Iteration 32Q (1102.186971 sec): 3 clusters Score: Raw -294998.637722 + Penalty 1612.792601 = -293385.845121 nChanged 1 SP:Iteration 33Q (1102.233055 sec): 3 clusters Score: Raw -294998.768229 + Penalty 1612.792601 = -293385.975628 nChanged 1 SP:Iteration 34Q (1102.281142 sec): 3 clusters Score: Raw -294998.811708 + Penalty 1612.792601 = -293386.019107 nChanged 0 SP:Iteration 35F (1102.337575 sec): 3 clusters Score: Raw -294998.811708 + Penalty 1612.792601 = -293386.019107 nChanged 0 Trying to split cluster 19 (78206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.431843 sec): 2 clusters Score: Raw -5786971.675850 + Penalty 1070.374657 = -5785901.301194 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.580088 sec): 3 clusters Score: Raw -5735773.829552 + Penalty 2140.749313 = -5733633.080239 nChanged 37509 SP:Iteration 1F (1102.718302 sec): 3 clusters Score: Raw -5759277.377230 + Penalty 2140.749313 = -5757136.627916 nChanged 3869 SP:Iteration 2Q (1102.855291 sec): 3 clusters Score: Raw -5761060.979207 + Penalty 2140.749313 = -5758920.229893 nChanged 4293 SP:Iteration 3F (1102.991579 sec): 3 clusters Score: Raw -5763159.093194 + Penalty 2140.749313 = -5761018.343880 nChanged 4391 SP:Iteration 4F (1103.126182 sec): 3 clusters Score: Raw -5765275.409749 + Penalty 2140.749313 = -5763134.660436 nChanged 4206 SP:Iteration 5F (1103.257119 sec): 3 clusters Score: Raw -5767383.856553 + Penalty 2140.749313 = -5765243.107240 nChanged 3977 SP:Iteration 6F (1103.404823 sec): 3 clusters Score: Raw -5769423.398164 + Penalty 2140.749313 = -5767282.648851 nChanged 3725 SP:Iteration 7Q (1103.556173 sec): 3 clusters Score: Raw -5771371.178777 + Penalty 2140.749313 = -5769230.429463 nChanged 3390 SP:Iteration 8Q (1103.705375 sec): 3 clusters Score: Raw -5772969.588347 + Penalty 2140.749313 = -5770828.839034 nChanged 2820 SP:Iteration 9Q (1103.854757 sec): 3 clusters Score: Raw -5774039.566217 + Penalty 2140.749313 = -5771898.816903 nChanged 2222 SP:Iteration 10Q (1103.997281 sec): 3 clusters Score: Raw -5774706.305100 + Penalty 2140.749313 = -5772565.555787 nChanged 1738 SP:Iteration 11Q (1104.143902 sec): 3 clusters Score: Raw -5775179.040594 + Penalty 2140.749313 = -5773038.291281 nChanged 1575 SP:Iteration 12Q (1104.292331 sec): 3 clusters Score: Raw -5775624.325215 + Penalty 2140.749313 = -5773483.575901 nChanged 1526 SP:Iteration 13Q (1104.439591 sec): 3 clusters Score: Raw -5776070.235280 + Penalty 2140.749313 = -5773929.485967 nChanged 1496 SP:Iteration 14Q (1104.587174 sec): 3 clusters Score: Raw -5776527.379825 + Penalty 2140.749313 = -5774386.630512 nChanged 1618 SP:Iteration 15Q (1104.724897 sec): 3 clusters Score: Raw -5777040.658974 + Penalty 2140.749313 = -5774899.909660 nChanged 1611 SP:Iteration 16Q (1104.858471 sec): 3 clusters Score: Raw -5777579.393519 + Penalty 2140.749313 = -5775438.644206 nChanged 1696 SP:Iteration 17Q (1104.967992 sec): 3 clusters Score: Raw -5778187.729057 + Penalty 2140.749313 = -5776046.979743 nChanged 1771 SP:Iteration 18Q (1105.106632 sec): 3 clusters Score: Raw -5778858.634460 + Penalty 2140.749313 = -5776717.885146 nChanged 1845 SP:Iteration 19Q (1105.266566 sec): 3 clusters Score: Raw -5779584.413395 + Penalty 2140.749313 = -5777443.664082 nChanged 1830 SP:Iteration 20F (1105.399000 sec): 3 clusters Score: Raw -5780328.382821 + Penalty 2140.749313 = -5778187.633507 nChanged 1845 SP:Iteration 21Q (1105.540346 sec): 3 clusters Score: Raw -5781140.336109 + Penalty 2140.749313 = -5778999.586795 nChanged 1853 SP:Iteration 22Q (1105.676484 sec): 3 clusters Score: Raw -5782022.747729 + Penalty 2140.749313 = -5779881.998415 nChanged 1783 SP:Iteration 23Q (1105.818443 sec): 3 clusters Score: Raw -5782891.884509 + Penalty 2140.749313 = -5780751.135196 nChanged 1634 SP:Iteration 24Q (1105.947757 sec): 3 clusters Score: Raw -5783718.927383 + Penalty 2140.749313 = -5781578.178070 nChanged 1511 SP:Iteration 25Q (1106.087853 sec): 3 clusters Score: Raw -5784504.992429 + Penalty 2140.749313 = -5782364.243116 nChanged 1359 SP:Iteration 26Q (1106.218115 sec): 3 clusters Score: Raw -5785225.695814 + Penalty 2140.749313 = -5783084.946501 nChanged 1166 SP:Iteration 27Q (1106.354073 sec): 3 clusters Score: Raw -5785847.192669 + Penalty 2140.749313 = -5783706.443356 nChanged 970 SP:Iteration 28Q (1106.485692 sec): 3 clusters Score: Raw -5786356.646566 + Penalty 2140.749313 = -5784215.897253 nChanged 788 SP:Iteration 29Q (1106.617736 sec): 3 clusters Score: Raw -5786745.934800 + Penalty 2140.749313 = -5784605.185487 nChanged 630 SP:Iteration 30Q (1106.749508 sec): 3 clusters Score: Raw -5787028.941368 + Penalty 2140.749313 = -5784888.192055 nChanged 490 SP:Iteration 31Q (1106.876685 sec): 3 clusters Score: Raw -5787226.462514 + Penalty 2140.749313 = -5785085.713201 nChanged 358 SP:Iteration 32Q (1107.010882 sec): 3 clusters Score: Raw -5787352.822013 + Penalty 2140.749313 = -5785212.072700 nChanged 285 SP:Iteration 33Q (1107.136639 sec): 3 clusters Score: Raw -5787441.197222 + Penalty 2140.749313 = -5785300.447908 nChanged 230 SP:Iteration 34Q (1107.248698 sec): 3 clusters Score: Raw -5787503.736028 + Penalty 2140.749313 = -5785362.986715 nChanged 184 SP:Iteration 35Q (1107.372692 sec): 3 clusters Score: Raw -5787542.080090 + Penalty 2140.749313 = -5785401.330776 nChanged 127 SP:Iteration 36Q (1107.508304 sec): 3 clusters Score: Raw -5787569.369970 + Penalty 2140.749313 = -5785428.620657 nChanged 108 SP:Iteration 37Q (1107.638648 sec): 3 clusters Score: Raw -5787594.229685 + Penalty 2140.749313 = -5785453.480372 nChanged 104 SP:Iteration 38Q (1107.764179 sec): 3 clusters Score: Raw -5787617.228954 + Penalty 2140.749313 = -5785476.479641 nChanged 81 SP:Iteration 39Q (1107.888364 sec): 3 clusters Score: Raw -5787636.187578 + Penalty 2140.749313 = -5785495.438265 nChanged 65 SP:Iteration 40F (1108.029849 sec): 3 clusters Score: Raw -5787654.809092 + Penalty 2140.749313 = -5785514.059778 nChanged 71 SP:Iteration 41Q (1108.154570 sec): 3 clusters Score: Raw -5787669.945414 + Penalty 2140.749313 = -5785529.196100 nChanged 60 SP:Iteration 42Q (1108.273634 sec): 3 clusters Score: Raw -5787679.842123 + Penalty 2140.749313 = -5785539.092810 nChanged 46 SP:Iteration 43Q (1108.399521 sec): 3 clusters Score: Raw -5787691.591540 + Penalty 2140.749313 = -5785550.842226 nChanged 51 SP:Iteration 44Q (1108.523912 sec): 3 clusters Score: Raw -5787703.969355 + Penalty 2140.749313 = -5785563.220042 nChanged 47 SP:Iteration 45Q (1108.649139 sec): 3 clusters Score: Raw -5787715.251615 + Penalty 2140.749313 = -5785574.502302 nChanged 34 SP:Iteration 46Q (1108.774607 sec): 3 clusters Score: Raw -5787724.327815 + Penalty 2140.749313 = -5785583.578502 nChanged 37 SP:Iteration 47Q (1108.890255 sec): 3 clusters Score: Raw -5787732.657754 + Penalty 2140.749313 = -5785591.908440 nChanged 30 SP:Iteration 48Q (1109.014764 sec): 3 clusters Score: Raw -5787738.085216 + Penalty 2140.749313 = -5785597.335902 nChanged 27 SP:Iteration 49Q (1109.139567 sec): 3 clusters Score: Raw -5787741.051336 + Penalty 2140.749313 = -5785600.302022 nChanged 13 SP:Iteration 50Q (1109.270023 sec): 3 clusters Score: Raw -5787742.199291 + Penalty 2140.749313 = -5785601.449977 nChanged 8 SP:Iteration 51Q (1109.384653 sec): 3 clusters Score: Raw -5787743.124629 + Penalty 2140.749313 = -5785602.375316 nChanged 6 SP:Iteration 52Q (1109.507847 sec): 3 clusters Score: Raw -5787743.959581 + Penalty 2140.749313 = -5785603.210268 nChanged 13 SP:Iteration 53Q (1109.611869 sec): 3 clusters Score: Raw -5787745.625925 + Penalty 2140.749313 = -5785604.876611 nChanged 9 SP:Iteration 54Q (1109.734956 sec): 3 clusters Score: Raw -5787747.109023 + Penalty 2140.749313 = -5785606.359709 nChanged 9 SP:Iteration 55Q (1109.857216 sec): 3 clusters Score: Raw -5787748.602722 + Penalty 2140.749313 = -5785607.853409 nChanged 6 SP:Iteration 56Q (1109.978664 sec): 3 clusters Score: Raw -5787749.797094 + Penalty 2140.749313 = -5785609.047781 nChanged 10 SP:Iteration 57Q (1110.099916 sec): 3 clusters Score: Raw -5787751.189137 + Penalty 2140.749313 = -5785610.439824 nChanged 9 SP:Iteration 58Q (1110.221810 sec): 3 clusters Score: Raw -5787752.191310 + Penalty 2140.749313 = -5785611.441996 nChanged 5 SP:Iteration 59Q (1110.351925 sec): 3 clusters Score: Raw -5787752.882822 + Penalty 2140.749313 = -5785612.133508 nChanged 3 SP:Iteration 60F (1110.495543 sec): 3 clusters Score: Raw -5787753.043428 + Penalty 2140.749313 = -5785612.294114 nChanged 3 SP:Iteration 61Q (1110.613506 sec): 3 clusters Score: Raw -5787753.492431 + Penalty 2140.749313 = -5785612.743117 nChanged 3 SP:Iteration 62Q (1110.732546 sec): 3 clusters Score: Raw -5787753.750166 + Penalty 2140.749313 = -5785613.000852 nChanged 2 SP:Iteration 63Q (1110.866304 sec): 3 clusters Score: Raw -5787753.959318 + Penalty 2140.749313 = -5785613.210005 nChanged 0 SP:Iteration 64F (1111.007601 sec): 3 clusters Score: Raw -5787753.959318 + Penalty 2140.749313 = -5785613.210005 nChanged 0 Trying to split cluster 20 (1938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1111.037796 sec): 2 clusters Score: Raw -109443.782094 + Penalty 719.094120 = -108724.687974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1111.074640 sec): 3 clusters Score: Raw -108536.710597 + Penalty 1438.188241 = -107098.522356 nChanged 739 SP:Iteration 1F (1111.122190 sec): 3 clusters Score: Raw -109112.758296 + Penalty 1438.188241 = -107674.570055 nChanged 218 SP:Iteration 2F (1111.175803 sec): 3 clusters Score: Raw -109379.481762 + Penalty 1438.188241 = -107941.293521 nChanged 154 SP:Iteration 3F (1111.210805 sec): 3 clusters Score: Raw -109562.432941 + Penalty 1438.188241 = -108124.244700 nChanged 116 SP:Iteration 4F (1111.244766 sec): 3 clusters Score: Raw -109694.997085 + Penalty 1438.188241 = -108256.808844 nChanged 87 SP:Iteration 5Q (1111.288392 sec): 3 clusters Score: Raw -109768.470437 + Penalty 1438.188241 = -108330.282197 nChanged 61 SP:Iteration 6Q (1111.332343 sec): 3 clusters Score: Raw -109821.178047 + Penalty 1438.188241 = -108382.989806 nChanged 54 SP:Iteration 7Q (1111.380091 sec): 3 clusters Score: Raw -109858.237165 + Penalty 1438.188241 = -108420.048924 nChanged 33 SP:Iteration 8Q (1111.412908 sec): 3 clusters Score: Raw -109885.057123 + Penalty 1438.188241 = -108446.868883 nChanged 30 SP:Iteration 9Q (1111.447570 sec): 3 clusters Score: Raw -109901.880427 + Penalty 1438.188241 = -108463.692186 nChanged 24 SP:Iteration 10Q (1111.495827 sec): 3 clusters Score: Raw -109910.429932 + Penalty 1438.188241 = -108472.241691 nChanged 12 SP:Iteration 11Q (1111.530095 sec): 3 clusters Score: Raw -109914.992299 + Penalty 1438.188241 = -108476.804059 nChanged 10 SP:Iteration 12Q (1111.570775 sec): 3 clusters Score: Raw -109920.849543 + Penalty 1438.188241 = -108482.661303 nChanged 13 SP:Iteration 13Q (1111.615450 sec): 3 clusters Score: Raw -109925.396909 + Penalty 1438.188241 = -108487.208669 nChanged 10 SP:Iteration 14Q (1111.660075 sec): 3 clusters Score: Raw -109929.815922 + Penalty 1438.188241 = -108491.627681 nChanged 11 SP:Iteration 15Q (1111.703724 sec): 3 clusters Score: Raw -109934.247151 + Penalty 1438.188241 = -108496.058910 nChanged 9 SP:Iteration 16Q (1111.747582 sec): 3 clusters Score: Raw -109936.358929 + Penalty 1438.188241 = -108498.170688 nChanged 5 SP:Iteration 17Q (1111.791474 sec): 3 clusters Score: Raw -109937.256203 + Penalty 1438.188241 = -108499.067963 nChanged 3 SP:Iteration 18Q (1111.848428 sec): 3 clusters Score: Raw -109938.009096 + Penalty 1438.188241 = -108499.820855 nChanged 3 SP:Iteration 19Q (1111.899310 sec): 3 clusters Score: Raw -109938.688443 + Penalty 1438.188241 = -108500.500202 nChanged 1 SP:Iteration 20F (1111.945279 sec): 3 clusters Score: Raw -109939.145540 + Penalty 1438.188241 = -108500.957299 nChanged 1 SP:Iteration 21Q (1111.990369 sec): 3 clusters Score: Raw -109940.064539 + Penalty 1438.188241 = -108501.876299 nChanged 3 SP:Iteration 22Q (1112.039930 sec): 3 clusters Score: Raw -109940.707492 + Penalty 1438.188241 = -108502.519252 nChanged 2 SP:Iteration 23Q (1112.091066 sec): 3 clusters Score: Raw -109940.988842 + Penalty 1438.188241 = -108502.800602 nChanged 2 SP:Iteration 24Q (1112.143005 sec): 3 clusters Score: Raw -109941.582811 + Penalty 1438.188241 = -108503.394570 nChanged 1 SP:Iteration 25Q (1112.182343 sec): 3 clusters Score: Raw -109941.935997 + Penalty 1438.188241 = -108503.747756 nChanged 0 SP:Iteration 26F (1112.231169 sec): 3 clusters Score: Raw -109941.935997 + Penalty 1438.188241 = -108503.747756 nChanged 0 Trying to split cluster 21 (5020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1112.262390 sec): 2 clusters Score: Raw -376374.465166 + Penalty 809.512595 = -375564.952571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1112.309197 sec): 3 clusters Score: Raw -373551.566903 + Penalty 1619.025190 = -371932.541713 nChanged 2163 SP:Iteration 1F (1112.354263 sec): 3 clusters Score: Raw -374779.376869 + Penalty 1619.025190 = -373160.351679 nChanged 318 SP:Iteration 2F (1112.406133 sec): 3 clusters Score: Raw -374962.371424 + Penalty 1619.025190 = -373343.346233 nChanged 305 SP:Iteration 3F (1112.458400 sec): 3 clusters Score: Raw -375150.915075 + Penalty 1619.025190 = -373531.889884 nChanged 270 SP:Iteration 4F (1112.510419 sec): 3 clusters Score: Raw -375310.847052 + Penalty 1619.025190 = -373691.821862 nChanged 255 SP:Iteration 5F (1112.557278 sec): 3 clusters Score: Raw -375484.504263 + Penalty 1619.025190 = -373865.479073 nChanged 254 SP:Iteration 6F (1112.622802 sec): 3 clusters Score: Raw -375651.307225 + Penalty 1619.025190 = -374032.282035 nChanged 232 SP:Iteration 7Q (1112.677464 sec): 3 clusters Score: Raw -375775.315236 + Penalty 1619.025190 = -374156.290046 nChanged 187 SP:Iteration 8Q (1112.723133 sec): 3 clusters Score: Raw -375868.607102 + Penalty 1619.025190 = -374249.581912 nChanged 154 SP:Iteration 9Q (1112.769349 sec): 3 clusters Score: Raw -375937.685914 + Penalty 1619.025190 = -374318.660723 nChanged 110 SP:Iteration 10Q (1112.831340 sec): 3 clusters Score: Raw -375982.877276 + Penalty 1619.025190 = -374363.852085 nChanged 91 SP:Iteration 11Q (1112.868537 sec): 3 clusters Score: Raw -376015.834272 + Penalty 1619.025190 = -374396.809081 nChanged 59 SP:Iteration 12Q (1112.917617 sec): 3 clusters Score: Raw -376033.755079 + Penalty 1619.025190 = -374414.729889 nChanged 47 SP:Iteration 13Q (1112.974362 sec): 3 clusters Score: Raw -376045.370195 + Penalty 1619.025190 = -374426.345005 nChanged 46 SP:Iteration 14Q (1113.013785 sec): 3 clusters Score: Raw -376056.358071 + Penalty 1619.025190 = -374437.332880 nChanged 36 SP:Iteration 15Q (1113.067417 sec): 3 clusters Score: Raw -376063.180813 + Penalty 1619.025190 = -374444.155623 nChanged 27 SP:Iteration 16Q (1113.117515 sec): 3 clusters Score: Raw -376068.088332 + Penalty 1619.025190 = -374449.063141 nChanged 28 SP:Iteration 17Q (1113.171732 sec): 3 clusters Score: Raw -376074.038866 + Penalty 1619.025190 = -374455.013676 nChanged 27 SP:Iteration 18Q (1113.226573 sec): 3 clusters Score: Raw -376080.870924 + Penalty 1619.025190 = -374461.845733 nChanged 31 SP:Iteration 19Q (1113.269781 sec): 3 clusters Score: Raw -376088.713899 + Penalty 1619.025190 = -374469.688709 nChanged 32 SP:Iteration 20F (1113.334003 sec): 3 clusters Score: Raw -376096.193891 + Penalty 1619.025190 = -374477.168701 nChanged 22 SP:Iteration 21Q (1113.387451 sec): 3 clusters Score: Raw -376100.287407 + Penalty 1619.025190 = -374481.262217 nChanged 22 SP:Iteration 22Q (1113.434369 sec): 3 clusters Score: Raw -376102.479976 + Penalty 1619.025190 = -374483.454786 nChanged 16 SP:Iteration 23Q (1113.484820 sec): 3 clusters Score: Raw -376104.384229 + Penalty 1619.025190 = -374485.359039 nChanged 9 SP:Iteration 24Q (1113.540918 sec): 3 clusters Score: Raw -376105.406938 + Penalty 1619.025190 = -374486.381748 nChanged 9 SP:Iteration 25Q (1113.597085 sec): 3 clusters Score: Raw -376107.082285 + Penalty 1619.025190 = -374488.057094 nChanged 11 SP:Iteration 26Q (1113.641783 sec): 3 clusters Score: Raw -376108.812138 + Penalty 1619.025190 = -374489.786947 nChanged 10 SP:Iteration 27Q (1113.679736 sec): 3 clusters Score: Raw -376110.248644 + Penalty 1619.025190 = -374491.223454 nChanged 10 SP:Iteration 28Q (1113.740932 sec): 3 clusters Score: Raw -376111.700885 + Penalty 1619.025190 = -374492.675694 nChanged 7 SP:Iteration 29Q (1113.784538 sec): 3 clusters Score: Raw -376112.902987 + Penalty 1619.025190 = -374493.877797 nChanged 8 SP:Iteration 30Q (1113.837172 sec): 3 clusters Score: Raw -376114.236957 + Penalty 1619.025190 = -374495.211767 nChanged 11 SP:Iteration 31Q (1113.884684 sec): 3 clusters Score: Raw -376116.340785 + Penalty 1619.025190 = -374497.315595 nChanged 11 SP:Iteration 32Q (1113.931865 sec): 3 clusters Score: Raw -376118.491588 + Penalty 1619.025190 = -374499.466397 nChanged 13 SP:Iteration 33Q (1113.984307 sec): 3 clusters Score: Raw -376121.643824 + Penalty 1619.025190 = -374502.618634 nChanged 24 SP:Iteration 34Q (1114.029108 sec): 3 clusters Score: Raw -376126.439327 + Penalty 1619.025190 = -374507.414136 nChanged 26 SP:Iteration 35Q (1114.076197 sec): 3 clusters Score: Raw -376130.891337 + Penalty 1619.025190 = -374511.866147 nChanged 18 SP:Iteration 36Q (1114.127553 sec): 3 clusters Score: Raw -376135.750013 + Penalty 1619.025190 = -374516.724822 nChanged 16 SP:Iteration 37Q (1114.175169 sec): 3 clusters Score: Raw -376139.770137 + Penalty 1619.025190 = -374520.744946 nChanged 21 SP:Iteration 38Q (1114.227663 sec): 3 clusters Score: Raw -376145.115010 + Penalty 1619.025190 = -374526.089820 nChanged 25 SP:Iteration 39Q (1114.284018 sec): 3 clusters Score: Raw -376150.845437 + Penalty 1619.025190 = -374531.820246 nChanged 26 SP:Iteration 40F (1114.328165 sec): 3 clusters Score: Raw -376156.574292 + Penalty 1619.025190 = -374537.549102 nChanged 22 SP:Iteration 41Q (1114.381687 sec): 3 clusters Score: Raw -376161.208849 + Penalty 1619.025190 = -374542.183658 nChanged 25 SP:Iteration 42Q (1114.415587 sec): 3 clusters Score: Raw -376166.962571 + Penalty 1619.025190 = -374547.937381 nChanged 22 SP:Iteration 43Q (1114.475390 sec): 3 clusters Score: Raw -376170.871585 + Penalty 1619.025190 = -374551.846395 nChanged 11 SP:Iteration 44Q (1114.524677 sec): 3 clusters Score: Raw -376172.424621 + Penalty 1619.025190 = -374553.399431 nChanged 8 SP:Iteration 45Q (1114.574365 sec): 3 clusters Score: Raw -376174.184832 + Penalty 1619.025190 = -374555.159642 nChanged 11 SP:Iteration 46Q (1114.626268 sec): 3 clusters Score: Raw -376175.852450 + Penalty 1619.025190 = -374556.827260 nChanged 13 SP:Iteration 47Q (1114.668177 sec): 3 clusters Score: Raw -376177.866172 + Penalty 1619.025190 = -374558.840982 nChanged 15 SP:Iteration 48Q (1114.712911 sec): 3 clusters Score: Raw -376180.161220 + Penalty 1619.025190 = -374561.136030 nChanged 15 SP:Iteration 49Q (1114.774786 sec): 3 clusters Score: Raw -376182.906457 + Penalty 1619.025190 = -374563.881267 nChanged 20 SP:Iteration 50Q (1114.814975 sec): 3 clusters Score: Raw -376188.505557 + Penalty 1619.025190 = -374569.480367 nChanged 32 SP:Iteration 51Q (1114.868887 sec): 3 clusters Score: Raw -376197.170287 + Penalty 1619.025190 = -374578.145097 nChanged 27 SP:Iteration 52Q (1114.908735 sec): 3 clusters Score: Raw -376204.278594 + Penalty 1619.025190 = -374585.253404 nChanged 34 SP:Iteration 53Q (1114.952575 sec): 3 clusters Score: Raw -376212.842453 + Penalty 1619.025190 = -374593.817263 nChanged 29 SP:Iteration 54Q (1115.006369 sec): 3 clusters Score: Raw -376220.896724 + Penalty 1619.025190 = -374601.871533 nChanged 33 SP:Iteration 55Q (1115.054006 sec): 3 clusters Score: Raw -376229.347094 + Penalty 1619.025190 = -374610.321903 nChanged 36 SP:Iteration 56Q (1115.103527 sec): 3 clusters Score: Raw -376239.744128 + Penalty 1619.025190 = -374620.718938 nChanged 32 SP:Iteration 57Q (1115.154494 sec): 3 clusters Score: Raw -376251.148963 + Penalty 1619.025190 = -374632.123773 nChanged 32 SP:Iteration 58Q (1115.201962 sec): 3 clusters Score: Raw -376262.387284 + Penalty 1619.025190 = -374643.362094 nChanged 24 SP:Iteration 59Q (1115.254113 sec): 3 clusters Score: Raw -376269.077569 + Penalty 1619.025190 = -374650.052379 nChanged 27 SP:Iteration 60F (1115.297403 sec): 3 clusters Score: Raw -376275.533911 + Penalty 1619.025190 = -374656.508721 nChanged 22 SP:Iteration 61Q (1115.349173 sec): 3 clusters Score: Raw -376280.985603 + Penalty 1619.025190 = -374661.960413 nChanged 11 SP:Iteration 62Q (1115.394672 sec): 3 clusters Score: Raw -376282.806458 + Penalty 1619.025190 = -374663.781267 nChanged 12 SP:Iteration 63Q (1115.436156 sec): 3 clusters Score: Raw -376284.905821 + Penalty 1619.025190 = -374665.880631 nChanged 13 SP:Iteration 64Q (1115.480357 sec): 3 clusters Score: Raw -376287.185123 + Penalty 1619.025190 = -374668.159933 nChanged 15 SP:Iteration 65Q (1115.537338 sec): 3 clusters Score: Raw -376290.460134 + Penalty 1619.025190 = -374671.434944 nChanged 20 SP:Iteration 66Q (1115.579487 sec): 3 clusters Score: Raw -376296.427720 + Penalty 1619.025190 = -374677.402530 nChanged 29 SP:Iteration 67Q (1115.629717 sec): 3 clusters Score: Raw -376305.223338 + Penalty 1619.025190 = -374686.198148 nChanged 31 SP:Iteration 68Q (1115.678050 sec): 3 clusters Score: Raw -376313.822573 + Penalty 1619.025190 = -374694.797383 nChanged 27 SP:Iteration 69Q (1115.737997 sec): 3 clusters Score: Raw -376318.853083 + Penalty 1619.025190 = -374699.827892 nChanged 17 SP:Iteration 70Q (1115.772598 sec): 3 clusters Score: Raw -376322.970188 + Penalty 1619.025190 = -374703.944998 nChanged 20 SP:Iteration 71Q (1115.827841 sec): 3 clusters Score: Raw -376327.134778 + Penalty 1619.025190 = -374708.109588 nChanged 14 SP:Iteration 72Q (1115.866480 sec): 3 clusters Score: Raw -376329.436897 + Penalty 1619.025190 = -374710.411707 nChanged 16 SP:Iteration 73Q (1115.922277 sec): 3 clusters Score: Raw -376332.322455 + Penalty 1619.025190 = -374713.297264 nChanged 17 SP:Iteration 74Q (1115.967001 sec): 3 clusters Score: Raw -376336.748094 + Penalty 1619.025190 = -374717.722904 nChanged 20 SP:Iteration 75Q (1116.015815 sec): 3 clusters Score: Raw -376340.996631 + Penalty 1619.025190 = -374721.971441 nChanged 22 SP:Iteration 76Q (1116.060214 sec): 3 clusters Score: Raw -376345.296397 + Penalty 1619.025190 = -374726.271207 nChanged 17 SP:Iteration 77Q (1116.110104 sec): 3 clusters Score: Raw -376351.148297 + Penalty 1619.025190 = -374732.123106 nChanged 21 SP:Iteration 78Q (1116.158266 sec): 3 clusters Score: Raw -376358.216822 + Penalty 1619.025190 = -374739.191631 nChanged 18 SP:Iteration 79Q (1116.195211 sec): 3 clusters Score: Raw -376364.491235 + Penalty 1619.025190 = -374745.466044 nChanged 17 SP:Iteration 80F (1116.241330 sec): 3 clusters Score: Raw -376371.634030 + Penalty 1619.025190 = -374752.608839 nChanged 23 SP:Iteration 81Q (1116.292047 sec): 3 clusters Score: Raw -376379.852113 + Penalty 1619.025190 = -374760.826923 nChanged 26 SP:Iteration 82Q (1116.345996 sec): 3 clusters Score: Raw -376389.156175 + Penalty 1619.025190 = -374770.130985 nChanged 25 SP:Iteration 83Q (1116.383166 sec): 3 clusters Score: Raw -376398.015132 + Penalty 1619.025190 = -374778.989941 nChanged 23 SP:Iteration 84Q (1116.441288 sec): 3 clusters Score: Raw -376404.048593 + Penalty 1619.025190 = -374785.023402 nChanged 27 SP:Iteration 85Q (1116.495111 sec): 3 clusters Score: Raw -376411.370917 + Penalty 1619.025190 = -374792.345727 nChanged 21 SP:Iteration 86Q (1116.536109 sec): 3 clusters Score: Raw -376416.007092 + Penalty 1619.025190 = -374796.981901 nChanged 18 SP:Iteration 87Q (1116.586496 sec): 3 clusters Score: Raw -376420.322844 + Penalty 1619.025190 = -374801.297654 nChanged 22 SP:Iteration 88Q (1116.645449 sec): 3 clusters Score: Raw -376427.531420 + Penalty 1619.025190 = -374808.506230 nChanged 22 SP:Iteration 89Q (1116.684668 sec): 3 clusters Score: Raw -376434.459450 + Penalty 1619.025190 = -374815.434259 nChanged 25 SP:Iteration 90Q (1116.738232 sec): 3 clusters Score: Raw -376442.405962 + Penalty 1619.025190 = -374823.380771 nChanged 24 SP:Iteration 91Q (1116.788720 sec): 3 clusters Score: Raw -376448.642794 + Penalty 1619.025190 = -374829.617604 nChanged 13 SP:Iteration 92Q (1116.844102 sec): 3 clusters Score: Raw -376452.440032 + Penalty 1619.025190 = -374833.414841 nChanged 13 SP:Iteration 93Q (1116.893166 sec): 3 clusters Score: Raw -376456.444064 + Penalty 1619.025190 = -374837.418874 nChanged 13 SP:Iteration 94Q (1116.938309 sec): 3 clusters Score: Raw -376459.354247 + Penalty 1619.025190 = -374840.329056 nChanged 12 SP:Iteration 95Q (1116.972291 sec): 3 clusters Score: Raw -376462.200256 + Penalty 1619.025190 = -374843.175065 nChanged 14 SP:Iteration 96Q (1117.023995 sec): 3 clusters Score: Raw -376465.479430 + Penalty 1619.025190 = -374846.454240 nChanged 11 SP:Iteration 97Q (1117.064296 sec): 3 clusters Score: Raw -376468.240053 + Penalty 1619.025190 = -374849.214863 nChanged 5 SP:Iteration 98Q (1117.122965 sec): 3 clusters Score: Raw -376468.983489 + Penalty 1619.025190 = -374849.958299 nChanged 8 SP:Iteration 99Q (1117.170634 sec): 3 clusters Score: Raw -376470.433471 + Penalty 1619.025190 = -374851.408281 nChanged 8 SP:Iteration 100F (1117.225774 sec): 3 clusters Score: Raw -376472.750378 + Penalty 1619.025190 = -374853.725187 nChanged 5 SP:Iteration 101Q (1117.262326 sec): 3 clusters Score: Raw -376474.066436 + Penalty 1619.025190 = -374855.041246 nChanged 7 SP:Iteration 102Q (1117.310960 sec): 3 clusters Score: Raw -376475.632667 + Penalty 1619.025190 = -374856.607477 nChanged 4 SP:Iteration 103Q (1117.357823 sec): 3 clusters Score: Raw -376476.450271 + Penalty 1619.025190 = -374857.425080 nChanged 3 SP:Iteration 104Q (1117.412217 sec): 3 clusters Score: Raw -376476.778392 + Penalty 1619.025190 = -374857.753202 nChanged 2 SP:Iteration 105Q (1117.466672 sec): 3 clusters Score: Raw -376477.087557 + Penalty 1619.025190 = -374858.062366 nChanged 5 SP:Iteration 106Q (1117.509677 sec): 3 clusters Score: Raw -376478.192286 + Penalty 1619.025190 = -374859.167095 nChanged 4 SP:Iteration 107Q (1117.554589 sec): 3 clusters Score: Raw -376479.073105 + Penalty 1619.025190 = -374860.047914 nChanged 3 SP:Iteration 108Q (1117.599372 sec): 3 clusters Score: Raw -376479.705284 + Penalty 1619.025190 = -374860.680093 nChanged 5 SP:Iteration 109Q (1117.656916 sec): 3 clusters Score: Raw -376480.745529 + Penalty 1619.025190 = -374861.720339 nChanged 4 SP:Iteration 110Q (1117.704796 sec): 3 clusters Score: Raw -376481.591775 + Penalty 1619.025190 = -374862.566584 nChanged 6 SP:Iteration 111Q (1117.746077 sec): 3 clusters Score: Raw -376482.964919 + Penalty 1619.025190 = -374863.939729 nChanged 1 SP:Iteration 112Q (1117.789251 sec): 3 clusters Score: Raw -376483.189697 + Penalty 1619.025190 = -374864.164506 nChanged 2 SP:Iteration 113Q (1117.844529 sec): 3 clusters Score: Raw -376483.288929 + Penalty 1619.025190 = -374864.263739 nChanged 1 SP:Iteration 114Q (1117.894587 sec): 3 clusters Score: Raw -376483.335716 + Penalty 1619.025190 = -374864.310526 nChanged 1 SP:Iteration 115Q (1117.937584 sec): 3 clusters Score: Raw -376483.488426 + Penalty 1619.025190 = -374864.463236 nChanged 0 SP:Iteration 116F (1117.994261 sec): 3 clusters Score: Raw -376483.488426 + Penalty 1619.025190 = -374864.463236 nChanged 0 Trying to split cluster 22 (2554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1118.024413 sec): 2 clusters Score: Raw -167959.148765 + Penalty 745.314523 = -167213.834242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1118.060443 sec): 3 clusters Score: Raw -166676.528940 + Penalty 1490.629047 = -165185.899893 nChanged 1044 SP:Iteration 1F (1118.105858 sec): 3 clusters Score: Raw -167281.691329 + Penalty 1490.629047 = -165791.062283 nChanged 223 SP:Iteration 2F (1118.161191 sec): 3 clusters Score: Raw -167439.113930 + Penalty 1490.629047 = -165948.484883 nChanged 171 SP:Iteration 3F (1118.202668 sec): 3 clusters Score: Raw -167559.477926 + Penalty 1490.629047 = -166068.848879 nChanged 153 SP:Iteration 4F (1118.245104 sec): 3 clusters Score: Raw -167678.151269 + Penalty 1490.629047 = -166187.522223 nChanged 141 SP:Iteration 5F (1118.286420 sec): 3 clusters Score: Raw -167787.684409 + Penalty 1490.629047 = -166297.055362 nChanged 128 SP:Iteration 6F (1118.302979 sec): 3 clusters Score: Raw -167893.468632 + Penalty 1490.629047 = -166402.839585 nChanged 106 SP:Iteration 7Q (1118.312768 sec): 3 clusters Score: Raw -167962.884340 + Penalty 1490.629047 = -166472.255293 nChanged 72 SP:Iteration 8Q (1118.322421 sec): 3 clusters Score: Raw -168009.007716 + Penalty 1490.629047 = -166518.378669 nChanged 62 SP:Iteration 9Q (1118.331999 sec): 3 clusters Score: Raw -168038.544916 + Penalty 1490.629047 = -166547.915869 nChanged 41 SP:Iteration 10Q (1118.385188 sec): 3 clusters Score: Raw -168057.853936 + Penalty 1490.629047 = -166567.224889 nChanged 32 SP:Iteration 11Q (1118.422206 sec): 3 clusters Score: Raw -168069.207796 + Penalty 1490.629047 = -166578.578749 nChanged 18 SP:Iteration 12Q (1118.464907 sec): 3 clusters Score: Raw -168076.310436 + Penalty 1490.629047 = -166585.681389 nChanged 8 SP:Iteration 13Q (1118.521303 sec): 3 clusters Score: Raw -168078.903601 + Penalty 1490.629047 = -166588.274554 nChanged 12 SP:Iteration 14Q (1118.560597 sec): 3 clusters Score: Raw -168081.982699 + Penalty 1490.629047 = -166591.353652 nChanged 4 SP:Iteration 15Q (1118.605746 sec): 3 clusters Score: Raw -168083.515841 + Penalty 1490.629047 = -166592.886794 nChanged 7 SP:Iteration 16Q (1118.663116 sec): 3 clusters Score: Raw -168086.594707 + Penalty 1490.629047 = -166595.965660 nChanged 9 SP:Iteration 17Q (1118.698145 sec): 3 clusters Score: Raw -168088.806769 + Penalty 1490.629047 = -166598.177722 nChanged 9 SP:Iteration 18Q (1118.742495 sec): 3 clusters Score: Raw -168091.878437 + Penalty 1490.629047 = -166601.249390 nChanged 9 SP:Iteration 19Q (1118.786891 sec): 3 clusters Score: Raw -168094.711292 + Penalty 1490.629047 = -166604.082246 nChanged 6 SP:Iteration 20F (1118.841905 sec): 3 clusters Score: Raw -168096.055991 + Penalty 1490.629047 = -166605.426944 nChanged 3 SP:Iteration 21Q (1118.888709 sec): 3 clusters Score: Raw -168097.202213 + Penalty 1490.629047 = -166606.573166 nChanged 10 SP:Iteration 22Q (1118.935154 sec): 3 clusters Score: Raw -168100.389004 + Penalty 1490.629047 = -166609.759957 nChanged 6 SP:Iteration 23Q (1118.977262 sec): 3 clusters Score: Raw -168102.545020 + Penalty 1490.629047 = -166611.915973 nChanged 7 SP:Iteration 24Q (1119.017939 sec): 3 clusters Score: Raw -168104.189788 + Penalty 1490.629047 = -166613.560741 nChanged 7 SP:Iteration 25Q (1119.065773 sec): 3 clusters Score: Raw -168106.700472 + Penalty 1490.629047 = -166616.071425 nChanged 6 SP:Iteration 26Q (1119.109716 sec): 3 clusters Score: Raw -168108.485990 + Penalty 1490.629047 = -166617.856943 nChanged 1 SP:Iteration 27Q (1119.152212 sec): 3 clusters Score: Raw -168108.618223 + Penalty 1490.629047 = -166617.989176 nChanged 1 SP:Iteration 28Q (1119.208619 sec): 3 clusters Score: Raw -168109.224448 + Penalty 1490.629047 = -166618.595401 nChanged 2 SP:Iteration 29Q (1119.260791 sec): 3 clusters Score: Raw -168109.824305 + Penalty 1490.629047 = -166619.195258 nChanged 0 SP:Iteration 30F (1119.308328 sec): 3 clusters Score: Raw -168109.824305 + Penalty 1490.629047 = -166619.195258 nChanged 0 Trying to split cluster 23 (2124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1119.325321 sec): 2 clusters Score: Raw -135410.376916 + Penalty 727.800356 = -134682.576560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1119.374938 sec): 3 clusters Score: Raw -134432.295194 + Penalty 1455.600713 = -132976.694482 nChanged 810 SP:Iteration 1F (1119.409008 sec): 3 clusters Score: Raw -135116.293651 + Penalty 1455.600713 = -133660.692938 nChanged 235 SP:Iteration 2F (1119.463938 sec): 3 clusters Score: Raw -135501.503114 + Penalty 1455.600713 = -134045.902401 nChanged 229 SP:Iteration 3F (1119.508486 sec): 3 clusters Score: Raw -135832.224347 + Penalty 1455.600713 = -134376.623634 nChanged 176 SP:Iteration 4F (1119.562233 sec): 3 clusters Score: Raw -136073.989415 + Penalty 1455.600713 = -134618.388702 nChanged 109 SP:Iteration 5F (1119.608398 sec): 3 clusters Score: Raw -136180.231281 + Penalty 1455.600713 = -134724.630569 nChanged 72 SP:Iteration 6Q (1119.651023 sec): 3 clusters Score: Raw -136226.389696 + Penalty 1455.600713 = -134770.788984 nChanged 45 SP:Iteration 7Q (1119.692956 sec): 3 clusters Score: Raw -136246.385854 + Penalty 1455.600713 = -134790.785142 nChanged 32 SP:Iteration 8Q (1119.726199 sec): 3 clusters Score: Raw -136260.292806 + Penalty 1455.600713 = -134804.692094 nChanged 23 SP:Iteration 9Q (1119.774414 sec): 3 clusters Score: Raw -136268.451011 + Penalty 1455.600713 = -134812.850299 nChanged 17 SP:Iteration 10Q (1119.820981 sec): 3 clusters Score: Raw -136277.283035 + Penalty 1455.600713 = -134821.682322 nChanged 16 SP:Iteration 11Q (1119.869126 sec): 3 clusters Score: Raw -136284.827508 + Penalty 1455.600713 = -134829.226796 nChanged 10 SP:Iteration 12Q (1119.921892 sec): 3 clusters Score: Raw -136289.256012 + Penalty 1455.600713 = -134833.655299 nChanged 9 SP:Iteration 13Q (1119.975111 sec): 3 clusters Score: Raw -136292.096813 + Penalty 1455.600713 = -134836.496101 nChanged 9 SP:Iteration 14Q (1120.007350 sec): 3 clusters Score: Raw -136295.315766 + Penalty 1455.600713 = -134839.715053 nChanged 2 SP:Iteration 15Q (1120.048000 sec): 3 clusters Score: Raw -136295.588920 + Penalty 1455.600713 = -134839.988207 nChanged 1 SP:Iteration 16Q (1120.092217 sec): 3 clusters Score: Raw -136295.652941 + Penalty 1455.600713 = -134840.052228 nChanged 0 SP:Iteration 17F (1120.135629 sec): 3 clusters Score: Raw -136295.652941 + Penalty 1455.600713 = -134840.052228 nChanged 0 Score: Raw -45949580.873539 + Penalty 53353.189014 = -45896227.684525 Splitting cluster 23 changes total score from -45895683.077348 to -45896227.684525 So it's getting split into cluster 42. Trying to split cluster 24 (8007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1133.198520 sec): 2 clusters Score: Raw -579912.843823 + Penalty 853.866787 = -579058.977037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1133.240688 sec): 3 clusters Score: Raw -575253.282117 + Penalty 1707.733573 = -573545.548543 nChanged 3571 SP:Iteration 1F (1133.300399 sec): 3 clusters Score: Raw -577300.164926 + Penalty 1707.733573 = -575592.431352 nChanged 542 SP:Iteration 2F (1133.358436 sec): 3 clusters Score: Raw -577580.562059 + Penalty 1707.733573 = -575872.828486 nChanged 490 SP:Iteration 3F (1133.398680 sec): 3 clusters Score: Raw -577824.383145 + Penalty 1707.733573 = -576116.649571 nChanged 438 SP:Iteration 4F (1133.448743 sec): 3 clusters Score: Raw -578051.758348 + Penalty 1707.733573 = -576344.024775 nChanged 425 SP:Iteration 5F (1133.497142 sec): 3 clusters Score: Raw -578304.181319 + Penalty 1707.733573 = -576596.447745 nChanged 405 SP:Iteration 6F (1133.556928 sec): 3 clusters Score: Raw -578526.428117 + Penalty 1707.733573 = -576818.694543 nChanged 394 SP:Iteration 7Q (1133.607706 sec): 3 clusters Score: Raw -578755.618245 + Penalty 1707.733573 = -577047.884671 nChanged 347 SP:Iteration 8Q (1133.652997 sec): 3 clusters Score: Raw -578948.422361 + Penalty 1707.733573 = -577240.688788 nChanged 288 SP:Iteration 9Q (1133.706358 sec): 3 clusters Score: Raw -579103.872891 + Penalty 1707.733573 = -577396.139317 nChanged 231 SP:Iteration 10Q (1133.761566 sec): 3 clusters Score: Raw -579214.078419 + Penalty 1707.733573 = -577506.344845 nChanged 194 SP:Iteration 11Q (1133.817139 sec): 3 clusters Score: Raw -579306.876659 + Penalty 1707.733573 = -577599.143086 nChanged 166 SP:Iteration 12Q (1133.857032 sec): 3 clusters Score: Raw -579377.250896 + Penalty 1707.733573 = -577669.517322 nChanged 115 SP:Iteration 13Q (1133.920716 sec): 3 clusters Score: Raw -579414.106617 + Penalty 1707.733573 = -577706.373044 nChanged 84 SP:Iteration 14Q (1133.960568 sec): 3 clusters Score: Raw -579444.274493 + Penalty 1707.733573 = -577736.540920 nChanged 76 SP:Iteration 15Q (1134.008794 sec): 3 clusters Score: Raw -579476.470865 + Penalty 1707.733573 = -577768.737292 nChanged 85 SP:Iteration 16Q (1134.063556 sec): 3 clusters Score: Raw -579512.365806 + Penalty 1707.733573 = -577804.632233 nChanged 93 SP:Iteration 17Q (1134.109639 sec): 3 clusters Score: Raw -579543.617859 + Penalty 1707.733573 = -577835.884285 nChanged 88 SP:Iteration 18Q (1134.162066 sec): 3 clusters Score: Raw -579570.824177 + Penalty 1707.733573 = -577863.090604 nChanged 67 SP:Iteration 19Q (1134.218827 sec): 3 clusters Score: Raw -579589.538093 + Penalty 1707.733573 = -577881.804520 nChanged 63 SP:Iteration 20F (1134.261356 sec): 3 clusters Score: Raw -579608.708080 + Penalty 1707.733573 = -577900.974507 nChanged 53 SP:Iteration 21Q (1134.319239 sec): 3 clusters Score: Raw -579621.633051 + Penalty 1707.733573 = -577913.899478 nChanged 42 SP:Iteration 22Q (1134.375253 sec): 3 clusters Score: Raw -579630.666757 + Penalty 1707.733573 = -577922.933184 nChanged 38 SP:Iteration 23Q (1134.417982 sec): 3 clusters Score: Raw -579640.267761 + Penalty 1707.733573 = -577932.534188 nChanged 30 SP:Iteration 24Q (1134.474267 sec): 3 clusters Score: Raw -579649.663556 + Penalty 1707.733573 = -577941.929983 nChanged 35 SP:Iteration 25Q (1134.530935 sec): 3 clusters Score: Raw -579657.248167 + Penalty 1707.733573 = -577949.514594 nChanged 37 SP:Iteration 26Q (1134.580903 sec): 3 clusters Score: Raw -579666.790944 + Penalty 1707.733573 = -577959.057371 nChanged 42 SP:Iteration 27Q (1134.636321 sec): 3 clusters Score: Raw -579677.116778 + Penalty 1707.733573 = -577969.383204 nChanged 40 SP:Iteration 28Q (1134.670457 sec): 3 clusters Score: Raw -579685.738387 + Penalty 1707.733573 = -577978.004814 nChanged 32 SP:Iteration 29Q (1134.727095 sec): 3 clusters Score: Raw -579693.515199 + Penalty 1707.733573 = -577985.781626 nChanged 41 SP:Iteration 30Q (1134.778750 sec): 3 clusters Score: Raw -579704.550337 + Penalty 1707.733573 = -577996.816763 nChanged 40 SP:Iteration 31Q (1134.834953 sec): 3 clusters Score: Raw -579713.423579 + Penalty 1707.733573 = -578005.690006 nChanged 37 SP:Iteration 32Q (1134.878329 sec): 3 clusters Score: Raw -579721.064025 + Penalty 1707.733573 = -578013.330452 nChanged 34 SP:Iteration 33Q (1134.933332 sec): 3 clusters Score: Raw -579727.794143 + Penalty 1707.733573 = -578020.060569 nChanged 40 SP:Iteration 34Q (1134.981759 sec): 3 clusters Score: Raw -579735.223218 + Penalty 1707.733573 = -578027.489645 nChanged 38 SP:Iteration 35Q (1135.029015 sec): 3 clusters Score: Raw -579743.844110 + Penalty 1707.733573 = -578036.110537 nChanged 36 SP:Iteration 36Q (1135.090460 sec): 3 clusters Score: Raw -579751.782287 + Penalty 1707.733573 = -578044.048714 nChanged 42 SP:Iteration 37Q (1135.135892 sec): 3 clusters Score: Raw -579760.398877 + Penalty 1707.733573 = -578052.665303 nChanged 30 SP:Iteration 38Q (1135.188556 sec): 3 clusters Score: Raw -579766.806352 + Penalty 1707.733573 = -578059.072779 nChanged 34 SP:Iteration 39Q (1135.240488 sec): 3 clusters Score: Raw -579774.370439 + Penalty 1707.733573 = -578066.636865 nChanged 39 SP:Iteration 40F (1135.300639 sec): 3 clusters Score: Raw -579782.885004 + Penalty 1707.733573 = -578075.151431 nChanged 41 SP:Iteration 41Q (1135.344747 sec): 3 clusters Score: Raw -579794.337472 + Penalty 1707.733573 = -578086.603898 nChanged 35 SP:Iteration 42Q (1135.387731 sec): 3 clusters Score: Raw -579804.384748 + Penalty 1707.733573 = -578096.651175 nChanged 24 SP:Iteration 43Q (1135.438667 sec): 3 clusters Score: Raw -579809.793550 + Penalty 1707.733573 = -578102.059977 nChanged 24 SP:Iteration 44Q (1135.489577 sec): 3 clusters Score: Raw -579814.883241 + Penalty 1707.733573 = -578107.149668 nChanged 25 SP:Iteration 45Q (1135.551049 sec): 3 clusters Score: Raw -579820.575784 + Penalty 1707.733573 = -578112.842210 nChanged 26 SP:Iteration 46Q (1135.605281 sec): 3 clusters Score: Raw -579825.346423 + Penalty 1707.733573 = -578117.612850 nChanged 20 SP:Iteration 47Q (1135.650364 sec): 3 clusters Score: Raw -579829.729757 + Penalty 1707.733573 = -578121.996184 nChanged 24 SP:Iteration 48Q (1135.704246 sec): 3 clusters Score: Raw -579833.339642 + Penalty 1707.733573 = -578125.606068 nChanged 19 SP:Iteration 49Q (1135.748856 sec): 3 clusters Score: Raw -579836.318509 + Penalty 1707.733573 = -578128.584935 nChanged 17 SP:Iteration 50Q (1135.799365 sec): 3 clusters Score: Raw -579839.899454 + Penalty 1707.733573 = -578132.165881 nChanged 13 SP:Iteration 51Q (1135.857977 sec): 3 clusters Score: Raw -579842.607256 + Penalty 1707.733573 = -578134.873683 nChanged 7 SP:Iteration 52Q (1135.918598 sec): 3 clusters Score: Raw -579843.460978 + Penalty 1707.733573 = -578135.727405 nChanged 10 SP:Iteration 53Q (1135.969230 sec): 3 clusters Score: Raw -579844.901510 + Penalty 1707.733573 = -578137.167936 nChanged 14 SP:Iteration 54Q (1136.015586 sec): 3 clusters Score: Raw -579846.633151 + Penalty 1707.733573 = -578138.899578 nChanged 10 SP:Iteration 55Q (1136.074614 sec): 3 clusters Score: Raw -579847.938643 + Penalty 1707.733573 = -578140.205070 nChanged 11 SP:Iteration 56Q (1136.111144 sec): 3 clusters Score: Raw -579849.030398 + Penalty 1707.733573 = -578141.296824 nChanged 10 SP:Iteration 57Q (1136.161550 sec): 3 clusters Score: Raw -579850.053366 + Penalty 1707.733573 = -578142.319793 nChanged 17 SP:Iteration 58Q (1136.208712 sec): 3 clusters Score: Raw -579853.376366 + Penalty 1707.733573 = -578145.642793 nChanged 16 SP:Iteration 59Q (1136.258822 sec): 3 clusters Score: Raw -579856.585935 + Penalty 1707.733573 = -578148.852362 nChanged 21 SP:Iteration 60F (1136.316706 sec): 3 clusters Score: Raw -579860.277277 + Penalty 1707.733573 = -578152.543704 nChanged 22 SP:Iteration 61Q (1136.374980 sec): 3 clusters Score: Raw -579864.492629 + Penalty 1707.733573 = -578156.759056 nChanged 21 SP:Iteration 62Q (1136.418244 sec): 3 clusters Score: Raw -579868.814142 + Penalty 1707.733573 = -578161.080569 nChanged 26 SP:Iteration 63Q (1136.474300 sec): 3 clusters Score: Raw -579875.815106 + Penalty 1707.733573 = -578168.081533 nChanged 23 SP:Iteration 64Q (1136.527407 sec): 3 clusters Score: Raw -579880.467321 + Penalty 1707.733573 = -578172.733748 nChanged 21 SP:Iteration 65Q (1136.574424 sec): 3 clusters Score: Raw -579884.492858 + Penalty 1707.733573 = -578176.759285 nChanged 16 SP:Iteration 66Q (1136.632369 sec): 3 clusters Score: Raw -579887.779356 + Penalty 1707.733573 = -578180.045783 nChanged 15 SP:Iteration 67Q (1136.685319 sec): 3 clusters Score: Raw -579890.977971 + Penalty 1707.733573 = -578183.244398 nChanged 10 SP:Iteration 68Q (1136.735955 sec): 3 clusters Score: Raw -579892.452616 + Penalty 1707.733573 = -578184.719042 nChanged 10 SP:Iteration 69Q (1136.779048 sec): 3 clusters Score: Raw -579894.022746 + Penalty 1707.733573 = -578186.289173 nChanged 12 SP:Iteration 70Q (1136.834869 sec): 3 clusters Score: Raw -579896.601813 + Penalty 1707.733573 = -578188.868240 nChanged 15 SP:Iteration 71Q (1136.887204 sec): 3 clusters Score: Raw -579900.718584 + Penalty 1707.733573 = -578192.985011 nChanged 14 SP:Iteration 72Q (1136.942199 sec): 3 clusters Score: Raw -579903.713024 + Penalty 1707.733573 = -578195.979451 nChanged 13 SP:Iteration 73Q (1136.998067 sec): 3 clusters Score: Raw -579906.656334 + Penalty 1707.733573 = -578198.922760 nChanged 19 SP:Iteration 74Q (1137.051942 sec): 3 clusters Score: Raw -579913.419301 + Penalty 1707.733573 = -578205.685727 nChanged 24 SP:Iteration 75Q (1137.101182 sec): 3 clusters Score: Raw -579920.429126 + Penalty 1707.733573 = -578212.695553 nChanged 27 SP:Iteration 76Q (1137.142882 sec): 3 clusters Score: Raw -579927.971754 + Penalty 1707.733573 = -578220.238181 nChanged 19 SP:Iteration 77Q (1137.200091 sec): 3 clusters Score: Raw -579931.932404 + Penalty 1707.733573 = -578224.198831 nChanged 19 SP:Iteration 78Q (1137.245910 sec): 3 clusters Score: Raw -579935.429515 + Penalty 1707.733573 = -578227.695942 nChanged 14 SP:Iteration 79Q (1137.290235 sec): 3 clusters Score: Raw -579937.541838 + Penalty 1707.733573 = -578229.808264 nChanged 12 SP:Iteration 80F (1137.342335 sec): 3 clusters Score: Raw -579938.951405 + Penalty 1707.733573 = -578231.217832 nChanged 9 SP:Iteration 81Q (1137.401109 sec): 3 clusters Score: Raw -579939.873679 + Penalty 1707.733573 = -578232.140106 nChanged 7 SP:Iteration 82Q (1137.454901 sec): 3 clusters Score: Raw -579941.397783 + Penalty 1707.733573 = -578233.664210 nChanged 9 SP:Iteration 83Q (1137.500783 sec): 3 clusters Score: Raw -579943.046564 + Penalty 1707.733573 = -578235.312990 nChanged 12 SP:Iteration 84Q (1137.552083 sec): 3 clusters Score: Raw -579944.962062 + Penalty 1707.733573 = -578237.228488 nChanged 18 SP:Iteration 85Q (1137.606042 sec): 3 clusters Score: Raw -579948.094116 + Penalty 1707.733573 = -578240.360543 nChanged 14 SP:Iteration 86Q (1137.645891 sec): 3 clusters Score: Raw -579950.446774 + Penalty 1707.733573 = -578242.713201 nChanged 15 SP:Iteration 87Q (1137.709555 sec): 3 clusters Score: Raw -579953.966352 + Penalty 1707.733573 = -578246.232779 nChanged 11 SP:Iteration 88Q (1137.758826 sec): 3 clusters Score: Raw -579956.474748 + Penalty 1707.733573 = -578248.741175 nChanged 12 SP:Iteration 89Q (1137.801092 sec): 3 clusters Score: Raw -579960.491618 + Penalty 1707.733573 = -578252.758044 nChanged 17 SP:Iteration 90Q (1137.853977 sec): 3 clusters Score: Raw -579964.144821 + Penalty 1707.733573 = -578256.411247 nChanged 16 SP:Iteration 91Q (1137.912572 sec): 3 clusters Score: Raw -579967.325254 + Penalty 1707.733573 = -578259.591681 nChanged 14 SP:Iteration 92Q (1137.955643 sec): 3 clusters Score: Raw -579970.561065 + Penalty 1707.733573 = -578262.827492 nChanged 17 SP:Iteration 93Q (1138.008398 sec): 3 clusters Score: Raw -579975.391918 + Penalty 1707.733573 = -578267.658344 nChanged 18 SP:Iteration 94Q (1138.056329 sec): 3 clusters Score: Raw -579980.541196 + Penalty 1707.733573 = -578272.807623 nChanged 19 SP:Iteration 95Q (1138.116702 sec): 3 clusters Score: Raw -579986.021961 + Penalty 1707.733573 = -578278.288388 nChanged 21 SP:Iteration 96Q (1138.161249 sec): 3 clusters Score: Raw -579990.933939 + Penalty 1707.733573 = -578283.200366 nChanged 18 SP:Iteration 97Q (1138.218224 sec): 3 clusters Score: Raw -579996.751841 + Penalty 1707.733573 = -578289.018268 nChanged 19 SP:Iteration 98Q (1138.257888 sec): 3 clusters Score: Raw -580004.304874 + Penalty 1707.733573 = -578296.571300 nChanged 24 SP:Iteration 99Q (1138.319281 sec): 3 clusters Score: Raw -580015.364714 + Penalty 1707.733573 = -578307.631141 nChanged 23 SP:Iteration 100F (1138.358605 sec): 3 clusters Score: Raw -580023.483588 + Penalty 1707.733573 = -578315.750015 nChanged 17 SP:Iteration 101Q (1138.411036 sec): 3 clusters Score: Raw -580028.781873 + Penalty 1707.733573 = -578321.048299 nChanged 20 SP:Iteration 102Q (1138.468270 sec): 3 clusters Score: Raw -580034.332005 + Penalty 1707.733573 = -578326.598432 nChanged 17 SP:Iteration 103Q (1138.506995 sec): 3 clusters Score: Raw -580039.449679 + Penalty 1707.733573 = -578331.716106 nChanged 12 SP:Iteration 104Q (1138.560013 sec): 3 clusters Score: Raw -580042.758428 + Penalty 1707.733573 = -578335.024854 nChanged 12 SP:Iteration 105Q (1138.607169 sec): 3 clusters Score: Raw -580046.020230 + Penalty 1707.733573 = -578338.286657 nChanged 10 SP:Iteration 106Q (1138.653623 sec): 3 clusters Score: Raw -580048.661007 + Penalty 1707.733573 = -578340.927434 nChanged 6 SP:Iteration 107Q (1138.712045 sec): 3 clusters Score: Raw -580050.237946 + Penalty 1707.733573 = -578342.504372 nChanged 4 SP:Iteration 108Q (1138.761852 sec): 3 clusters Score: Raw -580051.099862 + Penalty 1707.733573 = -578343.366289 nChanged 4 SP:Iteration 109Q (1138.819426 sec): 3 clusters Score: Raw -580051.768363 + Penalty 1707.733573 = -578344.034790 nChanged 4 SP:Iteration 110Q (1138.860075 sec): 3 clusters Score: Raw -580053.257840 + Penalty 1707.733573 = -578345.524267 nChanged 5 SP:Iteration 111Q (1138.907085 sec): 3 clusters Score: Raw -580056.817090 + Penalty 1707.733573 = -578349.083517 nChanged 9 SP:Iteration 112Q (1138.949815 sec): 3 clusters Score: Raw -580061.346081 + Penalty 1707.733573 = -578353.612508 nChanged 11 SP:Iteration 113Q (1139.005722 sec): 3 clusters Score: Raw -580064.638908 + Penalty 1707.733573 = -578356.905334 nChanged 9 SP:Iteration 114Q (1139.061219 sec): 3 clusters Score: Raw -580067.856256 + Penalty 1707.733573 = -578360.122683 nChanged 9 SP:Iteration 115Q (1139.111216 sec): 3 clusters Score: Raw -580070.343965 + Penalty 1707.733573 = -578362.610392 nChanged 9 SP:Iteration 116Q (1139.167958 sec): 3 clusters Score: Raw -580072.474506 + Penalty 1707.733573 = -578364.740933 nChanged 9 SP:Iteration 117Q (1139.211962 sec): 3 clusters Score: Raw -580074.622551 + Penalty 1707.733573 = -578366.888978 nChanged 6 SP:Iteration 118Q (1139.271222 sec): 3 clusters Score: Raw -580076.020563 + Penalty 1707.733573 = -578368.286989 nChanged 5 SP:Iteration 119Q (1139.312624 sec): 3 clusters Score: Raw -580077.294056 + Penalty 1707.733573 = -578369.560483 nChanged 2 SP:Iteration 120F (1139.362566 sec): 3 clusters Score: Raw -580078.207422 + Penalty 1707.733573 = -578370.473849 nChanged 4 SP:Iteration 121Q (1139.409887 sec): 3 clusters Score: Raw -580079.248294 + Penalty 1707.733573 = -578371.514720 nChanged 1 SP:Iteration 122Q (1139.465132 sec): 3 clusters Score: Raw -580079.548844 + Penalty 1707.733573 = -578371.815271 nChanged 3 SP:Iteration 123Q (1139.523472 sec): 3 clusters Score: Raw -580079.916262 + Penalty 1707.733573 = -578372.182688 nChanged 1 SP:Iteration 124Q (1139.563750 sec): 3 clusters Score: Raw -580079.982354 + Penalty 1707.733573 = -578372.248781 nChanged 0 SP:Iteration 125F (1139.629871 sec): 3 clusters Score: Raw -580079.982354 + Penalty 1707.733573 = -578372.248781 nChanged 0 Trying to split cluster 25 (4882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1139.649468 sec): 2 clusters Score: Raw -369208.928764 + Penalty 806.864474 = -368402.064290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1139.699396 sec): 3 clusters Score: Raw -366529.620968 + Penalty 1613.728948 = -364915.892020 nChanged 2111 SP:Iteration 1F (1139.741497 sec): 3 clusters Score: Raw -367706.452591 + Penalty 1613.728948 = -366092.723643 nChanged 406 SP:Iteration 2F (1139.792775 sec): 3 clusters Score: Raw -368004.499158 + Penalty 1613.728948 = -366390.770211 nChanged 379 SP:Iteration 3F (1139.826051 sec): 3 clusters Score: Raw -368288.711278 + Penalty 1613.728948 = -366674.982331 nChanged 319 SP:Iteration 4F (1139.868305 sec): 3 clusters Score: Raw -368522.339953 + Penalty 1613.728948 = -366908.611005 nChanged 266 SP:Iteration 5F (1139.928751 sec): 3 clusters Score: Raw -368707.188253 + Penalty 1613.728948 = -367093.459306 nChanged 235 SP:Iteration 6Q (1139.967494 sec): 3 clusters Score: Raw -368894.048682 + Penalty 1613.728948 = -367280.319735 nChanged 204 SP:Iteration 7Q (1140.032043 sec): 3 clusters Score: Raw -369013.748099 + Penalty 1613.728948 = -367400.019151 nChanged 170 SP:Iteration 8Q (1140.081156 sec): 3 clusters Score: Raw -369110.610405 + Penalty 1613.728948 = -367496.881457 nChanged 145 SP:Iteration 9Q (1140.123877 sec): 3 clusters Score: Raw -369188.077147 + Penalty 1613.728948 = -367574.348200 nChanged 115 SP:Iteration 10Q (1140.180003 sec): 3 clusters Score: Raw -369255.262186 + Penalty 1613.728948 = -367641.533239 nChanged 108 SP:Iteration 11Q (1140.218293 sec): 3 clusters Score: Raw -369313.258366 + Penalty 1613.728948 = -367699.529419 nChanged 94 SP:Iteration 12Q (1140.276673 sec): 3 clusters Score: Raw -369362.572079 + Penalty 1613.728948 = -367748.843131 nChanged 80 SP:Iteration 13Q (1140.318424 sec): 3 clusters Score: Raw -369404.140642 + Penalty 1613.728948 = -367790.411694 nChanged 62 SP:Iteration 14Q (1140.378435 sec): 3 clusters Score: Raw -369438.107329 + Penalty 1613.728948 = -367824.378381 nChanged 54 SP:Iteration 15Q (1140.415361 sec): 3 clusters Score: Raw -369470.526955 + Penalty 1613.728948 = -367856.798008 nChanged 55 SP:Iteration 16Q (1140.471355 sec): 3 clusters Score: Raw -369495.748248 + Penalty 1613.728948 = -367882.019300 nChanged 48 SP:Iteration 17Q (1140.520429 sec): 3 clusters Score: Raw -369524.058813 + Penalty 1613.728948 = -367910.329865 nChanged 44 SP:Iteration 18Q (1140.563746 sec): 3 clusters Score: Raw -369549.980081 + Penalty 1613.728948 = -367936.251133 nChanged 40 SP:Iteration 19Q (1140.615960 sec): 3 clusters Score: Raw -369573.586442 + Penalty 1613.728948 = -367959.857494 nChanged 29 SP:Iteration 20F (1140.673706 sec): 3 clusters Score: Raw -369586.503256 + Penalty 1613.728948 = -367972.774309 nChanged 21 SP:Iteration 21Q (1140.726374 sec): 3 clusters Score: Raw -369595.037956 + Penalty 1613.728948 = -367981.309008 nChanged 16 SP:Iteration 22Q (1140.760379 sec): 3 clusters Score: Raw -369601.751834 + Penalty 1613.728948 = -367988.022887 nChanged 17 SP:Iteration 23Q (1140.816194 sec): 3 clusters Score: Raw -369609.455852 + Penalty 1613.728948 = -367995.726905 nChanged 12 SP:Iteration 24Q (1140.866638 sec): 3 clusters Score: Raw -369616.748487 + Penalty 1613.728948 = -368003.019540 nChanged 17 SP:Iteration 25Q (1140.906798 sec): 3 clusters Score: Raw -369627.680791 + Penalty 1613.728948 = -368013.951843 nChanged 17 SP:Iteration 26Q (1140.953953 sec): 3 clusters Score: Raw -369636.991039 + Penalty 1613.728948 = -368023.262091 nChanged 18 SP:Iteration 27Q (1141.000879 sec): 3 clusters Score: Raw -369644.072796 + Penalty 1613.728948 = -368030.343849 nChanged 11 SP:Iteration 28Q (1141.058340 sec): 3 clusters Score: Raw -369648.222968 + Penalty 1613.728948 = -368034.494020 nChanged 10 SP:Iteration 29Q (1141.102761 sec): 3 clusters Score: Raw -369652.040226 + Penalty 1613.728948 = -368038.311279 nChanged 11 SP:Iteration 30Q (1141.142247 sec): 3 clusters Score: Raw -369654.749944 + Penalty 1613.728948 = -368041.020996 nChanged 6 SP:Iteration 31Q (1141.195808 sec): 3 clusters Score: Raw -369656.182958 + Penalty 1613.728948 = -368042.454010 nChanged 5 SP:Iteration 32Q (1141.233402 sec): 3 clusters Score: Raw -369658.346892 + Penalty 1613.728948 = -368044.617944 nChanged 7 SP:Iteration 33Q (1141.284945 sec): 3 clusters Score: Raw -369660.919702 + Penalty 1613.728948 = -368047.190754 nChanged 3 SP:Iteration 34Q (1141.344258 sec): 3 clusters Score: Raw -369661.731529 + Penalty 1613.728948 = -368048.002581 nChanged 4 SP:Iteration 35Q (1141.387745 sec): 3 clusters Score: Raw -369662.393900 + Penalty 1613.728948 = -368048.664952 nChanged 3 SP:Iteration 36Q (1141.442329 sec): 3 clusters Score: Raw -369662.799963 + Penalty 1613.728948 = -368049.071016 nChanged 1 SP:Iteration 37Q (1141.475906 sec): 3 clusters Score: Raw -369662.880801 + Penalty 1613.728948 = -368049.151854 nChanged 0 SP:Iteration 38F (1141.518217 sec): 3 clusters Score: Raw -369662.880801 + Penalty 1613.728948 = -368049.151854 nChanged 0 Trying to split cluster 26 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1141.550533 sec): 2 clusters Score: Raw -74497.796724 + Penalty 690.877847 = -73806.918876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1141.593852 sec): 3 clusters Score: Raw -73874.863319 + Penalty 1381.755695 = -72493.107624 nChanged 541 SP:Iteration 1F (1141.627744 sec): 3 clusters Score: Raw -74255.015251 + Penalty 1381.755695 = -72873.259556 nChanged 125 SP:Iteration 2F (1141.684033 sec): 3 clusters Score: Raw -74352.573409 + Penalty 1381.755695 = -72970.817714 nChanged 77 SP:Iteration 3F (1141.724734 sec): 3 clusters Score: Raw -74419.809606 + Penalty 1381.755695 = -73038.053911 nChanged 73 SP:Iteration 4F (1141.769153 sec): 3 clusters Score: Raw -74482.295491 + Penalty 1381.755695 = -73100.539797 nChanged 53 SP:Iteration 5Q (1141.812462 sec): 3 clusters Score: Raw -74529.861606 + Penalty 1381.755695 = -73148.105912 nChanged 42 SP:Iteration 6Q (1141.843874 sec): 3 clusters Score: Raw -74562.562616 + Penalty 1381.755695 = -73180.806921 nChanged 32 SP:Iteration 7Q (1141.884191 sec): 3 clusters Score: Raw -74586.714047 + Penalty 1381.755695 = -73204.958352 nChanged 28 SP:Iteration 8Q (1141.923502 sec): 3 clusters Score: Raw -74601.534532 + Penalty 1381.755695 = -73219.778837 nChanged 19 SP:Iteration 9Q (1141.963632 sec): 3 clusters Score: Raw -74610.899834 + Penalty 1381.755695 = -73229.144140 nChanged 15 SP:Iteration 10Q (1142.007396 sec): 3 clusters Score: Raw -74617.575386 + Penalty 1381.755695 = -73235.819691 nChanged 6 SP:Iteration 11Q (1142.042477 sec): 3 clusters Score: Raw -74619.658808 + Penalty 1381.755695 = -73237.903114 nChanged 5 SP:Iteration 12Q (1142.084573 sec): 3 clusters Score: Raw -74623.398526 + Penalty 1381.755695 = -73241.642832 nChanged 7 SP:Iteration 13Q (1142.122534 sec): 3 clusters Score: Raw -74627.400264 + Penalty 1381.755695 = -73245.644569 nChanged 5 SP:Iteration 14Q (1142.163169 sec): 3 clusters Score: Raw -74629.306519 + Penalty 1381.755695 = -73247.550824 nChanged 2 SP:Iteration 15Q (1142.195810 sec): 3 clusters Score: Raw -74629.841866 + Penalty 1381.755695 = -73248.086171 nChanged 0 SP:Iteration 16F (1142.238284 sec): 3 clusters Score: Raw -74629.841866 + Penalty 1381.755695 = -73248.086171 nChanged 0 Trying to split cluster 27 (16737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1142.284395 sec): 2 clusters Score: Raw -1244712.527584 + Penalty 923.910826 = -1243788.616758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1142.340819 sec): 3 clusters Score: Raw -1234380.318859 + Penalty 1847.821652 = -1232532.497207 nChanged 7760 SP:Iteration 1F (1142.403052 sec): 3 clusters Score: Raw -1239382.938021 + Penalty 1847.821652 = -1237535.116369 nChanged 1082 SP:Iteration 2F (1142.469909 sec): 3 clusters Score: Raw -1239944.741728 + Penalty 1847.821652 = -1238096.920076 nChanged 1066 SP:Iteration 3F (1142.531116 sec): 3 clusters Score: Raw -1240523.357133 + Penalty 1847.821652 = -1238675.535480 nChanged 990 SP:Iteration 4F (1142.584615 sec): 3 clusters Score: Raw -1241051.728766 + Penalty 1847.821652 = -1239203.907114 nChanged 871 SP:Iteration 5F (1142.659130 sec): 3 clusters Score: Raw -1241536.541866 + Penalty 1847.821652 = -1239688.720214 nChanged 848 SP:Iteration 6F (1142.710788 sec): 3 clusters Score: Raw -1242025.461285 + Penalty 1847.821652 = -1240177.639633 nChanged 718 SP:Iteration 7Q (1142.781573 sec): 3 clusters Score: Raw -1242481.648600 + Penalty 1847.821652 = -1240633.826948 nChanged 686 SP:Iteration 8Q (1142.847844 sec): 3 clusters Score: Raw -1243006.650746 + Penalty 1847.821652 = -1241158.829093 nChanged 600 SP:Iteration 9Q (1142.921698 sec): 3 clusters Score: Raw -1243516.776333 + Penalty 1847.821652 = -1241668.954681 nChanged 455 SP:Iteration 10Q (1142.986501 sec): 3 clusters Score: Raw -1243886.015705 + Penalty 1847.821652 = -1242038.194053 nChanged 361 SP:Iteration 11Q (1143.044735 sec): 3 clusters Score: Raw -1244181.371343 + Penalty 1847.821652 = -1242333.549691 nChanged 292 SP:Iteration 12Q (1143.099505 sec): 3 clusters Score: Raw -1244395.371999 + Penalty 1847.821652 = -1242547.550347 nChanged 201 SP:Iteration 13Q (1143.169627 sec): 3 clusters Score: Raw -1244497.970855 + Penalty 1847.821652 = -1242650.149203 nChanged 167 SP:Iteration 14Q (1143.226925 sec): 3 clusters Score: Raw -1244573.965199 + Penalty 1847.821652 = -1242726.143546 nChanged 139 SP:Iteration 15Q (1143.296272 sec): 3 clusters Score: Raw -1244642.025819 + Penalty 1847.821652 = -1242794.204166 nChanged 125 SP:Iteration 16Q (1143.352698 sec): 3 clusters Score: Raw -1244704.420689 + Penalty 1847.821652 = -1242856.599037 nChanged 115 SP:Iteration 17Q (1143.418784 sec): 3 clusters Score: Raw -1244763.390672 + Penalty 1847.821652 = -1242915.569020 nChanged 105 SP:Iteration 18Q (1143.487104 sec): 3 clusters Score: Raw -1244820.637181 + Penalty 1847.821652 = -1242972.815529 nChanged 102 SP:Iteration 19Q (1143.542832 sec): 3 clusters Score: Raw -1244868.435972 + Penalty 1847.821652 = -1243020.614320 nChanged 79 SP:Iteration 20F (1143.604510 sec): 3 clusters Score: Raw -1244918.177971 + Penalty 1847.821652 = -1243070.356318 nChanged 66 SP:Iteration 21Q (1143.659580 sec): 3 clusters Score: Raw -1244961.830152 + Penalty 1847.821652 = -1243114.008500 nChanged 79 SP:Iteration 22Q (1143.726786 sec): 3 clusters Score: Raw -1245008.655251 + Penalty 1847.821652 = -1243160.833599 nChanged 62 SP:Iteration 23Q (1143.798494 sec): 3 clusters Score: Raw -1245043.958290 + Penalty 1847.821652 = -1243196.136638 nChanged 49 SP:Iteration 24Q (1143.864057 sec): 3 clusters Score: Raw -1245078.000506 + Penalty 1847.821652 = -1243230.178854 nChanged 50 SP:Iteration 25Q (1143.928131 sec): 3 clusters Score: Raw -1245103.492850 + Penalty 1847.821652 = -1243255.671198 nChanged 37 SP:Iteration 26Q (1143.987798 sec): 3 clusters Score: Raw -1245120.193007 + Penalty 1847.821652 = -1243272.371355 nChanged 28 SP:Iteration 27Q (1144.048483 sec): 3 clusters Score: Raw -1245134.485030 + Penalty 1847.821652 = -1243286.663377 nChanged 26 SP:Iteration 28Q (1144.099709 sec): 3 clusters Score: Raw -1245146.699057 + Penalty 1847.821652 = -1243298.877404 nChanged 23 SP:Iteration 29Q (1144.173059 sec): 3 clusters Score: Raw -1245153.281686 + Penalty 1847.821652 = -1243305.460034 nChanged 13 SP:Iteration 30Q (1144.221357 sec): 3 clusters Score: Raw -1245157.278962 + Penalty 1847.821652 = -1243309.457310 nChanged 11 SP:Iteration 31Q (1144.281108 sec): 3 clusters Score: Raw -1245160.453709 + Penalty 1847.821652 = -1243312.632057 nChanged 9 SP:Iteration 32Q (1144.341720 sec): 3 clusters Score: Raw -1245164.053904 + Penalty 1847.821652 = -1243316.232252 nChanged 12 SP:Iteration 33Q (1144.398311 sec): 3 clusters Score: Raw -1245168.343522 + Penalty 1847.821652 = -1243320.521870 nChanged 9 SP:Iteration 34Q (1144.467639 sec): 3 clusters Score: Raw -1245171.477454 + Penalty 1847.821652 = -1243323.655801 nChanged 13 SP:Iteration 35Q (1144.528374 sec): 3 clusters Score: Raw -1245174.478550 + Penalty 1847.821652 = -1243326.656898 nChanged 9 SP:Iteration 36Q (1144.580287 sec): 3 clusters Score: Raw -1245176.412937 + Penalty 1847.821652 = -1243328.591285 nChanged 5 SP:Iteration 37Q (1144.630035 sec): 3 clusters Score: Raw -1245177.130134 + Penalty 1847.821652 = -1243329.308482 nChanged 2 SP:Iteration 38Q (1144.697775 sec): 3 clusters Score: Raw -1245177.863633 + Penalty 1847.821652 = -1243330.041980 nChanged 1 SP:Iteration 39Q (1144.752473 sec): 3 clusters Score: Raw -1245177.971080 + Penalty 1847.821652 = -1243330.149428 nChanged 0 SP:Iteration 40F (1144.817546 sec): 3 clusters Score: Raw -1245177.971080 + Penalty 1847.821652 = -1243330.149428 nChanged 0 Trying to split cluster 28 (108275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.947104 sec): 2 clusters Score: Raw -8462781.190922 + Penalty 1101.280809 = -8461679.910113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1145.131008 sec): 3 clusters Score: Raw -8391297.725758 + Penalty 2202.561618 = -8389095.164140 nChanged 52362 SP:Iteration 1F (1145.308374 sec): 3 clusters Score: Raw -8421954.287491 + Penalty 2202.561618 = -8419751.725874 nChanged 4003 SP:Iteration 2Q (1145.497734 sec): 3 clusters Score: Raw -8423171.000802 + Penalty 2202.561618 = -8420968.439185 nChanged 4494 SP:Iteration 3Q (1145.684917 sec): 3 clusters Score: Raw -8425032.110906 + Penalty 2202.561618 = -8422829.549288 nChanged 5473 SP:Iteration 4F (1145.864854 sec): 3 clusters Score: Raw -8428046.301004 + Penalty 2202.561618 = -8425843.739387 nChanged 6654 SP:Iteration 5F (1146.034268 sec): 3 clusters Score: Raw -8432749.837916 + Penalty 2202.561618 = -8430547.276298 nChanged 7599 SP:Iteration 6F (1146.213236 sec): 3 clusters Score: Raw -8439063.392416 + Penalty 2202.561618 = -8436860.830798 nChanged 7450 SP:Iteration 7F (1146.396176 sec): 3 clusters Score: Raw -8445621.737037 + Penalty 2202.561618 = -8443419.175419 nChanged 6381 SP:Iteration 8F (1146.567659 sec): 3 clusters Score: Raw -8450824.342069 + Penalty 2202.561618 = -8448621.780451 nChanged 4756 SP:Iteration 9Q (1146.747937 sec): 3 clusters Score: Raw -8454228.586136 + Penalty 2202.561618 = -8452026.024518 nChanged 3689 SP:Iteration 10Q (1146.922509 sec): 3 clusters Score: Raw -8456656.428430 + Penalty 2202.561618 = -8454453.866812 nChanged 2902 SP:Iteration 11Q (1147.090140 sec): 3 clusters Score: Raw -8458505.960456 + Penalty 2202.561618 = -8456303.398838 nChanged 2305 SP:Iteration 12Q (1147.259579 sec): 3 clusters Score: Raw -8459971.636538 + Penalty 2202.561618 = -8457769.074920 nChanged 1830 SP:Iteration 13Q (1147.417018 sec): 3 clusters Score: Raw -8461105.296470 + Penalty 2202.561618 = -8458902.734853 nChanged 1440 SP:Iteration 14Q (1147.586670 sec): 3 clusters Score: Raw -8461922.811312 + Penalty 2202.561618 = -8459720.249694 nChanged 1134 SP:Iteration 15Q (1147.742860 sec): 3 clusters Score: Raw -8462483.418043 + Penalty 2202.561618 = -8460280.856426 nChanged 866 SP:Iteration 16Q (1147.907589 sec): 3 clusters Score: Raw -8462853.602846 + Penalty 2202.561618 = -8460651.041228 nChanged 676 SP:Iteration 17Q (1148.068295 sec): 3 clusters Score: Raw -8463112.321396 + Penalty 2202.561618 = -8460909.759779 nChanged 529 SP:Iteration 18Q (1148.227197 sec): 3 clusters Score: Raw -8463286.994982 + Penalty 2202.561618 = -8461084.433364 nChanged 416 SP:Iteration 19Q (1148.386919 sec): 3 clusters Score: Raw -8463407.323352 + Penalty 2202.561618 = -8461204.761734 nChanged 318 SP:Iteration 20F (1148.558059 sec): 3 clusters Score: Raw -8463486.705058 + Penalty 2202.561618 = -8461284.143440 nChanged 270 SP:Iteration 21Q (1148.714896 sec): 3 clusters Score: Raw -8463556.063792 + Penalty 2202.561618 = -8461353.502175 nChanged 239 SP:Iteration 22Q (1148.862317 sec): 3 clusters Score: Raw -8463611.601586 + Penalty 2202.561618 = -8461409.039969 nChanged 208 SP:Iteration 23Q (1149.024960 sec): 3 clusters Score: Raw -8463648.391665 + Penalty 2202.561618 = -8461445.830048 nChanged 148 SP:Iteration 24Q (1149.180389 sec): 3 clusters Score: Raw -8463674.425678 + Penalty 2202.561618 = -8461471.864060 nChanged 137 SP:Iteration 25Q (1149.329856 sec): 3 clusters Score: Raw -8463700.422885 + Penalty 2202.561618 = -8461497.861267 nChanged 120 SP:Iteration 26Q (1149.484975 sec): 3 clusters Score: Raw -8463719.466203 + Penalty 2202.561618 = -8461516.904586 nChanged 107 SP:Iteration 27Q (1149.645118 sec): 3 clusters Score: Raw -8463735.175179 + Penalty 2202.561618 = -8461532.613561 nChanged 76 SP:Iteration 28Q (1149.795387 sec): 3 clusters Score: Raw -8463746.148476 + Penalty 2202.561618 = -8461543.586859 nChanged 62 SP:Iteration 29Q (1149.945565 sec): 3 clusters Score: Raw -8463753.218912 + Penalty 2202.561618 = -8461550.657294 nChanged 52 SP:Iteration 30Q (1150.105019 sec): 3 clusters Score: Raw -8463758.276413 + Penalty 2202.561618 = -8461555.714796 nChanged 35 SP:Iteration 31Q (1150.259122 sec): 3 clusters Score: Raw -8463762.141868 + Penalty 2202.561618 = -8461559.580251 nChanged 35 SP:Iteration 32Q (1150.424431 sec): 3 clusters Score: Raw -8463767.006088 + Penalty 2202.561618 = -8461564.444470 nChanged 38 SP:Iteration 33Q (1150.580309 sec): 3 clusters Score: Raw -8463770.402790 + Penalty 2202.561618 = -8461567.841172 nChanged 33 SP:Iteration 34Q (1150.732425 sec): 3 clusters Score: Raw -8463772.965992 + Penalty 2202.561618 = -8461570.404374 nChanged 17 SP:Iteration 35Q (1150.889488 sec): 3 clusters Score: Raw -8463774.435062 + Penalty 2202.561618 = -8461571.873444 nChanged 19 SP:Iteration 36Q (1151.054582 sec): 3 clusters Score: Raw -8463775.810077 + Penalty 2202.561618 = -8461573.248460 nChanged 17 SP:Iteration 37Q (1151.215794 sec): 3 clusters Score: Raw -8463777.154460 + Penalty 2202.561618 = -8461574.592842 nChanged 13 SP:Iteration 38Q (1151.372868 sec): 3 clusters Score: Raw -8463778.073386 + Penalty 2202.561618 = -8461575.511769 nChanged 15 SP:Iteration 39Q (1151.534918 sec): 3 clusters Score: Raw -8463779.027124 + Penalty 2202.561618 = -8461576.465506 nChanged 7 SP:Iteration 40F (1151.712504 sec): 3 clusters Score: Raw -8463779.339110 + Penalty 2202.561618 = -8461576.777492 nChanged 3 SP:Iteration 41Q (1151.874733 sec): 3 clusters Score: Raw -8463779.562787 + Penalty 2202.561618 = -8461577.001169 nChanged 4 SP:Iteration 42Q (1152.030481 sec): 3 clusters Score: Raw -8463779.900900 + Penalty 2202.561618 = -8461577.339283 nChanged 7 SP:Iteration 43Q (1152.179488 sec): 3 clusters Score: Raw -8463780.223193 + Penalty 2202.561618 = -8461577.661576 nChanged 6 SP:Iteration 44Q (1152.333596 sec): 3 clusters Score: Raw -8463780.473953 + Penalty 2202.561618 = -8461577.912335 nChanged 3 SP:Iteration 45Q (1152.487612 sec): 3 clusters Score: Raw -8463780.682041 + Penalty 2202.561618 = -8461578.120424 nChanged 6 SP:Iteration 46Q (1152.641282 sec): 3 clusters Score: Raw -8463780.972581 + Penalty 2202.561618 = -8461578.410964 nChanged 4 SP:Iteration 47Q (1152.794615 sec): 3 clusters Score: Raw -8463781.168980 + Penalty 2202.561618 = -8461578.607362 nChanged 3 SP:Iteration 48Q (1152.937052 sec): 3 clusters Score: Raw -8463781.411752 + Penalty 2202.561618 = -8461578.850134 nChanged 4 SP:Iteration 49Q (1153.068811 sec): 3 clusters Score: Raw -8463781.664344 + Penalty 2202.561618 = -8461579.102727 nChanged 4 SP:Iteration 50Q (1153.221964 sec): 3 clusters Score: Raw -8463781.783758 + Penalty 2202.561618 = -8461579.222140 nChanged 1 SP:Iteration 51Q (1153.372327 sec): 3 clusters Score: Raw -8463781.840292 + Penalty 2202.561618 = -8461579.278675 nChanged 3 SP:Iteration 52Q (1153.544864 sec): 3 clusters Score: Raw -8463782.047953 + Penalty 2202.561618 = -8461579.486335 nChanged 6 SP:Iteration 53Q (1153.690575 sec): 3 clusters Score: Raw -8463782.474481 + Penalty 2202.561618 = -8461579.912863 nChanged 6 SP:Iteration 54Q (1153.835312 sec): 3 clusters Score: Raw -8463782.875332 + Penalty 2202.561618 = -8461580.313714 nChanged 6 SP:Iteration 55Q (1153.989040 sec): 3 clusters Score: Raw -8463783.130551 + Penalty 2202.561618 = -8461580.568933 nChanged 3 SP:Iteration 56Q (1154.146384 sec): 3 clusters Score: Raw -8463783.345196 + Penalty 2202.561618 = -8461580.783579 nChanged 2 SP:Iteration 57Q (1154.300229 sec): 3 clusters Score: Raw -8463783.439010 + Penalty 2202.561618 = -8461580.877392 nChanged 3 SP:Iteration 58Q (1154.464447 sec): 3 clusters Score: Raw -8463783.581844 + Penalty 2202.561618 = -8461581.020227 nChanged 5 SP:Iteration 59Q (1154.613841 sec): 3 clusters Score: Raw -8463783.779287 + Penalty 2202.561618 = -8461581.217670 nChanged 3 SP:Iteration 60F (1154.802447 sec): 3 clusters Score: Raw -8463783.965097 + Penalty 2202.561618 = -8461581.403480 nChanged 1 SP:Iteration 61Q (1154.956568 sec): 3 clusters Score: Raw -8463783.994808 + Penalty 2202.561618 = -8461581.433191 nChanged 4 SP:Iteration 62Q (1155.101898 sec): 3 clusters Score: Raw -8463784.191420 + Penalty 2202.561618 = -8461581.629803 nChanged 3 SP:Iteration 63Q (1155.260862 sec): 3 clusters Score: Raw -8463784.383254 + Penalty 2202.561618 = -8461581.821636 nChanged 0 SP:Iteration 64F (1155.439631 sec): 3 clusters Score: Raw -8463784.383254 + Penalty 2202.561618 = -8461581.821636 nChanged 0 Trying to split cluster 29 (2594 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1155.478178 sec): 2 clusters Score: Raw -186242.013993 + Penalty 746.790855 = -185495.223139 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1155.524574 sec): 3 clusters Score: Raw -184902.578350 + Penalty 1493.581709 = -183408.996641 nChanged 1043 SP:Iteration 1F (1155.580968 sec): 3 clusters Score: Raw -185517.810187 + Penalty 1493.581709 = -184024.228478 nChanged 186 SP:Iteration 2F (1155.634382 sec): 3 clusters Score: Raw -185632.348789 + Penalty 1493.581709 = -184138.767080 nChanged 156 SP:Iteration 3F (1155.675095 sec): 3 clusters Score: Raw -185729.453585 + Penalty 1493.581709 = -184235.871875 nChanged 127 SP:Iteration 4Q (1155.726847 sec): 3 clusters Score: Raw -185798.279242 + Penalty 1493.581709 = -184304.697533 nChanged 103 SP:Iteration 5Q (1155.788345 sec): 3 clusters Score: Raw -185858.926689 + Penalty 1493.581709 = -184365.344979 nChanged 109 SP:Iteration 6Q (1155.836703 sec): 3 clusters Score: Raw -185930.167384 + Penalty 1493.581709 = -184436.585675 nChanged 95 SP:Iteration 7Q (1155.876205 sec): 3 clusters Score: Raw -185992.075784 + Penalty 1493.581709 = -184498.494075 nChanged 88 SP:Iteration 8Q (1155.934493 sec): 3 clusters Score: Raw -186056.921051 + Penalty 1493.581709 = -184563.339342 nChanged 86 SP:Iteration 9Q (1155.983024 sec): 3 clusters Score: Raw -186120.756840 + Penalty 1493.581709 = -184627.175130 nChanged 64 SP:Iteration 10Q (1156.023488 sec): 3 clusters Score: Raw -186174.430497 + Penalty 1493.581709 = -184680.848788 nChanged 75 SP:Iteration 11Q (1156.076222 sec): 3 clusters Score: Raw -186249.721230 + Penalty 1493.581709 = -184756.139521 nChanged 72 SP:Iteration 12Q (1156.127589 sec): 3 clusters Score: Raw -186330.126740 + Penalty 1493.581709 = -184836.545031 nChanged 66 SP:Iteration 13Q (1156.175832 sec): 3 clusters Score: Raw -186419.780803 + Penalty 1493.581709 = -184926.199094 nChanged 64 SP:Iteration 14Q (1156.226815 sec): 3 clusters Score: Raw -186507.713821 + Penalty 1493.581709 = -185014.132111 nChanged 35 SP:Iteration 15Q (1156.280394 sec): 3 clusters Score: Raw -186546.654571 + Penalty 1493.581709 = -185053.072862 nChanged 19 SP:Iteration 16Q (1156.337105 sec): 3 clusters Score: Raw -186566.129850 + Penalty 1493.581709 = -185072.548141 nChanged 13 SP:Iteration 17Q (1156.385849 sec): 3 clusters Score: Raw -186575.858493 + Penalty 1493.581709 = -185082.276784 nChanged 3 SP:Iteration 18Q (1156.431942 sec): 3 clusters Score: Raw -186577.664848 + Penalty 1493.581709 = -185084.083139 nChanged 2 SP:Iteration 19Q (1156.477023 sec): 3 clusters Score: Raw -186578.321296 + Penalty 1493.581709 = -185084.739586 nChanged 0 SP:Iteration 20F (1156.523391 sec): 3 clusters Score: Raw -186578.468231 + Penalty 1493.581709 = -185084.886521 nChanged 1 SP:Iteration 21Q (1156.579873 sec): 3 clusters Score: Raw -186579.051201 + Penalty 1493.581709 = -185085.469491 nChanged 0 SP:Iteration 22F (1156.626044 sec): 3 clusters Score: Raw -186579.051201 + Penalty 1493.581709 = -185085.469491 nChanged 0 Trying to split cluster 30 (3595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1156.652545 sec): 2 clusters Score: Raw -239409.451724 + Penalty 777.793431 = -238631.658294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1156.693269 sec): 3 clusters Score: Raw -237478.983568 + Penalty 1555.586861 = -235923.396706 nChanged 1472 SP:Iteration 1F (1156.751745 sec): 3 clusters Score: Raw -238351.592395 + Penalty 1555.586861 = -236796.005534 nChanged 316 SP:Iteration 2F (1156.793568 sec): 3 clusters Score: Raw -238527.438044 + Penalty 1555.586861 = -236971.851183 nChanged 227 SP:Iteration 3F (1156.846252 sec): 3 clusters Score: Raw -238639.427058 + Penalty 1555.586861 = -237083.840197 nChanged 164 SP:Iteration 4Q (1156.896073 sec): 3 clusters Score: Raw -238730.196372 + Penalty 1555.586861 = -237174.609511 nChanged 140 SP:Iteration 5Q (1156.949756 sec): 3 clusters Score: Raw -238825.467013 + Penalty 1555.586861 = -237269.880152 nChanged 144 SP:Iteration 6Q (1157.008755 sec): 3 clusters Score: Raw -238927.163018 + Penalty 1555.586861 = -237371.576157 nChanged 132 SP:Iteration 7Q (1157.058812 sec): 3 clusters Score: Raw -239028.417694 + Penalty 1555.586861 = -237472.830833 nChanged 144 SP:Iteration 8Q (1157.099046 sec): 3 clusters Score: Raw -239151.454219 + Penalty 1555.586861 = -237595.867358 nChanged 154 SP:Iteration 9Q (1157.156997 sec): 3 clusters Score: Raw -239276.222168 + Penalty 1555.586861 = -237720.635307 nChanged 131 SP:Iteration 10Q (1157.210885 sec): 3 clusters Score: Raw -239381.710790 + Penalty 1555.586861 = -237826.123929 nChanged 95 SP:Iteration 11Q (1157.262244 sec): 3 clusters Score: Raw -239443.090419 + Penalty 1555.586861 = -237887.503558 nChanged 67 SP:Iteration 12Q (1157.314756 sec): 3 clusters Score: Raw -239481.912806 + Penalty 1555.586861 = -237926.325944 nChanged 50 SP:Iteration 13Q (1157.368870 sec): 3 clusters Score: Raw -239507.928984 + Penalty 1555.586861 = -237952.342122 nChanged 48 SP:Iteration 14Q (1157.408518 sec): 3 clusters Score: Raw -239535.251139 + Penalty 1555.586861 = -237979.664277 nChanged 36 SP:Iteration 15Q (1157.449019 sec): 3 clusters Score: Raw -239561.910563 + Penalty 1555.586861 = -238006.323701 nChanged 40 SP:Iteration 16Q (1157.505786 sec): 3 clusters Score: Raw -239580.876581 + Penalty 1555.586861 = -238025.289720 nChanged 31 SP:Iteration 17Q (1157.557744 sec): 3 clusters Score: Raw -239591.664347 + Penalty 1555.586861 = -238036.077486 nChanged 23 SP:Iteration 18Q (1157.610726 sec): 3 clusters Score: Raw -239598.828457 + Penalty 1555.586861 = -238043.241596 nChanged 18 SP:Iteration 19Q (1157.653789 sec): 3 clusters Score: Raw -239606.085108 + Penalty 1555.586861 = -238050.498246 nChanged 20 SP:Iteration 20F (1157.710466 sec): 3 clusters Score: Raw -239612.186721 + Penalty 1555.586861 = -238056.599860 nChanged 13 SP:Iteration 21Q (1157.749396 sec): 3 clusters Score: Raw -239617.185928 + Penalty 1555.586861 = -238061.599067 nChanged 16 SP:Iteration 22Q (1157.803031 sec): 3 clusters Score: Raw -239621.952966 + Penalty 1555.586861 = -238066.366105 nChanged 15 SP:Iteration 23Q (1157.855503 sec): 3 clusters Score: Raw -239627.227450 + Penalty 1555.586861 = -238071.640588 nChanged 8 SP:Iteration 24Q (1157.908050 sec): 3 clusters Score: Raw -239631.000364 + Penalty 1555.586861 = -238075.413502 nChanged 9 SP:Iteration 25Q (1157.960649 sec): 3 clusters Score: Raw -239633.696196 + Penalty 1555.586861 = -238078.109334 nChanged 11 SP:Iteration 26Q (1158.012696 sec): 3 clusters Score: Raw -239636.851810 + Penalty 1555.586861 = -238081.264949 nChanged 10 SP:Iteration 27Q (1158.070596 sec): 3 clusters Score: Raw -239639.103903 + Penalty 1555.586861 = -238083.517042 nChanged 8 SP:Iteration 28Q (1158.121745 sec): 3 clusters Score: Raw -239640.641407 + Penalty 1555.586861 = -238085.054546 nChanged 7 SP:Iteration 29Q (1158.173456 sec): 3 clusters Score: Raw -239642.064673 + Penalty 1555.586861 = -238086.477812 nChanged 4 SP:Iteration 30Q (1158.220080 sec): 3 clusters Score: Raw -239643.669225 + Penalty 1555.586861 = -238088.082364 nChanged 7 SP:Iteration 31Q (1158.273380 sec): 3 clusters Score: Raw -239645.439990 + Penalty 1555.586861 = -238089.853129 nChanged 7 SP:Iteration 32Q (1158.338006 sec): 3 clusters Score: Raw -239646.814666 + Penalty 1555.586861 = -238091.227804 nChanged 3 SP:Iteration 33Q (1158.389921 sec): 3 clusters Score: Raw -239647.655631 + Penalty 1555.586861 = -238092.068769 nChanged 3 SP:Iteration 34Q (1158.443534 sec): 3 clusters Score: Raw -239648.105526 + Penalty 1555.586861 = -238092.518665 nChanged 2 SP:Iteration 35Q (1158.483118 sec): 3 clusters Score: Raw -239648.414533 + Penalty 1555.586861 = -238092.827671 nChanged 1 SP:Iteration 36Q (1158.544130 sec): 3 clusters Score: Raw -239648.533000 + Penalty 1555.586861 = -238092.946139 nChanged 1 SP:Iteration 37Q (1158.598548 sec): 3 clusters Score: Raw -239648.830051 + Penalty 1555.586861 = -238093.243189 nChanged 1 SP:Iteration 38Q (1158.651465 sec): 3 clusters Score: Raw -239649.127253 + Penalty 1555.586861 = -238093.540392 nChanged 1 SP:Iteration 39Q (1158.703310 sec): 3 clusters Score: Raw -239649.414141 + Penalty 1555.586861 = -238093.827280 nChanged 1 SP:Iteration 40F (1158.751353 sec): 3 clusters Score: Raw -239649.593283 + Penalty 1555.586861 = -238094.006422 nChanged 0 Trying to split cluster 31 (12901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1158.790682 sec): 2 clusters Score: Raw -1022345.662175 + Penalty 899.180710 = -1021446.481465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1158.845907 sec): 3 clusters Score: Raw -1014489.374577 + Penalty 1798.361420 = -1012691.013157 nChanged 5853 SP:Iteration 1F (1158.920479 sec): 3 clusters Score: Raw -1017775.158553 + Penalty 1798.361420 = -1015976.797133 nChanged 719 SP:Iteration 2F (1158.983072 sec): 3 clusters Score: Raw -1018090.740800 + Penalty 1798.361420 = -1016292.379380 nChanged 705 SP:Iteration 3F (1159.041583 sec): 3 clusters Score: Raw -1018455.760732 + Penalty 1798.361420 = -1016657.399312 nChanged 740 SP:Iteration 4F (1159.094301 sec): 3 clusters Score: Raw -1018896.125078 + Penalty 1798.361420 = -1017097.763658 nChanged 786 SP:Iteration 5F (1159.167254 sec): 3 clusters Score: Raw -1019423.438913 + Penalty 1798.361420 = -1017625.077493 nChanged 826 SP:Iteration 6F (1159.233307 sec): 3 clusters Score: Raw -1020011.267638 + Penalty 1798.361420 = -1018212.906217 nChanged 761 SP:Iteration 7F (1159.283751 sec): 3 clusters Score: Raw -1020568.005466 + Penalty 1798.361420 = -1018769.644046 nChanged 664 SP:Iteration 8F (1159.357753 sec): 3 clusters Score: Raw -1021011.165391 + Penalty 1798.361420 = -1019212.803971 nChanged 499 SP:Iteration 9Q (1159.417147 sec): 3 clusters Score: Raw -1021277.815276 + Penalty 1798.361420 = -1019479.453855 nChanged 389 SP:Iteration 10Q (1159.476010 sec): 3 clusters Score: Raw -1021443.200082 + Penalty 1798.361420 = -1019644.838662 nChanged 284 SP:Iteration 11Q (1159.543881 sec): 3 clusters Score: Raw -1021542.219913 + Penalty 1798.361420 = -1019743.858493 nChanged 205 SP:Iteration 12Q (1159.596460 sec): 3 clusters Score: Raw -1021608.517333 + Penalty 1798.361420 = -1019810.155913 nChanged 170 SP:Iteration 13Q (1159.669547 sec): 3 clusters Score: Raw -1021659.737344 + Penalty 1798.361420 = -1019861.375923 nChanged 158 SP:Iteration 14Q (1159.732952 sec): 3 clusters Score: Raw -1021707.205049 + Penalty 1798.361420 = -1019908.843628 nChanged 148 SP:Iteration 15Q (1159.789667 sec): 3 clusters Score: Raw -1021755.427197 + Penalty 1798.361420 = -1019957.065777 nChanged 136 SP:Iteration 16Q (1159.857169 sec): 3 clusters Score: Raw -1021794.121014 + Penalty 1798.361420 = -1019995.759593 nChanged 135 SP:Iteration 17Q (1159.914965 sec): 3 clusters Score: Raw -1021829.182158 + Penalty 1798.361420 = -1020030.820738 nChanged 108 SP:Iteration 18Q (1159.977213 sec): 3 clusters Score: Raw -1021859.021925 + Penalty 1798.361420 = -1020060.660504 nChanged 109 SP:Iteration 19Q (1160.027222 sec): 3 clusters Score: Raw -1021884.980146 + Penalty 1798.361420 = -1020086.618725 nChanged 100 SP:Iteration 20F (1160.087656 sec): 3 clusters Score: Raw -1021906.852002 + Penalty 1798.361420 = -1020108.490582 nChanged 107 SP:Iteration 21Q (1160.148115 sec): 3 clusters Score: Raw -1021935.699168 + Penalty 1798.361420 = -1020137.337748 nChanged 111 SP:Iteration 22Q (1160.200925 sec): 3 clusters Score: Raw -1021963.950394 + Penalty 1798.361420 = -1020165.588974 nChanged 80 SP:Iteration 23Q (1160.257627 sec): 3 clusters Score: Raw -1021981.203367 + Penalty 1798.361420 = -1020182.841947 nChanged 75 SP:Iteration 24Q (1160.331603 sec): 3 clusters Score: Raw -1021997.729014 + Penalty 1798.361420 = -1020199.367593 nChanged 71 SP:Iteration 25Q (1160.392001 sec): 3 clusters Score: Raw -1022012.831374 + Penalty 1798.361420 = -1020214.469954 nChanged 59 SP:Iteration 26Q (1160.443268 sec): 3 clusters Score: Raw -1022025.648261 + Penalty 1798.361420 = -1020227.286840 nChanged 61 SP:Iteration 27Q (1160.512080 sec): 3 clusters Score: Raw -1022039.001356 + Penalty 1798.361420 = -1020240.639936 nChanged 64 SP:Iteration 28Q (1160.567461 sec): 3 clusters Score: Raw -1022055.903536 + Penalty 1798.361420 = -1020257.542115 nChanged 80 SP:Iteration 29Q (1160.630432 sec): 3 clusters Score: Raw -1022077.076729 + Penalty 1798.361420 = -1020278.715309 nChanged 84 SP:Iteration 30Q (1160.685153 sec): 3 clusters Score: Raw -1022094.075739 + Penalty 1798.361420 = -1020295.714319 nChanged 66 SP:Iteration 31Q (1160.749755 sec): 3 clusters Score: Raw -1022107.985333 + Penalty 1798.361420 = -1020309.623913 nChanged 65 SP:Iteration 32Q (1160.806993 sec): 3 clusters Score: Raw -1022122.864374 + Penalty 1798.361420 = -1020324.502953 nChanged 74 SP:Iteration 33Q (1160.870839 sec): 3 clusters Score: Raw -1022143.235247 + Penalty 1798.361420 = -1020344.873827 nChanged 53 SP:Iteration 34Q (1160.932625 sec): 3 clusters Score: Raw -1022158.060031 + Penalty 1798.361420 = -1020359.698611 nChanged 64 SP:Iteration 35Q (1160.993303 sec): 3 clusters Score: Raw -1022172.980245 + Penalty 1798.361420 = -1020374.618824 nChanged 50 SP:Iteration 36Q (1161.056479 sec): 3 clusters Score: Raw -1022185.640755 + Penalty 1798.361420 = -1020387.279335 nChanged 56 SP:Iteration 37Q (1161.113269 sec): 3 clusters Score: Raw -1022199.271747 + Penalty 1798.361420 = -1020400.910327 nChanged 55 SP:Iteration 38Q (1161.178142 sec): 3 clusters Score: Raw -1022211.559693 + Penalty 1798.361420 = -1020413.198272 nChanged 50 SP:Iteration 39Q (1161.233257 sec): 3 clusters Score: Raw -1022223.965506 + Penalty 1798.361420 = -1020425.604086 nChanged 48 SP:Iteration 40F (1161.294756 sec): 3 clusters Score: Raw -1022234.871144 + Penalty 1798.361420 = -1020436.509724 nChanged 41 SP:Iteration 41Q (1161.362788 sec): 3 clusters Score: Raw -1022245.244361 + Penalty 1798.361420 = -1020446.882941 nChanged 42 SP:Iteration 42Q (1161.424785 sec): 3 clusters Score: Raw -1022255.613038 + Penalty 1798.361420 = -1020457.251617 nChanged 40 SP:Iteration 43Q (1161.488844 sec): 3 clusters Score: Raw -1022266.791991 + Penalty 1798.361420 = -1020468.430570 nChanged 45 SP:Iteration 44Q (1161.540073 sec): 3 clusters Score: Raw -1022278.512390 + Penalty 1798.361420 = -1020480.150970 nChanged 42 SP:Iteration 45Q (1161.612527 sec): 3 clusters Score: Raw -1022293.458104 + Penalty 1798.361420 = -1020495.096683 nChanged 47 SP:Iteration 46Q (1161.673602 sec): 3 clusters Score: Raw -1022309.952433 + Penalty 1798.361420 = -1020511.591013 nChanged 58 SP:Iteration 47Q (1161.726048 sec): 3 clusters Score: Raw -1022328.184443 + Penalty 1798.361420 = -1020529.823023 nChanged 52 SP:Iteration 48Q (1161.787046 sec): 3 clusters Score: Raw -1022345.575725 + Penalty 1798.361420 = -1020547.214304 nChanged 50 SP:Iteration 49Q (1161.851855 sec): 3 clusters Score: Raw -1022361.787451 + Penalty 1798.361420 = -1020563.426031 nChanged 40 SP:Iteration 50Q (1161.912333 sec): 3 clusters Score: Raw -1022375.889064 + Penalty 1798.361420 = -1020577.527644 nChanged 44 SP:Iteration 51Q (1161.958555 sec): 3 clusters Score: Raw -1022388.861589 + Penalty 1798.361420 = -1020590.500168 nChanged 34 SP:Iteration 52Q (1162.022805 sec): 3 clusters Score: Raw -1022397.998612 + Penalty 1798.361420 = -1020599.637191 nChanged 28 SP:Iteration 53Q (1162.074236 sec): 3 clusters Score: Raw -1022407.298219 + Penalty 1798.361420 = -1020608.936798 nChanged 27 SP:Iteration 54Q (1162.138906 sec): 3 clusters Score: Raw -1022417.538985 + Penalty 1798.361420 = -1020619.177565 nChanged 30 SP:Iteration 55Q (1162.186599 sec): 3 clusters Score: Raw -1022432.716763 + Penalty 1798.361420 = -1020634.355342 nChanged 35 SP:Iteration 56Q (1162.240045 sec): 3 clusters Score: Raw -1022453.414182 + Penalty 1798.361420 = -1020655.052762 nChanged 33 SP:Iteration 57Q (1162.297004 sec): 3 clusters Score: Raw -1022471.861843 + Penalty 1798.361420 = -1020673.500422 nChanged 38 SP:Iteration 58Q (1162.357398 sec): 3 clusters Score: Raw -1022489.276537 + Penalty 1798.361420 = -1020690.915117 nChanged 37 SP:Iteration 59Q (1162.407573 sec): 3 clusters Score: Raw -1022502.247772 + Penalty 1798.361420 = -1020703.886351 nChanged 24 SP:Iteration 60F (1162.478750 sec): 3 clusters Score: Raw -1022510.644024 + Penalty 1798.361420 = -1020712.282603 nChanged 17 SP:Iteration 61Q (1162.540592 sec): 3 clusters Score: Raw -1022516.344054 + Penalty 1798.361420 = -1020717.982634 nChanged 23 SP:Iteration 62Q (1162.603420 sec): 3 clusters Score: Raw -1022522.292867 + Penalty 1798.361420 = -1020723.931446 nChanged 19 SP:Iteration 63Q (1162.659882 sec): 3 clusters Score: Raw -1022527.378292 + Penalty 1798.361420 = -1020729.016871 nChanged 9 SP:Iteration 64Q (1162.718235 sec): 3 clusters Score: Raw -1022529.720964 + Penalty 1798.361420 = -1020731.359544 nChanged 10 SP:Iteration 65Q (1162.760100 sec): 3 clusters Score: Raw -1022531.596944 + Penalty 1798.361420 = -1020733.235524 nChanged 5 SP:Iteration 66Q (1162.809075 sec): 3 clusters Score: Raw -1022532.426609 + Penalty 1798.361420 = -1020734.065188 nChanged 8 SP:Iteration 67Q (1162.858696 sec): 3 clusters Score: Raw -1022536.250723 + Penalty 1798.361420 = -1020737.889303 nChanged 5 SP:Iteration 68Q (1162.917459 sec): 3 clusters Score: Raw -1022537.838256 + Penalty 1798.361420 = -1020739.476836 nChanged 3 SP:Iteration 69Q (1162.978139 sec): 3 clusters Score: Raw -1022538.558789 + Penalty 1798.361420 = -1020740.197369 nChanged 5 SP:Iteration 70Q (1163.043135 sec): 3 clusters Score: Raw -1022539.942392 + Penalty 1798.361420 = -1020741.580972 nChanged 3 SP:Iteration 71Q (1163.094659 sec): 3 clusters Score: Raw -1022540.365139 + Penalty 1798.361420 = -1020742.003719 nChanged 0 SP:Iteration 72F (1163.153894 sec): 3 clusters Score: Raw -1022540.365139 + Penalty 1798.361420 = -1020742.003719 nChanged 0 Trying to split cluster 32 (22983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1163.200317 sec): 2 clusters Score: Raw -1718612.426313 + Penalty 954.038459 = -1717658.387854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1163.281483 sec): 3 clusters Score: Raw -1704293.315095 + Penalty 1908.076917 = -1702385.238177 nChanged 10616 SP:Iteration 1F (1163.357096 sec): 3 clusters Score: Raw -1710576.506091 + Penalty 1908.076917 = -1708668.429174 nChanged 1447 SP:Iteration 2F (1163.419865 sec): 3 clusters Score: Raw -1711296.321064 + Penalty 1908.076917 = -1709388.244146 nChanged 1490 SP:Iteration 3F (1163.500487 sec): 3 clusters Score: Raw -1712163.161289 + Penalty 1908.076917 = -1710255.084371 nChanged 1558 SP:Iteration 4F (1163.564332 sec): 3 clusters Score: Raw -1713126.691702 + Penalty 1908.076917 = -1711218.614784 nChanged 1468 SP:Iteration 5F (1163.637374 sec): 3 clusters Score: Raw -1714019.919240 + Penalty 1908.076917 = -1712111.842323 nChanged 1248 SP:Iteration 6F (1163.718153 sec): 3 clusters Score: Raw -1714823.590603 + Penalty 1908.076917 = -1712915.513686 nChanged 1021 SP:Iteration 7Q (1163.788121 sec): 3 clusters Score: Raw -1715506.469243 + Penalty 1908.076917 = -1713598.392326 nChanged 859 SP:Iteration 8Q (1163.875412 sec): 3 clusters Score: Raw -1716049.727906 + Penalty 1908.076917 = -1714141.650988 nChanged 693 SP:Iteration 9Q (1163.946148 sec): 3 clusters Score: Raw -1716461.480889 + Penalty 1908.076917 = -1714553.403972 nChanged 568 SP:Iteration 10Q (1164.015698 sec): 3 clusters Score: Raw -1716774.622648 + Penalty 1908.076917 = -1714866.545731 nChanged 454 SP:Iteration 11Q (1164.094290 sec): 3 clusters Score: Raw -1717032.331452 + Penalty 1908.076917 = -1715124.254535 nChanged 428 SP:Iteration 12Q (1164.169142 sec): 3 clusters Score: Raw -1717273.406528 + Penalty 1908.076917 = -1715365.329611 nChanged 374 SP:Iteration 13Q (1164.247556 sec): 3 clusters Score: Raw -1717484.545302 + Penalty 1908.076917 = -1715576.468385 nChanged 365 SP:Iteration 14Q (1164.319938 sec): 3 clusters Score: Raw -1717707.073109 + Penalty 1908.076917 = -1715798.996191 nChanged 336 SP:Iteration 15Q (1164.383764 sec): 3 clusters Score: Raw -1717886.051392 + Penalty 1908.076917 = -1715977.974475 nChanged 272 SP:Iteration 16Q (1164.465077 sec): 3 clusters Score: Raw -1718028.806065 + Penalty 1908.076917 = -1716120.729148 nChanged 229 SP:Iteration 17Q (1164.537422 sec): 3 clusters Score: Raw -1718142.439347 + Penalty 1908.076917 = -1716234.362430 nChanged 198 SP:Iteration 18Q (1164.603319 sec): 3 clusters Score: Raw -1718246.243526 + Penalty 1908.076917 = -1716338.166609 nChanged 177 SP:Iteration 19Q (1164.680628 sec): 3 clusters Score: Raw -1718329.636366 + Penalty 1908.076917 = -1716421.559449 nChanged 159 SP:Iteration 20F (1164.739072 sec): 3 clusters Score: Raw -1718396.808636 + Penalty 1908.076917 = -1716488.731719 nChanged 143 SP:Iteration 21Q (1164.813706 sec): 3 clusters Score: Raw -1718454.435282 + Penalty 1908.076917 = -1716546.358364 nChanged 107 SP:Iteration 22Q (1164.876918 sec): 3 clusters Score: Raw -1718495.095150 + Penalty 1908.076917 = -1716587.018233 nChanged 111 SP:Iteration 23Q (1164.955046 sec): 3 clusters Score: Raw -1718534.081668 + Penalty 1908.076917 = -1716626.004751 nChanged 107 SP:Iteration 24Q (1165.025612 sec): 3 clusters Score: Raw -1718581.546707 + Penalty 1908.076917 = -1716673.469790 nChanged 103 SP:Iteration 25Q (1165.088924 sec): 3 clusters Score: Raw -1718635.716869 + Penalty 1908.076917 = -1716727.639952 nChanged 103 SP:Iteration 26Q (1165.151042 sec): 3 clusters Score: Raw -1718681.209259 + Penalty 1908.076917 = -1716773.132341 nChanged 95 SP:Iteration 27Q (1165.226906 sec): 3 clusters Score: Raw -1718729.248790 + Penalty 1908.076917 = -1716821.171872 nChanged 95 SP:Iteration 28Q (1165.293292 sec): 3 clusters Score: Raw -1718771.565359 + Penalty 1908.076917 = -1716863.488442 nChanged 81 SP:Iteration 29Q (1165.364231 sec): 3 clusters Score: Raw -1718809.135931 + Penalty 1908.076917 = -1716901.059014 nChanged 75 SP:Iteration 30Q (1165.429081 sec): 3 clusters Score: Raw -1718834.931231 + Penalty 1908.076917 = -1716926.854313 nChanged 63 SP:Iteration 31Q (1165.495348 sec): 3 clusters Score: Raw -1718859.921380 + Penalty 1908.076917 = -1716951.844463 nChanged 67 SP:Iteration 32Q (1165.567439 sec): 3 clusters Score: Raw -1718880.393075 + Penalty 1908.076917 = -1716972.316158 nChanged 49 SP:Iteration 33Q (1165.628601 sec): 3 clusters Score: Raw -1718891.999235 + Penalty 1908.076917 = -1716983.922318 nChanged 38 SP:Iteration 34Q (1165.707782 sec): 3 clusters Score: Raw -1718902.636300 + Penalty 1908.076917 = -1716994.559383 nChanged 41 SP:Iteration 35Q (1165.770106 sec): 3 clusters Score: Raw -1718911.903046 + Penalty 1908.076917 = -1717003.826128 nChanged 27 SP:Iteration 36Q (1165.851404 sec): 3 clusters Score: Raw -1718916.844284 + Penalty 1908.076917 = -1717008.767367 nChanged 20 SP:Iteration 37Q (1165.918962 sec): 3 clusters Score: Raw -1718919.958808 + Penalty 1908.076917 = -1717011.881891 nChanged 15 SP:Iteration 38Q (1165.978257 sec): 3 clusters Score: Raw -1718922.635049 + Penalty 1908.076917 = -1717014.558131 nChanged 15 SP:Iteration 39Q (1166.051702 sec): 3 clusters Score: Raw -1718925.063177 + Penalty 1908.076917 = -1717016.986259 nChanged 13 SP:Iteration 40F (1166.130763 sec): 3 clusters Score: Raw -1718926.935785 + Penalty 1908.076917 = -1717018.858868 nChanged 11 SP:Iteration 41Q (1166.193547 sec): 3 clusters Score: Raw -1718928.400073 + Penalty 1908.076917 = -1717020.323156 nChanged 7 SP:Iteration 42Q (1166.255221 sec): 3 clusters Score: Raw -1718929.136184 + Penalty 1908.076917 = -1717021.059267 nChanged 8 SP:Iteration 43Q (1166.336800 sec): 3 clusters Score: Raw -1718930.116224 + Penalty 1908.076917 = -1717022.039307 nChanged 8 SP:Iteration 44Q (1166.405138 sec): 3 clusters Score: Raw -1718931.294576 + Penalty 1908.076917 = -1717023.217658 nChanged 7 SP:Iteration 45Q (1166.465729 sec): 3 clusters Score: Raw -1718931.947923 + Penalty 1908.076917 = -1717023.871006 nChanged 1 SP:Iteration 46Q (1166.545259 sec): 3 clusters Score: Raw -1718932.027823 + Penalty 1908.076917 = -1717023.950906 nChanged 1 SP:Iteration 47Q (1166.615076 sec): 3 clusters Score: Raw -1718932.104704 + Penalty 1908.076917 = -1717024.027787 nChanged 1 SP:Iteration 48Q (1166.675678 sec): 3 clusters Score: Raw -1718932.195807 + Penalty 1908.076917 = -1717024.118890 nChanged 0 SP:Iteration 49F (1166.750098 sec): 3 clusters Score: Raw -1718932.195807 + Penalty 1908.076917 = -1717024.118890 nChanged 0 Trying to split cluster 33 (4565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1166.776069 sec): 2 clusters Score: Raw -268604.239088 + Penalty 800.486510 = -267803.752577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1166.824946 sec): 3 clusters Score: Raw -266096.022884 + Penalty 1600.973021 = -264495.049864 nChanged 1980 SP:Iteration 1F (1166.875731 sec): 3 clusters Score: Raw -267504.345828 + Penalty 1600.973021 = -265903.372808 nChanged 481 SP:Iteration 2F (1166.927970 sec): 3 clusters Score: Raw -267961.174067 + Penalty 1600.973021 = -266360.201047 nChanged 408 SP:Iteration 3F (1166.979003 sec): 3 clusters Score: Raw -268279.138536 + Penalty 1600.973021 = -266678.165516 nChanged 275 SP:Iteration 4F (1167.030546 sec): 3 clusters Score: Raw -268449.214633 + Penalty 1600.973021 = -266848.241613 nChanged 199 SP:Iteration 5Q (1167.071087 sec): 3 clusters Score: Raw -268560.067910 + Penalty 1600.973021 = -266959.094889 nChanged 138 SP:Iteration 6Q (1167.129384 sec): 3 clusters Score: Raw -268623.274169 + Penalty 1600.973021 = -267022.301149 nChanged 95 SP:Iteration 7Q (1167.179128 sec): 3 clusters Score: Raw -268663.267733 + Penalty 1600.973021 = -267062.294712 nChanged 64 SP:Iteration 8Q (1167.227915 sec): 3 clusters Score: Raw -268685.280031 + Penalty 1600.973021 = -267084.307010 nChanged 45 SP:Iteration 9Q (1167.277934 sec): 3 clusters Score: Raw -268702.774299 + Penalty 1600.973021 = -267101.801279 nChanged 38 SP:Iteration 10Q (1167.329088 sec): 3 clusters Score: Raw -268712.935697 + Penalty 1600.973021 = -267111.962676 nChanged 21 SP:Iteration 11Q (1167.372946 sec): 3 clusters Score: Raw -268717.574919 + Penalty 1600.973021 = -267116.601898 nChanged 12 SP:Iteration 12Q (1167.415463 sec): 3 clusters Score: Raw -268719.720007 + Penalty 1600.973021 = -267118.746986 nChanged 8 SP:Iteration 13Q (1167.478580 sec): 3 clusters Score: Raw -268721.024786 + Penalty 1600.973021 = -267120.051765 nChanged 6 SP:Iteration 14Q (1167.534271 sec): 3 clusters Score: Raw -268722.055589 + Penalty 1600.973021 = -267121.082568 nChanged 4 SP:Iteration 15Q (1167.572670 sec): 3 clusters Score: Raw -268723.012936 + Penalty 1600.973021 = -267122.039915 nChanged 4 SP:Iteration 16Q (1167.624130 sec): 3 clusters Score: Raw -268723.960155 + Penalty 1600.973021 = -267122.987135 nChanged 2 SP:Iteration 17Q (1167.680561 sec): 3 clusters Score: Raw -268724.637933 + Penalty 1600.973021 = -267123.664913 nChanged 3 SP:Iteration 18Q (1167.720582 sec): 3 clusters Score: Raw -268725.750702 + Penalty 1600.973021 = -267124.777682 nChanged 5 SP:Iteration 19Q (1167.781556 sec): 3 clusters Score: Raw -268727.282449 + Penalty 1600.973021 = -267126.309428 nChanged 5 SP:Iteration 20F (1167.822699 sec): 3 clusters Score: Raw -268728.476149 + Penalty 1600.973021 = -267127.503129 nChanged 4 SP:Iteration 21Q (1167.865519 sec): 3 clusters Score: Raw -268728.967640 + Penalty 1600.973021 = -267127.994620 nChanged 2 SP:Iteration 22Q (1167.926498 sec): 3 clusters Score: Raw -268729.392562 + Penalty 1600.973021 = -267128.419541 nChanged 2 SP:Iteration 23Q (1167.968333 sec): 3 clusters Score: Raw -268730.163992 + Penalty 1600.973021 = -267129.190972 nChanged 6 SP:Iteration 24Q (1168.027733 sec): 3 clusters Score: Raw -268731.266440 + Penalty 1600.973021 = -267130.293420 nChanged 2 SP:Iteration 25Q (1168.073479 sec): 3 clusters Score: Raw -268731.776460 + Penalty 1600.973021 = -267130.803439 nChanged 3 SP:Iteration 26Q (1168.114841 sec): 3 clusters Score: Raw -268732.395765 + Penalty 1600.973021 = -267131.422744 nChanged 5 SP:Iteration 27Q (1168.177547 sec): 3 clusters Score: Raw -268733.403073 + Penalty 1600.973021 = -267132.430052 nChanged 5 SP:Iteration 28Q (1168.215596 sec): 3 clusters Score: Raw -268734.582162 + Penalty 1600.973021 = -267133.609141 nChanged 6 SP:Iteration 29Q (1168.264439 sec): 3 clusters Score: Raw -268735.454291 + Penalty 1600.973021 = -267134.481270 nChanged 2 SP:Iteration 30Q (1168.323545 sec): 3 clusters Score: Raw -268735.630124 + Penalty 1600.973021 = -267134.657103 nChanged 2 SP:Iteration 31Q (1168.361712 sec): 3 clusters Score: Raw -268735.995736 + Penalty 1600.973021 = -267135.022715 nChanged 2 SP:Iteration 32Q (1168.410061 sec): 3 clusters Score: Raw -268736.257222 + Penalty 1600.973021 = -267135.284201 nChanged 0 SP:Iteration 33F (1168.463027 sec): 3 clusters Score: Raw -268736.257222 + Penalty 1600.973021 = -267135.284201 nChanged 0 Trying to split cluster 34 (1335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1168.482763 sec): 2 clusters Score: Raw -88370.180750 + Penalty 683.685224 = -87686.495525 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1168.542890 sec): 3 clusters Score: Raw -87819.669903 + Penalty 1367.370448 = -86452.299455 nChanged 493 SP:Iteration 1F (1168.584226 sec): 3 clusters Score: Raw -88204.518544 + Penalty 1367.370448 = -86837.148095 nChanged 103 SP:Iteration 2F (1168.624030 sec): 3 clusters Score: Raw -88285.364065 + Penalty 1367.370448 = -86917.993617 nChanged 71 SP:Iteration 3F (1168.670929 sec): 3 clusters Score: Raw -88343.763643 + Penalty 1367.370448 = -86976.393195 nChanged 49 SP:Iteration 4Q (1168.722853 sec): 3 clusters Score: Raw -88393.442302 + Penalty 1367.370448 = -87026.071854 nChanged 51 SP:Iteration 5Q (1168.768434 sec): 3 clusters Score: Raw -88466.840024 + Penalty 1367.370448 = -87099.469575 nChanged 54 SP:Iteration 6Q (1168.812483 sec): 3 clusters Score: Raw -88535.130127 + Penalty 1367.370448 = -87167.759679 nChanged 46 SP:Iteration 7Q (1168.854726 sec): 3 clusters Score: Raw -88593.797193 + Penalty 1367.370448 = -87226.426744 nChanged 37 SP:Iteration 8Q (1168.899407 sec): 3 clusters Score: Raw -88632.095510 + Penalty 1367.370448 = -87264.725062 nChanged 29 SP:Iteration 9Q (1168.947216 sec): 3 clusters Score: Raw -88673.883068 + Penalty 1367.370448 = -87306.512620 nChanged 36 SP:Iteration 10Q (1168.992080 sec): 3 clusters Score: Raw -88715.540899 + Penalty 1367.370448 = -87348.170450 nChanged 33 SP:Iteration 11Q (1169.046231 sec): 3 clusters Score: Raw -88749.678507 + Penalty 1367.370448 = -87382.308058 nChanged 17 SP:Iteration 12Q (1169.093150 sec): 3 clusters Score: Raw -88767.846107 + Penalty 1367.370448 = -87400.475659 nChanged 18 SP:Iteration 13Q (1169.146074 sec): 3 clusters Score: Raw -88786.148148 + Penalty 1367.370448 = -87418.777699 nChanged 27 SP:Iteration 14Q (1169.178096 sec): 3 clusters Score: Raw -88811.930963 + Penalty 1367.370448 = -87444.560515 nChanged 21 SP:Iteration 15Q (1169.237147 sec): 3 clusters Score: Raw -88829.636238 + Penalty 1367.370448 = -87462.265789 nChanged 21 SP:Iteration 16Q (1169.275236 sec): 3 clusters Score: Raw -88847.665086 + Penalty 1367.370448 = -87480.294638 nChanged 13 SP:Iteration 17Q (1169.322049 sec): 3 clusters Score: Raw -88855.579532 + Penalty 1367.370448 = -87488.209084 nChanged 12 SP:Iteration 18Q (1169.367663 sec): 3 clusters Score: Raw -88867.109343 + Penalty 1367.370448 = -87499.738894 nChanged 12 SP:Iteration 19Q (1169.417130 sec): 3 clusters Score: Raw -88876.127488 + Penalty 1367.370448 = -87508.757040 nChanged 10 SP:Iteration 20F (1169.465063 sec): 3 clusters Score: Raw -88881.980669 + Penalty 1367.370448 = -87514.610220 nChanged 11 SP:Iteration 21Q (1169.510377 sec): 3 clusters Score: Raw -88892.168087 + Penalty 1367.370448 = -87524.797638 nChanged 10 SP:Iteration 22Q (1169.548563 sec): 3 clusters Score: Raw -88903.117471 + Penalty 1367.370448 = -87535.747023 nChanged 9 SP:Iteration 23Q (1169.589991 sec): 3 clusters Score: Raw -88909.278938 + Penalty 1367.370448 = -87541.908490 nChanged 4 SP:Iteration 24Q (1169.647836 sec): 3 clusters Score: Raw -88914.206917 + Penalty 1367.370448 = -87546.836469 nChanged 6 SP:Iteration 25Q (1169.681734 sec): 3 clusters Score: Raw -88919.095733 + Penalty 1367.370448 = -87551.725285 nChanged 5 SP:Iteration 26Q (1169.730620 sec): 3 clusters Score: Raw -88921.830288 + Penalty 1367.370448 = -87554.459839 nChanged 3 SP:Iteration 27Q (1169.766195 sec): 3 clusters Score: Raw -88923.838764 + Penalty 1367.370448 = -87556.468316 nChanged 0 SP:Iteration 28F (1169.810541 sec): 3 clusters Score: Raw -88923.838764 + Penalty 1367.370448 = -87556.468316 nChanged 0 Trying to split cluster 35 (13130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1169.849141 sec): 2 clusters Score: Raw -952452.468398 + Penalty 900.852222 = -951551.616176 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1169.918015 sec): 3 clusters Score: Raw -944426.045556 + Penalty 1801.704444 = -942624.341113 nChanged 6014 SP:Iteration 1F (1169.970274 sec): 3 clusters Score: Raw -948016.132829 + Penalty 1801.704444 = -946214.428385 nChanged 943 SP:Iteration 2F (1170.033920 sec): 3 clusters Score: Raw -948597.203661 + Penalty 1801.704444 = -946795.499218 nChanged 965 SP:Iteration 3F (1170.084283 sec): 3 clusters Score: Raw -949320.640833 + Penalty 1801.704444 = -947518.936389 nChanged 931 SP:Iteration 4F (1170.143214 sec): 3 clusters Score: Raw -950106.231122 + Penalty 1801.704444 = -948304.526679 nChanged 810 SP:Iteration 5F (1170.194545 sec): 3 clusters Score: Raw -950863.033434 + Penalty 1801.704444 = -949061.328990 nChanged 662 SP:Iteration 6F (1170.253367 sec): 3 clusters Score: Raw -951386.181910 + Penalty 1801.704444 = -949584.477466 nChanged 421 SP:Iteration 7Q (1170.321574 sec): 3 clusters Score: Raw -951638.497236 + Penalty 1801.704444 = -949836.792792 nChanged 294 SP:Iteration 8Q (1170.387587 sec): 3 clusters Score: Raw -951793.151541 + Penalty 1801.704444 = -949991.447097 nChanged 229 SP:Iteration 9Q (1170.433782 sec): 3 clusters Score: Raw -951905.266263 + Penalty 1801.704444 = -950103.561819 nChanged 193 SP:Iteration 10Q (1170.491511 sec): 3 clusters Score: Raw -951986.972342 + Penalty 1801.704444 = -950185.267898 nChanged 155 SP:Iteration 11Q (1170.565154 sec): 3 clusters Score: Raw -952048.850628 + Penalty 1801.704444 = -950247.146184 nChanged 151 SP:Iteration 12Q (1170.628443 sec): 3 clusters Score: Raw -952106.854266 + Penalty 1801.704444 = -950305.149823 nChanged 140 SP:Iteration 13Q (1170.691713 sec): 3 clusters Score: Raw -952158.376716 + Penalty 1801.704444 = -950356.672272 nChanged 126 SP:Iteration 14Q (1170.751433 sec): 3 clusters Score: Raw -952209.249889 + Penalty 1801.704444 = -950407.545446 nChanged 106 SP:Iteration 15Q (1170.812047 sec): 3 clusters Score: Raw -952251.295696 + Penalty 1801.704444 = -950449.591252 nChanged 107 SP:Iteration 16Q (1170.873492 sec): 3 clusters Score: Raw -952293.508161 + Penalty 1801.704444 = -950491.803717 nChanged 91 SP:Iteration 17Q (1170.928326 sec): 3 clusters Score: Raw -952327.758795 + Penalty 1801.704444 = -950526.054351 nChanged 78 SP:Iteration 18Q (1170.991731 sec): 3 clusters Score: Raw -952364.332122 + Penalty 1801.704444 = -950562.627678 nChanged 76 SP:Iteration 19Q (1171.054928 sec): 3 clusters Score: Raw -952395.285832 + Penalty 1801.704444 = -950593.581388 nChanged 63 SP:Iteration 20F (1171.115496 sec): 3 clusters Score: Raw -952418.603681 + Penalty 1801.704444 = -950616.899238 nChanged 50 SP:Iteration 21Q (1171.175740 sec): 3 clusters Score: Raw -952438.587696 + Penalty 1801.704444 = -950636.883252 nChanged 50 SP:Iteration 22Q (1171.237403 sec): 3 clusters Score: Raw -952459.802497 + Penalty 1801.704444 = -950658.098053 nChanged 55 SP:Iteration 23Q (1171.295971 sec): 3 clusters Score: Raw -952480.448765 + Penalty 1801.704444 = -950678.744321 nChanged 49 SP:Iteration 24Q (1171.345890 sec): 3 clusters Score: Raw -952494.540574 + Penalty 1801.704444 = -950692.836130 nChanged 36 SP:Iteration 25Q (1171.412803 sec): 3 clusters Score: Raw -952503.816216 + Penalty 1801.704444 = -950702.111772 nChanged 28 SP:Iteration 26Q (1171.463089 sec): 3 clusters Score: Raw -952510.665512 + Penalty 1801.704444 = -950708.961068 nChanged 22 SP:Iteration 27Q (1171.533287 sec): 3 clusters Score: Raw -952517.907485 + Penalty 1801.704444 = -950716.203041 nChanged 22 SP:Iteration 28Q (1171.597483 sec): 3 clusters Score: Raw -952524.306167 + Penalty 1801.704444 = -950722.601723 nChanged 14 SP:Iteration 29Q (1171.656411 sec): 3 clusters Score: Raw -952529.149620 + Penalty 1801.704444 = -950727.445176 nChanged 22 SP:Iteration 30Q (1171.723130 sec): 3 clusters Score: Raw -952536.153558 + Penalty 1801.704444 = -950734.449115 nChanged 17 SP:Iteration 31Q (1171.785477 sec): 3 clusters Score: Raw -952541.831395 + Penalty 1801.704444 = -950740.126952 nChanged 16 SP:Iteration 32Q (1171.835161 sec): 3 clusters Score: Raw -952546.759386 + Penalty 1801.704444 = -950745.054942 nChanged 16 SP:Iteration 33Q (1171.905937 sec): 3 clusters Score: Raw -952551.420071 + Penalty 1801.704444 = -950749.715627 nChanged 15 SP:Iteration 34Q (1171.968657 sec): 3 clusters Score: Raw -952555.608484 + Penalty 1801.704444 = -950753.904040 nChanged 17 SP:Iteration 35Q (1172.030931 sec): 3 clusters Score: Raw -952560.922604 + Penalty 1801.704444 = -950759.218161 nChanged 20 SP:Iteration 36Q (1172.089451 sec): 3 clusters Score: Raw -952568.200198 + Penalty 1801.704444 = -950766.495754 nChanged 18 SP:Iteration 37Q (1172.147656 sec): 3 clusters Score: Raw -952576.449412 + Penalty 1801.704444 = -950774.744968 nChanged 19 SP:Iteration 38Q (1172.219214 sec): 3 clusters Score: Raw -952583.050095 + Penalty 1801.704444 = -950781.345652 nChanged 18 SP:Iteration 39Q (1172.267372 sec): 3 clusters Score: Raw -952589.251449 + Penalty 1801.704444 = -950787.547005 nChanged 14 SP:Iteration 40F (1172.341389 sec): 3 clusters Score: Raw -952595.236371 + Penalty 1801.704444 = -950793.531927 nChanged 14 SP:Iteration 41Q (1172.402204 sec): 3 clusters Score: Raw -952601.515139 + Penalty 1801.704444 = -950799.810695 nChanged 17 SP:Iteration 42Q (1172.455075 sec): 3 clusters Score: Raw -952608.270725 + Penalty 1801.704444 = -950806.566281 nChanged 14 SP:Iteration 43Q (1172.512705 sec): 3 clusters Score: Raw -952614.694532 + Penalty 1801.704444 = -950812.990088 nChanged 10 SP:Iteration 44Q (1172.570941 sec): 3 clusters Score: Raw -952620.561820 + Penalty 1801.704444 = -950818.857376 nChanged 13 SP:Iteration 45Q (1172.644563 sec): 3 clusters Score: Raw -952627.675647 + Penalty 1801.704444 = -950825.971203 nChanged 11 SP:Iteration 46Q (1172.695337 sec): 3 clusters Score: Raw -952632.162168 + Penalty 1801.704444 = -950830.457725 nChanged 9 SP:Iteration 47Q (1172.757811 sec): 3 clusters Score: Raw -952635.803580 + Penalty 1801.704444 = -950834.099137 nChanged 9 SP:Iteration 48Q (1172.816505 sec): 3 clusters Score: Raw -952639.411374 + Penalty 1801.704444 = -950837.706930 nChanged 7 SP:Iteration 49Q (1172.871018 sec): 3 clusters Score: Raw -952642.050314 + Penalty 1801.704444 = -950840.345870 nChanged 4 SP:Iteration 50Q (1172.937111 sec): 3 clusters Score: Raw -952643.349634 + Penalty 1801.704444 = -950841.645190 nChanged 3 SP:Iteration 51Q (1173.000070 sec): 3 clusters Score: Raw -952644.637986 + Penalty 1801.704444 = -950842.933542 nChanged 5 SP:Iteration 52Q (1173.062281 sec): 3 clusters Score: Raw -952646.783637 + Penalty 1801.704444 = -950845.079193 nChanged 7 SP:Iteration 53Q (1173.122242 sec): 3 clusters Score: Raw -952650.615730 + Penalty 1801.704444 = -950848.911287 nChanged 12 SP:Iteration 54Q (1173.182596 sec): 3 clusters Score: Raw -952654.710374 + Penalty 1801.704444 = -950853.005931 nChanged 11 SP:Iteration 55Q (1173.238654 sec): 3 clusters Score: Raw -952657.963420 + Penalty 1801.704444 = -950856.258976 nChanged 7 SP:Iteration 56Q (1173.290856 sec): 3 clusters Score: Raw -952660.414603 + Penalty 1801.704444 = -950858.710160 nChanged 6 SP:Iteration 57Q (1173.362473 sec): 3 clusters Score: Raw -952661.729625 + Penalty 1801.704444 = -950860.025181 nChanged 5 SP:Iteration 58Q (1173.418547 sec): 3 clusters Score: Raw -952662.943291 + Penalty 1801.704444 = -950861.238847 nChanged 4 SP:Iteration 59Q (1173.478916 sec): 3 clusters Score: Raw -952665.239278 + Penalty 1801.704444 = -950863.534834 nChanged 5 SP:Iteration 60F (1173.542832 sec): 3 clusters Score: Raw -952666.737675 + Penalty 1801.704444 = -950865.033231 nChanged 4 SP:Iteration 61Q (1173.595147 sec): 3 clusters Score: Raw -952668.033512 + Penalty 1801.704444 = -950866.329068 nChanged 6 SP:Iteration 62Q (1173.654295 sec): 3 clusters Score: Raw -952669.392782 + Penalty 1801.704444 = -950867.688338 nChanged 1 SP:Iteration 63Q (1173.708876 sec): 3 clusters Score: Raw -952669.552866 + Penalty 1801.704444 = -950867.848422 nChanged 1 SP:Iteration 64Q (1173.778452 sec): 3 clusters Score: Raw -952669.905246 + Penalty 1801.704444 = -950868.200802 nChanged 1 SP:Iteration 65Q (1173.837319 sec): 3 clusters Score: Raw -952670.127846 + Penalty 1801.704444 = -950868.423402 nChanged 1 SP:Iteration 66Q (1173.898662 sec): 3 clusters Score: Raw -952670.258891 + Penalty 1801.704444 = -950868.554447 nChanged 0 SP:Iteration 67F (1173.959086 sec): 3 clusters Score: Raw -952670.258891 + Penalty 1801.704444 = -950868.554447 nChanged 0 Trying to split cluster 36 (895 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1173.985968 sec): 2 clusters Score: Raw -59597.296138 + Penalty 645.698253 = -58951.597885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1174.029601 sec): 3 clusters Score: Raw -59310.085631 + Penalty 1291.396506 = -58018.689125 nChanged 320 SP:Iteration 1F (1174.068056 sec): 3 clusters Score: Raw -59592.179688 + Penalty 1291.396506 = -58300.783182 nChanged 83 SP:Iteration 2F (1174.122038 sec): 3 clusters Score: Raw -59749.241697 + Penalty 1291.396506 = -58457.845190 nChanged 71 SP:Iteration 3F (1174.159405 sec): 3 clusters Score: Raw -59926.260987 + Penalty 1291.396506 = -58634.864480 nChanged 60 SP:Iteration 4F (1174.208981 sec): 3 clusters Score: Raw -60030.024331 + Penalty 1291.396506 = -58738.627824 nChanged 50 SP:Iteration 5F (1174.251770 sec): 3 clusters Score: Raw -60138.822062 + Penalty 1291.396506 = -58847.425556 nChanged 29 SP:Iteration 6Q (1174.293208 sec): 3 clusters Score: Raw -60211.016364 + Penalty 1291.396506 = -58919.619858 nChanged 27 SP:Iteration 7Q (1174.343550 sec): 3 clusters Score: Raw -60262.027177 + Penalty 1291.396506 = -58970.630671 nChanged 16 SP:Iteration 8Q (1174.393465 sec): 3 clusters Score: Raw -60282.938746 + Penalty 1291.396506 = -58991.542239 nChanged 9 SP:Iteration 9Q (1174.444140 sec): 3 clusters Score: Raw -60291.749203 + Penalty 1291.396506 = -59000.352697 nChanged 5 SP:Iteration 10Q (1174.495126 sec): 3 clusters Score: Raw -60301.139193 + Penalty 1291.396506 = -59009.742686 nChanged 3 SP:Iteration 11Q (1174.545599 sec): 3 clusters Score: Raw -60304.168513 + Penalty 1291.396506 = -59012.772007 nChanged 0 SP:Iteration 12F (1174.594587 sec): 3 clusters Score: Raw -60304.168513 + Penalty 1291.396506 = -59012.772007 nChanged 0 Score: Raw -45950287.745915 + Penalty 54623.503038 = -45895664.242877 Splitting cluster 36 changes total score from -45895683.077348 to -45895664.242877 So it's not getting split. Trying to split cluster 37 (10716 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1187.950862 sec): 2 clusters Score: Raw -797413.209146 + Penalty 881.551857 = -796531.657289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1188.006479 sec): 3 clusters Score: Raw -790971.461709 + Penalty 1763.103714 = -789208.357995 nChanged 4799 SP:Iteration 1F (1188.071431 sec): 3 clusters Score: Raw -793904.878361 + Penalty 1763.103714 = -792141.774648 nChanged 741 SP:Iteration 2F (1188.129861 sec): 3 clusters Score: Raw -794349.541061 + Penalty 1763.103714 = -792586.437347 nChanged 723 SP:Iteration 3F (1188.181273 sec): 3 clusters Score: Raw -794810.021937 + Penalty 1763.103714 = -793046.918224 nChanged 699 SP:Iteration 4F (1188.241789 sec): 3 clusters Score: Raw -795207.550570 + Penalty 1763.103714 = -793444.446856 nChanged 611 SP:Iteration 5F (1188.303417 sec): 3 clusters Score: Raw -795528.552331 + Penalty 1763.103714 = -793765.448618 nChanged 525 SP:Iteration 6Q (1188.353305 sec): 3 clusters Score: Raw -795766.903446 + Penalty 1763.103714 = -794003.799732 nChanged 453 SP:Iteration 7Q (1188.413648 sec): 3 clusters Score: Raw -795938.232739 + Penalty 1763.103714 = -794175.129025 nChanged 343 SP:Iteration 8Q (1188.465236 sec): 3 clusters Score: Raw -796057.523851 + Penalty 1763.103714 = -794294.420137 nChanged 282 SP:Iteration 9Q (1188.520036 sec): 3 clusters Score: Raw -796137.785833 + Penalty 1763.103714 = -794374.682120 nChanged 213 SP:Iteration 10Q (1188.577434 sec): 3 clusters Score: Raw -796190.375851 + Penalty 1763.103714 = -794427.272137 nChanged 191 SP:Iteration 11Q (1188.649264 sec): 3 clusters Score: Raw -796230.563737 + Penalty 1763.103714 = -794467.460023 nChanged 143 SP:Iteration 12Q (1188.704770 sec): 3 clusters Score: Raw -796256.345492 + Penalty 1763.103714 = -794493.241778 nChanged 113 SP:Iteration 13Q (1188.766162 sec): 3 clusters Score: Raw -796271.843601 + Penalty 1763.103714 = -794508.739887 nChanged 80 SP:Iteration 14Q (1188.824632 sec): 3 clusters Score: Raw -796284.046613 + Penalty 1763.103714 = -794520.942900 nChanged 78 SP:Iteration 15Q (1188.879130 sec): 3 clusters Score: Raw -796293.453858 + Penalty 1763.103714 = -794530.350144 nChanged 69 SP:Iteration 16Q (1188.942713 sec): 3 clusters Score: Raw -796303.175374 + Penalty 1763.103714 = -794540.071660 nChanged 62 SP:Iteration 17Q (1189.004681 sec): 3 clusters Score: Raw -796311.637671 + Penalty 1763.103714 = -794548.533957 nChanged 60 SP:Iteration 18Q (1189.063042 sec): 3 clusters Score: Raw -796318.901105 + Penalty 1763.103714 = -794555.797392 nChanged 56 SP:Iteration 19Q (1189.114867 sec): 3 clusters Score: Raw -796325.989895 + Penalty 1763.103714 = -794562.886181 nChanged 54 SP:Iteration 20F (1189.172638 sec): 3 clusters Score: Raw -796333.039119 + Penalty 1763.103714 = -794569.935405 nChanged 65 SP:Iteration 21Q (1189.233701 sec): 3 clusters Score: Raw -796344.551411 + Penalty 1763.103714 = -794581.447698 nChanged 72 SP:Iteration 22Q (1189.283750 sec): 3 clusters Score: Raw -796357.077789 + Penalty 1763.103714 = -794593.974076 nChanged 81 SP:Iteration 23Q (1189.339163 sec): 3 clusters Score: Raw -796375.471319 + Penalty 1763.103714 = -794612.367605 nChanged 94 SP:Iteration 24Q (1189.407931 sec): 3 clusters Score: Raw -796396.036305 + Penalty 1763.103714 = -794632.932591 nChanged 109 SP:Iteration 25Q (1189.459683 sec): 3 clusters Score: Raw -796424.171253 + Penalty 1763.103714 = -794661.067539 nChanged 132 SP:Iteration 26Q (1189.529778 sec): 3 clusters Score: Raw -796457.975239 + Penalty 1763.103714 = -794694.871526 nChanged 150 SP:Iteration 27Q (1189.576948 sec): 3 clusters Score: Raw -796503.303522 + Penalty 1763.103714 = -794740.199809 nChanged 154 SP:Iteration 28Q (1189.637478 sec): 3 clusters Score: Raw -796553.965709 + Penalty 1763.103714 = -794790.861996 nChanged 175 SP:Iteration 29Q (1189.705495 sec): 3 clusters Score: Raw -796617.356127 + Penalty 1763.103714 = -794854.252413 nChanged 185 SP:Iteration 30Q (1189.759879 sec): 3 clusters Score: Raw -796699.118345 + Penalty 1763.103714 = -794936.014631 nChanged 224 SP:Iteration 31Q (1189.815350 sec): 3 clusters Score: Raw -796805.939848 + Penalty 1763.103714 = -795042.836135 nChanged 217 SP:Iteration 32Q (1189.869352 sec): 3 clusters Score: Raw -796914.480474 + Penalty 1763.103714 = -795151.376760 nChanged 202 SP:Iteration 33Q (1189.929419 sec): 3 clusters Score: Raw -797015.829431 + Penalty 1763.103714 = -795252.725717 nChanged 172 SP:Iteration 34Q (1189.987395 sec): 3 clusters Score: Raw -797115.979006 + Penalty 1763.103714 = -795352.875292 nChanged 130 SP:Iteration 35Q (1190.043286 sec): 3 clusters Score: Raw -797200.679021 + Penalty 1763.103714 = -795437.575307 nChanged 114 SP:Iteration 36Q (1190.111255 sec): 3 clusters Score: Raw -797278.274533 + Penalty 1763.103714 = -795515.170819 nChanged 103 SP:Iteration 37Q (1190.168835 sec): 3 clusters Score: Raw -797348.607014 + Penalty 1763.103714 = -795585.503300 nChanged 89 SP:Iteration 38Q (1190.231335 sec): 3 clusters Score: Raw -797403.044756 + Penalty 1763.103714 = -795639.941042 nChanged 55 SP:Iteration 39Q (1190.286829 sec): 3 clusters Score: Raw -797432.896142 + Penalty 1763.103714 = -795669.792428 nChanged 40 SP:Iteration 40F (1190.336478 sec): 3 clusters Score: Raw -797453.800863 + Penalty 1763.103714 = -795690.697149 nChanged 30 SP:Iteration 41Q (1190.392142 sec): 3 clusters Score: Raw -797469.671257 + Penalty 1763.103714 = -795706.567543 nChanged 24 SP:Iteration 42Q (1190.449537 sec): 3 clusters Score: Raw -797482.543299 + Penalty 1763.103714 = -795719.439585 nChanged 18 SP:Iteration 43Q (1190.512725 sec): 3 clusters Score: Raw -797492.072760 + Penalty 1763.103714 = -795728.969046 nChanged 9 SP:Iteration 44Q (1190.563793 sec): 3 clusters Score: Raw -797498.503229 + Penalty 1763.103714 = -795735.399515 nChanged 15 SP:Iteration 45Q (1190.619085 sec): 3 clusters Score: Raw -797507.251193 + Penalty 1763.103714 = -795744.147480 nChanged 9 SP:Iteration 46Q (1190.668176 sec): 3 clusters Score: Raw -797512.743365 + Penalty 1763.103714 = -795749.639651 nChanged 7 SP:Iteration 47Q (1190.736575 sec): 3 clusters Score: Raw -797515.923335 + Penalty 1763.103714 = -795752.819622 nChanged 4 SP:Iteration 48Q (1190.794216 sec): 3 clusters Score: Raw -797518.538183 + Penalty 1763.103714 = -795755.434469 nChanged 4 SP:Iteration 49Q (1190.847620 sec): 3 clusters Score: Raw -797521.809092 + Penalty 1763.103714 = -795758.705378 nChanged 2 SP:Iteration 50Q (1190.907644 sec): 3 clusters Score: Raw -797523.156235 + Penalty 1763.103714 = -795760.052521 nChanged 4 SP:Iteration 51Q (1190.968974 sec): 3 clusters Score: Raw -797525.371330 + Penalty 1763.103714 = -795762.267616 nChanged 1 SP:Iteration 52Q (1191.019124 sec): 3 clusters Score: Raw -797525.925062 + Penalty 1763.103714 = -795762.821348 nChanged 1 SP:Iteration 53Q (1191.067210 sec): 3 clusters Score: Raw -797526.429281 + Penalty 1763.103714 = -795763.325567 nChanged 1 SP:Iteration 54Q (1191.119433 sec): 3 clusters Score: Raw -797526.727280 + Penalty 1763.103714 = -795763.623566 nChanged 0 SP:Iteration 55F (1191.172773 sec): 3 clusters Score: Raw -797526.727280 + Penalty 1763.103714 = -795763.623566 nChanged 0 Trying to split cluster 38 (7915 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1191.213701 sec): 2 clusters Score: Raw -554720.592701 + Penalty 852.768922 = -553867.823779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1191.270766 sec): 3 clusters Score: Raw -550124.957436 + Penalty 1705.537845 = -548419.419591 nChanged 3562 SP:Iteration 1F (1191.327460 sec): 3 clusters Score: Raw -552119.511790 + Penalty 1705.537845 = -550413.973945 nChanged 550 SP:Iteration 2F (1191.380293 sec): 3 clusters Score: Raw -552417.896423 + Penalty 1705.537845 = -550712.358579 nChanged 524 SP:Iteration 3F (1191.439094 sec): 3 clusters Score: Raw -552734.187262 + Penalty 1705.537845 = -551028.649417 nChanged 528 SP:Iteration 4F (1191.482324 sec): 3 clusters Score: Raw -553092.940727 + Penalty 1705.537845 = -551387.402882 nChanged 505 SP:Iteration 5F (1191.530399 sec): 3 clusters Score: Raw -553453.930805 + Penalty 1705.537845 = -551748.392961 nChanged 440 SP:Iteration 6F (1191.569776 sec): 3 clusters Score: Raw -553756.516218 + Penalty 1705.537845 = -552050.978373 nChanged 349 SP:Iteration 7Q (1191.629427 sec): 3 clusters Score: Raw -553984.456158 + Penalty 1705.537845 = -552278.918314 nChanged 265 SP:Iteration 8Q (1191.680181 sec): 3 clusters Score: Raw -554154.788102 + Penalty 1705.537845 = -552449.250257 nChanged 216 SP:Iteration 9Q (1191.729287 sec): 3 clusters Score: Raw -554310.555308 + Penalty 1705.537845 = -552605.017463 nChanged 176 SP:Iteration 10Q (1191.792497 sec): 3 clusters Score: Raw -554451.103336 + Penalty 1705.537845 = -552745.565491 nChanged 138 SP:Iteration 11Q (1191.835052 sec): 3 clusters Score: Raw -554568.353834 + Penalty 1705.537845 = -552862.815990 nChanged 121 SP:Iteration 12Q (1191.886703 sec): 3 clusters Score: Raw -554649.311740 + Penalty 1705.537845 = -552943.773895 nChanged 92 SP:Iteration 13Q (1191.941684 sec): 3 clusters Score: Raw -554709.495424 + Penalty 1705.537845 = -553003.957579 nChanged 65 SP:Iteration 14Q (1191.990700 sec): 3 clusters Score: Raw -554748.058222 + Penalty 1705.537845 = -553042.520377 nChanged 56 SP:Iteration 15Q (1192.032030 sec): 3 clusters Score: Raw -554782.143353 + Penalty 1705.537845 = -553076.605509 nChanged 37 SP:Iteration 16Q (1192.088494 sec): 3 clusters Score: Raw -554799.396000 + Penalty 1705.537845 = -553093.858155 nChanged 35 SP:Iteration 17Q (1192.141732 sec): 3 clusters Score: Raw -554816.999171 + Penalty 1705.537845 = -553111.461326 nChanged 24 SP:Iteration 18Q (1192.188853 sec): 3 clusters Score: Raw -554833.124782 + Penalty 1705.537845 = -553127.586937 nChanged 25 SP:Iteration 19Q (1192.249515 sec): 3 clusters Score: Raw -554845.997780 + Penalty 1705.537845 = -553140.459936 nChanged 19 SP:Iteration 20F (1192.301079 sec): 3 clusters Score: Raw -554857.174691 + Penalty 1705.537845 = -553151.636847 nChanged 16 SP:Iteration 21Q (1192.356856 sec): 3 clusters Score: Raw -554862.946086 + Penalty 1705.537845 = -553157.408241 nChanged 10 SP:Iteration 22Q (1192.407646 sec): 3 clusters Score: Raw -554867.378462 + Penalty 1705.537845 = -553161.840617 nChanged 15 SP:Iteration 23Q (1192.451223 sec): 3 clusters Score: Raw -554873.743890 + Penalty 1705.537845 = -553168.206046 nChanged 11 SP:Iteration 24Q (1192.505603 sec): 3 clusters Score: Raw -554877.362542 + Penalty 1705.537845 = -553171.824697 nChanged 9 SP:Iteration 25Q (1192.557699 sec): 3 clusters Score: Raw -554881.402223 + Penalty 1705.537845 = -553175.864379 nChanged 11 SP:Iteration 26Q (1192.618937 sec): 3 clusters Score: Raw -554887.114646 + Penalty 1705.537845 = -553181.576802 nChanged 7 SP:Iteration 27Q (1192.659721 sec): 3 clusters Score: Raw -554892.456514 + Penalty 1705.537845 = -553186.918669 nChanged 6 SP:Iteration 28Q (1192.716758 sec): 3 clusters Score: Raw -554896.627704 + Penalty 1705.537845 = -553191.089860 nChanged 5 SP:Iteration 29Q (1192.767187 sec): 3 clusters Score: Raw -554898.241349 + Penalty 1705.537845 = -553192.703505 nChanged 7 SP:Iteration 30Q (1192.815932 sec): 3 clusters Score: Raw -554901.035876 + Penalty 1705.537845 = -553195.498031 nChanged 8 SP:Iteration 31Q (1192.877359 sec): 3 clusters Score: Raw -554905.701055 + Penalty 1705.537845 = -553200.163210 nChanged 7 SP:Iteration 32Q (1192.923497 sec): 3 clusters Score: Raw -554909.429976 + Penalty 1705.537845 = -553203.892131 nChanged 7 SP:Iteration 33Q (1192.989610 sec): 3 clusters Score: Raw -554913.262782 + Penalty 1705.537845 = -553207.724937 nChanged 4 SP:Iteration 34Q (1193.029822 sec): 3 clusters Score: Raw -554914.852376 + Penalty 1705.537845 = -553209.314531 nChanged 1 SP:Iteration 35Q (1193.075978 sec): 3 clusters Score: Raw -554915.450309 + Penalty 1705.537845 = -553209.912464 nChanged 0 SP:Iteration 36F (1193.130245 sec): 3 clusters Score: Raw -554915.450309 + Penalty 1705.537845 = -553209.912464 nChanged 0 Trying to split cluster 39 (1868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1193.152404 sec): 2 clusters Score: Raw -146909.235374 + Penalty 715.599244 = -146193.636131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1193.188690 sec): 3 clusters Score: Raw -146004.468763 + Penalty 1431.198488 = -144573.270276 nChanged 734 SP:Iteration 1F (1193.231044 sec): 3 clusters Score: Raw -146467.242522 + Penalty 1431.198488 = -145036.044035 nChanged 175 SP:Iteration 2F (1193.284898 sec): 3 clusters Score: Raw -146603.496757 + Penalty 1431.198488 = -145172.298269 nChanged 122 SP:Iteration 3F (1193.326815 sec): 3 clusters Score: Raw -146705.472210 + Penalty 1431.198488 = -145274.273723 nChanged 108 SP:Iteration 4F (1193.381249 sec): 3 clusters Score: Raw -146794.291171 + Penalty 1431.198488 = -145363.092684 nChanged 101 SP:Iteration 5F (1193.416184 sec): 3 clusters Score: Raw -146900.384428 + Penalty 1431.198488 = -145469.185941 nChanged 106 SP:Iteration 6F (1193.459316 sec): 3 clusters Score: Raw -147005.001649 + Penalty 1431.198488 = -145573.803161 nChanged 86 SP:Iteration 7Q (1193.500808 sec): 3 clusters Score: Raw -147081.693832 + Penalty 1431.198488 = -145650.495344 nChanged 56 SP:Iteration 8Q (1193.545290 sec): 3 clusters Score: Raw -147116.033935 + Penalty 1431.198488 = -145684.835448 nChanged 31 SP:Iteration 9Q (1193.588327 sec): 3 clusters Score: Raw -147134.264405 + Penalty 1431.198488 = -145703.065917 nChanged 28 SP:Iteration 10Q (1193.634498 sec): 3 clusters Score: Raw -147150.705412 + Penalty 1431.198488 = -145719.506925 nChanged 14 SP:Iteration 11Q (1193.677904 sec): 3 clusters Score: Raw -147156.786515 + Penalty 1431.198488 = -145725.588028 nChanged 3 SP:Iteration 12Q (1193.720469 sec): 3 clusters Score: Raw -147158.351923 + Penalty 1431.198488 = -145727.153435 nChanged 9 SP:Iteration 13Q (1193.764694 sec): 3 clusters Score: Raw -147163.413318 + Penalty 1431.198488 = -145732.214830 nChanged 9 SP:Iteration 14Q (1193.810538 sec): 3 clusters Score: Raw -147167.260591 + Penalty 1431.198488 = -145736.062103 nChanged 6 SP:Iteration 15Q (1193.856033 sec): 3 clusters Score: Raw -147170.872880 + Penalty 1431.198488 = -145739.674392 nChanged 5 SP:Iteration 16Q (1193.905148 sec): 3 clusters Score: Raw -147172.963457 + Penalty 1431.198488 = -145741.764970 nChanged 2 SP:Iteration 17Q (1193.951300 sec): 3 clusters Score: Raw -147174.467654 + Penalty 1431.198488 = -145743.269166 nChanged 5 SP:Iteration 18Q (1193.993302 sec): 3 clusters Score: Raw -147176.790730 + Penalty 1431.198488 = -145745.592242 nChanged 5 SP:Iteration 19Q (1194.039445 sec): 3 clusters Score: Raw -147179.794551 + Penalty 1431.198488 = -145748.596064 nChanged 5 SP:Iteration 20F (1194.087143 sec): 3 clusters Score: Raw -147182.292487 + Penalty 1431.198488 = -145751.094000 nChanged 2 SP:Iteration 21Q (1194.137479 sec): 3 clusters Score: Raw -147183.307588 + Penalty 1431.198488 = -145752.109100 nChanged 1 SP:Iteration 22Q (1194.178099 sec): 3 clusters Score: Raw -147183.474417 + Penalty 1431.198488 = -145752.275929 nChanged 0 SP:Iteration 23F (1194.223115 sec): 3 clusters Score: Raw -147183.474417 + Penalty 1431.198488 = -145752.275929 nChanged 0 Trying to split cluster 40 (870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1194.244403 sec): 2 clusters Score: Raw -41815.223699 + Penalty 643.006855 = -41172.216844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1194.280893 sec): 3 clusters Score: Raw -41539.215896 + Penalty 1286.013710 = -40253.202185 nChanged 320 SP:Iteration 1F (1194.331679 sec): 3 clusters Score: Raw -41842.205985 + Penalty 1286.013710 = -40556.192274 nChanged 105 SP:Iteration 2F (1194.371997 sec): 3 clusters Score: Raw -41987.972960 + Penalty 1286.013710 = -40701.959249 nChanged 62 SP:Iteration 3F (1194.417946 sec): 3 clusters Score: Raw -42092.218108 + Penalty 1286.013710 = -40806.204398 nChanged 55 SP:Iteration 4F (1194.457039 sec): 3 clusters Score: Raw -42192.421709 + Penalty 1286.013710 = -40906.407998 nChanged 47 SP:Iteration 5F (1194.499601 sec): 3 clusters Score: Raw -42295.798990 + Penalty 1286.013710 = -41009.785280 nChanged 38 SP:Iteration 6Q (1194.551916 sec): 3 clusters Score: Raw -42362.173098 + Penalty 1286.013710 = -41076.159388 nChanged 24 SP:Iteration 7Q (1194.597592 sec): 3 clusters Score: Raw -42392.293657 + Penalty 1286.013710 = -41106.279947 nChanged 12 SP:Iteration 8Q (1194.637903 sec): 3 clusters Score: Raw -42401.685770 + Penalty 1286.013710 = -41115.672060 nChanged 10 SP:Iteration 9Q (1194.675234 sec): 3 clusters Score: Raw -42411.193017 + Penalty 1286.013710 = -41125.179307 nChanged 9 SP:Iteration 10Q (1194.715729 sec): 3 clusters Score: Raw -42420.411344 + Penalty 1286.013710 = -41134.397634 nChanged 7 SP:Iteration 11Q (1194.768555 sec): 3 clusters Score: Raw -42429.809901 + Penalty 1286.013710 = -41143.796191 nChanged 6 SP:Iteration 12Q (1194.817252 sec): 3 clusters Score: Raw -42435.870549 + Penalty 1286.013710 = -41149.856839 nChanged 4 SP:Iteration 13Q (1194.860298 sec): 3 clusters Score: Raw -42438.589455 + Penalty 1286.013710 = -41152.575744 nChanged 1 SP:Iteration 14Q (1194.901523 sec): 3 clusters Score: Raw -42439.818296 + Penalty 1286.013710 = -41153.804585 nChanged 0 SP:Iteration 15F (1194.944750 sec): 3 clusters Score: Raw -42439.818296 + Penalty 1286.013710 = -41153.804585 nChanged 0 Iteration 99Q (1202.884192 sec): 43 clusters Score: Raw -45950443.239628 + Penalty 53353.189014 = -45897090.050614 nChanged 3056 Iteration 100F (1216.018727 sec): 43 clusters Score: Raw -45951127.613889 + Penalty 53353.189014 = -45897774.424875 nChanged 2917 Iteration 101Q (1222.338866 sec): 43 clusters Score: Raw -45951566.355245 + Penalty 53353.189014 = -45898213.166231 nChanged 2278 Iteration 102Q (1228.743411 sec): 43 clusters Score: Raw -45951890.750943 + Penalty 53353.189014 = -45898537.561929 nChanged 2051 Iteration 103Q (1235.251872 sec): 43 clusters Score: Raw -45952159.618611 + Penalty 53353.189014 = -45898806.429597 nChanged 1898 Iteration 104Q (1241.701367 sec): 43 clusters Score: Raw -45952388.428736 + Penalty 53353.189014 = -45899035.239722 nChanged 1802 Iteration 105Q (1247.697938 sec): 43 clusters Score: Raw -45952587.022048 + Penalty 53353.189014 = -45899233.833034 nChanged 1700 Iteration 106Q (1253.621500 sec): 43 clusters Score: Raw -45952782.560440 + Penalty 53353.189014 = -45899429.371426 nChanged 1677 Iteration 107Q (1259.800697 sec): 43 clusters Score: Raw -45952983.709184 + Penalty 53353.189014 = -45899630.520170 nChanged 1635 Iteration 108Q (1265.906779 sec): 43 clusters Score: Raw -45953171.526115 + Penalty 53353.189014 = -45899818.337101 nChanged 1560 Iteration 109Q (1271.891284 sec): 43 clusters Score: Raw -45953333.695581 + Penalty 53353.189014 = -45899980.506567 nChanged 1554 Iteration 110Q (1277.603229 sec): 43 clusters Score: Raw -45953486.792218 + Penalty 53353.189014 = -45900133.603204 nChanged 1476 Iteration 111Q (1283.527498 sec): 43 clusters Score: Raw -45953653.016739 + Penalty 53353.189014 = -45900299.827725 nChanged 1400 Iteration 112Q (1289.570349 sec): 43 clusters Score: Raw -45953807.102869 + Penalty 53353.189014 = -45900453.913855 nChanged 1338 Iteration 113Q (1295.591762 sec): 43 clusters Score: Raw -45953971.785126 + Penalty 53353.189014 = -45900618.596112 nChanged 1282 Iteration 114Q (1301.517103 sec): 43 clusters Score: Raw -45954131.278317 + Penalty 53353.189014 = -45900778.089303 nChanged 1253 Iteration 115Q (1307.508890 sec): 43 clusters Score: Raw -45954281.363911 + Penalty 53353.189014 = -45900928.174897 nChanged 1157 Iteration 116Q (1313.684517 sec): 43 clusters Score: Raw -45954405.509566 + Penalty 53353.189014 = -45901052.320552 nChanged 1089 Iteration 117Q (1319.833212 sec): 43 clusters Score: Raw -45954517.690044 + Penalty 53353.189014 = -45901164.501030 nChanged 1013 Iteration 118Q (1326.004763 sec): 43 clusters Score: Raw -45954626.686689 + Penalty 53353.189014 = -45901273.497675 nChanged 1029 Iteration 119Q (1331.957434 sec): 43 clusters Score: Raw -45954735.757185 + Penalty 53353.189014 = -45901382.568171 nChanged 1005 Iteration 120F (1345.016683 sec): 43 clusters Score: Raw -45954860.969813 + Penalty 53353.189014 = -45901507.780799 nChanged 1006 Iteration 121Q (1351.154064 sec): 43 clusters Score: Raw -45954971.749953 + Penalty 53353.189014 = -45901618.560939 nChanged 985 Iteration 122Q (1357.329561 sec): 43 clusters Score: Raw -45955068.836457 + Penalty 53353.189014 = -45901715.647443 nChanged 982 Iteration 123Q (1363.631827 sec): 43 clusters Score: Raw -45955155.979590 + Penalty 53353.189014 = -45901802.790576 nChanged 976 Iteration 124Q (1370.096050 sec): 43 clusters Score: Raw -45955239.985909 + Penalty 53353.189014 = -45901886.796895 nChanged 876 Iteration 125Q (1376.359531 sec): 43 clusters Score: Raw -45955314.100613 + Penalty 53353.189014 = -45901960.911599 nChanged 818 Iteration 126Q (1382.676687 sec): 43 clusters Score: Raw -45955377.984291 + Penalty 53353.189014 = -45902024.795277 nChanged 774 Iteration 127Q (1388.971277 sec): 43 clusters Score: Raw -45955438.794235 + Penalty 53353.189014 = -45902085.605221 nChanged 721 Iteration 128Q (1395.388778 sec): 43 clusters Score: Raw -45955492.551626 + Penalty 53353.189014 = -45902139.362612 nChanged 631 Iteration 129Q (1402.239503 sec): 43 clusters Score: Raw -45955537.064680 + Penalty 53353.189014 = -45902183.875666 nChanged 590 Iteration 130Q (1408.654775 sec): 43 clusters Score: Raw -45955581.587285 + Penalty 53353.189014 = -45902228.398271 nChanged 592 Iteration 131Q (1415.149954 sec): 43 clusters Score: Raw -45955625.233208 + Penalty 53353.189014 = -45902272.044194 nChanged 566 Iteration 132Q (1421.608070 sec): 43 clusters Score: Raw -45955662.112960 + Penalty 53353.189014 = -45902308.923946 nChanged 586 Iteration 133Q (1428.092335 sec): 43 clusters Score: Raw -45955697.317324 + Penalty 53353.189014 = -45902344.128310 nChanged 514 Iteration 134Q (1434.480866 sec): 43 clusters Score: Raw -45955728.068978 + Penalty 53353.189014 = -45902374.879964 nChanged 483 Iteration 135Q (1440.828952 sec): 43 clusters Score: Raw -45955755.222924 + Penalty 53353.189014 = -45902402.033910 nChanged 443 Iteration 136Q (1447.261397 sec): 43 clusters Score: Raw -45955776.370830 + Penalty 53353.189014 = -45902423.181816 nChanged 420 Iteration 137Q (1453.812792 sec): 43 clusters Score: Raw -45955794.912689 + Penalty 53353.189014 = -45902441.723675 nChanged 395 Iteration 138Q (1460.152282 sec): 43 clusters Score: Raw -45955813.225026 + Penalty 53353.189014 = -45902460.036012 nChanged 344 Writing temp clu file Because OldScore, -45902441.723675, is greater than current (better) Score,-45902460.036012 Compute initial score before splitting: Score: Raw -45955813.225026 + Penalty 53353.189014 = -45902460.036012 Trying to split cluster 1 (13910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1460.380140 sec): 2 clusters Score: Raw -1089685.191035 + Penalty 906.334512 = -1088778.856523 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1460.443829 sec): 3 clusters Score: Raw -1081220.008448 + Penalty 1812.669024 = -1079407.339423 nChanged 6351 SP:Iteration 1F (1460.497333 sec): 3 clusters Score: Raw -1085166.181588 + Penalty 1812.669024 = -1083353.512564 nChanged 851 SP:Iteration 2F (1460.561139 sec): 3 clusters Score: Raw -1085641.301722 + Penalty 1812.669024 = -1083828.632698 nChanged 910 SP:Iteration 3F (1460.612997 sec): 3 clusters Score: Raw -1086239.287870 + Penalty 1812.669024 = -1084426.618846 nChanged 916 SP:Iteration 4F (1460.679263 sec): 3 clusters Score: Raw -1086927.000830 + Penalty 1812.669024 = -1085114.331806 nChanged 888 SP:Iteration 5F (1460.744649 sec): 3 clusters Score: Raw -1087586.821992 + Penalty 1812.669024 = -1085774.152968 nChanged 789 SP:Iteration 6F (1460.807647 sec): 3 clusters Score: Raw -1088112.776658 + Penalty 1812.669024 = -1086300.107633 nChanged 596 SP:Iteration 7Q (1460.861135 sec): 3 clusters Score: Raw -1088464.646185 + Penalty 1812.669024 = -1086651.977160 nChanged 450 SP:Iteration 8Q (1460.926273 sec): 3 clusters Score: Raw -1088699.093283 + Penalty 1812.669024 = -1086886.424258 nChanged 373 SP:Iteration 9Q (1460.989442 sec): 3 clusters Score: Raw -1088868.184477 + Penalty 1812.669024 = -1087055.515453 nChanged 263 SP:Iteration 10Q (1461.052284 sec): 3 clusters Score: Raw -1088972.489431 + Penalty 1812.669024 = -1087159.820407 nChanged 229 SP:Iteration 11Q (1461.118440 sec): 3 clusters Score: Raw -1089049.041687 + Penalty 1812.669024 = -1087236.372663 nChanged 209 SP:Iteration 12Q (1461.178392 sec): 3 clusters Score: Raw -1089118.331568 + Penalty 1812.669024 = -1087305.662544 nChanged 179 SP:Iteration 13Q (1461.235789 sec): 3 clusters Score: Raw -1089182.176066 + Penalty 1812.669024 = -1087369.507042 nChanged 172 SP:Iteration 14Q (1461.291357 sec): 3 clusters Score: Raw -1089241.550369 + Penalty 1812.669024 = -1087428.881345 nChanged 195 SP:Iteration 15Q (1461.357433 sec): 3 clusters Score: Raw -1089307.050298 + Penalty 1812.669024 = -1087494.381274 nChanged 174 SP:Iteration 16Q (1461.422124 sec): 3 clusters Score: Raw -1089368.126807 + Penalty 1812.669024 = -1087555.457783 nChanged 169 SP:Iteration 17Q (1461.490386 sec): 3 clusters Score: Raw -1089427.249310 + Penalty 1812.669024 = -1087614.580286 nChanged 163 SP:Iteration 18Q (1461.544912 sec): 3 clusters Score: Raw -1089476.182636 + Penalty 1812.669024 = -1087663.513612 nChanged 136 SP:Iteration 19Q (1461.611951 sec): 3 clusters Score: Raw -1089513.302474 + Penalty 1812.669024 = -1087700.633450 nChanged 122 SP:Iteration 20F (1461.677916 sec): 3 clusters Score: Raw -1089544.577522 + Penalty 1812.669024 = -1087731.908498 nChanged 120 SP:Iteration 21Q (1461.740515 sec): 3 clusters Score: Raw -1089573.603003 + Penalty 1812.669024 = -1087760.933979 nChanged 113 SP:Iteration 22Q (1461.803373 sec): 3 clusters Score: Raw -1089604.970563 + Penalty 1812.669024 = -1087792.301539 nChanged 112 SP:Iteration 23Q (1461.866789 sec): 3 clusters Score: Raw -1089633.567222 + Penalty 1812.669024 = -1087820.898198 nChanged 103 SP:Iteration 24Q (1461.915936 sec): 3 clusters Score: Raw -1089659.245863 + Penalty 1812.669024 = -1087846.576839 nChanged 99 SP:Iteration 25Q (1461.982207 sec): 3 clusters Score: Raw -1089682.394620 + Penalty 1812.669024 = -1087869.725596 nChanged 95 SP:Iteration 26Q (1462.045029 sec): 3 clusters Score: Raw -1089705.049536 + Penalty 1812.669024 = -1087892.380512 nChanged 95 SP:Iteration 27Q (1462.103572 sec): 3 clusters Score: Raw -1089729.211729 + Penalty 1812.669024 = -1087916.542705 nChanged 92 SP:Iteration 28Q (1462.171239 sec): 3 clusters Score: Raw -1089749.985349 + Penalty 1812.669024 = -1087937.316325 nChanged 81 SP:Iteration 29Q (1462.236077 sec): 3 clusters Score: Raw -1089767.741261 + Penalty 1812.669024 = -1087955.072237 nChanged 80 SP:Iteration 30Q (1462.299667 sec): 3 clusters Score: Raw -1089783.183825 + Penalty 1812.669024 = -1087970.514800 nChanged 70 SP:Iteration 31Q (1462.362599 sec): 3 clusters Score: Raw -1089796.210202 + Penalty 1812.669024 = -1087983.541178 nChanged 67 SP:Iteration 32Q (1462.425975 sec): 3 clusters Score: Raw -1089810.961059 + Penalty 1812.669024 = -1087998.292035 nChanged 70 SP:Iteration 33Q (1462.488048 sec): 3 clusters Score: Raw -1089830.021548 + Penalty 1812.669024 = -1088017.352524 nChanged 71 SP:Iteration 34Q (1462.547685 sec): 3 clusters Score: Raw -1089849.573812 + Penalty 1812.669024 = -1088036.904788 nChanged 59 SP:Iteration 35Q (1462.614480 sec): 3 clusters Score: Raw -1089864.969551 + Penalty 1812.669024 = -1088052.300527 nChanged 62 SP:Iteration 36Q (1462.680015 sec): 3 clusters Score: Raw -1089880.368738 + Penalty 1812.669024 = -1088067.699713 nChanged 70 SP:Iteration 37Q (1462.743238 sec): 3 clusters Score: Raw -1089900.426120 + Penalty 1812.669024 = -1088087.757096 nChanged 65 SP:Iteration 38Q (1462.797231 sec): 3 clusters Score: Raw -1089918.311793 + Penalty 1812.669024 = -1088105.642769 nChanged 57 SP:Iteration 39Q (1462.864285 sec): 3 clusters Score: Raw -1089931.603485 + Penalty 1812.669024 = -1088118.934461 nChanged 45 SP:Iteration 40F (1462.924355 sec): 3 clusters Score: Raw -1089942.891960 + Penalty 1812.669024 = -1088130.222936 nChanged 47 SP:Iteration 41Q (1462.984511 sec): 3 clusters Score: Raw -1089955.096561 + Penalty 1812.669024 = -1088142.427537 nChanged 43 SP:Iteration 42Q (1463.041805 sec): 3 clusters Score: Raw -1089964.816183 + Penalty 1812.669024 = -1088152.147159 nChanged 49 SP:Iteration 43Q (1463.104143 sec): 3 clusters Score: Raw -1089974.902049 + Penalty 1812.669024 = -1088162.233025 nChanged 51 SP:Iteration 44Q (1463.161590 sec): 3 clusters Score: Raw -1089988.046151 + Penalty 1812.669024 = -1088175.377127 nChanged 50 SP:Iteration 45Q (1463.218475 sec): 3 clusters Score: Raw -1089998.692634 + Penalty 1812.669024 = -1088186.023610 nChanged 46 SP:Iteration 46Q (1463.278208 sec): 3 clusters Score: Raw -1090008.794969 + Penalty 1812.669024 = -1088196.125945 nChanged 39 SP:Iteration 47Q (1463.350726 sec): 3 clusters Score: Raw -1090018.538503 + Penalty 1812.669024 = -1088205.869479 nChanged 36 SP:Iteration 48Q (1463.415877 sec): 3 clusters Score: Raw -1090026.080837 + Penalty 1812.669024 = -1088213.411813 nChanged 31 SP:Iteration 49Q (1463.474723 sec): 3 clusters Score: Raw -1090033.456474 + Penalty 1812.669024 = -1088220.787449 nChanged 37 SP:Iteration 50Q (1463.526342 sec): 3 clusters Score: Raw -1090043.446598 + Penalty 1812.669024 = -1088230.777574 nChanged 34 SP:Iteration 51Q (1463.592453 sec): 3 clusters Score: Raw -1090053.239591 + Penalty 1812.669024 = -1088240.570567 nChanged 34 SP:Iteration 52Q (1463.642662 sec): 3 clusters Score: Raw -1090061.590072 + Penalty 1812.669024 = -1088248.921048 nChanged 26 SP:Iteration 53Q (1463.699237 sec): 3 clusters Score: Raw -1090068.618794 + Penalty 1812.669024 = -1088255.949770 nChanged 33 SP:Iteration 54Q (1463.758189 sec): 3 clusters Score: Raw -1090076.514037 + Penalty 1812.669024 = -1088263.845013 nChanged 31 SP:Iteration 55Q (1463.815403 sec): 3 clusters Score: Raw -1090085.857420 + Penalty 1812.669024 = -1088273.188396 nChanged 32 SP:Iteration 56Q (1463.880887 sec): 3 clusters Score: Raw -1090097.141828 + Penalty 1812.669024 = -1088284.472804 nChanged 44 SP:Iteration 57Q (1463.920529 sec): 3 clusters Score: Raw -1090110.293287 + Penalty 1812.669024 = -1088297.624263 nChanged 33 SP:Iteration 58Q (1463.981568 sec): 3 clusters Score: Raw -1090119.590522 + Penalty 1812.669024 = -1088306.921498 nChanged 30 SP:Iteration 59Q (1464.037273 sec): 3 clusters Score: Raw -1090129.327473 + Penalty 1812.669024 = -1088316.658448 nChanged 22 SP:Iteration 60F (1464.109150 sec): 3 clusters Score: Raw -1090135.227932 + Penalty 1812.669024 = -1088322.558908 nChanged 23 SP:Iteration 61Q (1464.170900 sec): 3 clusters Score: Raw -1090141.978223 + Penalty 1812.669024 = -1088329.309199 nChanged 29 SP:Iteration 62Q (1464.231218 sec): 3 clusters Score: Raw -1090152.131444 + Penalty 1812.669024 = -1088339.462420 nChanged 30 SP:Iteration 63Q (1464.293326 sec): 3 clusters Score: Raw -1090162.374062 + Penalty 1812.669024 = -1088349.705037 nChanged 22 SP:Iteration 64Q (1464.344578 sec): 3 clusters Score: Raw -1090167.982188 + Penalty 1812.669024 = -1088355.313164 nChanged 13 SP:Iteration 65Q (1464.407616 sec): 3 clusters Score: Raw -1090172.542807 + Penalty 1812.669024 = -1088359.873782 nChanged 16 SP:Iteration 66Q (1464.473417 sec): 3 clusters Score: Raw -1090176.426705 + Penalty 1812.669024 = -1088363.757680 nChanged 14 SP:Iteration 67Q (1464.537308 sec): 3 clusters Score: Raw -1090179.318631 + Penalty 1812.669024 = -1088366.649607 nChanged 8 SP:Iteration 68Q (1464.602309 sec): 3 clusters Score: Raw -1090181.464298 + Penalty 1812.669024 = -1088368.795274 nChanged 4 SP:Iteration 69Q (1464.661837 sec): 3 clusters Score: Raw -1090182.673568 + Penalty 1812.669024 = -1088370.004544 nChanged 3 SP:Iteration 70Q (1464.714323 sec): 3 clusters Score: Raw -1090183.372528 + Penalty 1812.669024 = -1088370.703504 nChanged 1 SP:Iteration 71Q (1464.779009 sec): 3 clusters Score: Raw -1090183.618786 + Penalty 1812.669024 = -1088370.949761 nChanged 1 SP:Iteration 72Q (1464.838088 sec): 3 clusters Score: Raw -1090183.723778 + Penalty 1812.669024 = -1088371.054754 nChanged 1 SP:Iteration 73Q (1464.898651 sec): 3 clusters Score: Raw -1090183.942122 + Penalty 1812.669024 = -1088371.273098 nChanged 0 SP:Iteration 74F (1464.960245 sec): 3 clusters Score: Raw -1090183.942122 + Penalty 1812.669024 = -1088371.273098 nChanged 0 Trying to split cluster 2 (823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1464.986032 sec): 2 clusters Score: Raw -58694.893120 + Penalty 637.730839 = -58057.162281 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.033695 sec): 3 clusters Score: Raw -58393.674947 + Penalty 1275.461678 = -57118.213269 nChanged 254 SP:Iteration 1F (1465.084297 sec): 3 clusters Score: Raw -58574.300388 + Penalty 1275.461678 = -57298.838710 nChanged 61 SP:Iteration 2F (1465.132703 sec): 3 clusters Score: Raw -58624.146221 + Penalty 1275.461678 = -57348.684542 nChanged 32 SP:Iteration 3Q (1465.169324 sec): 3 clusters Score: Raw -58652.309259 + Penalty 1275.461678 = -57376.847581 nChanged 26 SP:Iteration 4Q (1465.218357 sec): 3 clusters Score: Raw -58670.312489 + Penalty 1275.461678 = -57394.850811 nChanged 11 SP:Iteration 5Q (1465.270358 sec): 3 clusters Score: Raw -58677.512333 + Penalty 1275.461678 = -57402.050655 nChanged 11 SP:Iteration 6Q (1465.308632 sec): 3 clusters Score: Raw -58683.728170 + Penalty 1275.461678 = -57408.266492 nChanged 7 SP:Iteration 7Q (1465.353420 sec): 3 clusters Score: Raw -58688.055130 + Penalty 1275.461678 = -57412.593452 nChanged 5 SP:Iteration 8Q (1465.399874 sec): 3 clusters Score: Raw -58692.744155 + Penalty 1275.461678 = -57417.282477 nChanged 6 SP:Iteration 9Q (1465.459941 sec): 3 clusters Score: Raw -58694.596956 + Penalty 1275.461678 = -57419.135278 nChanged 4 SP:Iteration 10Q (1465.501335 sec): 3 clusters Score: Raw -58695.729470 + Penalty 1275.461678 = -57420.267792 nChanged 2 SP:Iteration 11Q (1465.550243 sec): 3 clusters Score: Raw -58696.587478 + Penalty 1275.461678 = -57421.125799 nChanged 4 SP:Iteration 12Q (1465.594150 sec): 3 clusters Score: Raw -58702.887073 + Penalty 1275.461678 = -57427.425395 nChanged 11 SP:Iteration 13Q (1465.642619 sec): 3 clusters Score: Raw -58712.842681 + Penalty 1275.461678 = -57437.381003 nChanged 7 SP:Iteration 14Q (1465.690472 sec): 3 clusters Score: Raw -58717.213373 + Penalty 1275.461678 = -57441.751695 nChanged 12 SP:Iteration 15Q (1465.739239 sec): 3 clusters Score: Raw -58725.622958 + Penalty 1275.461678 = -57450.161280 nChanged 8 SP:Iteration 16Q (1465.783894 sec): 3 clusters Score: Raw -58735.526723 + Penalty 1275.461678 = -57460.065045 nChanged 11 SP:Iteration 17Q (1465.837062 sec): 3 clusters Score: Raw -58740.979065 + Penalty 1275.461678 = -57465.517387 nChanged 8 SP:Iteration 18Q (1465.888503 sec): 3 clusters Score: Raw -58745.698564 + Penalty 1275.461678 = -57470.236886 nChanged 6 SP:Iteration 19Q (1465.927345 sec): 3 clusters Score: Raw -58749.323770 + Penalty 1275.461678 = -57473.862092 nChanged 3 SP:Iteration 20F (1465.989159 sec): 3 clusters Score: Raw -58752.873090 + Penalty 1275.461678 = -57477.411411 nChanged 6 SP:Iteration 21Q (1466.025399 sec): 3 clusters Score: Raw -58761.829228 + Penalty 1275.461678 = -57486.367550 nChanged 13 SP:Iteration 22Q (1466.074438 sec): 3 clusters Score: Raw -58780.056105 + Penalty 1275.461678 = -57504.594427 nChanged 12 SP:Iteration 23Q (1466.122902 sec): 3 clusters Score: Raw -58805.074590 + Penalty 1275.461678 = -57529.612912 nChanged 17 SP:Iteration 24Q (1466.167290 sec): 3 clusters Score: Raw -58838.544983 + Penalty 1275.461678 = -57563.083305 nChanged 27 SP:Iteration 25Q (1466.215500 sec): 3 clusters Score: Raw -58902.966465 + Penalty 1275.461678 = -57627.504787 nChanged 29 SP:Iteration 26Q (1466.263942 sec): 3 clusters Score: Raw -58963.983907 + Penalty 1275.461678 = -57688.522229 nChanged 41 SP:Iteration 27Q (1466.307625 sec): 3 clusters Score: Raw -59013.384945 + Penalty 1275.461678 = -57737.923266 nChanged 42 SP:Iteration 28F (1466.357577 sec): 3 clusters Score: Raw -59068.424565 + Penalty 1275.461678 = -57792.962886 nChanged 38 SP:Iteration 29Q (1466.405111 sec): 3 clusters Score: Raw -59119.590225 + Penalty 1275.461678 = -57844.128547 nChanged 26 SP:Iteration 30Q (1466.456181 sec): 3 clusters Score: Raw -59171.940635 + Penalty 1275.461678 = -57896.478957 nChanged 22 SP:Iteration 31Q (1466.501535 sec): 3 clusters Score: Raw -59196.854202 + Penalty 1275.461678 = -57921.392524 nChanged 9 SP:Iteration 32Q (1466.539536 sec): 3 clusters Score: Raw -59202.867584 + Penalty 1275.461678 = -57927.405906 nChanged 8 SP:Iteration 33Q (1466.597768 sec): 3 clusters Score: Raw -59209.540825 + Penalty 1275.461678 = -57934.079147 nChanged 5 SP:Iteration 34Q (1466.636081 sec): 3 clusters Score: Raw -59213.325386 + Penalty 1275.461678 = -57937.863708 nChanged 1 SP:Iteration 35Q (1466.685727 sec): 3 clusters Score: Raw -59214.216315 + Penalty 1275.461678 = -57938.754637 nChanged 2 SP:Iteration 36Q (1466.743641 sec): 3 clusters Score: Raw -59216.678295 + Penalty 1275.461678 = -57941.216617 nChanged 1 SP:Iteration 37Q (1466.789194 sec): 3 clusters Score: Raw -59217.440741 + Penalty 1275.461678 = -57941.979062 nChanged 3 SP:Iteration 38Q (1466.835432 sec): 3 clusters Score: Raw -59219.195997 + Penalty 1275.461678 = -57943.734319 nChanged 1 SP:Iteration 39Q (1466.884563 sec): 3 clusters Score: Raw -59221.155133 + Penalty 1275.461678 = -57945.693454 nChanged 3 SP:Iteration 40F (1466.926461 sec): 3 clusters Score: Raw -59227.789317 + Penalty 1275.461678 = -57952.327639 nChanged 1 SP:Iteration 41Q (1466.972394 sec): 3 clusters Score: Raw -59230.097768 + Penalty 1275.461678 = -57954.636090 nChanged 0 SP:Iteration 42F (1467.026951 sec): 3 clusters Score: Raw -59230.097768 + Penalty 1275.461678 = -57954.636090 nChanged 0 Trying to split cluster 3 (10052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1467.056998 sec): 2 clusters Score: Raw -645735.445679 + Penalty 875.475055 = -644859.970623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1467.114966 sec): 3 clusters Score: Raw -639714.398835 + Penalty 1750.950111 = -637963.448724 nChanged 4526 SP:Iteration 1F (1467.174345 sec): 3 clusters Score: Raw -642267.110282 + Penalty 1750.950111 = -640516.160172 nChanged 626 SP:Iteration 2F (1467.227467 sec): 3 clusters Score: Raw -642608.084414 + Penalty 1750.950111 = -640857.134304 nChanged 662 SP:Iteration 3F (1467.280414 sec): 3 clusters Score: Raw -643036.614766 + Penalty 1750.950111 = -641285.664655 nChanged 680 SP:Iteration 4F (1467.350030 sec): 3 clusters Score: Raw -643528.966948 + Penalty 1750.950111 = -641778.016837 nChanged 655 SP:Iteration 5F (1467.399610 sec): 3 clusters Score: Raw -644033.645402 + Penalty 1750.950111 = -642282.695291 nChanged 572 SP:Iteration 6F (1467.465118 sec): 3 clusters Score: Raw -644420.851512 + Penalty 1750.950111 = -642669.901401 nChanged 464 SP:Iteration 7Q (1467.522237 sec): 3 clusters Score: Raw -644703.785499 + Penalty 1750.950111 = -642952.835388 nChanged 350 SP:Iteration 8Q (1467.569770 sec): 3 clusters Score: Raw -644889.973513 + Penalty 1750.950111 = -643139.023402 nChanged 288 SP:Iteration 9Q (1467.635925 sec): 3 clusters Score: Raw -645023.363007 + Penalty 1750.950111 = -643272.412896 nChanged 213 SP:Iteration 10Q (1467.693033 sec): 3 clusters Score: Raw -645126.996780 + Penalty 1750.950111 = -643376.046670 nChanged 212 SP:Iteration 11Q (1467.747564 sec): 3 clusters Score: Raw -645217.820095 + Penalty 1750.950111 = -643466.869985 nChanged 160 SP:Iteration 12Q (1467.811175 sec): 3 clusters Score: Raw -645277.160155 + Penalty 1750.950111 = -643526.210044 nChanged 136 SP:Iteration 13Q (1467.860706 sec): 3 clusters Score: Raw -645325.752970 + Penalty 1750.950111 = -643574.802860 nChanged 123 SP:Iteration 14Q (1467.920054 sec): 3 clusters Score: Raw -645361.134163 + Penalty 1750.950111 = -643610.184053 nChanged 101 SP:Iteration 15Q (1467.980640 sec): 3 clusters Score: Raw -645388.621086 + Penalty 1750.950111 = -643637.670976 nChanged 99 SP:Iteration 16Q (1468.053389 sec): 3 clusters Score: Raw -645422.567325 + Penalty 1750.950111 = -643671.617214 nChanged 114 SP:Iteration 17Q (1468.107953 sec): 3 clusters Score: Raw -645463.044406 + Penalty 1750.950111 = -643712.094296 nChanged 112 SP:Iteration 18Q (1468.166307 sec): 3 clusters Score: Raw -645495.166165 + Penalty 1750.950111 = -643744.216054 nChanged 90 SP:Iteration 19Q (1468.219633 sec): 3 clusters Score: Raw -645517.938245 + Penalty 1750.950111 = -643766.988134 nChanged 77 SP:Iteration 20F (1468.276064 sec): 3 clusters Score: Raw -645535.379988 + Penalty 1750.950111 = -643784.429877 nChanged 66 SP:Iteration 21Q (1468.326526 sec): 3 clusters Score: Raw -645551.203546 + Penalty 1750.950111 = -643800.253435 nChanged 64 SP:Iteration 22Q (1468.384433 sec): 3 clusters Score: Raw -645566.207666 + Penalty 1750.950111 = -643815.257555 nChanged 67 SP:Iteration 23Q (1468.448987 sec): 3 clusters Score: Raw -645581.177163 + Penalty 1750.950111 = -643830.227052 nChanged 62 SP:Iteration 24Q (1468.498022 sec): 3 clusters Score: Raw -645596.980312 + Penalty 1750.950111 = -643846.030201 nChanged 73 SP:Iteration 25Q (1468.549442 sec): 3 clusters Score: Raw -645618.600801 + Penalty 1750.950111 = -643867.650690 nChanged 84 SP:Iteration 26Q (1468.608609 sec): 3 clusters Score: Raw -645649.379984 + Penalty 1750.950111 = -643898.429874 nChanged 78 SP:Iteration 27Q (1468.667709 sec): 3 clusters Score: Raw -645675.068001 + Penalty 1750.950111 = -643924.117890 nChanged 87 SP:Iteration 28Q (1468.726036 sec): 3 clusters Score: Raw -645705.113598 + Penalty 1750.950111 = -643954.163487 nChanged 79 SP:Iteration 29Q (1468.794650 sec): 3 clusters Score: Raw -645729.499773 + Penalty 1750.950111 = -643978.549663 nChanged 73 SP:Iteration 30Q (1468.844347 sec): 3 clusters Score: Raw -645753.866020 + Penalty 1750.950111 = -644002.915909 nChanged 78 SP:Iteration 31Q (1468.913301 sec): 3 clusters Score: Raw -645786.707593 + Penalty 1750.950111 = -644035.757482 nChanged 90 SP:Iteration 32Q (1468.968690 sec): 3 clusters Score: Raw -645826.376537 + Penalty 1750.950111 = -644075.426426 nChanged 86 SP:Iteration 33Q (1469.017523 sec): 3 clusters Score: Raw -645864.191241 + Penalty 1750.950111 = -644113.241130 nChanged 75 SP:Iteration 34Q (1469.081915 sec): 3 clusters Score: Raw -645888.122982 + Penalty 1750.950111 = -644137.172872 nChanged 48 SP:Iteration 35Q (1469.126803 sec): 3 clusters Score: Raw -645897.792085 + Penalty 1750.950111 = -644146.841974 nChanged 42 SP:Iteration 36Q (1469.186869 sec): 3 clusters Score: Raw -645910.405178 + Penalty 1750.950111 = -644159.455067 nChanged 50 SP:Iteration 37Q (1469.248042 sec): 3 clusters Score: Raw -645928.145255 + Penalty 1750.950111 = -644177.195144 nChanged 48 SP:Iteration 38Q (1469.307078 sec): 3 clusters Score: Raw -645943.384643 + Penalty 1750.950111 = -644192.434532 nChanged 43 SP:Iteration 39Q (1469.369451 sec): 3 clusters Score: Raw -645960.266116 + Penalty 1750.950111 = -644209.316005 nChanged 41 SP:Iteration 40F (1469.426325 sec): 3 clusters Score: Raw -645979.415226 + Penalty 1750.950111 = -644228.465116 nChanged 50 SP:Iteration 41Q (1469.484419 sec): 3 clusters Score: Raw -646007.540036 + Penalty 1750.950111 = -644256.589926 nChanged 62 SP:Iteration 42Q (1469.535860 sec): 3 clusters Score: Raw -646037.095146 + Penalty 1750.950111 = -644286.145036 nChanged 59 SP:Iteration 43Q (1469.586430 sec): 3 clusters Score: Raw -646071.398824 + Penalty 1750.950111 = -644320.448713 nChanged 48 SP:Iteration 44Q (1469.649435 sec): 3 clusters Score: Raw -646100.889101 + Penalty 1750.950111 = -644349.938990 nChanged 54 SP:Iteration 45Q (1469.707877 sec): 3 clusters Score: Raw -646135.419542 + Penalty 1750.950111 = -644384.469431 nChanged 56 SP:Iteration 46Q (1469.760765 sec): 3 clusters Score: Raw -646178.127402 + Penalty 1750.950111 = -644427.177291 nChanged 59 SP:Iteration 47Q (1469.823493 sec): 3 clusters Score: Raw -646213.031045 + Penalty 1750.950111 = -644462.080934 nChanged 64 SP:Iteration 48Q (1469.873896 sec): 3 clusters Score: Raw -646255.978909 + Penalty 1750.950111 = -644505.028798 nChanged 50 SP:Iteration 49Q (1469.941573 sec): 3 clusters Score: Raw -646287.499582 + Penalty 1750.950111 = -644536.549471 nChanged 42 SP:Iteration 50Q (1469.983951 sec): 3 clusters Score: Raw -646304.984838 + Penalty 1750.950111 = -644554.034728 nChanged 27 SP:Iteration 51Q (1470.046652 sec): 3 clusters Score: Raw -646322.399252 + Penalty 1750.950111 = -644571.449141 nChanged 30 SP:Iteration 52Q (1470.100105 sec): 3 clusters Score: Raw -646339.096564 + Penalty 1750.950111 = -644588.146454 nChanged 27 SP:Iteration 53Q (1470.159624 sec): 3 clusters Score: Raw -646352.287313 + Penalty 1750.950111 = -644601.337202 nChanged 27 SP:Iteration 54Q (1470.221237 sec): 3 clusters Score: Raw -646366.920983 + Penalty 1750.950111 = -644615.970872 nChanged 17 SP:Iteration 55Q (1470.269298 sec): 3 clusters Score: Raw -646374.441237 + Penalty 1750.950111 = -644623.491126 nChanged 15 SP:Iteration 56Q (1470.330991 sec): 3 clusters Score: Raw -646379.833392 + Penalty 1750.950111 = -644628.883281 nChanged 9 SP:Iteration 57Q (1470.388030 sec): 3 clusters Score: Raw -646384.115114 + Penalty 1750.950111 = -644633.165003 nChanged 7 SP:Iteration 58Q (1470.435916 sec): 3 clusters Score: Raw -646386.358144 + Penalty 1750.950111 = -644635.408034 nChanged 3 SP:Iteration 59Q (1470.504645 sec): 3 clusters Score: Raw -646387.328228 + Penalty 1750.950111 = -644636.378118 nChanged 2 SP:Iteration 60F (1470.553671 sec): 3 clusters Score: Raw -646387.686633 + Penalty 1750.950111 = -644636.736522 nChanged 0 Trying to split cluster 4 (16337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1470.607712 sec): 2 clusters Score: Raw -1210918.969953 + Penalty 921.612837 = -1209997.357116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1470.676049 sec): 3 clusters Score: Raw -1200908.370772 + Penalty 1843.225673 = -1199065.145099 nChanged 7529 SP:Iteration 1F (1470.736228 sec): 3 clusters Score: Raw -1205303.891331 + Penalty 1843.225673 = -1203460.665658 nChanged 959 SP:Iteration 2F (1470.795722 sec): 3 clusters Score: Raw -1205739.882789 + Penalty 1843.225673 = -1203896.657116 nChanged 903 SP:Iteration 3F (1470.873800 sec): 3 clusters Score: Raw -1206195.226537 + Penalty 1843.225673 = -1204352.000864 nChanged 881 SP:Iteration 4F (1470.941121 sec): 3 clusters Score: Raw -1206715.119255 + Penalty 1843.225673 = -1204871.893582 nChanged 893 SP:Iteration 5F (1470.998073 sec): 3 clusters Score: Raw -1207277.038278 + Penalty 1843.225673 = -1205433.812605 nChanged 852 SP:Iteration 6F (1471.074163 sec): 3 clusters Score: Raw -1207833.053912 + Penalty 1843.225673 = -1205989.828239 nChanged 766 SP:Iteration 7Q (1471.133309 sec): 3 clusters Score: Raw -1208319.445649 + Penalty 1843.225673 = -1206476.219976 nChanged 675 SP:Iteration 8Q (1471.207067 sec): 3 clusters Score: Raw -1208687.460650 + Penalty 1843.225673 = -1206844.234977 nChanged 526 SP:Iteration 9Q (1471.263395 sec): 3 clusters Score: Raw -1208904.166768 + Penalty 1843.225673 = -1207060.941095 nChanged 355 SP:Iteration 10Q (1471.327831 sec): 3 clusters Score: Raw -1209009.140231 + Penalty 1843.225673 = -1207165.914558 nChanged 221 SP:Iteration 11Q (1471.377508 sec): 3 clusters Score: Raw -1209063.970948 + Penalty 1843.225673 = -1207220.745275 nChanged 173 SP:Iteration 12Q (1471.445523 sec): 3 clusters Score: Raw -1209102.220963 + Penalty 1843.225673 = -1207258.995290 nChanged 141 SP:Iteration 13Q (1471.514600 sec): 3 clusters Score: Raw -1209131.203398 + Penalty 1843.225673 = -1207287.977725 nChanged 132 SP:Iteration 14Q (1471.582027 sec): 3 clusters Score: Raw -1209158.467887 + Penalty 1843.225673 = -1207315.242214 nChanged 108 SP:Iteration 15Q (1471.653685 sec): 3 clusters Score: Raw -1209178.660000 + Penalty 1843.225673 = -1207335.434327 nChanged 105 SP:Iteration 16Q (1471.716856 sec): 3 clusters Score: Raw -1209199.426478 + Penalty 1843.225673 = -1207356.200805 nChanged 109 SP:Iteration 17Q (1471.790768 sec): 3 clusters Score: Raw -1209219.690653 + Penalty 1843.225673 = -1207376.464980 nChanged 116 SP:Iteration 18Q (1471.852693 sec): 3 clusters Score: Raw -1209244.353538 + Penalty 1843.225673 = -1207401.127865 nChanged 119 SP:Iteration 19Q (1471.931445 sec): 3 clusters Score: Raw -1209270.864516 + Penalty 1843.225673 = -1207427.638843 nChanged 121 SP:Iteration 20F (1471.987913 sec): 3 clusters Score: Raw -1209302.521755 + Penalty 1843.225673 = -1207459.296081 nChanged 139 SP:Iteration 21Q (1472.056200 sec): 3 clusters Score: Raw -1209336.596948 + Penalty 1843.225673 = -1207493.371275 nChanged 140 SP:Iteration 22Q (1472.126578 sec): 3 clusters Score: Raw -1209372.700730 + Penalty 1843.225673 = -1207529.475057 nChanged 133 SP:Iteration 23Q (1472.182271 sec): 3 clusters Score: Raw -1209407.556259 + Penalty 1843.225673 = -1207564.330586 nChanged 136 SP:Iteration 24Q (1472.243395 sec): 3 clusters Score: Raw -1209440.513851 + Penalty 1843.225673 = -1207597.288178 nChanged 137 SP:Iteration 25Q (1472.306989 sec): 3 clusters Score: Raw -1209473.499213 + Penalty 1843.225673 = -1207630.273540 nChanged 133 SP:Iteration 26Q (1472.363630 sec): 3 clusters Score: Raw -1209504.885987 + Penalty 1843.225673 = -1207661.660314 nChanged 130 SP:Iteration 27Q (1472.426348 sec): 3 clusters Score: Raw -1209538.589285 + Penalty 1843.225673 = -1207695.363612 nChanged 129 SP:Iteration 28Q (1472.483022 sec): 3 clusters Score: Raw -1209569.281319 + Penalty 1843.225673 = -1207726.055646 nChanged 121 SP:Iteration 29Q (1472.545322 sec): 3 clusters Score: Raw -1209598.081307 + Penalty 1843.225673 = -1207754.855634 nChanged 109 SP:Iteration 30Q (1472.604414 sec): 3 clusters Score: Raw -1209620.611356 + Penalty 1843.225673 = -1207777.385683 nChanged 109 SP:Iteration 31Q (1472.662422 sec): 3 clusters Score: Raw -1209640.616559 + Penalty 1843.225673 = -1207797.390886 nChanged 99 SP:Iteration 32Q (1472.727602 sec): 3 clusters Score: Raw -1209657.469943 + Penalty 1843.225673 = -1207814.244270 nChanged 91 SP:Iteration 33Q (1472.800190 sec): 3 clusters Score: Raw -1209671.466375 + Penalty 1843.225673 = -1207828.240702 nChanged 81 SP:Iteration 34Q (1472.862039 sec): 3 clusters Score: Raw -1209686.737079 + Penalty 1843.225673 = -1207843.511406 nChanged 93 SP:Iteration 35Q (1472.914837 sec): 3 clusters Score: Raw -1209709.232679 + Penalty 1843.225673 = -1207866.007006 nChanged 111 SP:Iteration 36Q (1472.980468 sec): 3 clusters Score: Raw -1209734.890779 + Penalty 1843.225673 = -1207891.665106 nChanged 98 SP:Iteration 37Q (1473.041464 sec): 3 clusters Score: Raw -1209759.706147 + Penalty 1843.225673 = -1207916.480474 nChanged 123 SP:Iteration 38Q (1473.106115 sec): 3 clusters Score: Raw -1209791.525952 + Penalty 1843.225673 = -1207948.300279 nChanged 130 SP:Iteration 39Q (1473.169291 sec): 3 clusters Score: Raw -1209831.181068 + Penalty 1843.225673 = -1207987.955395 nChanged 135 SP:Iteration 40F (1473.238350 sec): 3 clusters Score: Raw -1209868.520839 + Penalty 1843.225673 = -1208025.295166 nChanged 141 SP:Iteration 41Q (1473.306108 sec): 3 clusters Score: Raw -1209909.182488 + Penalty 1843.225673 = -1208065.956815 nChanged 161 SP:Iteration 42Q (1473.371599 sec): 3 clusters Score: Raw -1209962.647626 + Penalty 1843.225673 = -1208119.421953 nChanged 165 SP:Iteration 43Q (1473.429125 sec): 3 clusters Score: Raw -1210022.164852 + Penalty 1843.225673 = -1208178.939179 nChanged 159 SP:Iteration 44Q (1473.500190 sec): 3 clusters Score: Raw -1210078.160699 + Penalty 1843.225673 = -1208234.935026 nChanged 166 SP:Iteration 45Q (1473.561715 sec): 3 clusters Score: Raw -1210138.480809 + Penalty 1843.225673 = -1208295.255136 nChanged 165 SP:Iteration 46Q (1473.628214 sec): 3 clusters Score: Raw -1210201.304133 + Penalty 1843.225673 = -1208358.078460 nChanged 166 SP:Iteration 47Q (1473.684056 sec): 3 clusters Score: Raw -1210266.089816 + Penalty 1843.225673 = -1208422.864143 nChanged 139 SP:Iteration 48Q (1473.758206 sec): 3 clusters Score: Raw -1210317.019808 + Penalty 1843.225673 = -1208473.794134 nChanged 133 SP:Iteration 49Q (1473.821686 sec): 3 clusters Score: Raw -1210366.151343 + Penalty 1843.225673 = -1208522.925670 nChanged 124 SP:Iteration 50Q (1473.880962 sec): 3 clusters Score: Raw -1210411.593909 + Penalty 1843.225673 = -1208568.368236 nChanged 109 SP:Iteration 51Q (1473.935168 sec): 3 clusters Score: Raw -1210451.902657 + Penalty 1843.225673 = -1208608.676984 nChanged 109 SP:Iteration 52Q (1474.001354 sec): 3 clusters Score: Raw -1210493.266858 + Penalty 1843.225673 = -1208650.041185 nChanged 109 SP:Iteration 53Q (1474.070504 sec): 3 clusters Score: Raw -1210536.874401 + Penalty 1843.225673 = -1208693.648728 nChanged 102 SP:Iteration 54Q (1474.136499 sec): 3 clusters Score: Raw -1210577.737943 + Penalty 1843.225673 = -1208734.512270 nChanged 99 SP:Iteration 55Q (1474.190066 sec): 3 clusters Score: Raw -1210612.289515 + Penalty 1843.225673 = -1208769.063842 nChanged 89 SP:Iteration 56Q (1474.263146 sec): 3 clusters Score: Raw -1210642.988513 + Penalty 1843.225673 = -1208799.762840 nChanged 85 SP:Iteration 57Q (1474.331658 sec): 3 clusters Score: Raw -1210671.990479 + Penalty 1843.225673 = -1208828.764805 nChanged 92 SP:Iteration 58Q (1474.399397 sec): 3 clusters Score: Raw -1210701.709389 + Penalty 1843.225673 = -1208858.483716 nChanged 68 SP:Iteration 59Q (1474.458214 sec): 3 clusters Score: Raw -1210725.276751 + Penalty 1843.225673 = -1208882.051077 nChanged 60 SP:Iteration 60F (1474.534108 sec): 3 clusters Score: Raw -1210748.243339 + Penalty 1843.225673 = -1208905.017666 nChanged 65 SP:Iteration 61Q (1474.597746 sec): 3 clusters Score: Raw -1210770.228854 + Penalty 1843.225673 = -1208927.003181 nChanged 58 SP:Iteration 62Q (1474.662233 sec): 3 clusters Score: Raw -1210792.897216 + Penalty 1843.225673 = -1208949.671543 nChanged 50 SP:Iteration 63Q (1474.717539 sec): 3 clusters Score: Raw -1210812.540495 + Penalty 1843.225673 = -1208969.314822 nChanged 45 SP:Iteration 64Q (1474.781395 sec): 3 clusters Score: Raw -1210828.990760 + Penalty 1843.225673 = -1208985.765087 nChanged 43 SP:Iteration 65Q (1474.842723 sec): 3 clusters Score: Raw -1210850.308435 + Penalty 1843.225673 = -1209007.082762 nChanged 45 SP:Iteration 66Q (1474.897644 sec): 3 clusters Score: Raw -1210871.307192 + Penalty 1843.225673 = -1209028.081519 nChanged 45 SP:Iteration 67Q (1474.960146 sec): 3 clusters Score: Raw -1210894.421741 + Penalty 1843.225673 = -1209051.196068 nChanged 39 SP:Iteration 68Q (1475.015301 sec): 3 clusters Score: Raw -1210908.346597 + Penalty 1843.225673 = -1209065.120924 nChanged 32 SP:Iteration 69Q (1475.088458 sec): 3 clusters Score: Raw -1210920.332726 + Penalty 1843.225673 = -1209077.107053 nChanged 32 SP:Iteration 70Q (1475.141689 sec): 3 clusters Score: Raw -1210932.158625 + Penalty 1843.225673 = -1209088.932952 nChanged 29 SP:Iteration 71Q (1475.203759 sec): 3 clusters Score: Raw -1210943.642160 + Penalty 1843.225673 = -1209100.416487 nChanged 26 SP:Iteration 72Q (1475.266662 sec): 3 clusters Score: Raw -1210950.742739 + Penalty 1843.225673 = -1209107.517066 nChanged 24 SP:Iteration 73Q (1475.330441 sec): 3 clusters Score: Raw -1210960.211395 + Penalty 1843.225673 = -1209116.985722 nChanged 23 SP:Iteration 74Q (1475.386544 sec): 3 clusters Score: Raw -1210970.019075 + Penalty 1843.225673 = -1209126.793402 nChanged 19 SP:Iteration 75Q (1475.457672 sec): 3 clusters Score: Raw -1210978.350854 + Penalty 1843.225673 = -1209135.125181 nChanged 21 SP:Iteration 76Q (1475.505884 sec): 3 clusters Score: Raw -1210989.062688 + Penalty 1843.225673 = -1209145.837014 nChanged 23 SP:Iteration 77Q (1475.578849 sec): 3 clusters Score: Raw -1210999.102702 + Penalty 1843.225673 = -1209155.877029 nChanged 21 SP:Iteration 78Q (1475.627471 sec): 3 clusters Score: Raw -1211008.503176 + Penalty 1843.225673 = -1209165.277503 nChanged 19 SP:Iteration 79Q (1475.699044 sec): 3 clusters Score: Raw -1211017.013642 + Penalty 1843.225673 = -1209173.787969 nChanged 17 SP:Iteration 80F (1475.763162 sec): 3 clusters Score: Raw -1211024.874596 + Penalty 1843.225673 = -1209181.648923 nChanged 15 SP:Iteration 81Q (1475.823324 sec): 3 clusters Score: Raw -1211030.003237 + Penalty 1843.225673 = -1209186.777564 nChanged 10 SP:Iteration 82Q (1475.878359 sec): 3 clusters Score: Raw -1211032.674781 + Penalty 1843.225673 = -1209189.449108 nChanged 12 SP:Iteration 83Q (1475.944557 sec): 3 clusters Score: Raw -1211037.920309 + Penalty 1843.225673 = -1209194.694636 nChanged 10 SP:Iteration 84Q (1476.006098 sec): 3 clusters Score: Raw -1211041.424195 + Penalty 1843.225673 = -1209198.198522 nChanged 3 SP:Iteration 85Q (1476.068861 sec): 3 clusters Score: Raw -1211042.004404 + Penalty 1843.225673 = -1209198.778731 nChanged 0 SP:Iteration 86F (1476.124704 sec): 3 clusters Score: Raw -1211042.004404 + Penalty 1843.225673 = -1209198.778731 nChanged 0 Trying to split cluster 5 (12907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1476.161999 sec): 2 clusters Score: Raw -867477.177789 + Penalty 899.224882 = -866577.952906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1476.236490 sec): 3 clusters Score: Raw -859631.677819 + Penalty 1798.449765 = -857833.228054 nChanged 5897 SP:Iteration 1F (1476.299174 sec): 3 clusters Score: Raw -862942.359146 + Penalty 1798.449765 = -861143.909381 nChanged 755 SP:Iteration 2F (1476.362662 sec): 3 clusters Score: Raw -863267.714599 + Penalty 1798.449765 = -861469.264834 nChanged 733 SP:Iteration 3F (1476.416423 sec): 3 clusters Score: Raw -863612.091623 + Penalty 1798.449765 = -861813.641858 nChanged 742 SP:Iteration 4F (1476.471930 sec): 3 clusters Score: Raw -864044.667609 + Penalty 1798.449765 = -862246.217845 nChanged 812 SP:Iteration 5F (1476.533500 sec): 3 clusters Score: Raw -864531.235765 + Penalty 1798.449765 = -862732.786000 nChanged 748 SP:Iteration 6F (1476.591964 sec): 3 clusters Score: Raw -864945.970434 + Penalty 1798.449765 = -863147.520669 nChanged 625 SP:Iteration 7Q (1476.653031 sec): 3 clusters Score: Raw -865297.178189 + Penalty 1798.449765 = -863498.728424 nChanged 553 SP:Iteration 8Q (1476.721687 sec): 3 clusters Score: Raw -865593.504311 + Penalty 1798.449765 = -863795.054546 nChanged 459 SP:Iteration 9Q (1476.772986 sec): 3 clusters Score: Raw -865853.904191 + Penalty 1798.449765 = -864055.454426 nChanged 444 SP:Iteration 10Q (1476.841355 sec): 3 clusters Score: Raw -866126.915290 + Penalty 1798.449765 = -864328.465525 nChanged 404 SP:Iteration 11Q (1476.902730 sec): 3 clusters Score: Raw -866414.286105 + Penalty 1798.449765 = -864615.836340 nChanged 398 SP:Iteration 12Q (1476.944856 sec): 3 clusters Score: Raw -866753.292044 + Penalty 1798.449765 = -864954.842279 nChanged 325 SP:Iteration 13Q (1477.012091 sec): 3 clusters Score: Raw -867099.538321 + Penalty 1798.449765 = -865301.088556 nChanged 280 SP:Iteration 14Q (1477.076334 sec): 3 clusters Score: Raw -867434.976062 + Penalty 1798.449765 = -865636.526297 nChanged 205 SP:Iteration 15Q (1477.129869 sec): 3 clusters Score: Raw -867652.877816 + Penalty 1798.449765 = -865854.428051 nChanged 181 SP:Iteration 16Q (1477.189600 sec): 3 clusters Score: Raw -867782.430934 + Penalty 1798.449765 = -865983.981169 nChanged 110 SP:Iteration 17Q (1477.249912 sec): 3 clusters Score: Raw -867830.797306 + Penalty 1798.449765 = -866032.347541 nChanged 71 SP:Iteration 18Q (1477.306832 sec): 3 clusters Score: Raw -867852.484389 + Penalty 1798.449765 = -866054.034624 nChanged 44 SP:Iteration 19Q (1477.347414 sec): 3 clusters Score: Raw -867861.231107 + Penalty 1798.449765 = -866062.781342 nChanged 25 SP:Iteration 20F (1477.416639 sec): 3 clusters Score: Raw -867865.647453 + Penalty 1798.449765 = -866067.197688 nChanged 18 SP:Iteration 21Q (1477.463841 sec): 3 clusters Score: Raw -867868.485894 + Penalty 1798.449765 = -866070.036129 nChanged 9 SP:Iteration 22Q (1477.535153 sec): 3 clusters Score: Raw -867870.497479 + Penalty 1798.449765 = -866072.047714 nChanged 8 SP:Iteration 23Q (1477.595185 sec): 3 clusters Score: Raw -867872.381897 + Penalty 1798.449765 = -866073.932132 nChanged 8 SP:Iteration 24Q (1477.658330 sec): 3 clusters Score: Raw -867873.494012 + Penalty 1798.449765 = -866075.044247 nChanged 9 SP:Iteration 25Q (1477.717491 sec): 3 clusters Score: Raw -867875.071032 + Penalty 1798.449765 = -866076.621267 nChanged 6 SP:Iteration 26Q (1477.770071 sec): 3 clusters Score: Raw -867876.196465 + Penalty 1798.449765 = -866077.746700 nChanged 1 SP:Iteration 27Q (1477.817741 sec): 3 clusters Score: Raw -867876.331420 + Penalty 1798.449765 = -866077.881655 nChanged 1 SP:Iteration 28Q (1477.880748 sec): 3 clusters Score: Raw -867876.407910 + Penalty 1798.449765 = -866077.958145 nChanged 0 SP:Iteration 29F (1477.946172 sec): 3 clusters Score: Raw -867876.407910 + Penalty 1798.449765 = -866077.958145 nChanged 0 Trying to split cluster 6 (4910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1477.974622 sec): 2 clusters Score: Raw -328985.591826 + Penalty 807.407776 = -328178.184051 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1478.021569 sec): 3 clusters Score: Raw -326267.464631 + Penalty 1614.815552 = -324652.649079 nChanged 2124 SP:Iteration 1F (1478.061615 sec): 3 clusters Score: Raw -327614.599025 + Penalty 1614.815552 = -325999.783473 nChanged 450 SP:Iteration 2F (1478.125301 sec): 3 clusters Score: Raw -327972.580220 + Penalty 1614.815552 = -326357.764668 nChanged 400 SP:Iteration 3F (1478.169429 sec): 3 clusters Score: Raw -328320.564249 + Penalty 1614.815552 = -326705.748697 nChanged 308 SP:Iteration 4F (1478.220461 sec): 3 clusters Score: Raw -328533.859761 + Penalty 1614.815552 = -326919.044209 nChanged 244 SP:Iteration 5Q (1478.274751 sec): 3 clusters Score: Raw -328663.935129 + Penalty 1614.815552 = -327049.119577 nChanged 180 SP:Iteration 6Q (1478.325458 sec): 3 clusters Score: Raw -328750.210677 + Penalty 1614.815552 = -327135.395125 nChanged 141 SP:Iteration 7Q (1478.375676 sec): 3 clusters Score: Raw -328810.927270 + Penalty 1614.815552 = -327196.111718 nChanged 118 SP:Iteration 8Q (1478.418099 sec): 3 clusters Score: Raw -328861.326672 + Penalty 1614.815552 = -327246.511120 nChanged 103 SP:Iteration 9Q (1478.474767 sec): 3 clusters Score: Raw -328915.911672 + Penalty 1614.815552 = -327301.096120 nChanged 87 SP:Iteration 10Q (1478.522143 sec): 3 clusters Score: Raw -328959.387221 + Penalty 1614.815552 = -327344.571669 nChanged 88 SP:Iteration 11Q (1478.573266 sec): 3 clusters Score: Raw -328998.898997 + Penalty 1614.815552 = -327384.083445 nChanged 74 SP:Iteration 12Q (1478.629587 sec): 3 clusters Score: Raw -329019.806365 + Penalty 1614.815552 = -327404.990813 nChanged 54 SP:Iteration 13Q (1478.684019 sec): 3 clusters Score: Raw -329036.299491 + Penalty 1614.815552 = -327421.483939 nChanged 54 SP:Iteration 14Q (1478.733477 sec): 3 clusters Score: Raw -329054.363705 + Penalty 1614.815552 = -327439.548153 nChanged 62 SP:Iteration 15Q (1478.783098 sec): 3 clusters Score: Raw -329075.772256 + Penalty 1614.815552 = -327460.956704 nChanged 49 SP:Iteration 16Q (1478.836419 sec): 3 clusters Score: Raw -329093.073358 + Penalty 1614.815552 = -327478.257806 nChanged 43 SP:Iteration 17Q (1478.889118 sec): 3 clusters Score: Raw -329105.636395 + Penalty 1614.815552 = -327490.820843 nChanged 41 SP:Iteration 18Q (1478.942064 sec): 3 clusters Score: Raw -329119.841209 + Penalty 1614.815552 = -327505.025657 nChanged 49 SP:Iteration 19Q (1478.996523 sec): 3 clusters Score: Raw -329137.857108 + Penalty 1614.815552 = -327523.041556 nChanged 56 SP:Iteration 20F (1479.047035 sec): 3 clusters Score: Raw -329163.341122 + Penalty 1614.815552 = -327548.525570 nChanged 64 SP:Iteration 21Q (1479.085021 sec): 3 clusters Score: Raw -329195.178257 + Penalty 1614.815552 = -327580.362705 nChanged 53 SP:Iteration 22Q (1479.140223 sec): 3 clusters Score: Raw -329216.092206 + Penalty 1614.815552 = -327601.276655 nChanged 40 SP:Iteration 23Q (1479.191024 sec): 3 clusters Score: Raw -329223.930824 + Penalty 1614.815552 = -327609.115272 nChanged 18 SP:Iteration 24Q (1479.235138 sec): 3 clusters Score: Raw -329228.050999 + Penalty 1614.815552 = -327613.235447 nChanged 19 SP:Iteration 25Q (1479.282822 sec): 3 clusters Score: Raw -329232.651612 + Penalty 1614.815552 = -327617.836060 nChanged 20 SP:Iteration 26Q (1479.339995 sec): 3 clusters Score: Raw -329236.669064 + Penalty 1614.815552 = -327621.853512 nChanged 24 SP:Iteration 27Q (1479.397393 sec): 3 clusters Score: Raw -329241.024879 + Penalty 1614.815552 = -327626.209327 nChanged 20 SP:Iteration 28Q (1479.436298 sec): 3 clusters Score: Raw -329244.008221 + Penalty 1614.815552 = -327629.192669 nChanged 18 SP:Iteration 29Q (1479.483432 sec): 3 clusters Score: Raw -329248.327134 + Penalty 1614.815552 = -327633.511582 nChanged 16 SP:Iteration 30Q (1479.546807 sec): 3 clusters Score: Raw -329252.896636 + Penalty 1614.815552 = -327638.081084 nChanged 16 SP:Iteration 31Q (1479.592127 sec): 3 clusters Score: Raw -329255.645875 + Penalty 1614.815552 = -327640.830323 nChanged 14 SP:Iteration 32Q (1479.644277 sec): 3 clusters Score: Raw -329257.591752 + Penalty 1614.815552 = -327642.776200 nChanged 14 SP:Iteration 33Q (1479.701057 sec): 3 clusters Score: Raw -329260.645294 + Penalty 1614.815552 = -327645.829742 nChanged 11 SP:Iteration 34Q (1479.740263 sec): 3 clusters Score: Raw -329262.679255 + Penalty 1614.815552 = -327647.863703 nChanged 10 SP:Iteration 35Q (1479.799984 sec): 3 clusters Score: Raw -329265.003954 + Penalty 1614.815552 = -327650.188402 nChanged 14 SP:Iteration 36Q (1479.854532 sec): 3 clusters Score: Raw -329267.147631 + Penalty 1614.815552 = -327652.332079 nChanged 14 SP:Iteration 37Q (1479.901707 sec): 3 clusters Score: Raw -329270.280251 + Penalty 1614.815552 = -327655.464699 nChanged 13 SP:Iteration 38Q (1479.948440 sec): 3 clusters Score: Raw -329272.512625 + Penalty 1614.815552 = -327657.697073 nChanged 11 SP:Iteration 39Q (1480.004454 sec): 3 clusters Score: Raw -329274.023859 + Penalty 1614.815552 = -327659.208307 nChanged 9 SP:Iteration 40F (1480.055663 sec): 3 clusters Score: Raw -329275.835685 + Penalty 1614.815552 = -327661.020133 nChanged 11 SP:Iteration 41Q (1480.102896 sec): 3 clusters Score: Raw -329277.993264 + Penalty 1614.815552 = -327663.177712 nChanged 12 SP:Iteration 42Q (1480.159381 sec): 3 clusters Score: Raw -329280.666691 + Penalty 1614.815552 = -327665.851139 nChanged 16 SP:Iteration 43Q (1480.203123 sec): 3 clusters Score: Raw -329284.630231 + Penalty 1614.815552 = -327669.814679 nChanged 15 SP:Iteration 44Q (1480.248994 sec): 3 clusters Score: Raw -329287.470785 + Penalty 1614.815552 = -327672.655233 nChanged 13 SP:Iteration 45Q (1480.310680 sec): 3 clusters Score: Raw -329290.029582 + Penalty 1614.815552 = -327675.214030 nChanged 9 SP:Iteration 46Q (1480.351743 sec): 3 clusters Score: Raw -329291.561709 + Penalty 1614.815552 = -327676.746158 nChanged 8 SP:Iteration 47Q (1480.410934 sec): 3 clusters Score: Raw -329292.614694 + Penalty 1614.815552 = -327677.799142 nChanged 10 SP:Iteration 48Q (1480.451960 sec): 3 clusters Score: Raw -329294.743280 + Penalty 1614.815552 = -327679.927728 nChanged 9 SP:Iteration 49Q (1480.498187 sec): 3 clusters Score: Raw -329295.977876 + Penalty 1614.815552 = -327681.162324 nChanged 7 SP:Iteration 50Q (1480.557649 sec): 3 clusters Score: Raw -329297.464786 + Penalty 1614.815552 = -327682.649234 nChanged 6 SP:Iteration 51Q (1480.606794 sec): 3 clusters Score: Raw -329298.870850 + Penalty 1614.815552 = -327684.055298 nChanged 7 SP:Iteration 52Q (1480.651758 sec): 3 clusters Score: Raw -329300.096709 + Penalty 1614.815552 = -327685.281157 nChanged 8 SP:Iteration 53Q (1480.704630 sec): 3 clusters Score: Raw -329301.182460 + Penalty 1614.815552 = -327686.366908 nChanged 6 SP:Iteration 54Q (1480.755148 sec): 3 clusters Score: Raw -329301.762462 + Penalty 1614.815552 = -327686.946910 nChanged 4 SP:Iteration 55Q (1480.795933 sec): 3 clusters Score: Raw -329302.016911 + Penalty 1614.815552 = -327687.201359 nChanged 3 SP:Iteration 56Q (1480.855249 sec): 3 clusters Score: Raw -329302.280882 + Penalty 1614.815552 = -327687.465330 nChanged 2 SP:Iteration 57Q (1480.905457 sec): 3 clusters Score: Raw -329302.423308 + Penalty 1614.815552 = -327687.607756 nChanged 3 SP:Iteration 58Q (1480.953800 sec): 3 clusters Score: Raw -329302.932967 + Penalty 1614.815552 = -327688.117415 nChanged 7 SP:Iteration 59Q (1481.010966 sec): 3 clusters Score: Raw -329304.420541 + Penalty 1614.815552 = -327689.604989 nChanged 6 SP:Iteration 60F (1481.059949 sec): 3 clusters Score: Raw -329305.130874 + Penalty 1614.815552 = -327690.315322 nChanged 5 SP:Iteration 61Q (1481.105831 sec): 3 clusters Score: Raw -329305.672487 + Penalty 1614.815552 = -327690.856935 nChanged 5 SP:Iteration 62Q (1481.144826 sec): 3 clusters Score: Raw -329306.359059 + Penalty 1614.815552 = -327691.543507 nChanged 3 SP:Iteration 63Q (1481.192459 sec): 3 clusters Score: Raw -329306.759373 + Penalty 1614.815552 = -327691.943821 nChanged 3 SP:Iteration 64Q (1481.244859 sec): 3 clusters Score: Raw -329307.300461 + Penalty 1614.815552 = -327692.484909 nChanged 5 SP:Iteration 65Q (1481.289853 sec): 3 clusters Score: Raw -329308.895847 + Penalty 1614.815552 = -327694.080295 nChanged 10 SP:Iteration 66Q (1481.355648 sec): 3 clusters Score: Raw -329310.555637 + Penalty 1614.815552 = -327695.740085 nChanged 7 SP:Iteration 67Q (1481.401741 sec): 3 clusters Score: Raw -329312.427339 + Penalty 1614.815552 = -327697.611787 nChanged 9 SP:Iteration 68Q (1481.454539 sec): 3 clusters Score: Raw -329314.261475 + Penalty 1614.815552 = -327699.445923 nChanged 15 SP:Iteration 69Q (1481.498294 sec): 3 clusters Score: Raw -329316.909523 + Penalty 1614.815552 = -327702.093971 nChanged 8 SP:Iteration 70Q (1481.557553 sec): 3 clusters Score: Raw -329318.120995 + Penalty 1614.815552 = -327703.305443 nChanged 7 SP:Iteration 71Q (1481.607451 sec): 3 clusters Score: Raw -329319.202031 + Penalty 1614.815552 = -327704.386479 nChanged 2 SP:Iteration 72Q (1481.653884 sec): 3 clusters Score: Raw -329319.531326 + Penalty 1614.815552 = -327704.715774 nChanged 5 SP:Iteration 73Q (1481.693892 sec): 3 clusters Score: Raw -329320.031656 + Penalty 1614.815552 = -327705.216104 nChanged 4 SP:Iteration 74Q (1481.751728 sec): 3 clusters Score: Raw -329320.617286 + Penalty 1614.815552 = -327705.801734 nChanged 3 SP:Iteration 75Q (1481.794998 sec): 3 clusters Score: Raw -329321.099428 + Penalty 1614.815552 = -327706.283876 nChanged 5 SP:Iteration 76Q (1481.851447 sec): 3 clusters Score: Raw -329321.844324 + Penalty 1614.815552 = -327707.028772 nChanged 6 SP:Iteration 77Q (1481.901277 sec): 3 clusters Score: Raw -329323.098765 + Penalty 1614.815552 = -327708.283213 nChanged 11 SP:Iteration 78Q (1481.937327 sec): 3 clusters Score: Raw -329325.988749 + Penalty 1614.815552 = -327711.173197 nChanged 12 SP:Iteration 79Q (1481.983478 sec): 3 clusters Score: Raw -329327.901541 + Penalty 1614.815552 = -327713.085989 nChanged 9 SP:Iteration 80F (1482.031178 sec): 3 clusters Score: Raw -329329.962396 + Penalty 1614.815552 = -327715.146844 nChanged 12 SP:Iteration 81Q (1482.086404 sec): 3 clusters Score: Raw -329332.478831 + Penalty 1614.815552 = -327717.663279 nChanged 4 SP:Iteration 82Q (1482.134189 sec): 3 clusters Score: Raw -329333.178126 + Penalty 1614.815552 = -327718.362574 nChanged 8 SP:Iteration 83Q (1482.183171 sec): 3 clusters Score: Raw -329334.471725 + Penalty 1614.815552 = -327719.656173 nChanged 3 SP:Iteration 84Q (1482.221576 sec): 3 clusters Score: Raw -329334.698838 + Penalty 1614.815552 = -327719.883286 nChanged 2 SP:Iteration 85Q (1482.268081 sec): 3 clusters Score: Raw -329334.913664 + Penalty 1614.815552 = -327720.098112 nChanged 6 SP:Iteration 86Q (1482.314191 sec): 3 clusters Score: Raw -329335.870606 + Penalty 1614.815552 = -327721.055054 nChanged 5 SP:Iteration 87Q (1482.371132 sec): 3 clusters Score: Raw -329336.438833 + Penalty 1614.815552 = -327721.623281 nChanged 2 SP:Iteration 88Q (1482.410248 sec): 3 clusters Score: Raw -329336.651338 + Penalty 1614.815552 = -327721.835786 nChanged 4 SP:Iteration 89Q (1482.446669 sec): 3 clusters Score: Raw -329337.522272 + Penalty 1614.815552 = -327722.706720 nChanged 6 SP:Iteration 90Q (1482.502164 sec): 3 clusters Score: Raw -329338.734055 + Penalty 1614.815552 = -327723.918503 nChanged 4 SP:Iteration 91Q (1482.547622 sec): 3 clusters Score: Raw -329339.129593 + Penalty 1614.815552 = -327724.314041 nChanged 2 SP:Iteration 92Q (1482.590882 sec): 3 clusters Score: Raw -329339.378944 + Penalty 1614.815552 = -327724.563392 nChanged 2 SP:Iteration 93Q (1482.632763 sec): 3 clusters Score: Raw -329339.608809 + Penalty 1614.815552 = -327724.793257 nChanged 0 SP:Iteration 94F (1482.675294 sec): 3 clusters Score: Raw -329339.608809 + Penalty 1614.815552 = -327724.793257 nChanged 0 Trying to split cluster 7 (18540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1482.713092 sec): 2 clusters Score: Raw -1366002.760876 + Penalty 933.630155 = -1365069.130721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1482.781644 sec): 3 clusters Score: Raw -1354507.411022 + Penalty 1867.260309 = -1352640.150713 nChanged 8536 SP:Iteration 1F (1482.854757 sec): 3 clusters Score: Raw -1359015.816978 + Penalty 1867.260309 = -1357148.556669 nChanged 922 SP:Iteration 2Q (1482.918051 sec): 3 clusters Score: Raw -1359341.160734 + Penalty 1867.260309 = -1357473.900425 nChanged 998 SP:Iteration 3F (1482.982603 sec): 3 clusters Score: Raw -1359782.627311 + Penalty 1867.260309 = -1357915.367001 nChanged 1137 SP:Iteration 4F (1483.056062 sec): 3 clusters Score: Raw -1360435.407471 + Penalty 1867.260309 = -1358568.147162 nChanged 1328 SP:Iteration 5F (1483.121948 sec): 3 clusters Score: Raw -1361360.138805 + Penalty 1867.260309 = -1359492.878496 nChanged 1403 SP:Iteration 6F (1483.192231 sec): 3 clusters Score: Raw -1362533.356144 + Penalty 1867.260309 = -1360666.095834 nChanged 1350 SP:Iteration 7F (1483.256097 sec): 3 clusters Score: Raw -1363792.084559 + Penalty 1867.260309 = -1361924.824250 nChanged 998 SP:Iteration 8F (1483.325936 sec): 3 clusters Score: Raw -1364780.599637 + Penalty 1867.260309 = -1362913.339328 nChanged 626 SP:Iteration 9Q (1483.397828 sec): 3 clusters Score: Raw -1365438.429778 + Penalty 1867.260309 = -1363571.169469 nChanged 323 SP:Iteration 10Q (1483.460317 sec): 3 clusters Score: Raw -1365815.218703 + Penalty 1867.260309 = -1363947.958394 nChanged 153 SP:Iteration 11Q (1483.537346 sec): 3 clusters Score: Raw -1365967.586420 + Penalty 1867.260309 = -1364100.326111 nChanged 91 SP:Iteration 12Q (1483.596616 sec): 3 clusters Score: Raw -1366050.445617 + Penalty 1867.260309 = -1364183.185308 nChanged 55 SP:Iteration 13Q (1483.669429 sec): 3 clusters Score: Raw -1366091.439409 + Penalty 1867.260309 = -1364224.179100 nChanged 46 SP:Iteration 14Q (1483.740480 sec): 3 clusters Score: Raw -1366122.131248 + Penalty 1867.260309 = -1364254.870939 nChanged 24 SP:Iteration 15Q (1483.806313 sec): 3 clusters Score: Raw -1366137.747490 + Penalty 1867.260309 = -1364270.487181 nChanged 24 SP:Iteration 16Q (1483.872579 sec): 3 clusters Score: Raw -1366151.415196 + Penalty 1867.260309 = -1364284.154887 nChanged 16 SP:Iteration 17Q (1483.941162 sec): 3 clusters Score: Raw -1366162.352976 + Penalty 1867.260309 = -1364295.092667 nChanged 16 SP:Iteration 18Q (1484.005961 sec): 3 clusters Score: Raw -1366173.429023 + Penalty 1867.260309 = -1364306.168714 nChanged 13 SP:Iteration 19Q (1484.075221 sec): 3 clusters Score: Raw -1366180.957553 + Penalty 1867.260309 = -1364313.697244 nChanged 14 SP:Iteration 20F (1484.146205 sec): 3 clusters Score: Raw -1366186.831346 + Penalty 1867.260309 = -1364319.571037 nChanged 5 SP:Iteration 21Q (1484.200859 sec): 3 clusters Score: Raw -1366189.122087 + Penalty 1867.260309 = -1364321.861777 nChanged 4 SP:Iteration 22Q (1484.258942 sec): 3 clusters Score: Raw -1366191.695671 + Penalty 1867.260309 = -1364324.435361 nChanged 6 SP:Iteration 23Q (1484.330159 sec): 3 clusters Score: Raw -1366196.871016 + Penalty 1867.260309 = -1364329.610706 nChanged 12 SP:Iteration 24Q (1484.389137 sec): 3 clusters Score: Raw -1366203.791266 + Penalty 1867.260309 = -1364336.530956 nChanged 15 SP:Iteration 25Q (1484.451883 sec): 3 clusters Score: Raw -1366215.501203 + Penalty 1867.260309 = -1364348.240893 nChanged 11 SP:Iteration 26Q (1484.522984 sec): 3 clusters Score: Raw -1366223.635485 + Penalty 1867.260309 = -1364356.375175 nChanged 9 SP:Iteration 27Q (1484.583628 sec): 3 clusters Score: Raw -1366230.419271 + Penalty 1867.260309 = -1364363.158961 nChanged 10 SP:Iteration 28Q (1484.645936 sec): 3 clusters Score: Raw -1366235.727365 + Penalty 1867.260309 = -1364368.467055 nChanged 5 SP:Iteration 29Q (1484.718991 sec): 3 clusters Score: Raw -1366239.067363 + Penalty 1867.260309 = -1364371.807053 nChanged 10 SP:Iteration 30Q (1484.781184 sec): 3 clusters Score: Raw -1366246.359418 + Penalty 1867.260309 = -1364379.099109 nChanged 13 SP:Iteration 31Q (1484.840156 sec): 3 clusters Score: Raw -1366257.903721 + Penalty 1867.260309 = -1364390.643412 nChanged 11 SP:Iteration 32Q (1484.910702 sec): 3 clusters Score: Raw -1366265.213346 + Penalty 1867.260309 = -1364397.953036 nChanged 10 SP:Iteration 33Q (1484.971198 sec): 3 clusters Score: Raw -1366271.071160 + Penalty 1867.260309 = -1364403.810850 nChanged 4 SP:Iteration 34Q (1485.036941 sec): 3 clusters Score: Raw -1366272.983250 + Penalty 1867.260309 = -1364405.722940 nChanged 5 SP:Iteration 35Q (1485.099694 sec): 3 clusters Score: Raw -1366276.296239 + Penalty 1867.260309 = -1364409.035930 nChanged 5 SP:Iteration 36Q (1485.158762 sec): 3 clusters Score: Raw -1366280.007059 + Penalty 1867.260309 = -1364412.746750 nChanged 6 SP:Iteration 37Q (1485.222630 sec): 3 clusters Score: Raw -1366283.445847 + Penalty 1867.260309 = -1364416.185537 nChanged 3 SP:Iteration 38Q (1485.295143 sec): 3 clusters Score: Raw -1366284.891107 + Penalty 1867.260309 = -1364417.630797 nChanged 4 SP:Iteration 39Q (1485.357789 sec): 3 clusters Score: Raw -1366287.184867 + Penalty 1867.260309 = -1364419.924557 nChanged 2 SP:Iteration 40F (1485.428634 sec): 3 clusters Score: Raw -1366288.222064 + Penalty 1867.260309 = -1364420.961754 nChanged 1 SP:Iteration 41Q (1485.493559 sec): 3 clusters Score: Raw -1366288.754109 + Penalty 1867.260309 = -1364421.493800 nChanged 1 SP:Iteration 42Q (1485.550812 sec): 3 clusters Score: Raw -1366289.038949 + Penalty 1867.260309 = -1364421.778640 nChanged 0 SP:Iteration 43F (1485.620793 sec): 3 clusters Score: Raw -1366289.038949 + Penalty 1867.260309 = -1364421.778640 nChanged 0 Trying to split cluster 8 (8127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.660525 sec): 2 clusters Score: Raw -604242.155786 + Penalty 855.279977 = -603386.875809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.706125 sec): 3 clusters Score: Raw -599460.588478 + Penalty 1710.559955 = -597750.028523 nChanged 3619 SP:Iteration 1F (1485.760688 sec): 3 clusters Score: Raw -601788.825477 + Penalty 1710.559955 = -600078.265523 nChanged 606 SP:Iteration 2F (1485.814174 sec): 3 clusters Score: Raw -602228.828107 + Penalty 1710.559955 = -600518.268153 nChanged 575 SP:Iteration 3F (1485.861039 sec): 3 clusters Score: Raw -602615.422688 + Penalty 1710.559955 = -600904.862733 nChanged 491 SP:Iteration 4F (1485.911583 sec): 3 clusters Score: Raw -602934.265863 + Penalty 1710.559955 = -601223.705909 nChanged 455 SP:Iteration 5F (1485.967316 sec): 3 clusters Score: Raw -603233.738894 + Penalty 1710.559955 = -601523.178940 nChanged 366 SP:Iteration 6Q (1486.023814 sec): 3 clusters Score: Raw -603419.010370 + Penalty 1710.559955 = -601708.450415 nChanged 274 SP:Iteration 7Q (1486.080177 sec): 3 clusters Score: Raw -603531.891453 + Penalty 1710.559955 = -601821.331498 nChanged 217 SP:Iteration 8Q (1486.123399 sec): 3 clusters Score: Raw -603610.362026 + Penalty 1710.559955 = -601899.802071 nChanged 170 SP:Iteration 9Q (1486.186396 sec): 3 clusters Score: Raw -603660.292706 + Penalty 1710.559955 = -601949.732751 nChanged 137 SP:Iteration 10Q (1486.234739 sec): 3 clusters Score: Raw -603694.900486 + Penalty 1710.559955 = -601984.340531 nChanged 105 SP:Iteration 11Q (1486.296054 sec): 3 clusters Score: Raw -603722.493126 + Penalty 1710.559955 = -602011.933171 nChanged 87 SP:Iteration 12Q (1486.351578 sec): 3 clusters Score: Raw -603745.167801 + Penalty 1710.559955 = -602034.607846 nChanged 67 SP:Iteration 13Q (1486.405474 sec): 3 clusters Score: Raw -603764.979233 + Penalty 1710.559955 = -602054.419278 nChanged 73 SP:Iteration 14Q (1486.469945 sec): 3 clusters Score: Raw -603785.652879 + Penalty 1710.559955 = -602075.092924 nChanged 57 SP:Iteration 15Q (1486.515735 sec): 3 clusters Score: Raw -603801.128427 + Penalty 1710.559955 = -602090.568473 nChanged 62 SP:Iteration 16Q (1486.578792 sec): 3 clusters Score: Raw -603816.668358 + Penalty 1710.559955 = -602106.108403 nChanged 61 SP:Iteration 17Q (1486.626100 sec): 3 clusters Score: Raw -603836.993439 + Penalty 1710.559955 = -602126.433484 nChanged 73 SP:Iteration 18Q (1486.667658 sec): 3 clusters Score: Raw -603860.305685 + Penalty 1710.559955 = -602149.745730 nChanged 67 SP:Iteration 19Q (1486.726284 sec): 3 clusters Score: Raw -603875.968523 + Penalty 1710.559955 = -602165.408568 nChanged 49 SP:Iteration 20F (1486.774746 sec): 3 clusters Score: Raw -603886.730813 + Penalty 1710.559955 = -602176.170858 nChanged 48 SP:Iteration 21Q (1486.829517 sec): 3 clusters Score: Raw -603896.317110 + Penalty 1710.559955 = -602185.757155 nChanged 46 SP:Iteration 22Q (1486.871687 sec): 3 clusters Score: Raw -603903.967160 + Penalty 1710.559955 = -602193.407205 nChanged 44 SP:Iteration 23Q (1486.929520 sec): 3 clusters Score: Raw -603912.042050 + Penalty 1710.559955 = -602201.482096 nChanged 47 SP:Iteration 24Q (1486.969270 sec): 3 clusters Score: Raw -603920.153818 + Penalty 1710.559955 = -602209.593863 nChanged 42 SP:Iteration 25Q (1487.019057 sec): 3 clusters Score: Raw -603928.406475 + Penalty 1710.559955 = -602217.846520 nChanged 42 SP:Iteration 26Q (1487.067104 sec): 3 clusters Score: Raw -603942.218062 + Penalty 1710.559955 = -602231.658107 nChanged 67 SP:Iteration 27Q (1487.133399 sec): 3 clusters Score: Raw -603960.853610 + Penalty 1710.559955 = -602250.293655 nChanged 88 SP:Iteration 28Q (1487.179489 sec): 3 clusters Score: Raw -603982.792832 + Penalty 1710.559955 = -602272.232877 nChanged 74 SP:Iteration 29Q (1487.235289 sec): 3 clusters Score: Raw -603999.791084 + Penalty 1710.559955 = -602289.231129 nChanged 77 SP:Iteration 30Q (1487.294437 sec): 3 clusters Score: Raw -604018.653589 + Penalty 1710.559955 = -602308.093634 nChanged 64 SP:Iteration 31Q (1487.336897 sec): 3 clusters Score: Raw -604035.186694 + Penalty 1710.559955 = -602324.626739 nChanged 60 SP:Iteration 32Q (1487.393587 sec): 3 clusters Score: Raw -604049.190403 + Penalty 1710.559955 = -602338.630448 nChanged 53 SP:Iteration 33Q (1487.450668 sec): 3 clusters Score: Raw -604061.960695 + Penalty 1710.559955 = -602351.400740 nChanged 52 SP:Iteration 34Q (1487.491888 sec): 3 clusters Score: Raw -604076.517907 + Penalty 1710.559955 = -602365.957952 nChanged 54 SP:Iteration 35Q (1487.560265 sec): 3 clusters Score: Raw -604089.700458 + Penalty 1710.559955 = -602379.140503 nChanged 45 SP:Iteration 36Q (1487.605360 sec): 3 clusters Score: Raw -604099.713177 + Penalty 1710.559955 = -602389.153223 nChanged 38 SP:Iteration 37Q (1487.663933 sec): 3 clusters Score: Raw -604109.319721 + Penalty 1710.559955 = -602398.759767 nChanged 37 SP:Iteration 38Q (1487.728564 sec): 3 clusters Score: Raw -604115.780808 + Penalty 1710.559955 = -602405.220853 nChanged 37 SP:Iteration 39Q (1487.777104 sec): 3 clusters Score: Raw -604122.311085 + Penalty 1710.559955 = -602411.751130 nChanged 35 SP:Iteration 40F (1487.832128 sec): 3 clusters Score: Raw -604129.501216 + Penalty 1710.559955 = -602418.941261 nChanged 45 SP:Iteration 41Q (1487.874958 sec): 3 clusters Score: Raw -604137.515625 + Penalty 1710.559955 = -602426.955670 nChanged 26 SP:Iteration 42Q (1487.930698 sec): 3 clusters Score: Raw -604141.024970 + Penalty 1710.559955 = -602430.465015 nChanged 19 SP:Iteration 43Q (1487.985890 sec): 3 clusters Score: Raw -604143.786723 + Penalty 1710.559955 = -602433.226769 nChanged 17 SP:Iteration 44Q (1488.042533 sec): 3 clusters Score: Raw -604146.407001 + Penalty 1710.559955 = -602435.847046 nChanged 18 SP:Iteration 45Q (1488.107939 sec): 3 clusters Score: Raw -604149.106503 + Penalty 1710.559955 = -602438.546549 nChanged 11 SP:Iteration 46Q (1488.163020 sec): 3 clusters Score: Raw -604150.896851 + Penalty 1710.559955 = -602440.336896 nChanged 19 SP:Iteration 47Q (1488.214555 sec): 3 clusters Score: Raw -604154.580246 + Penalty 1710.559955 = -602444.020291 nChanged 23 SP:Iteration 48Q (1488.260339 sec): 3 clusters Score: Raw -604158.695610 + Penalty 1710.559955 = -602448.135655 nChanged 23 SP:Iteration 49Q (1488.330646 sec): 3 clusters Score: Raw -604163.213305 + Penalty 1710.559955 = -602452.653351 nChanged 26 SP:Iteration 50Q (1488.387880 sec): 3 clusters Score: Raw -604167.539076 + Penalty 1710.559955 = -602456.979121 nChanged 21 SP:Iteration 51Q (1488.442483 sec): 3 clusters Score: Raw -604169.867147 + Penalty 1710.559955 = -602459.307192 nChanged 16 SP:Iteration 52Q (1488.489097 sec): 3 clusters Score: Raw -604172.203192 + Penalty 1710.559955 = -602461.643237 nChanged 15 SP:Iteration 53Q (1488.542804 sec): 3 clusters Score: Raw -604175.171123 + Penalty 1710.559955 = -602464.611168 nChanged 14 SP:Iteration 54Q (1488.594820 sec): 3 clusters Score: Raw -604177.868623 + Penalty 1710.559955 = -602467.308668 nChanged 19 SP:Iteration 55Q (1488.655759 sec): 3 clusters Score: Raw -604180.883290 + Penalty 1710.559955 = -602470.323335 nChanged 16 SP:Iteration 56Q (1488.716501 sec): 3 clusters Score: Raw -604183.461056 + Penalty 1710.559955 = -602472.901101 nChanged 18 SP:Iteration 57Q (1488.767966 sec): 3 clusters Score: Raw -604185.914517 + Penalty 1710.559955 = -602475.354563 nChanged 19 SP:Iteration 58Q (1488.828504 sec): 3 clusters Score: Raw -604188.531000 + Penalty 1710.559955 = -602477.971046 nChanged 21 SP:Iteration 59Q (1488.874653 sec): 3 clusters Score: Raw -604191.932103 + Penalty 1710.559955 = -602481.372149 nChanged 11 SP:Iteration 60F (1488.927288 sec): 3 clusters Score: Raw -604192.956126 + Penalty 1710.559955 = -602482.396171 nChanged 10 SP:Iteration 61Q (1488.993494 sec): 3 clusters Score: Raw -604194.741009 + Penalty 1710.559955 = -602484.181055 nChanged 21 SP:Iteration 62Q (1489.049576 sec): 3 clusters Score: Raw -604199.201318 + Penalty 1710.559955 = -602488.641363 nChanged 22 SP:Iteration 63Q (1489.104525 sec): 3 clusters Score: Raw -604202.970687 + Penalty 1710.559955 = -602492.410732 nChanged 22 SP:Iteration 64Q (1489.152586 sec): 3 clusters Score: Raw -604206.715239 + Penalty 1710.559955 = -602496.155284 nChanged 23 SP:Iteration 65Q (1489.206313 sec): 3 clusters Score: Raw -604209.874270 + Penalty 1710.559955 = -602499.314315 nChanged 21 SP:Iteration 66Q (1489.262628 sec): 3 clusters Score: Raw -604213.160463 + Penalty 1710.559955 = -602502.600508 nChanged 25 SP:Iteration 67Q (1489.318980 sec): 3 clusters Score: Raw -604216.981486 + Penalty 1710.559955 = -602506.421531 nChanged 26 SP:Iteration 68Q (1489.382247 sec): 3 clusters Score: Raw -604221.109721 + Penalty 1710.559955 = -602510.549766 nChanged 22 SP:Iteration 69Q (1489.443699 sec): 3 clusters Score: Raw -604224.437693 + Penalty 1710.559955 = -602513.877738 nChanged 18 SP:Iteration 70Q (1489.496329 sec): 3 clusters Score: Raw -604227.075995 + Penalty 1710.559955 = -602516.516040 nChanged 16 SP:Iteration 71Q (1489.543866 sec): 3 clusters Score: Raw -604229.660324 + Penalty 1710.559955 = -602519.100369 nChanged 18 SP:Iteration 72Q (1489.599083 sec): 3 clusters Score: Raw -604232.688343 + Penalty 1710.559955 = -602522.128388 nChanged 21 SP:Iteration 73Q (1489.655036 sec): 3 clusters Score: Raw -604236.518032 + Penalty 1710.559955 = -602525.958077 nChanged 24 SP:Iteration 74Q (1489.709585 sec): 3 clusters Score: Raw -604242.342900 + Penalty 1710.559955 = -602531.782946 nChanged 22 SP:Iteration 75Q (1489.764736 sec): 3 clusters Score: Raw -604248.472735 + Penalty 1710.559955 = -602537.912780 nChanged 31 SP:Iteration 76Q (1489.822520 sec): 3 clusters Score: Raw -604257.564715 + Penalty 1710.559955 = -602547.004760 nChanged 33 SP:Iteration 77Q (1489.868101 sec): 3 clusters Score: Raw -604268.338028 + Penalty 1710.559955 = -602557.778073 nChanged 41 SP:Iteration 78Q (1489.925399 sec): 3 clusters Score: Raw -604284.108190 + Penalty 1710.559955 = -602573.548235 nChanged 48 SP:Iteration 79Q (1489.993011 sec): 3 clusters Score: Raw -604295.872586 + Penalty 1710.559955 = -602585.312631 nChanged 42 SP:Iteration 80F (1490.049283 sec): 3 clusters Score: Raw -604306.428438 + Penalty 1710.559955 = -602595.868483 nChanged 42 SP:Iteration 81Q (1490.097969 sec): 3 clusters Score: Raw -604319.759820 + Penalty 1710.559955 = -602609.199865 nChanged 43 SP:Iteration 82Q (1490.155429 sec): 3 clusters Score: Raw -604330.940066 + Penalty 1710.559955 = -602620.380111 nChanged 34 SP:Iteration 83Q (1490.208602 sec): 3 clusters Score: Raw -604338.921673 + Penalty 1710.559955 = -602628.361718 nChanged 37 SP:Iteration 84Q (1490.265721 sec): 3 clusters Score: Raw -604350.695218 + Penalty 1710.559955 = -602640.135263 nChanged 40 SP:Iteration 85Q (1490.309749 sec): 3 clusters Score: Raw -604360.764644 + Penalty 1710.559955 = -602650.204689 nChanged 27 SP:Iteration 86Q (1490.371276 sec): 3 clusters Score: Raw -604365.860763 + Penalty 1710.559955 = -602655.300809 nChanged 29 SP:Iteration 87Q (1490.412248 sec): 3 clusters Score: Raw -604371.421760 + Penalty 1710.559955 = -602660.861805 nChanged 29 SP:Iteration 88Q (1490.458513 sec): 3 clusters Score: Raw -604377.355632 + Penalty 1710.559955 = -602666.795677 nChanged 26 SP:Iteration 89Q (1490.502784 sec): 3 clusters Score: Raw -604382.801797 + Penalty 1710.559955 = -602672.241842 nChanged 37 SP:Iteration 90Q (1490.553319 sec): 3 clusters Score: Raw -604392.237079 + Penalty 1710.559955 = -602681.677124 nChanged 39 SP:Iteration 91Q (1490.614446 sec): 3 clusters Score: Raw -604401.500215 + Penalty 1710.559955 = -602690.940261 nChanged 31 SP:Iteration 92Q (1490.664480 sec): 3 clusters Score: Raw -604411.626481 + Penalty 1710.559955 = -602701.066527 nChanged 39 SP:Iteration 93Q (1490.712715 sec): 3 clusters Score: Raw -604422.178045 + Penalty 1710.559955 = -602711.618090 nChanged 32 SP:Iteration 94Q (1490.773850 sec): 3 clusters Score: Raw -604431.764164 + Penalty 1710.559955 = -602721.204209 nChanged 26 SP:Iteration 95Q (1490.826186 sec): 3 clusters Score: Raw -604440.829231 + Penalty 1710.559955 = -602730.269276 nChanged 29 SP:Iteration 96Q (1490.870162 sec): 3 clusters Score: Raw -604447.938863 + Penalty 1710.559955 = -602737.378908 nChanged 18 SP:Iteration 97Q (1490.923550 sec): 3 clusters Score: Raw -604452.373554 + Penalty 1710.559955 = -602741.813599 nChanged 20 SP:Iteration 98Q (1490.979475 sec): 3 clusters Score: Raw -604457.338918 + Penalty 1710.559955 = -602746.778963 nChanged 12 SP:Iteration 99Q (1491.022773 sec): 3 clusters Score: Raw -604459.663665 + Penalty 1710.559955 = -602749.103710 nChanged 14 SP:Iteration 100F (1491.074465 sec): 3 clusters Score: Raw -604463.535133 + Penalty 1710.559955 = -602752.975178 nChanged 15 SP:Iteration 101Q (1491.126684 sec): 3 clusters Score: Raw -604466.225035 + Penalty 1710.559955 = -602755.665080 nChanged 10 SP:Iteration 102Q (1491.173210 sec): 3 clusters Score: Raw -604467.910992 + Penalty 1710.559955 = -602757.351037 nChanged 7 SP:Iteration 103Q (1491.238780 sec): 3 clusters Score: Raw -604469.557475 + Penalty 1710.559955 = -602758.997520 nChanged 5 SP:Iteration 104Q (1491.272899 sec): 3 clusters Score: Raw -604470.533475 + Penalty 1710.559955 = -602759.973520 nChanged 8 SP:Iteration 105Q (1491.339971 sec): 3 clusters Score: Raw -604472.204549 + Penalty 1710.559955 = -602761.644594 nChanged 6 SP:Iteration 106Q (1491.380797 sec): 3 clusters Score: Raw -604473.681168 + Penalty 1710.559955 = -602763.121213 nChanged 12 SP:Iteration 107Q (1491.434835 sec): 3 clusters Score: Raw -604476.712823 + Penalty 1710.559955 = -602766.152868 nChanged 10 SP:Iteration 108Q (1491.492407 sec): 3 clusters Score: Raw -604478.610370 + Penalty 1710.559955 = -602768.050415 nChanged 10 SP:Iteration 109Q (1491.534140 sec): 3 clusters Score: Raw -604479.886770 + Penalty 1710.559955 = -602769.326815 nChanged 8 SP:Iteration 110Q (1491.585145 sec): 3 clusters Score: Raw -604481.495464 + Penalty 1710.559955 = -602770.935509 nChanged 7 SP:Iteration 111Q (1491.637885 sec): 3 clusters Score: Raw -604483.511766 + Penalty 1710.559955 = -602772.951811 nChanged 9 SP:Iteration 112Q (1491.686853 sec): 3 clusters Score: Raw -604485.512537 + Penalty 1710.559955 = -602774.952583 nChanged 13 SP:Iteration 113Q (1491.733833 sec): 3 clusters Score: Raw -604488.900018 + Penalty 1710.559955 = -602778.340063 nChanged 10 SP:Iteration 114Q (1491.784871 sec): 3 clusters Score: Raw -604490.805030 + Penalty 1710.559955 = -602780.245075 nChanged 8 SP:Iteration 115Q (1491.835888 sec): 3 clusters Score: Raw -604494.123440 + Penalty 1710.559955 = -602783.563485 nChanged 12 SP:Iteration 116Q (1491.894620 sec): 3 clusters Score: Raw -604498.600635 + Penalty 1710.559955 = -602788.040681 nChanged 13 SP:Iteration 117Q (1491.945579 sec): 3 clusters Score: Raw -604502.531801 + Penalty 1710.559955 = -602791.971846 nChanged 10 SP:Iteration 118Q (1492.006114 sec): 3 clusters Score: Raw -604504.972100 + Penalty 1710.559955 = -602794.412145 nChanged 11 SP:Iteration 119Q (1492.056626 sec): 3 clusters Score: Raw -604507.888688 + Penalty 1710.559955 = -602797.328733 nChanged 10 SP:Iteration 120F (1492.113368 sec): 3 clusters Score: Raw -604510.377639 + Penalty 1710.559955 = -602799.817685 nChanged 14 SP:Iteration 121Q (1492.164171 sec): 3 clusters Score: Raw -604514.099762 + Penalty 1710.559955 = -602803.539807 nChanged 10 SP:Iteration 122Q (1492.221987 sec): 3 clusters Score: Raw -604516.634920 + Penalty 1710.559955 = -602806.074965 nChanged 10 SP:Iteration 123Q (1492.265285 sec): 3 clusters Score: Raw -604518.919326 + Penalty 1710.559955 = -602808.359371 nChanged 4 SP:Iteration 124Q (1492.329681 sec): 3 clusters Score: Raw -604519.347653 + Penalty 1710.559955 = -602808.787699 nChanged 4 SP:Iteration 125Q (1492.378370 sec): 3 clusters Score: Raw -604519.682863 + Penalty 1710.559955 = -602809.122908 nChanged 2 SP:Iteration 126Q (1492.440499 sec): 3 clusters Score: Raw -604520.452378 + Penalty 1710.559955 = -602809.892423 nChanged 6 SP:Iteration 127Q (1492.484508 sec): 3 clusters Score: Raw -604522.381410 + Penalty 1710.559955 = -602811.821456 nChanged 6 SP:Iteration 128Q (1492.537153 sec): 3 clusters Score: Raw -604524.010566 + Penalty 1710.559955 = -602813.450611 nChanged 10 SP:Iteration 129Q (1492.604300 sec): 3 clusters Score: Raw -604526.163622 + Penalty 1710.559955 = -602815.603668 nChanged 9 SP:Iteration 130Q (1492.652561 sec): 3 clusters Score: Raw -604528.227143 + Penalty 1710.559955 = -602817.667188 nChanged 6 SP:Iteration 131Q (1492.705010 sec): 3 clusters Score: Raw -604529.919981 + Penalty 1710.559955 = -602819.360027 nChanged 9 SP:Iteration 132Q (1492.753474 sec): 3 clusters Score: Raw -604531.993629 + Penalty 1710.559955 = -602821.433674 nChanged 12 SP:Iteration 133Q (1492.813299 sec): 3 clusters Score: Raw -604534.612623 + Penalty 1710.559955 = -602824.052668 nChanged 9 SP:Iteration 134Q (1492.863111 sec): 3 clusters Score: Raw -604536.861515 + Penalty 1710.559955 = -602826.301560 nChanged 8 SP:Iteration 135Q (1492.917605 sec): 3 clusters Score: Raw -604538.875270 + Penalty 1710.559955 = -602828.315315 nChanged 5 SP:Iteration 136Q (1492.978318 sec): 3 clusters Score: Raw -604539.545685 + Penalty 1710.559955 = -602828.985730 nChanged 4 SP:Iteration 137Q (1493.022157 sec): 3 clusters Score: Raw -604540.815545 + Penalty 1710.559955 = -602830.255590 nChanged 4 SP:Iteration 138Q (1493.084669 sec): 3 clusters Score: Raw -604542.392311 + Penalty 1710.559955 = -602831.832356 nChanged 6 SP:Iteration 139Q (1493.128703 sec): 3 clusters Score: Raw -604543.329795 + Penalty 1710.559955 = -602832.769840 nChanged 4 SP:Iteration 140F (1493.180642 sec): 3 clusters Score: Raw -604543.840379 + Penalty 1710.559955 = -602833.280424 nChanged 3 SP:Iteration 141Q (1493.243685 sec): 3 clusters Score: Raw -604544.128734 + Penalty 1710.559955 = -602833.568779 nChanged 1 SP:Iteration 142Q (1493.288978 sec): 3 clusters Score: Raw -604544.179357 + Penalty 1710.559955 = -602833.619402 nChanged 2 SP:Iteration 143Q (1493.345807 sec): 3 clusters Score: Raw -604544.432302 + Penalty 1710.559955 = -602833.872347 nChanged 1 SP:Iteration 144Q (1493.401431 sec): 3 clusters Score: Raw -604544.549745 + Penalty 1710.559955 = -602833.989790 nChanged 0 SP:Iteration 145F (1493.462469 sec): 3 clusters Score: Raw -604544.549745 + Penalty 1710.559955 = -602833.989790 nChanged 0 Trying to split cluster 9 (8152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1493.493871 sec): 2 clusters Score: Raw -661000.660805 + Penalty 855.571765 = -660145.089041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1493.532720 sec): 3 clusters Score: Raw -656203.922051 + Penalty 1711.143529 = -654492.778522 nChanged 3649 SP:Iteration 1F (1493.592348 sec): 3 clusters Score: Raw -658285.805508 + Penalty 1711.143529 = -656574.661978 nChanged 525 SP:Iteration 2F (1493.648761 sec): 3 clusters Score: Raw -658539.067693 + Penalty 1711.143529 = -656827.924163 nChanged 490 SP:Iteration 3F (1493.704053 sec): 3 clusters Score: Raw -658799.877857 + Penalty 1711.143529 = -657088.734328 nChanged 514 SP:Iteration 4F (1493.765067 sec): 3 clusters Score: Raw -659086.746975 + Penalty 1711.143529 = -657375.603445 nChanged 506 SP:Iteration 5F (1493.810053 sec): 3 clusters Score: Raw -659411.182169 + Penalty 1711.143529 = -657700.038639 nChanged 468 SP:Iteration 6F (1493.864064 sec): 3 clusters Score: Raw -659739.213909 + Penalty 1711.143529 = -658028.070380 nChanged 403 SP:Iteration 7Q (1493.918583 sec): 3 clusters Score: Raw -660027.408071 + Penalty 1711.143529 = -658316.264542 nChanged 332 SP:Iteration 8Q (1493.979196 sec): 3 clusters Score: Raw -660249.471824 + Penalty 1711.143529 = -658538.328295 nChanged 232 SP:Iteration 9Q (1494.039556 sec): 3 clusters Score: Raw -660385.349026 + Penalty 1711.143529 = -658674.205497 nChanged 173 SP:Iteration 10Q (1494.090074 sec): 3 clusters Score: Raw -660470.383622 + Penalty 1711.143529 = -658759.240093 nChanged 135 SP:Iteration 11Q (1494.154094 sec): 3 clusters Score: Raw -660524.401869 + Penalty 1711.143529 = -658813.258340 nChanged 103 SP:Iteration 12Q (1494.189196 sec): 3 clusters Score: Raw -660562.635459 + Penalty 1711.143529 = -658851.491929 nChanged 84 SP:Iteration 13Q (1494.254426 sec): 3 clusters Score: Raw -660589.297605 + Penalty 1711.143529 = -658878.154076 nChanged 53 SP:Iteration 14Q (1494.307002 sec): 3 clusters Score: Raw -660602.940998 + Penalty 1711.143529 = -658891.797468 nChanged 49 SP:Iteration 15Q (1494.352885 sec): 3 clusters Score: Raw -660615.234684 + Penalty 1711.143529 = -658904.091155 nChanged 48 SP:Iteration 16Q (1494.403714 sec): 3 clusters Score: Raw -660631.976492 + Penalty 1711.143529 = -658920.832963 nChanged 64 SP:Iteration 17Q (1494.462844 sec): 3 clusters Score: Raw -660652.503818 + Penalty 1711.143529 = -658941.360289 nChanged 49 SP:Iteration 18Q (1494.518722 sec): 3 clusters Score: Raw -660666.350591 + Penalty 1711.143529 = -658955.207062 nChanged 34 SP:Iteration 19Q (1494.578156 sec): 3 clusters Score: Raw -660676.709214 + Penalty 1711.143529 = -658965.565685 nChanged 34 SP:Iteration 20F (1494.631013 sec): 3 clusters Score: Raw -660686.204073 + Penalty 1711.143529 = -658975.060544 nChanged 35 SP:Iteration 21Q (1494.669333 sec): 3 clusters Score: Raw -660695.700359 + Penalty 1711.143529 = -658984.556830 nChanged 33 SP:Iteration 22Q (1494.729258 sec): 3 clusters Score: Raw -660703.311342 + Penalty 1711.143529 = -658992.167813 nChanged 31 SP:Iteration 23Q (1494.778203 sec): 3 clusters Score: Raw -660711.567793 + Penalty 1711.143529 = -659000.424263 nChanged 25 SP:Iteration 24Q (1494.832291 sec): 3 clusters Score: Raw -660716.060604 + Penalty 1711.143529 = -659004.917075 nChanged 21 SP:Iteration 25Q (1494.884821 sec): 3 clusters Score: Raw -660720.958742 + Penalty 1711.143529 = -659009.815212 nChanged 16 SP:Iteration 26Q (1494.934359 sec): 3 clusters Score: Raw -660724.994449 + Penalty 1711.143529 = -659013.850920 nChanged 23 SP:Iteration 27Q (1494.992466 sec): 3 clusters Score: Raw -660731.197254 + Penalty 1711.143529 = -659020.053724 nChanged 27 SP:Iteration 28Q (1495.044937 sec): 3 clusters Score: Raw -660737.098358 + Penalty 1711.143529 = -659025.954829 nChanged 16 SP:Iteration 29Q (1495.101954 sec): 3 clusters Score: Raw -660740.340117 + Penalty 1711.143529 = -659029.196588 nChanged 15 SP:Iteration 30Q (1495.152711 sec): 3 clusters Score: Raw -660743.710903 + Penalty 1711.143529 = -659032.567374 nChanged 12 SP:Iteration 31Q (1495.208542 sec): 3 clusters Score: Raw -660746.807432 + Penalty 1711.143529 = -659035.663902 nChanged 15 SP:Iteration 32Q (1495.256578 sec): 3 clusters Score: Raw -660750.320742 + Penalty 1711.143529 = -659039.177213 nChanged 14 SP:Iteration 33Q (1495.314601 sec): 3 clusters Score: Raw -660754.705426 + Penalty 1711.143529 = -659043.561897 nChanged 17 SP:Iteration 34Q (1495.366342 sec): 3 clusters Score: Raw -660758.097565 + Penalty 1711.143529 = -659046.954035 nChanged 12 SP:Iteration 35Q (1495.417668 sec): 3 clusters Score: Raw -660760.251375 + Penalty 1711.143529 = -659049.107846 nChanged 9 SP:Iteration 36Q (1495.468291 sec): 3 clusters Score: Raw -660763.056886 + Penalty 1711.143529 = -659051.913357 nChanged 18 SP:Iteration 37Q (1495.529487 sec): 3 clusters Score: Raw -660768.392151 + Penalty 1711.143529 = -659057.248621 nChanged 23 SP:Iteration 38Q (1495.583584 sec): 3 clusters Score: Raw -660776.295378 + Penalty 1711.143529 = -659065.151849 nChanged 27 SP:Iteration 39Q (1495.621721 sec): 3 clusters Score: Raw -660784.521685 + Penalty 1711.143529 = -659073.378155 nChanged 32 SP:Iteration 40F (1495.675549 sec): 3 clusters Score: Raw -660796.925361 + Penalty 1711.143529 = -659085.781832 nChanged 44 SP:Iteration 41Q (1495.738951 sec): 3 clusters Score: Raw -660811.756998 + Penalty 1711.143529 = -659100.613469 nChanged 53 SP:Iteration 42Q (1495.782289 sec): 3 clusters Score: Raw -660829.367010 + Penalty 1711.143529 = -659118.223481 nChanged 48 SP:Iteration 43Q (1495.845961 sec): 3 clusters Score: Raw -660846.036157 + Penalty 1711.143529 = -659134.892628 nChanged 42 SP:Iteration 44Q (1495.893901 sec): 3 clusters Score: Raw -660865.609370 + Penalty 1711.143529 = -659154.465841 nChanged 49 SP:Iteration 45Q (1495.938446 sec): 3 clusters Score: Raw -660888.549625 + Penalty 1711.143529 = -659177.406096 nChanged 51 SP:Iteration 46Q (1495.996604 sec): 3 clusters Score: Raw -660908.971695 + Penalty 1711.143529 = -659197.828166 nChanged 36 SP:Iteration 47Q (1496.052869 sec): 3 clusters Score: Raw -660922.125571 + Penalty 1711.143529 = -659210.982042 nChanged 32 SP:Iteration 48Q (1496.099912 sec): 3 clusters Score: Raw -660935.073173 + Penalty 1711.143529 = -659223.929644 nChanged 33 SP:Iteration 49Q (1496.151144 sec): 3 clusters Score: Raw -660952.847475 + Penalty 1711.143529 = -659241.703946 nChanged 27 SP:Iteration 50Q (1496.213717 sec): 3 clusters Score: Raw -660964.861577 + Penalty 1711.143529 = -659253.718048 nChanged 25 SP:Iteration 51Q (1496.263906 sec): 3 clusters Score: Raw -660975.714217 + Penalty 1711.143529 = -659264.570687 nChanged 23 SP:Iteration 52Q (1496.311953 sec): 3 clusters Score: Raw -660984.775331 + Penalty 1711.143529 = -659273.631802 nChanged 19 SP:Iteration 53Q (1496.378131 sec): 3 clusters Score: Raw -660993.396621 + Penalty 1711.143529 = -659282.253092 nChanged 24 SP:Iteration 54Q (1496.434181 sec): 3 clusters Score: Raw -661003.468981 + Penalty 1711.143529 = -659292.325452 nChanged 27 SP:Iteration 55Q (1496.485080 sec): 3 clusters Score: Raw -661014.033946 + Penalty 1711.143529 = -659302.890417 nChanged 21 SP:Iteration 56Q (1496.535320 sec): 3 clusters Score: Raw -661020.148495 + Penalty 1711.143529 = -659309.004966 nChanged 10 SP:Iteration 57Q (1496.594607 sec): 3 clusters Score: Raw -661022.833445 + Penalty 1711.143529 = -659311.689915 nChanged 8 SP:Iteration 58Q (1496.635180 sec): 3 clusters Score: Raw -661024.749781 + Penalty 1711.143529 = -659313.606252 nChanged 9 SP:Iteration 59Q (1496.695624 sec): 3 clusters Score: Raw -661027.509892 + Penalty 1711.143529 = -659316.366363 nChanged 12 SP:Iteration 60F (1496.750301 sec): 3 clusters Score: Raw -661029.994677 + Penalty 1711.143529 = -659318.851148 nChanged 7 SP:Iteration 61Q (1496.808707 sec): 3 clusters Score: Raw -661031.579698 + Penalty 1711.143529 = -659320.436168 nChanged 8 SP:Iteration 62Q (1496.853051 sec): 3 clusters Score: Raw -661034.165867 + Penalty 1711.143529 = -659323.022337 nChanged 9 SP:Iteration 63Q (1496.906370 sec): 3 clusters Score: Raw -661036.755022 + Penalty 1711.143529 = -659325.611493 nChanged 10 SP:Iteration 64Q (1496.948207 sec): 3 clusters Score: Raw -661040.894788 + Penalty 1711.143529 = -659329.751258 nChanged 17 SP:Iteration 65Q (1497.004722 sec): 3 clusters Score: Raw -661046.651961 + Penalty 1711.143529 = -659335.508432 nChanged 11 SP:Iteration 66Q (1497.067798 sec): 3 clusters Score: Raw -661050.858431 + Penalty 1711.143529 = -659339.714902 nChanged 11 SP:Iteration 67Q (1497.114000 sec): 3 clusters Score: Raw -661054.524469 + Penalty 1711.143529 = -659343.380940 nChanged 11 SP:Iteration 68Q (1497.168086 sec): 3 clusters Score: Raw -661058.512068 + Penalty 1711.143529 = -659347.368539 nChanged 4 SP:Iteration 69Q (1497.211977 sec): 3 clusters Score: Raw -661059.382739 + Penalty 1711.143529 = -659348.239209 nChanged 4 SP:Iteration 70Q (1497.263801 sec): 3 clusters Score: Raw -661060.443076 + Penalty 1711.143529 = -659349.299547 nChanged 4 SP:Iteration 71Q (1497.312538 sec): 3 clusters Score: Raw -661061.380898 + Penalty 1711.143529 = -659350.237368 nChanged 1 SP:Iteration 72Q (1497.362166 sec): 3 clusters Score: Raw -661061.751449 + Penalty 1711.143529 = -659350.607920 nChanged 2 SP:Iteration 73Q (1497.412797 sec): 3 clusters Score: Raw -661062.072376 + Penalty 1711.143529 = -659350.928847 nChanged 0 SP:Iteration 74F (1497.473775 sec): 3 clusters Score: Raw -661062.072376 + Penalty 1711.143529 = -659350.928847 nChanged 0 Trying to split cluster 10 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1497.501987 sec): 2 clusters Score: Raw -242172.420747 + Penalty 768.238202 = -241404.182544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1497.554209 sec): 3 clusters Score: Raw -240484.360339 + Penalty 1536.476405 = -238947.883934 nChanged 1319 SP:Iteration 1F (1497.588423 sec): 3 clusters Score: Raw -241243.131502 + Penalty 1536.476405 = -239706.655097 nChanged 270 SP:Iteration 2F (1497.649079 sec): 3 clusters Score: Raw -241426.480852 + Penalty 1536.476405 = -239890.004447 nChanged 238 SP:Iteration 3F (1497.690220 sec): 3 clusters Score: Raw -241603.747619 + Penalty 1536.476405 = -240067.271214 nChanged 210 SP:Iteration 4F (1497.742917 sec): 3 clusters Score: Raw -241776.477273 + Penalty 1536.476405 = -240240.000868 nChanged 232 SP:Iteration 5F (1497.790164 sec): 3 clusters Score: Raw -241998.917974 + Penalty 1536.476405 = -240462.441569 nChanged 213 SP:Iteration 6F (1497.847800 sec): 3 clusters Score: Raw -242245.405475 + Penalty 1536.476405 = -240708.929071 nChanged 208 SP:Iteration 7F (1497.888543 sec): 3 clusters Score: Raw -242461.319871 + Penalty 1536.476405 = -240924.843466 nChanged 123 SP:Iteration 8Q (1497.945772 sec): 3 clusters Score: Raw -242572.033497 + Penalty 1536.476405 = -241035.557092 nChanged 86 SP:Iteration 9Q (1497.988919 sec): 3 clusters Score: Raw -242644.021653 + Penalty 1536.476405 = -241107.545249 nChanged 67 SP:Iteration 10Q (1498.044625 sec): 3 clusters Score: Raw -242689.604875 + Penalty 1536.476405 = -241153.128470 nChanged 49 SP:Iteration 11Q (1498.094697 sec): 3 clusters Score: Raw -242718.112425 + Penalty 1536.476405 = -241181.636021 nChanged 36 SP:Iteration 12Q (1498.141227 sec): 3 clusters Score: Raw -242739.587904 + Penalty 1536.476405 = -241203.111499 nChanged 29 SP:Iteration 13Q (1498.200191 sec): 3 clusters Score: Raw -242758.811209 + Penalty 1536.476405 = -241222.334804 nChanged 21 SP:Iteration 14Q (1498.251898 sec): 3 clusters Score: Raw -242766.376252 + Penalty 1536.476405 = -241229.899847 nChanged 12 SP:Iteration 15Q (1498.296506 sec): 3 clusters Score: Raw -242771.540083 + Penalty 1536.476405 = -241235.063678 nChanged 9 SP:Iteration 16Q (1498.336868 sec): 3 clusters Score: Raw -242775.299082 + Penalty 1536.476405 = -241238.822677 nChanged 9 SP:Iteration 17Q (1498.388146 sec): 3 clusters Score: Raw -242778.930461 + Penalty 1536.476405 = -241242.454056 nChanged 6 SP:Iteration 18Q (1498.431036 sec): 3 clusters Score: Raw -242781.158537 + Penalty 1536.476405 = -241244.682132 nChanged 3 SP:Iteration 19Q (1498.485426 sec): 3 clusters Score: Raw -242782.125427 + Penalty 1536.476405 = -241245.649022 nChanged 4 SP:Iteration 20F (1498.531620 sec): 3 clusters Score: Raw -242783.437893 + Penalty 1536.476405 = -241246.961488 nChanged 4 SP:Iteration 21Q (1498.592666 sec): 3 clusters Score: Raw -242784.276512 + Penalty 1536.476405 = -241247.800107 nChanged 3 SP:Iteration 22Q (1498.639014 sec): 3 clusters Score: Raw -242784.808564 + Penalty 1536.476405 = -241248.332160 nChanged 2 SP:Iteration 23Q (1498.688417 sec): 3 clusters Score: Raw -242785.682584 + Penalty 1536.476405 = -241249.206179 nChanged 4 SP:Iteration 24Q (1498.731984 sec): 3 clusters Score: Raw -242787.019817 + Penalty 1536.476405 = -241250.543412 nChanged 3 SP:Iteration 25Q (1498.774249 sec): 3 clusters Score: Raw -242787.807168 + Penalty 1536.476405 = -241251.330763 nChanged 1 SP:Iteration 26Q (1498.824353 sec): 3 clusters Score: Raw -242788.065636 + Penalty 1536.476405 = -241251.589231 nChanged 2 SP:Iteration 27Q (1498.867012 sec): 3 clusters Score: Raw -242788.482827 + Penalty 1536.476405 = -241252.006422 nChanged 1 SP:Iteration 28Q (1498.917373 sec): 3 clusters Score: Raw -242788.545339 + Penalty 1536.476405 = -241252.068935 nChanged 2 SP:Iteration 29Q (1498.977549 sec): 3 clusters Score: Raw -242789.868313 + Penalty 1536.476405 = -241253.391908 nChanged 3 SP:Iteration 30Q (1499.023630 sec): 3 clusters Score: Raw -242791.129513 + Penalty 1536.476405 = -241254.653108 nChanged 2 SP:Iteration 31Q (1499.074016 sec): 3 clusters Score: Raw -242791.360679 + Penalty 1536.476405 = -241254.884274 nChanged 0 SP:Iteration 32F (1499.111994 sec): 3 clusters Score: Raw -242791.360679 + Penalty 1536.476405 = -241254.884274 nChanged 0 Trying to split cluster 11 (32134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.174526 sec): 2 clusters Score: Raw -2247476.266725 + Penalty 985.878644 = -2246490.388081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.263736 sec): 3 clusters Score: Raw -2226996.635249 + Penalty 1971.757288 = -2225024.877961 nChanged 15202 SP:Iteration 1F (1499.340269 sec): 3 clusters Score: Raw -2235734.437647 + Penalty 1971.757288 = -2233762.680358 nChanged 1616 SP:Iteration 2F (1499.439099 sec): 3 clusters Score: Raw -2236390.684264 + Penalty 1971.757288 = -2234418.926976 nChanged 1716 SP:Iteration 3F (1499.523466 sec): 3 clusters Score: Raw -2237188.056384 + Penalty 1971.757288 = -2235216.299095 nChanged 1766 SP:Iteration 4F (1499.616221 sec): 3 clusters Score: Raw -2238121.553657 + Penalty 1971.757288 = -2236149.796368 nChanged 1878 SP:Iteration 5F (1499.704765 sec): 3 clusters Score: Raw -2239276.328229 + Penalty 1971.757288 = -2237304.570941 nChanged 1945 SP:Iteration 6F (1499.787900 sec): 3 clusters Score: Raw -2240642.429359 + Penalty 1971.757288 = -2238670.672071 nChanged 1867 SP:Iteration 7F (1499.863638 sec): 3 clusters Score: Raw -2241851.392824 + Penalty 1971.757288 = -2239879.635536 nChanged 1596 SP:Iteration 8Q (1499.944951 sec): 3 clusters Score: Raw -2242683.544465 + Penalty 1971.757288 = -2240711.787177 nChanged 1207 SP:Iteration 9Q (1500.035416 sec): 3 clusters Score: Raw -2243172.166274 + Penalty 1971.757288 = -2241200.408986 nChanged 837 SP:Iteration 10Q (1500.110718 sec): 3 clusters Score: Raw -2243433.499548 + Penalty 1971.757288 = -2241461.742260 nChanged 580 SP:Iteration 11Q (1500.203457 sec): 3 clusters Score: Raw -2243600.170688 + Penalty 1971.757288 = -2241628.413400 nChanged 502 SP:Iteration 12Q (1500.291416 sec): 3 clusters Score: Raw -2243732.479222 + Penalty 1971.757288 = -2241760.721934 nChanged 445 SP:Iteration 13Q (1500.380852 sec): 3 clusters Score: Raw -2243844.698803 + Penalty 1971.757288 = -2241872.941515 nChanged 452 SP:Iteration 14Q (1500.470444 sec): 3 clusters Score: Raw -2243962.819968 + Penalty 1971.757288 = -2241991.062680 nChanged 420 SP:Iteration 15Q (1500.559846 sec): 3 clusters Score: Raw -2244060.788438 + Penalty 1971.757288 = -2242089.031149 nChanged 392 SP:Iteration 16Q (1500.644488 sec): 3 clusters Score: Raw -2244161.931474 + Penalty 1971.757288 = -2242190.174185 nChanged 395 SP:Iteration 17Q (1500.730131 sec): 3 clusters Score: Raw -2244268.196527 + Penalty 1971.757288 = -2242296.439239 nChanged 409 SP:Iteration 18Q (1500.808107 sec): 3 clusters Score: Raw -2244384.733518 + Penalty 1971.757288 = -2242412.976230 nChanged 413 SP:Iteration 19Q (1500.885542 sec): 3 clusters Score: Raw -2244509.361377 + Penalty 1971.757288 = -2242537.604089 nChanged 415 SP:Iteration 20F (1500.980500 sec): 3 clusters Score: Raw -2244639.407568 + Penalty 1971.757288 = -2242667.650280 nChanged 444 SP:Iteration 21Q (1501.066997 sec): 3 clusters Score: Raw -2244785.326293 + Penalty 1971.757288 = -2242813.569005 nChanged 444 SP:Iteration 22Q (1501.152379 sec): 3 clusters Score: Raw -2244940.084028 + Penalty 1971.757288 = -2242968.326740 nChanged 459 SP:Iteration 23Q (1501.227455 sec): 3 clusters Score: Raw -2245099.126294 + Penalty 1971.757288 = -2243127.369005 nChanged 441 SP:Iteration 24Q (1501.313004 sec): 3 clusters Score: Raw -2245242.696530 + Penalty 1971.757288 = -2243270.939242 nChanged 403 SP:Iteration 25Q (1501.399615 sec): 3 clusters Score: Raw -2245384.898649 + Penalty 1971.757288 = -2243413.141360 nChanged 394 SP:Iteration 26Q (1501.482490 sec): 3 clusters Score: Raw -2245518.272324 + Penalty 1971.757288 = -2243546.515036 nChanged 381 SP:Iteration 27Q (1501.557486 sec): 3 clusters Score: Raw -2245636.895706 + Penalty 1971.757288 = -2243665.138418 nChanged 391 SP:Iteration 28Q (1501.645379 sec): 3 clusters Score: Raw -2245760.288646 + Penalty 1971.757288 = -2243788.531358 nChanged 341 SP:Iteration 29Q (1501.728386 sec): 3 clusters Score: Raw -2245858.087158 + Penalty 1971.757288 = -2243886.329869 nChanged 332 SP:Iteration 30Q (1501.818919 sec): 3 clusters Score: Raw -2245943.858378 + Penalty 1971.757288 = -2243972.101089 nChanged 281 SP:Iteration 31Q (1501.900989 sec): 3 clusters Score: Raw -2246002.898413 + Penalty 1971.757288 = -2244031.141124 nChanged 233 SP:Iteration 32Q (1501.974150 sec): 3 clusters Score: Raw -2246042.683691 + Penalty 1971.757288 = -2244070.926402 nChanged 209 SP:Iteration 33Q (1502.059067 sec): 3 clusters Score: Raw -2246076.520703 + Penalty 1971.757288 = -2244104.763415 nChanged 205 SP:Iteration 34Q (1502.145179 sec): 3 clusters Score: Raw -2246110.434244 + Penalty 1971.757288 = -2244138.676956 nChanged 204 SP:Iteration 35Q (1502.225222 sec): 3 clusters Score: Raw -2246145.838795 + Penalty 1971.757288 = -2244174.081506 nChanged 203 SP:Iteration 36Q (1502.307690 sec): 3 clusters Score: Raw -2246180.482634 + Penalty 1971.757288 = -2244208.725346 nChanged 207 SP:Iteration 37Q (1502.384788 sec): 3 clusters Score: Raw -2246214.802714 + Penalty 1971.757288 = -2244243.045425 nChanged 193 SP:Iteration 38Q (1502.473397 sec): 3 clusters Score: Raw -2246248.205657 + Penalty 1971.757288 = -2244276.448369 nChanged 203 SP:Iteration 39Q (1502.560058 sec): 3 clusters Score: Raw -2246284.456548 + Penalty 1971.757288 = -2244312.699260 nChanged 212 SP:Iteration 40F (1502.641424 sec): 3 clusters Score: Raw -2246326.350594 + Penalty 1971.757288 = -2244354.593306 nChanged 209 SP:Iteration 41Q (1502.725524 sec): 3 clusters Score: Raw -2246366.407583 + Penalty 1971.757288 = -2244394.650294 nChanged 205 SP:Iteration 42Q (1502.810306 sec): 3 clusters Score: Raw -2246404.439797 + Penalty 1971.757288 = -2244432.682509 nChanged 196 SP:Iteration 43Q (1502.890336 sec): 3 clusters Score: Raw -2246442.161341 + Penalty 1971.757288 = -2244470.404052 nChanged 198 SP:Iteration 44Q (1502.962987 sec): 3 clusters Score: Raw -2246485.292474 + Penalty 1971.757288 = -2244513.535185 nChanged 221 SP:Iteration 45Q (1503.049649 sec): 3 clusters Score: Raw -2246532.528124 + Penalty 1971.757288 = -2244560.770836 nChanged 206 SP:Iteration 46Q (1503.128240 sec): 3 clusters Score: Raw -2246581.297247 + Penalty 1971.757288 = -2244609.539959 nChanged 217 SP:Iteration 47Q (1503.214380 sec): 3 clusters Score: Raw -2246637.893624 + Penalty 1971.757288 = -2244666.136336 nChanged 209 SP:Iteration 48Q (1503.299247 sec): 3 clusters Score: Raw -2246689.844339 + Penalty 1971.757288 = -2244718.087051 nChanged 200 SP:Iteration 49Q (1503.377044 sec): 3 clusters Score: Raw -2246740.505654 + Penalty 1971.757288 = -2244768.748366 nChanged 204 SP:Iteration 50Q (1503.451151 sec): 3 clusters Score: Raw -2246800.283904 + Penalty 1971.757288 = -2244828.526615 nChanged 208 SP:Iteration 51Q (1503.535182 sec): 3 clusters Score: Raw -2246865.186233 + Penalty 1971.757288 = -2244893.428944 nChanged 199 SP:Iteration 52Q (1503.608872 sec): 3 clusters Score: Raw -2246918.482972 + Penalty 1971.757288 = -2244946.725684 nChanged 179 SP:Iteration 53Q (1503.699790 sec): 3 clusters Score: Raw -2246965.658839 + Penalty 1971.757288 = -2244993.901551 nChanged 172 SP:Iteration 54Q (1503.773878 sec): 3 clusters Score: Raw -2247013.543721 + Penalty 1971.757288 = -2245041.786433 nChanged 169 SP:Iteration 55Q (1503.869095 sec): 3 clusters Score: Raw -2247061.691903 + Penalty 1971.757288 = -2245089.934615 nChanged 174 SP:Iteration 56Q (1503.934260 sec): 3 clusters Score: Raw -2247112.562680 + Penalty 1971.757288 = -2245140.805392 nChanged 166 SP:Iteration 57Q (1504.017230 sec): 3 clusters Score: Raw -2247161.412814 + Penalty 1971.757288 = -2245189.655526 nChanged 160 SP:Iteration 58Q (1504.100775 sec): 3 clusters Score: Raw -2247210.125391 + Penalty 1971.757288 = -2245238.368102 nChanged 151 SP:Iteration 59Q (1504.181562 sec): 3 clusters Score: Raw -2247258.172593 + Penalty 1971.757288 = -2245286.415305 nChanged 145 SP:Iteration 60F (1504.260992 sec): 3 clusters Score: Raw -2247305.896558 + Penalty 1971.757288 = -2245334.139270 nChanged 155 SP:Iteration 61Q (1504.338812 sec): 3 clusters Score: Raw -2247360.714362 + Penalty 1971.757288 = -2245388.957073 nChanged 147 SP:Iteration 62Q (1504.426503 sec): 3 clusters Score: Raw -2247416.030864 + Penalty 1971.757288 = -2245444.273575 nChanged 125 SP:Iteration 63Q (1504.511952 sec): 3 clusters Score: Raw -2247460.604374 + Penalty 1971.757288 = -2245488.847086 nChanged 126 SP:Iteration 64Q (1504.591383 sec): 3 clusters Score: Raw -2247505.161956 + Penalty 1971.757288 = -2245533.404668 nChanged 115 SP:Iteration 65Q (1504.663029 sec): 3 clusters Score: Raw -2247546.303631 + Penalty 1971.757288 = -2245574.546342 nChanged 110 SP:Iteration 66Q (1504.746702 sec): 3 clusters Score: Raw -2247587.126595 + Penalty 1971.757288 = -2245615.369306 nChanged 83 SP:Iteration 67Q (1504.823785 sec): 3 clusters Score: Raw -2247616.557268 + Penalty 1971.757288 = -2245644.799980 nChanged 75 SP:Iteration 68Q (1504.906739 sec): 3 clusters Score: Raw -2247643.717591 + Penalty 1971.757288 = -2245671.960303 nChanged 85 SP:Iteration 69Q (1504.977003 sec): 3 clusters Score: Raw -2247672.708349 + Penalty 1971.757288 = -2245700.951061 nChanged 68 SP:Iteration 70Q (1505.053410 sec): 3 clusters Score: Raw -2247693.364594 + Penalty 1971.757288 = -2245721.607305 nChanged 44 SP:Iteration 71Q (1505.130252 sec): 3 clusters Score: Raw -2247707.565746 + Penalty 1971.757288 = -2245735.808458 nChanged 38 SP:Iteration 72Q (1505.204962 sec): 3 clusters Score: Raw -2247718.819019 + Penalty 1971.757288 = -2245747.061731 nChanged 33 SP:Iteration 73Q (1505.293331 sec): 3 clusters Score: Raw -2247729.107985 + Penalty 1971.757288 = -2245757.350697 nChanged 28 SP:Iteration 74Q (1505.367511 sec): 3 clusters Score: Raw -2247737.756648 + Penalty 1971.757288 = -2245765.999360 nChanged 25 SP:Iteration 75Q (1505.451359 sec): 3 clusters Score: Raw -2247744.061323 + Penalty 1971.757288 = -2245772.304034 nChanged 19 SP:Iteration 76Q (1505.520120 sec): 3 clusters Score: Raw -2247750.919400 + Penalty 1971.757288 = -2245779.162112 nChanged 20 SP:Iteration 77Q (1505.602684 sec): 3 clusters Score: Raw -2247755.628559 + Penalty 1971.757288 = -2245783.871271 nChanged 12 SP:Iteration 78Q (1505.682759 sec): 3 clusters Score: Raw -2247758.119191 + Penalty 1971.757288 = -2245786.361903 nChanged 14 SP:Iteration 79Q (1505.772818 sec): 3 clusters Score: Raw -2247760.857901 + Penalty 1971.757288 = -2245789.100613 nChanged 7 SP:Iteration 80F (1505.859999 sec): 3 clusters Score: Raw -2247762.557802 + Penalty 1971.757288 = -2245790.800513 nChanged 7 SP:Iteration 81Q (1505.940585 sec): 3 clusters Score: Raw -2247764.140631 + Penalty 1971.757288 = -2245792.383343 nChanged 4 SP:Iteration 82Q (1506.019651 sec): 3 clusters Score: Raw -2247764.850844 + Penalty 1971.757288 = -2245793.093555 nChanged 3 SP:Iteration 83Q (1506.101794 sec): 3 clusters Score: Raw -2247765.310058 + Penalty 1971.757288 = -2245793.552769 nChanged 3 SP:Iteration 84Q (1506.173095 sec): 3 clusters Score: Raw -2247765.802600 + Penalty 1971.757288 = -2245794.045312 nChanged 5 SP:Iteration 85Q (1506.259711 sec): 3 clusters Score: Raw -2247767.671194 + Penalty 1971.757288 = -2245795.913906 nChanged 3 SP:Iteration 86Q (1506.341738 sec): 3 clusters Score: Raw -2247769.231591 + Penalty 1971.757288 = -2245797.474303 nChanged 6 SP:Iteration 87Q (1506.424981 sec): 3 clusters Score: Raw -2247770.833971 + Penalty 1971.757288 = -2245799.076683 nChanged 9 SP:Iteration 88Q (1506.500334 sec): 3 clusters Score: Raw -2247773.512628 + Penalty 1971.757288 = -2245801.755340 nChanged 8 SP:Iteration 89Q (1506.588284 sec): 3 clusters Score: Raw -2247775.040144 + Penalty 1971.757288 = -2245803.282855 nChanged 6 SP:Iteration 90Q (1506.665651 sec): 3 clusters Score: Raw -2247776.300324 + Penalty 1971.757288 = -2245804.543035 nChanged 3 SP:Iteration 91Q (1506.748050 sec): 3 clusters Score: Raw -2247776.854406 + Penalty 1971.757288 = -2245805.097117 nChanged 3 SP:Iteration 92Q (1506.826128 sec): 3 clusters Score: Raw -2247777.619769 + Penalty 1971.757288 = -2245805.862480 nChanged 6 SP:Iteration 93Q (1506.907165 sec): 3 clusters Score: Raw -2247780.087667 + Penalty 1971.757288 = -2245808.330379 nChanged 6 SP:Iteration 94Q (1506.986167 sec): 3 clusters Score: Raw -2247781.260334 + Penalty 1971.757288 = -2245809.503046 nChanged 5 SP:Iteration 95Q (1507.059223 sec): 3 clusters Score: Raw -2247782.188153 + Penalty 1971.757288 = -2245810.430865 nChanged 6 SP:Iteration 96Q (1507.138413 sec): 3 clusters Score: Raw -2247782.986419 + Penalty 1971.757288 = -2245811.229131 nChanged 5 SP:Iteration 97Q (1507.213459 sec): 3 clusters Score: Raw -2247783.737195 + Penalty 1971.757288 = -2245811.979906 nChanged 5 SP:Iteration 98Q (1507.293643 sec): 3 clusters Score: Raw -2247784.056741 + Penalty 1971.757288 = -2245812.299452 nChanged 1 SP:Iteration 99Q (1507.375668 sec): 3 clusters Score: Raw -2247784.144345 + Penalty 1971.757288 = -2245812.387057 nChanged 1 SP:Iteration 100F (1507.457802 sec): 3 clusters Score: Raw -2247784.253716 + Penalty 1971.757288 = -2245812.496428 nChanged 0 Trying to split cluster 12 (12992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.494838 sec): 2 clusters Score: Raw -928788.627657 + Penalty 899.848461 = -927888.779196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.542889 sec): 3 clusters Score: Raw -920989.181714 + Penalty 1799.696922 = -919189.484792 nChanged 5857 SP:Iteration 1F (1507.606776 sec): 3 clusters Score: Raw -924592.228318 + Penalty 1799.696922 = -922792.531397 nChanged 910 SP:Iteration 2F (1507.664598 sec): 3 clusters Score: Raw -925106.933883 + Penalty 1799.696922 = -923307.236961 nChanged 865 SP:Iteration 3F (1507.727009 sec): 3 clusters Score: Raw -925632.558986 + Penalty 1799.696922 = -923832.862064 nChanged 822 SP:Iteration 4F (1507.790767 sec): 3 clusters Score: Raw -926103.965638 + Penalty 1799.696922 = -924304.268716 nChanged 672 SP:Iteration 5F (1507.860194 sec): 3 clusters Score: Raw -926444.004035 + Penalty 1799.696922 = -924644.307113 nChanged 533 SP:Iteration 6Q (1507.920798 sec): 3 clusters Score: Raw -926703.944321 + Penalty 1799.696922 = -924904.247399 nChanged 444 SP:Iteration 7Q (1507.975667 sec): 3 clusters Score: Raw -926915.954305 + Penalty 1799.696922 = -925116.257383 nChanged 424 SP:Iteration 8Q (1508.036249 sec): 3 clusters Score: Raw -927142.244046 + Penalty 1799.696922 = -925342.547124 nChanged 388 SP:Iteration 9Q (1508.100888 sec): 3 clusters Score: Raw -927359.827214 + Penalty 1799.696922 = -925560.130292 nChanged 345 SP:Iteration 10Q (1508.159927 sec): 3 clusters Score: Raw -927545.097267 + Penalty 1799.696922 = -925745.400345 nChanged 311 SP:Iteration 11Q (1508.218180 sec): 3 clusters Score: Raw -927706.811257 + Penalty 1799.696922 = -925907.114335 nChanged 294 SP:Iteration 12Q (1508.284787 sec): 3 clusters Score: Raw -927863.964638 + Penalty 1799.696922 = -926064.267716 nChanged 269 SP:Iteration 13Q (1508.345091 sec): 3 clusters Score: Raw -928009.149118 + Penalty 1799.696922 = -926209.452196 nChanged 231 SP:Iteration 14Q (1508.408723 sec): 3 clusters Score: Raw -928129.986093 + Penalty 1799.696922 = -926330.289171 nChanged 202 SP:Iteration 15Q (1508.458410 sec): 3 clusters Score: Raw -928229.857253 + Penalty 1799.696922 = -926430.160332 nChanged 181 SP:Iteration 16Q (1508.522965 sec): 3 clusters Score: Raw -928308.166281 + Penalty 1799.696922 = -926508.469359 nChanged 159 SP:Iteration 17Q (1508.568680 sec): 3 clusters Score: Raw -928377.628456 + Penalty 1799.696922 = -926577.931534 nChanged 140 SP:Iteration 18Q (1508.624584 sec): 3 clusters Score: Raw -928441.461245 + Penalty 1799.696922 = -926641.764323 nChanged 119 SP:Iteration 19Q (1508.674344 sec): 3 clusters Score: Raw -928494.262371 + Penalty 1799.696922 = -926694.565449 nChanged 113 SP:Iteration 20F (1508.736804 sec): 3 clusters Score: Raw -928551.566344 + Penalty 1799.696922 = -926751.869422 nChanged 102 SP:Iteration 21Q (1508.804662 sec): 3 clusters Score: Raw -928608.037271 + Penalty 1799.696922 = -926808.340349 nChanged 105 SP:Iteration 22Q (1508.851727 sec): 3 clusters Score: Raw -928658.366311 + Penalty 1799.696922 = -926858.669389 nChanged 95 SP:Iteration 23Q (1508.915575 sec): 3 clusters Score: Raw -928701.422429 + Penalty 1799.696922 = -926901.725507 nChanged 87 SP:Iteration 24Q (1508.973775 sec): 3 clusters Score: Raw -928737.633645 + Penalty 1799.696922 = -926937.936723 nChanged 54 SP:Iteration 25Q (1509.022522 sec): 3 clusters Score: Raw -928756.645767 + Penalty 1799.696922 = -926956.948845 nChanged 51 SP:Iteration 26Q (1509.069631 sec): 3 clusters Score: Raw -928774.459337 + Penalty 1799.696922 = -926974.762415 nChanged 42 SP:Iteration 27Q (1509.127073 sec): 3 clusters Score: Raw -928789.249505 + Penalty 1799.696922 = -926989.552584 nChanged 49 SP:Iteration 28Q (1509.184226 sec): 3 clusters Score: Raw -928808.351222 + Penalty 1799.696922 = -927008.654300 nChanged 45 SP:Iteration 29Q (1509.239245 sec): 3 clusters Score: Raw -928826.360559 + Penalty 1799.696922 = -927026.663637 nChanged 41 SP:Iteration 30Q (1509.293057 sec): 3 clusters Score: Raw -928844.131225 + Penalty 1799.696922 = -927044.434304 nChanged 31 SP:Iteration 31Q (1509.335988 sec): 3 clusters Score: Raw -928857.495885 + Penalty 1799.696922 = -927057.798963 nChanged 21 SP:Iteration 32Q (1509.400299 sec): 3 clusters Score: Raw -928867.713828 + Penalty 1799.696922 = -927068.016906 nChanged 17 SP:Iteration 33Q (1509.444816 sec): 3 clusters Score: Raw -928874.945593 + Penalty 1799.696922 = -927075.248671 nChanged 12 SP:Iteration 34Q (1509.500659 sec): 3 clusters Score: Raw -928878.954256 + Penalty 1799.696922 = -927079.257334 nChanged 12 SP:Iteration 35Q (1509.552653 sec): 3 clusters Score: Raw -928884.015633 + Penalty 1799.696922 = -927084.318712 nChanged 8 SP:Iteration 36Q (1509.607758 sec): 3 clusters Score: Raw -928887.691396 + Penalty 1799.696922 = -927087.994474 nChanged 10 SP:Iteration 37Q (1509.666687 sec): 3 clusters Score: Raw -928892.801344 + Penalty 1799.696922 = -927093.104422 nChanged 13 SP:Iteration 38Q (1509.724475 sec): 3 clusters Score: Raw -928899.276350 + Penalty 1799.696922 = -927099.579428 nChanged 13 SP:Iteration 39Q (1509.777229 sec): 3 clusters Score: Raw -928907.529988 + Penalty 1799.696922 = -927107.833066 nChanged 18 SP:Iteration 40F (1509.834205 sec): 3 clusters Score: Raw -928917.976083 + Penalty 1799.696922 = -927118.279161 nChanged 17 SP:Iteration 41Q (1509.887845 sec): 3 clusters Score: Raw -928925.758351 + Penalty 1799.696922 = -927126.061429 nChanged 13 SP:Iteration 42Q (1509.948280 sec): 3 clusters Score: Raw -928931.499403 + Penalty 1799.696922 = -927131.802481 nChanged 12 SP:Iteration 43Q (1510.003660 sec): 3 clusters Score: Raw -928936.916656 + Penalty 1799.696922 = -927137.219734 nChanged 7 SP:Iteration 44Q (1510.055507 sec): 3 clusters Score: Raw -928941.050159 + Penalty 1799.696922 = -927141.353238 nChanged 8 SP:Iteration 45Q (1510.117393 sec): 3 clusters Score: Raw -928946.061469 + Penalty 1799.696922 = -927146.364548 nChanged 10 SP:Iteration 46Q (1510.181780 sec): 3 clusters Score: Raw -928950.512160 + Penalty 1799.696922 = -927150.815238 nChanged 7 SP:Iteration 47Q (1510.235069 sec): 3 clusters Score: Raw -928953.554301 + Penalty 1799.696922 = -927153.857379 nChanged 5 SP:Iteration 48Q (1510.287621 sec): 3 clusters Score: Raw -928956.298147 + Penalty 1799.696922 = -927156.601225 nChanged 4 SP:Iteration 49Q (1510.342732 sec): 3 clusters Score: Raw -928958.857279 + Penalty 1799.696922 = -927159.160357 nChanged 5 SP:Iteration 50Q (1510.405498 sec): 3 clusters Score: Raw -928962.234023 + Penalty 1799.696922 = -927162.537101 nChanged 3 SP:Iteration 51Q (1510.464067 sec): 3 clusters Score: Raw -928963.575804 + Penalty 1799.696922 = -927163.878882 nChanged 2 SP:Iteration 52Q (1510.523245 sec): 3 clusters Score: Raw -928964.384530 + Penalty 1799.696922 = -927164.687608 nChanged 4 SP:Iteration 53Q (1510.573530 sec): 3 clusters Score: Raw -928966.074311 + Penalty 1799.696922 = -927166.377389 nChanged 2 SP:Iteration 54Q (1510.631335 sec): 3 clusters Score: Raw -928966.935349 + Penalty 1799.696922 = -927167.238427 nChanged 2 SP:Iteration 55Q (1510.699476 sec): 3 clusters Score: Raw -928967.638526 + Penalty 1799.696922 = -927167.941604 nChanged 2 SP:Iteration 56Q (1510.755839 sec): 3 clusters Score: Raw -928968.496833 + Penalty 1799.696922 = -927168.799911 nChanged 1 SP:Iteration 57Q (1510.816042 sec): 3 clusters Score: Raw -928969.093159 + Penalty 1799.696922 = -927169.396237 nChanged 1 SP:Iteration 58Q (1510.879753 sec): 3 clusters Score: Raw -928970.117736 + Penalty 1799.696922 = -927170.420814 nChanged 1 SP:Iteration 59Q (1510.928788 sec): 3 clusters Score: Raw -928970.513114 + Penalty 1799.696922 = -927170.816192 nChanged 0 SP:Iteration 60F (1510.991532 sec): 3 clusters Score: Raw -928970.513114 + Penalty 1799.696922 = -927170.816192 nChanged 0 Trying to split cluster 13 (16293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1511.039202 sec): 2 clusters Score: Raw -1104162.851257 + Penalty 921.356630 = -1103241.494626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1511.105129 sec): 3 clusters Score: Raw -1094159.798393 + Penalty 1842.713261 = -1092317.085132 nChanged 7513 SP:Iteration 1F (1511.168011 sec): 3 clusters Score: Raw -1098569.521961 + Penalty 1842.713261 = -1096726.808700 nChanged 1061 SP:Iteration 2F (1511.238019 sec): 3 clusters Score: Raw -1099144.024081 + Penalty 1842.713261 = -1097301.310820 nChanged 1049 SP:Iteration 3F (1511.291554 sec): 3 clusters Score: Raw -1099770.128393 + Penalty 1842.713261 = -1097927.415133 nChanged 1042 SP:Iteration 4F (1511.355751 sec): 3 clusters Score: Raw -1100415.263806 + Penalty 1842.713261 = -1098572.550545 nChanged 981 SP:Iteration 5F (1511.425965 sec): 3 clusters Score: Raw -1101002.932550 + Penalty 1842.713261 = -1099160.219289 nChanged 853 SP:Iteration 6F (1511.483797 sec): 3 clusters Score: Raw -1101495.380853 + Penalty 1842.713261 = -1099652.667592 nChanged 736 SP:Iteration 7Q (1511.553987 sec): 3 clusters Score: Raw -1101870.797867 + Penalty 1842.713261 = -1100028.084606 nChanged 643 SP:Iteration 8Q (1511.619601 sec): 3 clusters Score: Raw -1102161.011266 + Penalty 1842.713261 = -1100318.298005 nChanged 491 SP:Iteration 9Q (1511.685889 sec): 3 clusters Score: Raw -1102333.133891 + Penalty 1842.713261 = -1100490.420630 nChanged 361 SP:Iteration 10Q (1511.753240 sec): 3 clusters Score: Raw -1102438.981065 + Penalty 1842.713261 = -1100596.267804 nChanged 239 SP:Iteration 11Q (1511.810338 sec): 3 clusters Score: Raw -1102494.877091 + Penalty 1842.713261 = -1100652.163830 nChanged 184 SP:Iteration 12Q (1511.870010 sec): 3 clusters Score: Raw -1102521.757300 + Penalty 1842.713261 = -1100679.044039 nChanged 121 SP:Iteration 13Q (1511.943967 sec): 3 clusters Score: Raw -1102536.494999 + Penalty 1842.713261 = -1100693.781738 nChanged 78 SP:Iteration 14Q (1512.010916 sec): 3 clusters Score: Raw -1102545.290083 + Penalty 1842.713261 = -1100702.576822 nChanged 74 SP:Iteration 15Q (1512.080962 sec): 3 clusters Score: Raw -1102552.110245 + Penalty 1842.713261 = -1100709.396984 nChanged 55 SP:Iteration 16Q (1512.137413 sec): 3 clusters Score: Raw -1102556.825510 + Penalty 1842.713261 = -1100714.112249 nChanged 46 SP:Iteration 17Q (1512.202290 sec): 3 clusters Score: Raw -1102560.061571 + Penalty 1842.713261 = -1100717.348310 nChanged 37 SP:Iteration 18Q (1512.265016 sec): 3 clusters Score: Raw -1102562.478874 + Penalty 1842.713261 = -1100719.765613 nChanged 45 SP:Iteration 19Q (1512.325297 sec): 3 clusters Score: Raw -1102565.987951 + Penalty 1842.713261 = -1100723.274690 nChanged 36 SP:Iteration 20F (1512.387650 sec): 3 clusters Score: Raw -1102568.383396 + Penalty 1842.713261 = -1100725.670136 nChanged 34 SP:Iteration 21Q (1512.463090 sec): 3 clusters Score: Raw -1102571.023798 + Penalty 1842.713261 = -1100728.310537 nChanged 39 SP:Iteration 22Q (1512.516997 sec): 3 clusters Score: Raw -1102573.817329 + Penalty 1842.713261 = -1100731.104068 nChanged 31 SP:Iteration 23Q (1512.585898 sec): 3 clusters Score: Raw -1102575.747598 + Penalty 1842.713261 = -1100733.034337 nChanged 27 SP:Iteration 24Q (1512.645971 sec): 3 clusters Score: Raw -1102577.825041 + Penalty 1842.713261 = -1100735.111780 nChanged 39 SP:Iteration 25Q (1512.710669 sec): 3 clusters Score: Raw -1102581.051311 + Penalty 1842.713261 = -1100738.338050 nChanged 35 SP:Iteration 26Q (1512.780732 sec): 3 clusters Score: Raw -1102584.556803 + Penalty 1842.713261 = -1100741.843542 nChanged 38 SP:Iteration 27Q (1512.851515 sec): 3 clusters Score: Raw -1102588.892929 + Penalty 1842.713261 = -1100746.179668 nChanged 54 SP:Iteration 28Q (1512.921772 sec): 3 clusters Score: Raw -1102595.390589 + Penalty 1842.713261 = -1100752.677329 nChanged 69 SP:Iteration 29Q (1512.973117 sec): 3 clusters Score: Raw -1102602.884736 + Penalty 1842.713261 = -1100760.171475 nChanged 73 SP:Iteration 30Q (1513.046364 sec): 3 clusters Score: Raw -1102609.931221 + Penalty 1842.713261 = -1100767.217960 nChanged 69 SP:Iteration 31Q (1513.098294 sec): 3 clusters Score: Raw -1102616.911821 + Penalty 1842.713261 = -1100774.198560 nChanged 71 SP:Iteration 32Q (1513.171379 sec): 3 clusters Score: Raw -1102624.974939 + Penalty 1842.713261 = -1100782.261678 nChanged 60 SP:Iteration 33Q (1513.226135 sec): 3 clusters Score: Raw -1102633.233019 + Penalty 1842.713261 = -1100790.519758 nChanged 61 SP:Iteration 34Q (1513.298285 sec): 3 clusters Score: Raw -1102641.575570 + Penalty 1842.713261 = -1100798.862309 nChanged 66 SP:Iteration 35Q (1513.361851 sec): 3 clusters Score: Raw -1102649.866494 + Penalty 1842.713261 = -1100807.153233 nChanged 66 SP:Iteration 36Q (1513.423717 sec): 3 clusters Score: Raw -1102658.547047 + Penalty 1842.713261 = -1100815.833786 nChanged 71 SP:Iteration 37Q (1513.487010 sec): 3 clusters Score: Raw -1102669.438617 + Penalty 1842.713261 = -1100826.725356 nChanged 83 SP:Iteration 38Q (1513.549688 sec): 3 clusters Score: Raw -1102679.538279 + Penalty 1842.713261 = -1100836.825018 nChanged 77 SP:Iteration 39Q (1513.621623 sec): 3 clusters Score: Raw -1102688.480493 + Penalty 1842.713261 = -1100845.767232 nChanged 76 SP:Iteration 40F (1513.680828 sec): 3 clusters Score: Raw -1102695.853542 + Penalty 1842.713261 = -1100853.140281 nChanged 68 SP:Iteration 41Q (1513.753796 sec): 3 clusters Score: Raw -1102703.783354 + Penalty 1842.713261 = -1100861.070093 nChanged 85 SP:Iteration 42Q (1513.814590 sec): 3 clusters Score: Raw -1102716.027351 + Penalty 1842.713261 = -1100873.314090 nChanged 85 SP:Iteration 43Q (1513.873668 sec): 3 clusters Score: Raw -1102727.040595 + Penalty 1842.713261 = -1100884.327335 nChanged 83 SP:Iteration 44Q (1513.933414 sec): 3 clusters Score: Raw -1102737.645105 + Penalty 1842.713261 = -1100894.931844 nChanged 77 SP:Iteration 45Q (1513.990433 sec): 3 clusters Score: Raw -1102749.067520 + Penalty 1842.713261 = -1100906.354259 nChanged 94 SP:Iteration 46Q (1514.046127 sec): 3 clusters Score: Raw -1102762.636743 + Penalty 1842.713261 = -1100919.923482 nChanged 94 SP:Iteration 47Q (1514.111250 sec): 3 clusters Score: Raw -1102777.308451 + Penalty 1842.713261 = -1100934.595190 nChanged 92 SP:Iteration 48Q (1514.172925 sec): 3 clusters Score: Raw -1102791.057651 + Penalty 1842.713261 = -1100948.344390 nChanged 99 SP:Iteration 49Q (1514.233813 sec): 3 clusters Score: Raw -1102804.414081 + Penalty 1842.713261 = -1100961.700821 nChanged 100 SP:Iteration 50Q (1514.277400 sec): 3 clusters Score: Raw -1102816.591777 + Penalty 1842.713261 = -1100973.878516 nChanged 98 SP:Iteration 51Q (1514.327265 sec): 3 clusters Score: Raw -1102830.900404 + Penalty 1842.713261 = -1100988.187143 nChanged 102 SP:Iteration 52Q (1514.395791 sec): 3 clusters Score: Raw -1102846.693811 + Penalty 1842.713261 = -1101003.980550 nChanged 128 SP:Iteration 53Q (1514.456798 sec): 3 clusters Score: Raw -1102867.086058 + Penalty 1842.713261 = -1101024.372797 nChanged 124 SP:Iteration 54Q (1514.514230 sec): 3 clusters Score: Raw -1102888.304736 + Penalty 1842.713261 = -1101045.591475 nChanged 106 SP:Iteration 55Q (1514.587200 sec): 3 clusters Score: Raw -1102904.816511 + Penalty 1842.713261 = -1101062.103250 nChanged 108 SP:Iteration 56Q (1514.639194 sec): 3 clusters Score: Raw -1102925.023293 + Penalty 1842.713261 = -1101082.310032 nChanged 120 SP:Iteration 57Q (1514.709789 sec): 3 clusters Score: Raw -1102948.046911 + Penalty 1842.713261 = -1101105.333650 nChanged 111 SP:Iteration 58Q (1514.781424 sec): 3 clusters Score: Raw -1102966.653232 + Penalty 1842.713261 = -1101123.939971 nChanged 85 SP:Iteration 59Q (1514.838961 sec): 3 clusters Score: Raw -1102978.503862 + Penalty 1842.713261 = -1101135.790601 nChanged 84 SP:Iteration 60F (1514.907493 sec): 3 clusters Score: Raw -1102990.477223 + Penalty 1842.713261 = -1101147.763962 nChanged 88 SP:Iteration 61Q (1514.969595 sec): 3 clusters Score: Raw -1103003.640401 + Penalty 1842.713261 = -1101160.927140 nChanged 97 SP:Iteration 62Q (1515.044078 sec): 3 clusters Score: Raw -1103020.489654 + Penalty 1842.713261 = -1101177.776393 nChanged 113 SP:Iteration 63Q (1515.108422 sec): 3 clusters Score: Raw -1103044.733540 + Penalty 1842.713261 = -1101202.020279 nChanged 120 SP:Iteration 64Q (1515.173955 sec): 3 clusters Score: Raw -1103074.346241 + Penalty 1842.713261 = -1101231.632980 nChanged 150 SP:Iteration 65Q (1515.239034 sec): 3 clusters Score: Raw -1103109.091813 + Penalty 1842.713261 = -1101266.378553 nChanged 128 SP:Iteration 66Q (1515.306692 sec): 3 clusters Score: Raw -1103140.359992 + Penalty 1842.713261 = -1101297.646731 nChanged 158 SP:Iteration 67Q (1515.370359 sec): 3 clusters Score: Raw -1103184.845048 + Penalty 1842.713261 = -1101342.131787 nChanged 172 SP:Iteration 68Q (1515.435945 sec): 3 clusters Score: Raw -1103236.193383 + Penalty 1842.713261 = -1101393.480123 nChanged 180 SP:Iteration 69Q (1515.492425 sec): 3 clusters Score: Raw -1103294.335130 + Penalty 1842.713261 = -1101451.621870 nChanged 191 SP:Iteration 70Q (1515.557180 sec): 3 clusters Score: Raw -1103355.596796 + Penalty 1842.713261 = -1101512.883535 nChanged 179 SP:Iteration 71Q (1515.630534 sec): 3 clusters Score: Raw -1103406.327623 + Penalty 1842.713261 = -1101563.614362 nChanged 170 SP:Iteration 72Q (1515.694639 sec): 3 clusters Score: Raw -1103463.143844 + Penalty 1842.713261 = -1101620.430583 nChanged 186 SP:Iteration 73Q (1515.750075 sec): 3 clusters Score: Raw -1103530.709221 + Penalty 1842.713261 = -1101687.995960 nChanged 192 SP:Iteration 74Q (1515.824191 sec): 3 clusters Score: Raw -1103594.926538 + Penalty 1842.713261 = -1101752.213277 nChanged 176 SP:Iteration 75Q (1515.890276 sec): 3 clusters Score: Raw -1103652.046895 + Penalty 1842.713261 = -1101809.333634 nChanged 157 SP:Iteration 76Q (1515.949594 sec): 3 clusters Score: Raw -1103703.464761 + Penalty 1842.713261 = -1101860.751500 nChanged 150 SP:Iteration 77Q (1516.013899 sec): 3 clusters Score: Raw -1103756.860826 + Penalty 1842.713261 = -1101914.147565 nChanged 134 SP:Iteration 78Q (1516.075310 sec): 3 clusters Score: Raw -1103798.492782 + Penalty 1842.713261 = -1101955.779521 nChanged 116 SP:Iteration 79Q (1516.129958 sec): 3 clusters Score: Raw -1103830.862200 + Penalty 1842.713261 = -1101988.148939 nChanged 94 SP:Iteration 80F (1516.205084 sec): 3 clusters Score: Raw -1103856.169178 + Penalty 1842.713261 = -1102013.455917 nChanged 88 SP:Iteration 81Q (1516.262259 sec): 3 clusters Score: Raw -1103875.990440 + Penalty 1842.713261 = -1102033.277180 nChanged 77 SP:Iteration 82Q (1516.330793 sec): 3 clusters Score: Raw -1103894.939836 + Penalty 1842.713261 = -1102052.226575 nChanged 80 SP:Iteration 83Q (1516.391893 sec): 3 clusters Score: Raw -1103916.856971 + Penalty 1842.713261 = -1102074.143710 nChanged 80 SP:Iteration 84Q (1516.459255 sec): 3 clusters Score: Raw -1103945.111689 + Penalty 1842.713261 = -1102102.398428 nChanged 87 SP:Iteration 85Q (1516.516340 sec): 3 clusters Score: Raw -1103979.410073 + Penalty 1842.713261 = -1102136.696812 nChanged 100 SP:Iteration 86Q (1516.587219 sec): 3 clusters Score: Raw -1104028.443747 + Penalty 1842.713261 = -1102185.730486 nChanged 112 SP:Iteration 87Q (1516.646258 sec): 3 clusters Score: Raw -1104078.272438 + Penalty 1842.713261 = -1102235.559177 nChanged 100 SP:Iteration 88Q (1516.703725 sec): 3 clusters Score: Raw -1104120.925891 + Penalty 1842.713261 = -1102278.212630 nChanged 102 SP:Iteration 89Q (1516.769927 sec): 3 clusters Score: Raw -1104165.859906 + Penalty 1842.713261 = -1102323.146645 nChanged 101 SP:Iteration 90Q (1516.838772 sec): 3 clusters Score: Raw -1104212.642959 + Penalty 1842.713261 = -1102369.929698 nChanged 81 SP:Iteration 91Q (1516.894180 sec): 3 clusters Score: Raw -1104249.621827 + Penalty 1842.713261 = -1102406.908566 nChanged 57 SP:Iteration 92Q (1516.961469 sec): 3 clusters Score: Raw -1104278.037370 + Penalty 1842.713261 = -1102435.324109 nChanged 60 SP:Iteration 93Q (1517.026625 sec): 3 clusters Score: Raw -1104309.222692 + Penalty 1842.713261 = -1102466.509432 nChanged 49 SP:Iteration 94Q (1517.082545 sec): 3 clusters Score: Raw -1104331.339419 + Penalty 1842.713261 = -1102488.626158 nChanged 40 SP:Iteration 95Q (1517.144312 sec): 3 clusters Score: Raw -1104347.287590 + Penalty 1842.713261 = -1102504.574330 nChanged 25 SP:Iteration 96Q (1517.203879 sec): 3 clusters Score: Raw -1104356.918963 + Penalty 1842.713261 = -1102514.205702 nChanged 21 SP:Iteration 97Q (1517.264054 sec): 3 clusters Score: Raw -1104367.813528 + Penalty 1842.713261 = -1102525.100267 nChanged 18 SP:Iteration 98Q (1517.329254 sec): 3 clusters Score: Raw -1104374.116196 + Penalty 1842.713261 = -1102531.402935 nChanged 21 SP:Iteration 99Q (1517.396344 sec): 3 clusters Score: Raw -1104382.808656 + Penalty 1842.713261 = -1102540.095395 nChanged 15 SP:Iteration 100F (1517.450764 sec): 3 clusters Score: Raw -1104390.028586 + Penalty 1842.713261 = -1102547.315325 nChanged 13 SP:Iteration 101Q (1517.520444 sec): 3 clusters Score: Raw -1104394.791588 + Penalty 1842.713261 = -1102552.078327 nChanged 14 SP:Iteration 102Q (1517.570974 sec): 3 clusters Score: Raw -1104398.537319 + Penalty 1842.713261 = -1102555.824058 nChanged 12 SP:Iteration 103Q (1517.628145 sec): 3 clusters Score: Raw -1104402.944610 + Penalty 1842.713261 = -1102560.231349 nChanged 17 SP:Iteration 104Q (1517.697115 sec): 3 clusters Score: Raw -1104411.546336 + Penalty 1842.713261 = -1102568.833075 nChanged 18 SP:Iteration 105Q (1517.752636 sec): 3 clusters Score: Raw -1104417.941518 + Penalty 1842.713261 = -1102575.228257 nChanged 12 SP:Iteration 106Q (1517.814124 sec): 3 clusters Score: Raw -1104421.728027 + Penalty 1842.713261 = -1102579.014766 nChanged 9 SP:Iteration 107Q (1517.886635 sec): 3 clusters Score: Raw -1104425.976701 + Penalty 1842.713261 = -1102583.263440 nChanged 7 SP:Iteration 108Q (1517.939893 sec): 3 clusters Score: Raw -1104427.763439 + Penalty 1842.713261 = -1102585.050178 nChanged 4 SP:Iteration 109Q (1518.004451 sec): 3 clusters Score: Raw -1104428.964854 + Penalty 1842.713261 = -1102586.251593 nChanged 4 SP:Iteration 110Q (1518.058344 sec): 3 clusters Score: Raw -1104430.808499 + Penalty 1842.713261 = -1102588.095238 nChanged 7 SP:Iteration 111Q (1518.115256 sec): 3 clusters Score: Raw -1104433.371465 + Penalty 1842.713261 = -1102590.658204 nChanged 6 SP:Iteration 112Q (1518.177964 sec): 3 clusters Score: Raw -1104434.672426 + Penalty 1842.713261 = -1102591.959165 nChanged 5 SP:Iteration 113Q (1518.242964 sec): 3 clusters Score: Raw -1104436.219124 + Penalty 1842.713261 = -1102593.505863 nChanged 5 SP:Iteration 114Q (1518.303364 sec): 3 clusters Score: Raw -1104437.481529 + Penalty 1842.713261 = -1102594.768268 nChanged 0 SP:Iteration 115F (1518.366930 sec): 3 clusters Score: Raw -1104437.481529 + Penalty 1842.713261 = -1102594.768268 nChanged 0 Trying to split cluster 14 (8906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1518.399733 sec): 2 clusters Score: Raw -573578.271022 + Penalty 863.975646 = -572714.295376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1518.444990 sec): 3 clusters Score: Raw -568342.294651 + Penalty 1727.951292 = -566614.343359 nChanged 4007 SP:Iteration 1F (1518.511651 sec): 3 clusters Score: Raw -570681.524210 + Penalty 1727.951292 = -568953.572918 nChanged 571 SP:Iteration 2F (1518.558364 sec): 3 clusters Score: Raw -570930.414325 + Penalty 1727.951292 = -569202.463033 nChanged 486 SP:Iteration 3F (1518.612915 sec): 3 clusters Score: Raw -571108.439157 + Penalty 1727.951292 = -569380.487864 nChanged 407 SP:Iteration 4Q (1518.669567 sec): 3 clusters Score: Raw -571276.469629 + Penalty 1727.951292 = -569548.518336 nChanged 377 SP:Iteration 5Q (1518.728768 sec): 3 clusters Score: Raw -571435.694623 + Penalty 1727.951292 = -569707.743331 nChanged 353 SP:Iteration 6Q (1518.794267 sec): 3 clusters Score: Raw -571587.390886 + Penalty 1727.951292 = -569859.439593 nChanged 311 SP:Iteration 7Q (1518.838678 sec): 3 clusters Score: Raw -571711.828442 + Penalty 1727.951292 = -569983.877150 nChanged 309 SP:Iteration 8Q (1518.903922 sec): 3 clusters Score: Raw -571853.636918 + Penalty 1727.951292 = -570125.685626 nChanged 303 SP:Iteration 9Q (1518.952288 sec): 3 clusters Score: Raw -571997.817151 + Penalty 1727.951292 = -570269.865859 nChanged 312 SP:Iteration 10Q (1519.004458 sec): 3 clusters Score: Raw -572138.741131 + Penalty 1727.951292 = -570410.789838 nChanged 288 SP:Iteration 11Q (1519.055548 sec): 3 clusters Score: Raw -572265.690855 + Penalty 1727.951292 = -570537.739563 nChanged 280 SP:Iteration 12Q (1519.115860 sec): 3 clusters Score: Raw -572388.600346 + Penalty 1727.951292 = -570660.649053 nChanged 267 SP:Iteration 13Q (1519.165223 sec): 3 clusters Score: Raw -572514.077493 + Penalty 1727.951292 = -570786.126200 nChanged 285 SP:Iteration 14Q (1519.214599 sec): 3 clusters Score: Raw -572645.455108 + Penalty 1727.951292 = -570917.503815 nChanged 251 SP:Iteration 15Q (1519.262759 sec): 3 clusters Score: Raw -572751.024312 + Penalty 1727.951292 = -571023.073020 nChanged 230 SP:Iteration 16Q (1519.318578 sec): 3 clusters Score: Raw -572839.853826 + Penalty 1727.951292 = -571111.902534 nChanged 207 SP:Iteration 17Q (1519.382965 sec): 3 clusters Score: Raw -572912.413252 + Penalty 1727.951292 = -571184.461960 nChanged 178 SP:Iteration 18Q (1519.440521 sec): 3 clusters Score: Raw -572978.422683 + Penalty 1727.951292 = -571250.471391 nChanged 177 SP:Iteration 19Q (1519.491453 sec): 3 clusters Score: Raw -573032.104347 + Penalty 1727.951292 = -571304.153055 nChanged 144 SP:Iteration 20F (1519.540443 sec): 3 clusters Score: Raw -573078.057494 + Penalty 1727.951292 = -571350.106202 nChanged 143 SP:Iteration 21Q (1519.597237 sec): 3 clusters Score: Raw -573121.662002 + Penalty 1727.951292 = -571393.710709 nChanged 139 SP:Iteration 22Q (1519.660029 sec): 3 clusters Score: Raw -573168.022345 + Penalty 1727.951292 = -571440.071053 nChanged 149 SP:Iteration 23Q (1519.718667 sec): 3 clusters Score: Raw -573223.013738 + Penalty 1727.951292 = -571495.062446 nChanged 154 SP:Iteration 24Q (1519.773029 sec): 3 clusters Score: Raw -573274.196968 + Penalty 1727.951292 = -571546.245676 nChanged 129 SP:Iteration 25Q (1519.832806 sec): 3 clusters Score: Raw -573315.946323 + Penalty 1727.951292 = -571587.995030 nChanged 120 SP:Iteration 26Q (1519.885546 sec): 3 clusters Score: Raw -573352.575169 + Penalty 1727.951292 = -571624.623877 nChanged 114 SP:Iteration 27Q (1519.948280 sec): 3 clusters Score: Raw -573388.478125 + Penalty 1727.951292 = -571660.526833 nChanged 107 SP:Iteration 28Q (1519.995483 sec): 3 clusters Score: Raw -573422.164811 + Penalty 1727.951292 = -571694.213518 nChanged 112 SP:Iteration 29Q (1520.042812 sec): 3 clusters Score: Raw -573458.947877 + Penalty 1727.951292 = -571730.996584 nChanged 107 SP:Iteration 30Q (1520.105594 sec): 3 clusters Score: Raw -573500.234848 + Penalty 1727.951292 = -571772.283556 nChanged 127 SP:Iteration 31Q (1520.159807 sec): 3 clusters Score: Raw -573554.578506 + Penalty 1727.951292 = -571826.627214 nChanged 129 SP:Iteration 32Q (1520.214898 sec): 3 clusters Score: Raw -573614.492181 + Penalty 1727.951292 = -571886.540888 nChanged 127 SP:Iteration 33Q (1520.265823 sec): 3 clusters Score: Raw -573672.733330 + Penalty 1727.951292 = -571944.782038 nChanged 117 SP:Iteration 34Q (1520.327228 sec): 3 clusters Score: Raw -573724.614719 + Penalty 1727.951292 = -571996.663427 nChanged 123 SP:Iteration 35Q (1520.376594 sec): 3 clusters Score: Raw -573775.991558 + Penalty 1727.951292 = -572048.040266 nChanged 123 SP:Iteration 36Q (1520.436157 sec): 3 clusters Score: Raw -573821.496916 + Penalty 1727.951292 = -572093.545624 nChanged 108 SP:Iteration 37Q (1520.488944 sec): 3 clusters Score: Raw -573858.102115 + Penalty 1727.951292 = -572130.150823 nChanged 95 SP:Iteration 38Q (1520.546959 sec): 3 clusters Score: Raw -573889.386550 + Penalty 1727.951292 = -572161.435257 nChanged 87 SP:Iteration 39Q (1520.589632 sec): 3 clusters Score: Raw -573919.168584 + Penalty 1727.951292 = -572191.217292 nChanged 83 SP:Iteration 40F (1520.646212 sec): 3 clusters Score: Raw -573944.845634 + Penalty 1727.951292 = -572216.894342 nChanged 67 SP:Iteration 41Q (1520.699190 sec): 3 clusters Score: Raw -573962.546679 + Penalty 1727.951292 = -572234.595387 nChanged 49 SP:Iteration 42Q (1520.759929 sec): 3 clusters Score: Raw -573973.289784 + Penalty 1727.951292 = -572245.338492 nChanged 48 SP:Iteration 43Q (1520.806573 sec): 3 clusters Score: Raw -573983.843115 + Penalty 1727.951292 = -572255.891823 nChanged 35 SP:Iteration 44Q (1520.867147 sec): 3 clusters Score: Raw -573991.954362 + Penalty 1727.951292 = -572264.003070 nChanged 38 SP:Iteration 45Q (1520.920920 sec): 3 clusters Score: Raw -574001.262312 + Penalty 1727.951292 = -572273.311020 nChanged 37 SP:Iteration 46Q (1520.969831 sec): 3 clusters Score: Raw -574009.822838 + Penalty 1727.951292 = -572281.871545 nChanged 32 SP:Iteration 47Q (1521.025566 sec): 3 clusters Score: Raw -574017.625272 + Penalty 1727.951292 = -572289.673980 nChanged 23 SP:Iteration 48Q (1521.078418 sec): 3 clusters Score: Raw -574022.335771 + Penalty 1727.951292 = -572294.384479 nChanged 17 SP:Iteration 49Q (1521.131531 sec): 3 clusters Score: Raw -574025.901168 + Penalty 1727.951292 = -572297.949875 nChanged 10 SP:Iteration 50Q (1521.199249 sec): 3 clusters Score: Raw -574027.052707 + Penalty 1727.951292 = -572299.101414 nChanged 5 SP:Iteration 51Q (1521.254431 sec): 3 clusters Score: Raw -574027.576815 + Penalty 1727.951292 = -572299.625523 nChanged 5 SP:Iteration 52Q (1521.298780 sec): 3 clusters Score: Raw -574028.507335 + Penalty 1727.951292 = -572300.556042 nChanged 7 SP:Iteration 53Q (1521.351251 sec): 3 clusters Score: Raw -574030.342190 + Penalty 1727.951292 = -572302.390897 nChanged 11 SP:Iteration 54Q (1521.412157 sec): 3 clusters Score: Raw -574033.063654 + Penalty 1727.951292 = -572305.112362 nChanged 6 SP:Iteration 55Q (1521.470030 sec): 3 clusters Score: Raw -574034.350321 + Penalty 1727.951292 = -572306.399029 nChanged 10 SP:Iteration 56Q (1521.527748 sec): 3 clusters Score: Raw -574036.293542 + Penalty 1727.951292 = -572308.342250 nChanged 7 SP:Iteration 57Q (1521.576242 sec): 3 clusters Score: Raw -574037.570908 + Penalty 1727.951292 = -572309.619616 nChanged 6 SP:Iteration 58Q (1521.628281 sec): 3 clusters Score: Raw -574038.495803 + Penalty 1727.951292 = -572310.544510 nChanged 12 SP:Iteration 59Q (1521.690283 sec): 3 clusters Score: Raw -574041.178674 + Penalty 1727.951292 = -572313.227381 nChanged 10 SP:Iteration 60F (1521.745038 sec): 3 clusters Score: Raw -574043.494385 + Penalty 1727.951292 = -572315.543092 nChanged 10 SP:Iteration 61Q (1521.791892 sec): 3 clusters Score: Raw -574044.977635 + Penalty 1727.951292 = -572317.026342 nChanged 9 SP:Iteration 62Q (1521.848443 sec): 3 clusters Score: Raw -574045.859996 + Penalty 1727.951292 = -572317.908703 nChanged 5 SP:Iteration 63Q (1521.901939 sec): 3 clusters Score: Raw -574046.889033 + Penalty 1727.951292 = -572318.937741 nChanged 4 SP:Iteration 64Q (1521.955140 sec): 3 clusters Score: Raw -574047.693649 + Penalty 1727.951292 = -572319.742356 nChanged 5 SP:Iteration 65Q (1522.004898 sec): 3 clusters Score: Raw -574048.419952 + Penalty 1727.951292 = -572320.468660 nChanged 7 SP:Iteration 66Q (1522.070130 sec): 3 clusters Score: Raw -574049.434828 + Penalty 1727.951292 = -572321.483536 nChanged 6 SP:Iteration 67Q (1522.125729 sec): 3 clusters Score: Raw -574050.523791 + Penalty 1727.951292 = -572322.572499 nChanged 3 SP:Iteration 68Q (1522.170747 sec): 3 clusters Score: Raw -574050.892424 + Penalty 1727.951292 = -572322.941132 nChanged 2 SP:Iteration 69Q (1522.228538 sec): 3 clusters Score: Raw -574051.100096 + Penalty 1727.951292 = -572323.148804 nChanged 0 SP:Iteration 70F (1522.283605 sec): 3 clusters Score: Raw -574051.100096 + Penalty 1727.951292 = -572323.148804 nChanged 0 Trying to split cluster 15 (6480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1522.307679 sec): 2 clusters Score: Raw -459983.865006 + Penalty 833.765200 = -459150.099806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1522.370640 sec): 3 clusters Score: Raw -456250.100289 + Penalty 1667.530400 = -454582.569889 nChanged 2827 SP:Iteration 1F (1522.417105 sec): 3 clusters Score: Raw -458055.958324 + Penalty 1667.530400 = -456388.427924 nChanged 557 SP:Iteration 2F (1522.470977 sec): 3 clusters Score: Raw -458538.737016 + Penalty 1667.530400 = -456871.206616 nChanged 554 SP:Iteration 3F (1522.519075 sec): 3 clusters Score: Raw -459098.599586 + Penalty 1667.530400 = -457431.069186 nChanged 495 SP:Iteration 4F (1522.578889 sec): 3 clusters Score: Raw -459550.220816 + Penalty 1667.530400 = -457882.690416 nChanged 387 SP:Iteration 5F (1522.630241 sec): 3 clusters Score: Raw -459874.804426 + Penalty 1667.530400 = -458207.274026 nChanged 330 SP:Iteration 6F (1522.678059 sec): 3 clusters Score: Raw -460127.105448 + Penalty 1667.530400 = -458459.575048 nChanged 249 SP:Iteration 7Q (1522.742286 sec): 3 clusters Score: Raw -460299.873090 + Penalty 1667.530400 = -458632.342690 nChanged 217 SP:Iteration 8Q (1522.784257 sec): 3 clusters Score: Raw -460426.256352 + Penalty 1667.530400 = -458758.725952 nChanged 145 SP:Iteration 9Q (1522.832761 sec): 3 clusters Score: Raw -460514.007175 + Penalty 1667.530400 = -458846.476775 nChanged 105 SP:Iteration 10Q (1522.883702 sec): 3 clusters Score: Raw -460586.706851 + Penalty 1667.530400 = -458919.176451 nChanged 94 SP:Iteration 11Q (1522.934210 sec): 3 clusters Score: Raw -460634.428854 + Penalty 1667.530400 = -458966.898454 nChanged 74 SP:Iteration 12Q (1522.995967 sec): 3 clusters Score: Raw -460663.931316 + Penalty 1667.530400 = -458996.400916 nChanged 53 SP:Iteration 13Q (1523.048657 sec): 3 clusters Score: Raw -460681.382459 + Penalty 1667.530400 = -459013.852059 nChanged 43 SP:Iteration 14Q (1523.100824 sec): 3 clusters Score: Raw -460696.657657 + Penalty 1667.530400 = -459029.127257 nChanged 35 SP:Iteration 15Q (1523.143820 sec): 3 clusters Score: Raw -460706.842956 + Penalty 1667.530400 = -459039.312556 nChanged 29 SP:Iteration 16Q (1523.194348 sec): 3 clusters Score: Raw -460714.217806 + Penalty 1667.530400 = -459046.687406 nChanged 25 SP:Iteration 17Q (1523.239874 sec): 3 clusters Score: Raw -460721.323126 + Penalty 1667.530400 = -459053.792726 nChanged 27 SP:Iteration 18Q (1523.295331 sec): 3 clusters Score: Raw -460727.025819 + Penalty 1667.530400 = -459059.495419 nChanged 24 SP:Iteration 19Q (1523.343755 sec): 3 clusters Score: Raw -460732.863911 + Penalty 1667.530400 = -459065.333511 nChanged 23 SP:Iteration 20F (1523.392426 sec): 3 clusters Score: Raw -460739.390621 + Penalty 1667.530400 = -459071.860221 nChanged 26 SP:Iteration 21Q (1523.440132 sec): 3 clusters Score: Raw -460744.992815 + Penalty 1667.530400 = -459077.462415 nChanged 22 SP:Iteration 22Q (1523.477176 sec): 3 clusters Score: Raw -460749.400694 + Penalty 1667.530400 = -459081.870294 nChanged 19 SP:Iteration 23Q (1523.535851 sec): 3 clusters Score: Raw -460754.214533 + Penalty 1667.530400 = -459086.684133 nChanged 18 SP:Iteration 24Q (1523.588291 sec): 3 clusters Score: Raw -460760.406718 + Penalty 1667.530400 = -459092.876318 nChanged 27 SP:Iteration 25Q (1523.625957 sec): 3 clusters Score: Raw -460767.487462 + Penalty 1667.530400 = -459099.957062 nChanged 24 SP:Iteration 26Q (1523.684296 sec): 3 clusters Score: Raw -460774.067358 + Penalty 1667.530400 = -459106.536958 nChanged 21 SP:Iteration 27Q (1523.734093 sec): 3 clusters Score: Raw -460777.950219 + Penalty 1667.530400 = -459110.419819 nChanged 16 SP:Iteration 28Q (1523.776635 sec): 3 clusters Score: Raw -460780.211065 + Penalty 1667.530400 = -459112.680665 nChanged 8 SP:Iteration 29Q (1523.828464 sec): 3 clusters Score: Raw -460781.234930 + Penalty 1667.530400 = -459113.704530 nChanged 6 SP:Iteration 30Q (1523.879771 sec): 3 clusters Score: Raw -460783.290992 + Penalty 1667.530400 = -459115.760592 nChanged 14 SP:Iteration 31Q (1523.933366 sec): 3 clusters Score: Raw -460786.209766 + Penalty 1667.530400 = -459118.679366 nChanged 12 SP:Iteration 32Q (1523.991397 sec): 3 clusters Score: Raw -460788.045882 + Penalty 1667.530400 = -459120.515482 nChanged 11 SP:Iteration 33Q (1524.030664 sec): 3 clusters Score: Raw -460789.405139 + Penalty 1667.530400 = -459121.874739 nChanged 8 SP:Iteration 34Q (1524.087427 sec): 3 clusters Score: Raw -460790.405060 + Penalty 1667.530400 = -459122.874660 nChanged 4 SP:Iteration 35Q (1524.131768 sec): 3 clusters Score: Raw -460790.751900 + Penalty 1667.530400 = -459123.221500 nChanged 5 SP:Iteration 36Q (1524.188166 sec): 3 clusters Score: Raw -460791.500099 + Penalty 1667.530400 = -459123.969699 nChanged 5 SP:Iteration 37Q (1524.238115 sec): 3 clusters Score: Raw -460792.557388 + Penalty 1667.530400 = -459125.026988 nChanged 4 SP:Iteration 38Q (1524.297471 sec): 3 clusters Score: Raw -460792.800593 + Penalty 1667.530400 = -459125.270193 nChanged 2 SP:Iteration 39Q (1524.350991 sec): 3 clusters Score: Raw -460793.035475 + Penalty 1667.530400 = -459125.505075 nChanged 1 SP:Iteration 40F (1524.407265 sec): 3 clusters Score: Raw -460793.112671 + Penalty 1667.530400 = -459125.582271 nChanged 2 SP:Iteration 41Q (1524.455400 sec): 3 clusters Score: Raw -460793.301053 + Penalty 1667.530400 = -459125.770653 nChanged 3 SP:Iteration 42Q (1524.505989 sec): 3 clusters Score: Raw -460793.773178 + Penalty 1667.530400 = -459126.242778 nChanged 2 SP:Iteration 43Q (1524.555483 sec): 3 clusters Score: Raw -460794.480474 + Penalty 1667.530400 = -459126.950074 nChanged 6 SP:Iteration 44Q (1524.601475 sec): 3 clusters Score: Raw -460795.623722 + Penalty 1667.530400 = -459128.093323 nChanged 2 SP:Iteration 45Q (1524.660746 sec): 3 clusters Score: Raw -460795.789093 + Penalty 1667.530400 = -459128.258693 nChanged 3 SP:Iteration 46Q (1524.716118 sec): 3 clusters Score: Raw -460796.202016 + Penalty 1667.530400 = -459128.671616 nChanged 4 SP:Iteration 47Q (1524.767118 sec): 3 clusters Score: Raw -460796.775260 + Penalty 1667.530400 = -459129.244860 nChanged 2 SP:Iteration 48Q (1524.811988 sec): 3 clusters Score: Raw -460797.462258 + Penalty 1667.530400 = -459129.931858 nChanged 3 SP:Iteration 49Q (1524.866146 sec): 3 clusters Score: Raw -460797.969072 + Penalty 1667.530400 = -459130.438672 nChanged 1 SP:Iteration 50Q (1524.921175 sec): 3 clusters Score: Raw -460798.058708 + Penalty 1667.530400 = -459130.528308 nChanged 0 SP:Iteration 51F (1524.977612 sec): 3 clusters Score: Raw -460798.058708 + Penalty 1667.530400 = -459130.528308 nChanged 0 Trying to split cluster 16 (2668 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1525.005295 sec): 2 clusters Score: Raw -204337.933045 + Penalty 749.463019 = -203588.470026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1525.042258 sec): 3 clusters Score: Raw -202952.360030 + Penalty 1498.926037 = -201453.433993 nChanged 1113 SP:Iteration 1F (1525.097199 sec): 3 clusters Score: Raw -203619.364401 + Penalty 1498.926037 = -202120.438364 nChanged 196 SP:Iteration 2F (1525.138457 sec): 3 clusters Score: Raw -203759.305107 + Penalty 1498.926037 = -202260.379070 nChanged 167 SP:Iteration 3F (1525.184841 sec): 3 clusters Score: Raw -203861.250152 + Penalty 1498.926037 = -202362.324115 nChanged 135 SP:Iteration 4F (1525.233405 sec): 3 clusters Score: Raw -203962.069432 + Penalty 1498.926037 = -202463.143395 nChanged 128 SP:Iteration 5Q (1525.282459 sec): 3 clusters Score: Raw -204057.343471 + Penalty 1498.926037 = -202558.417434 nChanged 120 SP:Iteration 6Q (1525.330263 sec): 3 clusters Score: Raw -204161.024653 + Penalty 1498.926037 = -202662.098616 nChanged 115 SP:Iteration 7Q (1525.384795 sec): 3 clusters Score: Raw -204249.400518 + Penalty 1498.926037 = -202750.474481 nChanged 90 SP:Iteration 8Q (1525.431408 sec): 3 clusters Score: Raw -204309.877959 + Penalty 1498.926037 = -202810.951922 nChanged 60 SP:Iteration 9Q (1525.468786 sec): 3 clusters Score: Raw -204346.926544 + Penalty 1498.926037 = -202848.000506 nChanged 47 SP:Iteration 10Q (1525.528146 sec): 3 clusters Score: Raw -204374.663900 + Penalty 1498.926037 = -202875.737863 nChanged 36 SP:Iteration 11Q (1525.567406 sec): 3 clusters Score: Raw -204402.411563 + Penalty 1498.926037 = -202903.485525 nChanged 34 SP:Iteration 12Q (1525.622072 sec): 3 clusters Score: Raw -204419.054519 + Penalty 1498.926037 = -202920.128482 nChanged 22 SP:Iteration 13Q (1525.665941 sec): 3 clusters Score: Raw -204429.202661 + Penalty 1498.926037 = -202930.276624 nChanged 9 SP:Iteration 14Q (1525.718824 sec): 3 clusters Score: Raw -204432.116728 + Penalty 1498.926037 = -202933.190691 nChanged 5 SP:Iteration 15Q (1525.755784 sec): 3 clusters Score: Raw -204434.017822 + Penalty 1498.926037 = -202935.091785 nChanged 6 SP:Iteration 16Q (1525.808668 sec): 3 clusters Score: Raw -204435.600577 + Penalty 1498.926037 = -202936.674540 nChanged 6 SP:Iteration 17Q (1525.849977 sec): 3 clusters Score: Raw -204437.372642 + Penalty 1498.926037 = -202938.446605 nChanged 6 SP:Iteration 18Q (1525.897869 sec): 3 clusters Score: Raw -204440.574675 + Penalty 1498.926037 = -202941.648638 nChanged 9 SP:Iteration 19Q (1525.947341 sec): 3 clusters Score: Raw -204446.337736 + Penalty 1498.926037 = -202947.411699 nChanged 11 SP:Iteration 20F (1525.989603 sec): 3 clusters Score: Raw -204454.362999 + Penalty 1498.926037 = -202955.436962 nChanged 12 SP:Iteration 21Q (1526.043616 sec): 3 clusters Score: Raw -204458.915569 + Penalty 1498.926037 = -202959.989531 nChanged 7 SP:Iteration 22Q (1526.081008 sec): 3 clusters Score: Raw -204461.139578 + Penalty 1498.926037 = -202962.213541 nChanged 3 SP:Iteration 23Q (1526.120825 sec): 3 clusters Score: Raw -204462.173341 + Penalty 1498.926037 = -202963.247304 nChanged 5 SP:Iteration 24Q (1526.169763 sec): 3 clusters Score: Raw -204463.681266 + Penalty 1498.926037 = -202964.755228 nChanged 5 SP:Iteration 25Q (1526.223256 sec): 3 clusters Score: Raw -204466.180609 + Penalty 1498.926037 = -202967.254572 nChanged 4 SP:Iteration 26Q (1526.253631 sec): 3 clusters Score: Raw -204467.706213 + Penalty 1498.926037 = -202968.780175 nChanged 5 SP:Iteration 27Q (1526.295744 sec): 3 clusters Score: Raw -204468.571631 + Penalty 1498.926037 = -202969.645594 nChanged 4 SP:Iteration 28Q (1526.352547 sec): 3 clusters Score: Raw -204469.399664 + Penalty 1498.926037 = -202970.473627 nChanged 1 SP:Iteration 29Q (1526.392346 sec): 3 clusters Score: Raw -204469.634549 + Penalty 1498.926037 = -202970.708512 nChanged 1 SP:Iteration 30Q (1526.441100 sec): 3 clusters Score: Raw -204469.925980 + Penalty 1498.926037 = -202970.999943 nChanged 2 SP:Iteration 31Q (1526.484876 sec): 3 clusters Score: Raw -204470.258519 + Penalty 1498.926037 = -202971.332482 nChanged 0 SP:Iteration 32F (1526.537704 sec): 3 clusters Score: Raw -204470.258519 + Penalty 1498.926037 = -202971.332482 nChanged 0 Trying to split cluster 17 (916 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.563059 sec): 2 clusters Score: Raw -58354.829655 + Penalty 647.901555 = -57706.928101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.610100 sec): 3 clusters Score: Raw -58020.347685 + Penalty 1295.803109 = -56724.544576 nChanged 316 SP:Iteration 1F (1526.646273 sec): 3 clusters Score: Raw -58232.498465 + Penalty 1295.803109 = -56936.695356 nChanged 59 SP:Iteration 2F (1526.692140 sec): 3 clusters Score: Raw -58273.263738 + Penalty 1295.803109 = -56977.460629 nChanged 29 SP:Iteration 3Q (1526.741621 sec): 3 clusters Score: Raw -58290.160956 + Penalty 1295.803109 = -56994.357846 nChanged 22 SP:Iteration 4Q (1526.779211 sec): 3 clusters Score: Raw -58302.154643 + Penalty 1295.803109 = -57006.351533 nChanged 22 SP:Iteration 5Q (1526.822621 sec): 3 clusters Score: Raw -58318.792669 + Penalty 1295.803109 = -57022.989559 nChanged 23 SP:Iteration 6Q (1526.869077 sec): 3 clusters Score: Raw -58337.179056 + Penalty 1295.803109 = -57041.375946 nChanged 22 SP:Iteration 7Q (1526.913817 sec): 3 clusters Score: Raw -58350.556136 + Penalty 1295.803109 = -57054.753027 nChanged 20 SP:Iteration 8Q (1526.960828 sec): 3 clusters Score: Raw -58366.705244 + Penalty 1295.803109 = -57070.902135 nChanged 14 SP:Iteration 9Q (1527.002660 sec): 3 clusters Score: Raw -58374.536418 + Penalty 1295.803109 = -57078.733309 nChanged 11 SP:Iteration 10Q (1527.049330 sec): 3 clusters Score: Raw -58382.793190 + Penalty 1295.803109 = -57086.990081 nChanged 11 SP:Iteration 11Q (1527.078968 sec): 3 clusters Score: Raw -58391.063800 + Penalty 1295.803109 = -57095.260690 nChanged 8 SP:Iteration 12Q (1527.121962 sec): 3 clusters Score: Raw -58398.321766 + Penalty 1295.803109 = -57102.518656 nChanged 8 SP:Iteration 13Q (1527.172815 sec): 3 clusters Score: Raw -58403.017958 + Penalty 1295.803109 = -57107.214848 nChanged 9 SP:Iteration 14Q (1527.213419 sec): 3 clusters Score: Raw -58408.190105 + Penalty 1295.803109 = -57112.386995 nChanged 9 SP:Iteration 15Q (1527.266701 sec): 3 clusters Score: Raw -58411.810732 + Penalty 1295.803109 = -57116.007622 nChanged 10 SP:Iteration 16Q (1527.301845 sec): 3 clusters Score: Raw -58415.883259 + Penalty 1295.803109 = -57120.080149 nChanged 8 SP:Iteration 17Q (1527.327761 sec): 3 clusters Score: Raw -58419.264123 + Penalty 1295.803109 = -57123.461014 nChanged 6 SP:Iteration 18Q (1527.366654 sec): 3 clusters Score: Raw -58421.573346 + Penalty 1295.803109 = -57125.770237 nChanged 7 SP:Iteration 19Q (1527.405430 sec): 3 clusters Score: Raw -58424.022647 + Penalty 1295.803109 = -57128.219538 nChanged 6 SP:Iteration 20F (1527.445480 sec): 3 clusters Score: Raw -58427.296839 + Penalty 1295.803109 = -57131.493730 nChanged 8 SP:Iteration 21Q (1527.489188 sec): 3 clusters Score: Raw -58433.535826 + Penalty 1295.803109 = -57137.732716 nChanged 3 SP:Iteration 22Q (1527.533051 sec): 3 clusters Score: Raw -58436.254323 + Penalty 1295.803109 = -57140.451213 nChanged 4 SP:Iteration 23Q (1527.587336 sec): 3 clusters Score: Raw -58438.105320 + Penalty 1295.803109 = -57142.302211 nChanged 5 SP:Iteration 24Q (1527.625210 sec): 3 clusters Score: Raw -58445.603474 + Penalty 1295.803109 = -57149.800365 nChanged 13 SP:Iteration 25Q (1527.671386 sec): 3 clusters Score: Raw -58455.691168 + Penalty 1295.803109 = -57159.888059 nChanged 12 SP:Iteration 26Q (1527.718925 sec): 3 clusters Score: Raw -58465.213645 + Penalty 1295.803109 = -57169.410536 nChanged 8 SP:Iteration 27Q (1527.762914 sec): 3 clusters Score: Raw -58473.041370 + Penalty 1295.803109 = -57177.238261 nChanged 11 SP:Iteration 28Q (1527.808640 sec): 3 clusters Score: Raw -58483.020308 + Penalty 1295.803109 = -57187.217199 nChanged 13 SP:Iteration 29Q (1527.849980 sec): 3 clusters Score: Raw -58490.608782 + Penalty 1295.803109 = -57194.805673 nChanged 7 SP:Iteration 30Q (1527.901559 sec): 3 clusters Score: Raw -58496.326612 + Penalty 1295.803109 = -57200.523502 nChanged 11 SP:Iteration 31Q (1527.949338 sec): 3 clusters Score: Raw -58506.181632 + Penalty 1295.803109 = -57210.378523 nChanged 9 SP:Iteration 32Q (1527.984095 sec): 3 clusters Score: Raw -58515.416932 + Penalty 1295.803109 = -57219.613822 nChanged 12 SP:Iteration 33Q (1528.027358 sec): 3 clusters Score: Raw -58524.745179 + Penalty 1295.803109 = -57228.942069 nChanged 7 SP:Iteration 34Q (1528.073493 sec): 3 clusters Score: Raw -58530.488065 + Penalty 1295.803109 = -57234.684955 nChanged 4 SP:Iteration 35Q (1528.105410 sec): 3 clusters Score: Raw -58534.119054 + Penalty 1295.803109 = -57238.315945 nChanged 6 SP:Iteration 36Q (1528.150278 sec): 3 clusters Score: Raw -58536.023450 + Penalty 1295.803109 = -57240.220341 nChanged 1 SP:Iteration 37Q (1528.199055 sec): 3 clusters Score: Raw -58536.637400 + Penalty 1295.803109 = -57240.834291 nChanged 2 SP:Iteration 38Q (1528.250088 sec): 3 clusters Score: Raw -58537.857192 + Penalty 1295.803109 = -57242.054083 nChanged 1 SP:Iteration 39Q (1528.291075 sec): 3 clusters Score: Raw -58538.423951 + Penalty 1295.803109 = -57242.620842 nChanged 0 SP:Iteration 40F (1528.332725 sec): 3 clusters Score: Raw -58538.423951 + Penalty 1295.803109 = -57242.620842 nChanged 0 Trying to split cluster 18 (5249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1528.368832 sec): 2 clusters Score: Raw -319977.601428 + Penalty 813.750322 = -319163.851106 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1528.408001 sec): 3 clusters Score: Raw -317020.201058 + Penalty 1627.500644 = -315392.700415 nChanged 2286 SP:Iteration 1F (1528.463845 sec): 3 clusters Score: Raw -318350.129003 + Penalty 1627.500644 = -316722.628360 nChanged 374 SP:Iteration 2F (1528.506098 sec): 3 clusters Score: Raw -318565.673871 + Penalty 1627.500644 = -316938.173227 nChanged 310 SP:Iteration 3F (1528.566931 sec): 3 clusters Score: Raw -318737.877398 + Penalty 1627.500644 = -317110.376754 nChanged 267 SP:Iteration 4F (1528.607695 sec): 3 clusters Score: Raw -318908.042512 + Penalty 1627.500644 = -317280.541868 nChanged 279 SP:Iteration 5F (1528.648354 sec): 3 clusters Score: Raw -319083.611689 + Penalty 1627.500644 = -317456.111045 nChanged 269 SP:Iteration 6F (1528.700031 sec): 3 clusters Score: Raw -319249.241437 + Penalty 1627.500644 = -317621.740793 nChanged 246 SP:Iteration 7Q (1528.756765 sec): 3 clusters Score: Raw -319418.983004 + Penalty 1627.500644 = -317791.482361 nChanged 253 SP:Iteration 8Q (1528.811193 sec): 3 clusters Score: Raw -319592.801252 + Penalty 1627.500644 = -317965.300608 nChanged 229 SP:Iteration 9Q (1528.858082 sec): 3 clusters Score: Raw -319722.872807 + Penalty 1627.500644 = -318095.372163 nChanged 182 SP:Iteration 10Q (1528.902147 sec): 3 clusters Score: Raw -319805.030383 + Penalty 1627.500644 = -318177.529740 nChanged 142 SP:Iteration 11Q (1528.967281 sec): 3 clusters Score: Raw -319869.688258 + Penalty 1627.500644 = -318242.187614 nChanged 131 SP:Iteration 12Q (1529.013672 sec): 3 clusters Score: Raw -319925.001558 + Penalty 1627.500644 = -318297.500915 nChanged 99 SP:Iteration 13Q (1529.066858 sec): 3 clusters Score: Raw -319954.342964 + Penalty 1627.500644 = -318326.842320 nChanged 68 SP:Iteration 14Q (1529.123418 sec): 3 clusters Score: Raw -319971.326458 + Penalty 1627.500644 = -318343.825814 nChanged 61 SP:Iteration 15Q (1529.165025 sec): 3 clusters Score: Raw -319988.303081 + Penalty 1627.500644 = -318360.802437 nChanged 45 SP:Iteration 16Q (1529.223263 sec): 3 clusters Score: Raw -320000.279192 + Penalty 1627.500644 = -318372.778548 nChanged 43 SP:Iteration 17Q (1529.274444 sec): 3 clusters Score: Raw -320014.107746 + Penalty 1627.500644 = -318386.607102 nChanged 43 SP:Iteration 18Q (1529.317941 sec): 3 clusters Score: Raw -320025.846513 + Penalty 1627.500644 = -318398.345869 nChanged 32 SP:Iteration 19Q (1529.369299 sec): 3 clusters Score: Raw -320032.753959 + Penalty 1627.500644 = -318405.253316 nChanged 23 SP:Iteration 20F (1529.414485 sec): 3 clusters Score: Raw -320037.801555 + Penalty 1627.500644 = -318410.300911 nChanged 20 SP:Iteration 21Q (1529.468662 sec): 3 clusters Score: Raw -320041.140902 + Penalty 1627.500644 = -318413.640258 nChanged 19 SP:Iteration 22Q (1529.528821 sec): 3 clusters Score: Raw -320045.548174 + Penalty 1627.500644 = -318418.047530 nChanged 13 SP:Iteration 23Q (1529.572107 sec): 3 clusters Score: Raw -320047.872981 + Penalty 1627.500644 = -318420.372338 nChanged 17 SP:Iteration 24Q (1529.633740 sec): 3 clusters Score: Raw -320050.742639 + Penalty 1627.500644 = -318423.241995 nChanged 16 SP:Iteration 25Q (1529.685858 sec): 3 clusters Score: Raw -320052.472252 + Penalty 1627.500644 = -318424.971609 nChanged 12 SP:Iteration 26Q (1529.731838 sec): 3 clusters Score: Raw -320055.066483 + Penalty 1627.500644 = -318427.565839 nChanged 16 SP:Iteration 27Q (1529.778801 sec): 3 clusters Score: Raw -320057.593075 + Penalty 1627.500644 = -318430.092431 nChanged 12 SP:Iteration 28Q (1529.833597 sec): 3 clusters Score: Raw -320059.315785 + Penalty 1627.500644 = -318431.815142 nChanged 14 SP:Iteration 29Q (1529.884418 sec): 3 clusters Score: Raw -320060.906896 + Penalty 1627.500644 = -318433.406252 nChanged 12 SP:Iteration 30Q (1529.929295 sec): 3 clusters Score: Raw -320062.139153 + Penalty 1627.500644 = -318434.638509 nChanged 7 SP:Iteration 31Q (1529.976187 sec): 3 clusters Score: Raw -320062.901434 + Penalty 1627.500644 = -318435.400791 nChanged 5 SP:Iteration 32Q (1530.029993 sec): 3 clusters Score: Raw -320063.567317 + Penalty 1627.500644 = -318436.066673 nChanged 2 SP:Iteration 33Q (1530.083223 sec): 3 clusters Score: Raw -320063.712372 + Penalty 1627.500644 = -318436.211728 nChanged 0 SP:Iteration 34F (1530.135901 sec): 3 clusters Score: Raw -320063.712372 + Penalty 1627.500644 = -318436.211728 nChanged 0 Trying to split cluster 19 (73881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1530.239250 sec): 2 clusters Score: Raw -5483668.363503 + Penalty 1064.970042 = -5482603.393461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1530.379716 sec): 3 clusters Score: Raw -5435022.706712 + Penalty 2129.940084 = -5432892.766628 nChanged 35741 SP:Iteration 1F (1530.522111 sec): 3 clusters Score: Raw -5456539.748917 + Penalty 2129.940084 = -5454409.808833 nChanged 3143 SP:Iteration 2Q (1530.659460 sec): 3 clusters Score: Raw -5457663.733931 + Penalty 2129.940084 = -5455533.793847 nChanged 3456 SP:Iteration 3Q (1530.804741 sec): 3 clusters Score: Raw -5459148.183738 + Penalty 2129.940084 = -5457018.243654 nChanged 3753 SP:Iteration 4F (1530.940143 sec): 3 clusters Score: Raw -5461156.818754 + Penalty 2129.940084 = -5459026.878670 nChanged 4253 SP:Iteration 5F (1531.073772 sec): 3 clusters Score: Raw -5463898.324336 + Penalty 2129.940084 = -5461768.384252 nChanged 4717 SP:Iteration 6F (1531.217019 sec): 3 clusters Score: Raw -5467282.622442 + Penalty 2129.940084 = -5465152.682358 nChanged 4553 SP:Iteration 7F (1531.343757 sec): 3 clusters Score: Raw -5470376.218975 + Penalty 2129.940084 = -5468246.278891 nChanged 3722 SP:Iteration 8F (1531.477782 sec): 3 clusters Score: Raw -5472142.456956 + Penalty 2129.940084 = -5470012.516872 nChanged 2364 SP:Iteration 9Q (1531.624810 sec): 3 clusters Score: Raw -5472804.006064 + Penalty 2129.940084 = -5470674.065980 nChanged 1425 SP:Iteration 10Q (1531.766715 sec): 3 clusters Score: Raw -5473112.708317 + Penalty 2129.940084 = -5470982.768233 nChanged 1018 SP:Iteration 11Q (1531.912650 sec): 3 clusters Score: Raw -5473328.996124 + Penalty 2129.940084 = -5471199.056040 nChanged 872 SP:Iteration 12Q (1532.050358 sec): 3 clusters Score: Raw -5473522.556274 + Penalty 2129.940084 = -5471392.616190 nChanged 850 SP:Iteration 13Q (1532.176859 sec): 3 clusters Score: Raw -5473705.689582 + Penalty 2129.940084 = -5471575.749497 nChanged 853 SP:Iteration 14Q (1532.321074 sec): 3 clusters Score: Raw -5473881.307416 + Penalty 2129.940084 = -5471751.367332 nChanged 787 SP:Iteration 15Q (1532.468859 sec): 3 clusters Score: Raw -5474041.418484 + Penalty 2129.940084 = -5471911.478400 nChanged 772 SP:Iteration 16Q (1532.615735 sec): 3 clusters Score: Raw -5474183.809429 + Penalty 2129.940084 = -5472053.869345 nChanged 747 SP:Iteration 17Q (1532.750324 sec): 3 clusters Score: Raw -5474325.557119 + Penalty 2129.940084 = -5472195.617034 nChanged 719 SP:Iteration 18Q (1532.882926 sec): 3 clusters Score: Raw -5474468.611948 + Penalty 2129.940084 = -5472338.671863 nChanged 735 SP:Iteration 19Q (1533.023592 sec): 3 clusters Score: Raw -5474611.647197 + Penalty 2129.940084 = -5472481.707112 nChanged 725 SP:Iteration 20F (1533.160900 sec): 3 clusters Score: Raw -5474743.784724 + Penalty 2129.940084 = -5472613.844640 nChanged 670 SP:Iteration 21Q (1533.293974 sec): 3 clusters Score: Raw -5474865.748201 + Penalty 2129.940084 = -5472735.808117 nChanged 689 SP:Iteration 22Q (1533.447087 sec): 3 clusters Score: Raw -5474990.570957 + Penalty 2129.940084 = -5472860.630873 nChanged 691 SP:Iteration 23Q (1533.585360 sec): 3 clusters Score: Raw -5475112.088962 + Penalty 2129.940084 = -5472982.148878 nChanged 693 SP:Iteration 24Q (1533.723457 sec): 3 clusters Score: Raw -5475234.322813 + Penalty 2129.940084 = -5473104.382729 nChanged 679 SP:Iteration 25Q (1533.866702 sec): 3 clusters Score: Raw -5475356.531345 + Penalty 2129.940084 = -5473226.591261 nChanged 692 SP:Iteration 26Q (1534.004506 sec): 3 clusters Score: Raw -5475485.564549 + Penalty 2129.940084 = -5473355.624465 nChanged 693 SP:Iteration 27Q (1534.143830 sec): 3 clusters Score: Raw -5475619.558402 + Penalty 2129.940084 = -5473489.618317 nChanged 713 SP:Iteration 28Q (1534.283927 sec): 3 clusters Score: Raw -5475759.519163 + Penalty 2129.940084 = -5473629.579079 nChanged 727 SP:Iteration 29Q (1534.415701 sec): 3 clusters Score: Raw -5475898.438762 + Penalty 2129.940084 = -5473768.498677 nChanged 728 SP:Iteration 30Q (1534.560906 sec): 3 clusters Score: Raw -5476035.670793 + Penalty 2129.940084 = -5473905.730709 nChanged 683 SP:Iteration 31Q (1534.700902 sec): 3 clusters Score: Raw -5476157.785349 + Penalty 2129.940084 = -5474027.845265 nChanged 690 SP:Iteration 32Q (1534.849957 sec): 3 clusters Score: Raw -5476282.881960 + Penalty 2129.940084 = -5474152.941876 nChanged 689 SP:Iteration 33Q (1534.990862 sec): 3 clusters Score: Raw -5476412.168647 + Penalty 2129.940084 = -5474282.228563 nChanged 665 SP:Iteration 34Q (1535.132628 sec): 3 clusters Score: Raw -5476532.539874 + Penalty 2129.940084 = -5474402.599789 nChanged 668 SP:Iteration 35Q (1535.272682 sec): 3 clusters Score: Raw -5476662.440787 + Penalty 2129.940084 = -5474532.500703 nChanged 675 SP:Iteration 36Q (1535.417129 sec): 3 clusters Score: Raw -5476793.702705 + Penalty 2129.940084 = -5474663.762620 nChanged 688 SP:Iteration 37Q (1535.554236 sec): 3 clusters Score: Raw -5476923.252451 + Penalty 2129.940084 = -5474793.312366 nChanged 671 SP:Iteration 38Q (1535.693628 sec): 3 clusters Score: Raw -5477053.229435 + Penalty 2129.940084 = -5474923.289350 nChanged 699 SP:Iteration 39Q (1535.836400 sec): 3 clusters Score: Raw -5477192.171293 + Penalty 2129.940084 = -5475062.231209 nChanged 721 SP:Iteration 40F (1535.973319 sec): 3 clusters Score: Raw -5477340.936062 + Penalty 2129.940084 = -5475210.995978 nChanged 768 SP:Iteration 41Q (1536.110804 sec): 3 clusters Score: Raw -5477517.002161 + Penalty 2129.940084 = -5475387.062077 nChanged 814 SP:Iteration 42Q (1536.246212 sec): 3 clusters Score: Raw -5477707.283351 + Penalty 2129.940084 = -5475577.343267 nChanged 812 SP:Iteration 43Q (1536.396226 sec): 3 clusters Score: Raw -5477893.324577 + Penalty 2129.940084 = -5475763.384493 nChanged 806 SP:Iteration 44Q (1536.535432 sec): 3 clusters Score: Raw -5478083.967664 + Penalty 2129.940084 = -5475954.027580 nChanged 814 SP:Iteration 45Q (1536.672451 sec): 3 clusters Score: Raw -5478269.698437 + Penalty 2129.940084 = -5476139.758353 nChanged 771 SP:Iteration 46Q (1536.806123 sec): 3 clusters Score: Raw -5478461.528334 + Penalty 2129.940084 = -5476331.588250 nChanged 803 SP:Iteration 47Q (1536.939868 sec): 3 clusters Score: Raw -5478665.601686 + Penalty 2129.940084 = -5476535.661601 nChanged 745 SP:Iteration 48Q (1537.067694 sec): 3 clusters Score: Raw -5478854.557185 + Penalty 2129.940084 = -5476724.617101 nChanged 744 SP:Iteration 49Q (1537.200938 sec): 3 clusters Score: Raw -5479047.674922 + Penalty 2129.940084 = -5476917.734838 nChanged 776 SP:Iteration 50Q (1537.323365 sec): 3 clusters Score: Raw -5479251.881032 + Penalty 2129.940084 = -5477121.940947 nChanged 778 SP:Iteration 51Q (1537.476059 sec): 3 clusters Score: Raw -5479468.873700 + Penalty 2129.940084 = -5477338.933616 nChanged 776 SP:Iteration 52Q (1537.600567 sec): 3 clusters Score: Raw -5479696.085724 + Penalty 2129.940084 = -5477566.145640 nChanged 793 SP:Iteration 53Q (1537.739271 sec): 3 clusters Score: Raw -5479931.839792 + Penalty 2129.940084 = -5477801.899708 nChanged 770 SP:Iteration 54Q (1537.862378 sec): 3 clusters Score: Raw -5480172.698670 + Penalty 2129.940084 = -5478042.758586 nChanged 738 SP:Iteration 55Q (1537.992659 sec): 3 clusters Score: Raw -5480414.918978 + Penalty 2129.940084 = -5478284.978894 nChanged 703 SP:Iteration 56Q (1538.122748 sec): 3 clusters Score: Raw -5480642.029543 + Penalty 2129.940084 = -5478512.089459 nChanged 720 SP:Iteration 57Q (1538.256755 sec): 3 clusters Score: Raw -5480898.725366 + Penalty 2129.940084 = -5478768.785282 nChanged 681 SP:Iteration 58Q (1538.390933 sec): 3 clusters Score: Raw -5481130.829867 + Penalty 2129.940084 = -5479000.889783 nChanged 624 SP:Iteration 59Q (1538.520835 sec): 3 clusters Score: Raw -5481340.588524 + Penalty 2129.940084 = -5479210.648439 nChanged 604 SP:Iteration 60F (1538.654887 sec): 3 clusters Score: Raw -5481548.981892 + Penalty 2129.940084 = -5479419.041808 nChanged 593 SP:Iteration 61Q (1538.779321 sec): 3 clusters Score: Raw -5481749.400068 + Penalty 2129.940084 = -5479619.459984 nChanged 562 SP:Iteration 62Q (1538.915290 sec): 3 clusters Score: Raw -5481938.758945 + Penalty 2129.940084 = -5479808.818861 nChanged 529 SP:Iteration 63Q (1539.041428 sec): 3 clusters Score: Raw -5482119.213686 + Penalty 2129.940084 = -5479989.273602 nChanged 505 SP:Iteration 64Q (1539.179139 sec): 3 clusters Score: Raw -5482294.078974 + Penalty 2129.940084 = -5480164.138890 nChanged 510 SP:Iteration 65Q (1539.309142 sec): 3 clusters Score: Raw -5482469.437416 + Penalty 2129.940084 = -5480339.497332 nChanged 449 SP:Iteration 66Q (1539.423632 sec): 3 clusters Score: Raw -5482619.487392 + Penalty 2129.940084 = -5480489.547308 nChanged 416 SP:Iteration 67Q (1539.559325 sec): 3 clusters Score: Raw -5482757.265601 + Penalty 2129.940084 = -5480627.325517 nChanged 398 SP:Iteration 68Q (1539.695048 sec): 3 clusters Score: Raw -5482884.955079 + Penalty 2129.940084 = -5480755.014995 nChanged 370 SP:Iteration 69Q (1539.822583 sec): 3 clusters Score: Raw -5483016.417623 + Penalty 2129.940084 = -5480886.477539 nChanged 365 SP:Iteration 70Q (1539.947660 sec): 3 clusters Score: Raw -5483149.577554 + Penalty 2129.940084 = -5481019.637470 nChanged 314 SP:Iteration 71Q (1540.074931 sec): 3 clusters Score: Raw -5483274.456290 + Penalty 2129.940084 = -5481144.516206 nChanged 278 SP:Iteration 72Q (1540.204337 sec): 3 clusters Score: Raw -5483395.396676 + Penalty 2129.940084 = -5481265.456592 nChanged 242 SP:Iteration 73Q (1540.329506 sec): 3 clusters Score: Raw -5483499.953591 + Penalty 2129.940084 = -5481370.013507 nChanged 230 SP:Iteration 74Q (1540.455218 sec): 3 clusters Score: Raw -5483591.435513 + Penalty 2129.940084 = -5481461.495428 nChanged 172 SP:Iteration 75Q (1540.570567 sec): 3 clusters Score: Raw -5483656.984604 + Penalty 2129.940084 = -5481527.044520 nChanged 162 SP:Iteration 76Q (1540.702675 sec): 3 clusters Score: Raw -5483715.778111 + Penalty 2129.940084 = -5481585.838026 nChanged 130 SP:Iteration 77Q (1540.816325 sec): 3 clusters Score: Raw -5483759.748864 + Penalty 2129.940084 = -5481629.808780 nChanged 112 SP:Iteration 78Q (1540.951489 sec): 3 clusters Score: Raw -5483795.778524 + Penalty 2129.940084 = -5481665.838440 nChanged 88 SP:Iteration 79Q (1541.065400 sec): 3 clusters Score: Raw -5483822.109627 + Penalty 2129.940084 = -5481692.169543 nChanged 74 SP:Iteration 80F (1541.189016 sec): 3 clusters Score: Raw -5483840.419662 + Penalty 2129.940084 = -5481710.479578 nChanged 51 SP:Iteration 81Q (1541.308881 sec): 3 clusters Score: Raw -5483853.990149 + Penalty 2129.940084 = -5481724.050065 nChanged 54 SP:Iteration 82Q (1541.432243 sec): 3 clusters Score: Raw -5483869.996516 + Penalty 2129.940084 = -5481740.056432 nChanged 51 SP:Iteration 83Q (1541.558301 sec): 3 clusters Score: Raw -5483883.300106 + Penalty 2129.940084 = -5481753.360021 nChanged 37 SP:Iteration 84Q (1541.676445 sec): 3 clusters Score: Raw -5483893.470618 + Penalty 2129.940084 = -5481763.530534 nChanged 46 SP:Iteration 85Q (1541.797154 sec): 3 clusters Score: Raw -5483907.958922 + Penalty 2129.940084 = -5481778.018838 nChanged 49 SP:Iteration 86Q (1541.929365 sec): 3 clusters Score: Raw -5483923.281775 + Penalty 2129.940084 = -5481793.341691 nChanged 36 SP:Iteration 87Q (1542.066142 sec): 3 clusters Score: Raw -5483934.835405 + Penalty 2129.940084 = -5481804.895320 nChanged 29 SP:Iteration 88Q (1542.183533 sec): 3 clusters Score: Raw -5483940.729952 + Penalty 2129.940084 = -5481810.789868 nChanged 20 SP:Iteration 89Q (1542.312710 sec): 3 clusters Score: Raw -5483945.158246 + Penalty 2129.940084 = -5481815.218162 nChanged 14 SP:Iteration 90Q (1542.440335 sec): 3 clusters Score: Raw -5483949.007995 + Penalty 2129.940084 = -5481819.067910 nChanged 15 SP:Iteration 91Q (1542.553071 sec): 3 clusters Score: Raw -5483952.933868 + Penalty 2129.940084 = -5481822.993784 nChanged 15 SP:Iteration 92Q (1542.689988 sec): 3 clusters Score: Raw -5483957.242069 + Penalty 2129.940084 = -5481827.301984 nChanged 14 SP:Iteration 93Q (1542.811653 sec): 3 clusters Score: Raw -5483959.523095 + Penalty 2129.940084 = -5481829.583010 nChanged 9 SP:Iteration 94Q (1542.940269 sec): 3 clusters Score: Raw -5483961.070808 + Penalty 2129.940084 = -5481831.130724 nChanged 6 SP:Iteration 95Q (1543.073446 sec): 3 clusters Score: Raw -5483961.956556 + Penalty 2129.940084 = -5481832.016472 nChanged 9 SP:Iteration 96Q (1543.181181 sec): 3 clusters Score: Raw -5483963.802769 + Penalty 2129.940084 = -5481833.862685 nChanged 12 SP:Iteration 97Q (1543.301514 sec): 3 clusters Score: Raw -5483966.388448 + Penalty 2129.940084 = -5481836.448363 nChanged 4 SP:Iteration 98Q (1543.423673 sec): 3 clusters Score: Raw -5483967.625417 + Penalty 2129.940084 = -5481837.685333 nChanged 6 SP:Iteration 99Q (1543.543825 sec): 3 clusters Score: Raw -5483970.141426 + Penalty 2129.940084 = -5481840.201342 nChanged 5 SP:Iteration 100F (1543.686096 sec): 3 clusters Score: Raw -5483971.530855 + Penalty 2129.940084 = -5481841.590771 nChanged 6 SP:Iteration 101Q (1543.794803 sec): 3 clusters Score: Raw -5483973.019703 + Penalty 2129.940084 = -5481843.079619 nChanged 9 SP:Iteration 102Q (1543.923019 sec): 3 clusters Score: Raw -5483974.653722 + Penalty 2129.940084 = -5481844.713637 nChanged 6 SP:Iteration 103Q (1544.051869 sec): 3 clusters Score: Raw -5483975.860685 + Penalty 2129.940084 = -5481845.920601 nChanged 7 SP:Iteration 104Q (1544.190965 sec): 3 clusters Score: Raw -5483977.134737 + Penalty 2129.940084 = -5481847.194653 nChanged 7 SP:Iteration 105Q (1544.319253 sec): 3 clusters Score: Raw -5483979.073021 + Penalty 2129.940084 = -5481849.132936 nChanged 9 SP:Iteration 106Q (1544.442492 sec): 3 clusters Score: Raw -5483981.114801 + Penalty 2129.940084 = -5481851.174717 nChanged 3 SP:Iteration 107Q (1544.581975 sec): 3 clusters Score: Raw -5483981.988874 + Penalty 2129.940084 = -5481852.048790 nChanged 4 SP:Iteration 108Q (1544.707537 sec): 3 clusters Score: Raw -5483982.506196 + Penalty 2129.940084 = -5481852.566112 nChanged 3 SP:Iteration 109Q (1544.833914 sec): 3 clusters Score: Raw -5483982.882197 + Penalty 2129.940084 = -5481852.942113 nChanged 3 SP:Iteration 110Q (1544.952425 sec): 3 clusters Score: Raw -5483983.196392 + Penalty 2129.940084 = -5481853.256308 nChanged 1 SP:Iteration 111Q (1545.085747 sec): 3 clusters Score: Raw -5483983.311828 + Penalty 2129.940084 = -5481853.371744 nChanged 2 SP:Iteration 112Q (1545.210865 sec): 3 clusters Score: Raw -5483983.637598 + Penalty 2129.940084 = -5481853.697514 nChanged 1 SP:Iteration 113Q (1545.328310 sec): 3 clusters Score: Raw -5483983.772526 + Penalty 2129.940084 = -5481853.832442 nChanged 1 SP:Iteration 114Q (1545.453546 sec): 3 clusters Score: Raw -5483983.885089 + Penalty 2129.940084 = -5481853.945005 nChanged 1 SP:Iteration 115Q (1545.576924 sec): 3 clusters Score: Raw -5483983.961568 + Penalty 2129.940084 = -5481854.021484 nChanged 1 SP:Iteration 116Q (1545.696321 sec): 3 clusters Score: Raw -5483984.187123 + Penalty 2129.940084 = -5481854.247039 nChanged 2 SP:Iteration 117Q (1545.804854 sec): 3 clusters Score: Raw -5483984.420749 + Penalty 2129.940084 = -5481854.480665 nChanged 1 SP:Iteration 118Q (1545.923196 sec): 3 clusters Score: Raw -5483984.667410 + Penalty 2129.940084 = -5481854.727326 nChanged 3 SP:Iteration 119Q (1546.047937 sec): 3 clusters Score: Raw -5483985.282807 + Penalty 2129.940084 = -5481855.342723 nChanged 5 SP:Iteration 120F (1546.181045 sec): 3 clusters Score: Raw -5483986.091509 + Penalty 2129.940084 = -5481856.151425 nChanged 3 SP:Iteration 121Q (1546.307235 sec): 3 clusters Score: Raw -5483986.821584 + Penalty 2129.940084 = -5481856.881500 nChanged 6 SP:Iteration 122Q (1546.444047 sec): 3 clusters Score: Raw -5483987.961301 + Penalty 2129.940084 = -5481858.021216 nChanged 3 SP:Iteration 123Q (1546.557032 sec): 3 clusters Score: Raw -5483988.696209 + Penalty 2129.940084 = -5481858.756125 nChanged 6 SP:Iteration 124Q (1546.683983 sec): 3 clusters Score: Raw -5483990.781427 + Penalty 2129.940084 = -5481860.841343 nChanged 7 SP:Iteration 125Q (1546.803840 sec): 3 clusters Score: Raw -5483992.442933 + Penalty 2129.940084 = -5481862.502849 nChanged 11 SP:Iteration 126Q (1546.928962 sec): 3 clusters Score: Raw -5483995.603819 + Penalty 2129.940084 = -5481865.663735 nChanged 8 SP:Iteration 127Q (1547.051776 sec): 3 clusters Score: Raw -5483998.981376 + Penalty 2129.940084 = -5481869.041292 nChanged 9 SP:Iteration 128Q (1547.185264 sec): 3 clusters Score: Raw -5484000.903972 + Penalty 2129.940084 = -5481870.963887 nChanged 3 SP:Iteration 129Q (1547.307947 sec): 3 clusters Score: Raw -5484001.247850 + Penalty 2129.940084 = -5481871.307765 nChanged 2 SP:Iteration 130Q (1547.426353 sec): 3 clusters Score: Raw -5484001.666225 + Penalty 2129.940084 = -5481871.726140 nChanged 1 SP:Iteration 131Q (1547.554224 sec): 3 clusters Score: Raw -5484001.787634 + Penalty 2129.940084 = -5481871.847549 nChanged 0 SP:Iteration 132F (1547.690348 sec): 3 clusters Score: Raw -5484001.787634 + Penalty 2129.940084 = -5481871.847549 nChanged 0 Trying to split cluster 20 (1842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1547.722229 sec): 2 clusters Score: Raw -102979.966671 + Penalty 714.267686 = -102265.698986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1547.773214 sec): 3 clusters Score: Raw -102134.227351 + Penalty 1428.535371 = -100705.691979 nChanged 739 SP:Iteration 1F (1547.819276 sec): 3 clusters Score: Raw -102654.355930 + Penalty 1428.535371 = -101225.820559 nChanged 176 SP:Iteration 2F (1547.861013 sec): 3 clusters Score: Raw -102834.690399 + Penalty 1428.535371 = -101406.155027 nChanged 116 SP:Iteration 3F (1547.905016 sec): 3 clusters Score: Raw -102955.318717 + Penalty 1428.535371 = -101526.783346 nChanged 94 SP:Iteration 4F (1547.956934 sec): 3 clusters Score: Raw -103040.251704 + Penalty 1428.535371 = -101611.716333 nChanged 78 SP:Iteration 5Q (1548.014645 sec): 3 clusters Score: Raw -103132.719000 + Penalty 1428.535371 = -101704.183629 nChanged 80 SP:Iteration 6Q (1548.057765 sec): 3 clusters Score: Raw -103203.027065 + Penalty 1428.535371 = -101774.491694 nChanged 67 SP:Iteration 7Q (1548.093275 sec): 3 clusters Score: Raw -103261.705725 + Penalty 1428.535371 = -101833.170354 nChanged 72 SP:Iteration 8Q (1548.142614 sec): 3 clusters Score: Raw -103322.132038 + Penalty 1428.535371 = -101893.596667 nChanged 74 SP:Iteration 9Q (1548.183775 sec): 3 clusters Score: Raw -103387.583837 + Penalty 1428.535371 = -101959.048466 nChanged 63 SP:Iteration 10Q (1548.221654 sec): 3 clusters Score: Raw -103436.505746 + Penalty 1428.535371 = -102007.970375 nChanged 61 SP:Iteration 11Q (1548.279385 sec): 3 clusters Score: Raw -103481.144334 + Penalty 1428.535371 = -102052.608963 nChanged 61 SP:Iteration 12Q (1548.328408 sec): 3 clusters Score: Raw -103527.439709 + Penalty 1428.535371 = -102098.904337 nChanged 62 SP:Iteration 13Q (1548.362122 sec): 3 clusters Score: Raw -103567.599118 + Penalty 1428.535371 = -102139.063746 nChanged 47 SP:Iteration 14Q (1548.406596 sec): 3 clusters Score: Raw -103596.766859 + Penalty 1428.535371 = -102168.231488 nChanged 37 SP:Iteration 15Q (1548.444034 sec): 3 clusters Score: Raw -103617.656527 + Penalty 1428.535371 = -102189.121155 nChanged 31 SP:Iteration 16Q (1548.486751 sec): 3 clusters Score: Raw -103638.829758 + Penalty 1428.535371 = -102210.294387 nChanged 31 SP:Iteration 17Q (1548.542321 sec): 3 clusters Score: Raw -103659.805805 + Penalty 1428.535371 = -102231.270434 nChanged 23 SP:Iteration 18Q (1548.580414 sec): 3 clusters Score: Raw -103678.621410 + Penalty 1428.535371 = -102250.086038 nChanged 25 SP:Iteration 19Q (1548.627336 sec): 3 clusters Score: Raw -103691.828440 + Penalty 1428.535371 = -102263.293069 nChanged 20 SP:Iteration 20F (1548.676567 sec): 3 clusters Score: Raw -103702.536613 + Penalty 1428.535371 = -102274.001242 nChanged 19 SP:Iteration 21Q (1548.714231 sec): 3 clusters Score: Raw -103712.636746 + Penalty 1428.535371 = -102284.101375 nChanged 15 SP:Iteration 22Q (1548.765909 sec): 3 clusters Score: Raw -103725.153508 + Penalty 1428.535371 = -102296.618136 nChanged 13 SP:Iteration 23Q (1548.796149 sec): 3 clusters Score: Raw -103732.270916 + Penalty 1428.535371 = -102303.735545 nChanged 8 SP:Iteration 24Q (1548.839966 sec): 3 clusters Score: Raw -103738.589676 + Penalty 1428.535371 = -102310.054305 nChanged 8 SP:Iteration 25Q (1548.892386 sec): 3 clusters Score: Raw -103741.215152 + Penalty 1428.535371 = -102312.679780 nChanged 8 SP:Iteration 26Q (1548.931123 sec): 3 clusters Score: Raw -103744.996746 + Penalty 1428.535371 = -102316.461375 nChanged 6 SP:Iteration 27Q (1548.968984 sec): 3 clusters Score: Raw -103748.966921 + Penalty 1428.535371 = -102320.431550 nChanged 6 SP:Iteration 28Q (1549.012556 sec): 3 clusters Score: Raw -103754.152074 + Penalty 1428.535371 = -102325.616703 nChanged 8 SP:Iteration 29Q (1549.056131 sec): 3 clusters Score: Raw -103763.742143 + Penalty 1428.535371 = -102335.206772 nChanged 8 SP:Iteration 30Q (1549.095007 sec): 3 clusters Score: Raw -103766.926762 + Penalty 1428.535371 = -102338.391390 nChanged 6 SP:Iteration 31Q (1549.148679 sec): 3 clusters Score: Raw -103768.638830 + Penalty 1428.535371 = -102340.103459 nChanged 4 SP:Iteration 32Q (1549.184260 sec): 3 clusters Score: Raw -103770.271342 + Penalty 1428.535371 = -102341.735971 nChanged 2 SP:Iteration 33Q (1549.227234 sec): 3 clusters Score: Raw -103772.299096 + Penalty 1428.535371 = -102343.763725 nChanged 2 SP:Iteration 34Q (1549.282830 sec): 3 clusters Score: Raw -103772.952709 + Penalty 1428.535371 = -102344.417338 nChanged 0 SP:Iteration 35F (1549.315174 sec): 3 clusters Score: Raw -103772.952709 + Penalty 1428.535371 = -102344.417338 nChanged 0 Score: Raw -45956616.931736 + Penalty 54623.503038 = -45901993.428697 Splitting cluster 20 changes total score from -45902460.036012 to -45901993.428697 So it's not getting split. Trying to split cluster 21 (5169 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1562.585378 sec): 2 clusters Score: Raw -387057.474591 + Penalty 812.291280 = -386245.183311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1562.639498 sec): 3 clusters Score: Raw -384203.137316 + Penalty 1624.582560 = -382578.554757 nChanged 2176 SP:Iteration 1F (1562.696083 sec): 3 clusters Score: Raw -385429.388662 + Penalty 1624.582560 = -383804.806102 nChanged 366 SP:Iteration 2F (1562.742210 sec): 3 clusters Score: Raw -385632.312966 + Penalty 1624.582560 = -384007.730406 nChanged 313 SP:Iteration 3F (1562.786136 sec): 3 clusters Score: Raw -385829.334139 + Penalty 1624.582560 = -384204.751579 nChanged 294 SP:Iteration 4F (1562.843644 sec): 3 clusters Score: Raw -386047.410460 + Penalty 1624.582560 = -384422.827900 nChanged 265 SP:Iteration 5F (1562.892102 sec): 3 clusters Score: Raw -386229.588466 + Penalty 1624.582560 = -384605.005906 nChanged 229 SP:Iteration 6Q (1562.925917 sec): 3 clusters Score: Raw -386363.164388 + Penalty 1624.582560 = -384738.581829 nChanged 180 SP:Iteration 7Q (1562.974553 sec): 3 clusters Score: Raw -386478.628233 + Penalty 1624.582560 = -384854.045673 nChanged 176 SP:Iteration 8Q (1563.028801 sec): 3 clusters Score: Raw -386593.073976 + Penalty 1624.582560 = -384968.491416 nChanged 168 SP:Iteration 9Q (1563.087977 sec): 3 clusters Score: Raw -386706.588010 + Penalty 1624.582560 = -385082.005450 nChanged 139 SP:Iteration 10Q (1563.130326 sec): 3 clusters Score: Raw -386800.056912 + Penalty 1624.582560 = -385175.474352 nChanged 117 SP:Iteration 11Q (1563.187174 sec): 3 clusters Score: Raw -386879.017424 + Penalty 1624.582560 = -385254.434864 nChanged 103 SP:Iteration 12Q (1563.222585 sec): 3 clusters Score: Raw -386935.549383 + Penalty 1624.582560 = -385310.966823 nChanged 67 SP:Iteration 13Q (1563.270163 sec): 3 clusters Score: Raw -386968.500812 + Penalty 1624.582560 = -385343.918252 nChanged 48 SP:Iteration 14Q (1563.311415 sec): 3 clusters Score: Raw -386995.240085 + Penalty 1624.582560 = -385370.657525 nChanged 48 SP:Iteration 15Q (1563.369640 sec): 3 clusters Score: Raw -387022.754652 + Penalty 1624.582560 = -385398.172092 nChanged 49 SP:Iteration 16Q (1563.415654 sec): 3 clusters Score: Raw -387047.347645 + Penalty 1624.582560 = -385422.765085 nChanged 39 SP:Iteration 17Q (1563.460279 sec): 3 clusters Score: Raw -387065.699011 + Penalty 1624.582560 = -385441.116451 nChanged 34 SP:Iteration 18Q (1563.506612 sec): 3 clusters Score: Raw -387082.136074 + Penalty 1624.582560 = -385457.553514 nChanged 30 SP:Iteration 19Q (1563.554440 sec): 3 clusters Score: Raw -387095.367185 + Penalty 1624.582560 = -385470.784625 nChanged 19 SP:Iteration 20F (1563.607067 sec): 3 clusters Score: Raw -387106.257075 + Penalty 1624.582560 = -385481.674515 nChanged 15 SP:Iteration 21Q (1563.639867 sec): 3 clusters Score: Raw -387111.785476 + Penalty 1624.582560 = -385487.202916 nChanged 10 SP:Iteration 22Q (1563.701856 sec): 3 clusters Score: Raw -387115.269148 + Penalty 1624.582560 = -385490.686589 nChanged 14 SP:Iteration 23Q (1563.743901 sec): 3 clusters Score: Raw -387121.864453 + Penalty 1624.582560 = -385497.281893 nChanged 8 SP:Iteration 24Q (1563.794061 sec): 3 clusters Score: Raw -387124.301498 + Penalty 1624.582560 = -385499.718938 nChanged 7 SP:Iteration 25Q (1563.845315 sec): 3 clusters Score: Raw -387129.195400 + Penalty 1624.582560 = -385504.612841 nChanged 9 SP:Iteration 26Q (1563.891602 sec): 3 clusters Score: Raw -387133.517926 + Penalty 1624.582560 = -385508.935366 nChanged 9 SP:Iteration 27Q (1563.952268 sec): 3 clusters Score: Raw -387137.391650 + Penalty 1624.582560 = -385512.809090 nChanged 8 SP:Iteration 28Q (1564.006377 sec): 3 clusters Score: Raw -387141.415852 + Penalty 1624.582560 = -385516.833292 nChanged 10 SP:Iteration 29Q (1564.060058 sec): 3 clusters Score: Raw -387146.325688 + Penalty 1624.582560 = -385521.743128 nChanged 8 SP:Iteration 30Q (1564.099671 sec): 3 clusters Score: Raw -387149.710755 + Penalty 1624.582560 = -385525.128195 nChanged 5 SP:Iteration 31Q (1564.148365 sec): 3 clusters Score: Raw -387151.143299 + Penalty 1624.582560 = -385526.560739 nChanged 4 SP:Iteration 32Q (1564.200512 sec): 3 clusters Score: Raw -387152.876660 + Penalty 1624.582560 = -385528.294101 nChanged 6 SP:Iteration 33Q (1564.260679 sec): 3 clusters Score: Raw -387154.826358 + Penalty 1624.582560 = -385530.243798 nChanged 5 SP:Iteration 34Q (1564.310346 sec): 3 clusters Score: Raw -387156.798574 + Penalty 1624.582560 = -385532.216014 nChanged 5 SP:Iteration 35Q (1564.348949 sec): 3 clusters Score: Raw -387159.095242 + Penalty 1624.582560 = -385534.512682 nChanged 4 SP:Iteration 36Q (1564.396059 sec): 3 clusters Score: Raw -387160.257426 + Penalty 1624.582560 = -385535.674867 nChanged 2 SP:Iteration 37Q (1564.455654 sec): 3 clusters Score: Raw -387161.174226 + Penalty 1624.582560 = -385536.591667 nChanged 4 SP:Iteration 38Q (1564.500615 sec): 3 clusters Score: Raw -387162.966834 + Penalty 1624.582560 = -385538.384274 nChanged 2 SP:Iteration 39Q (1564.550772 sec): 3 clusters Score: Raw -387163.837400 + Penalty 1624.582560 = -385539.254840 nChanged 1 SP:Iteration 40F (1564.601772 sec): 3 clusters Score: Raw -387164.657820 + Penalty 1624.582560 = -385540.075260 nChanged 1 SP:Iteration 41Q (1564.657796 sec): 3 clusters Score: Raw -387164.859477 + Penalty 1624.582560 = -385540.276917 nChanged 0 SP:Iteration 42F (1564.687199 sec): 3 clusters Score: Raw -387164.859477 + Penalty 1624.582560 = -385540.276917 nChanged 0 Trying to split cluster 22 (2650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1564.717548 sec): 2 clusters Score: Raw -174088.213639 + Penalty 748.819917 = -173339.393721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1564.767269 sec): 3 clusters Score: Raw -172718.726763 + Penalty 1497.639835 = -171221.086928 nChanged 1045 SP:Iteration 1F (1564.818416 sec): 3 clusters Score: Raw -173309.554815 + Penalty 1497.639835 = -171811.914981 nChanged 215 SP:Iteration 2F (1564.869323 sec): 3 clusters Score: Raw -173460.789633 + Penalty 1497.639835 = -171963.149798 nChanged 160 SP:Iteration 3F (1564.910989 sec): 3 clusters Score: Raw -173575.917764 + Penalty 1497.639835 = -172078.277929 nChanged 128 SP:Iteration 4Q (1564.957386 sec): 3 clusters Score: Raw -173649.631141 + Penalty 1497.639835 = -172151.991306 nChanged 110 SP:Iteration 5Q (1565.009083 sec): 3 clusters Score: Raw -173701.434532 + Penalty 1497.639835 = -172203.794698 nChanged 85 SP:Iteration 6Q (1565.041628 sec): 3 clusters Score: Raw -173747.321861 + Penalty 1497.639835 = -172249.682027 nChanged 91 SP:Iteration 7Q (1565.101815 sec): 3 clusters Score: Raw -173798.953732 + Penalty 1497.639835 = -172301.313897 nChanged 75 SP:Iteration 8Q (1565.145349 sec): 3 clusters Score: Raw -173837.955246 + Penalty 1497.639835 = -172340.315411 nChanged 78 SP:Iteration 9Q (1565.192617 sec): 3 clusters Score: Raw -173874.254145 + Penalty 1497.639835 = -172376.614310 nChanged 60 SP:Iteration 10Q (1565.235941 sec): 3 clusters Score: Raw -173902.292496 + Penalty 1497.639835 = -172404.652661 nChanged 57 SP:Iteration 11Q (1565.287242 sec): 3 clusters Score: Raw -173928.924136 + Penalty 1497.639835 = -172431.284301 nChanged 50 SP:Iteration 12Q (1565.336439 sec): 3 clusters Score: Raw -173947.385882 + Penalty 1497.639835 = -172449.746048 nChanged 36 SP:Iteration 13Q (1565.380353 sec): 3 clusters Score: Raw -173960.504773 + Penalty 1497.639835 = -172462.864939 nChanged 35 SP:Iteration 14Q (1565.428100 sec): 3 clusters Score: Raw -173975.293912 + Penalty 1497.639835 = -172477.654078 nChanged 31 SP:Iteration 15Q (1565.475637 sec): 3 clusters Score: Raw -173986.430358 + Penalty 1497.639835 = -172488.790523 nChanged 27 SP:Iteration 16Q (1565.514192 sec): 3 clusters Score: Raw -173996.858254 + Penalty 1497.639835 = -172499.218419 nChanged 29 SP:Iteration 17Q (1565.551828 sec): 3 clusters Score: Raw -174007.379383 + Penalty 1497.639835 = -172509.739549 nChanged 24 SP:Iteration 18Q (1565.609253 sec): 3 clusters Score: Raw -174015.061051 + Penalty 1497.639835 = -172517.421216 nChanged 25 SP:Iteration 19Q (1565.652624 sec): 3 clusters Score: Raw -174029.244117 + Penalty 1497.639835 = -172531.604283 nChanged 18 SP:Iteration 20F (1565.701247 sec): 3 clusters Score: Raw -174034.698735 + Penalty 1497.639835 = -172537.058900 nChanged 23 SP:Iteration 21Q (1565.747226 sec): 3 clusters Score: Raw -174046.134847 + Penalty 1497.639835 = -172548.495013 nChanged 24 SP:Iteration 22Q (1565.797785 sec): 3 clusters Score: Raw -174057.658064 + Penalty 1497.639835 = -172560.018229 nChanged 24 SP:Iteration 23Q (1565.836593 sec): 3 clusters Score: Raw -174066.871608 + Penalty 1497.639835 = -172569.231774 nChanged 20 SP:Iteration 24Q (1565.891129 sec): 3 clusters Score: Raw -174075.272765 + Penalty 1497.639835 = -172577.632930 nChanged 26 SP:Iteration 25Q (1565.926571 sec): 3 clusters Score: Raw -174085.061596 + Penalty 1497.639835 = -172587.421762 nChanged 19 SP:Iteration 26Q (1565.982591 sec): 3 clusters Score: Raw -174094.296037 + Penalty 1497.639835 = -172596.656202 nChanged 29 SP:Iteration 27Q (1566.026272 sec): 3 clusters Score: Raw -174112.113660 + Penalty 1497.639835 = -172614.473826 nChanged 28 SP:Iteration 28Q (1566.069939 sec): 3 clusters Score: Raw -174122.839411 + Penalty 1497.639835 = -172625.199576 nChanged 21 SP:Iteration 29Q (1566.119922 sec): 3 clusters Score: Raw -174131.165312 + Penalty 1497.639835 = -172633.525477 nChanged 22 SP:Iteration 30Q (1566.165187 sec): 3 clusters Score: Raw -174137.452147 + Penalty 1497.639835 = -172639.812312 nChanged 16 SP:Iteration 31Q (1566.207642 sec): 3 clusters Score: Raw -174144.199416 + Penalty 1497.639835 = -172646.559582 nChanged 21 SP:Iteration 32Q (1566.254653 sec): 3 clusters Score: Raw -174152.193953 + Penalty 1497.639835 = -172654.554118 nChanged 18 SP:Iteration 33Q (1566.299786 sec): 3 clusters Score: Raw -174156.837613 + Penalty 1497.639835 = -172659.197778 nChanged 13 SP:Iteration 34Q (1566.348654 sec): 3 clusters Score: Raw -174160.781156 + Penalty 1497.639835 = -172663.141321 nChanged 11 SP:Iteration 35Q (1566.400150 sec): 3 clusters Score: Raw -174163.893745 + Penalty 1497.639835 = -172666.253911 nChanged 11 SP:Iteration 36Q (1566.446930 sec): 3 clusters Score: Raw -174167.326717 + Penalty 1497.639835 = -172669.686882 nChanged 5 SP:Iteration 37Q (1566.496980 sec): 3 clusters Score: Raw -174169.769441 + Penalty 1497.639835 = -172672.129606 nChanged 10 SP:Iteration 38Q (1566.542769 sec): 3 clusters Score: Raw -174171.735729 + Penalty 1497.639835 = -172674.095894 nChanged 7 SP:Iteration 39Q (1566.592144 sec): 3 clusters Score: Raw -174174.287229 + Penalty 1497.639835 = -172676.647394 nChanged 8 SP:Iteration 40F (1566.640811 sec): 3 clusters Score: Raw -174177.988708 + Penalty 1497.639835 = -172680.348874 nChanged 14 SP:Iteration 41Q (1566.678488 sec): 3 clusters Score: Raw -174184.461440 + Penalty 1497.639835 = -172686.821606 nChanged 14 SP:Iteration 42Q (1566.734965 sec): 3 clusters Score: Raw -174187.995325 + Penalty 1497.639835 = -172690.355491 nChanged 11 SP:Iteration 43Q (1566.783834 sec): 3 clusters Score: Raw -174191.737116 + Penalty 1497.639835 = -172694.097282 nChanged 7 SP:Iteration 44Q (1566.824236 sec): 3 clusters Score: Raw -174194.012151 + Penalty 1497.639835 = -172696.372316 nChanged 9 SP:Iteration 45Q (1566.882507 sec): 3 clusters Score: Raw -174196.620679 + Penalty 1497.639835 = -172698.980844 nChanged 5 SP:Iteration 46Q (1566.922316 sec): 3 clusters Score: Raw -174197.721692 + Penalty 1497.639835 = -172700.081857 nChanged 2 SP:Iteration 47Q (1566.960127 sec): 3 clusters Score: Raw -174198.333643 + Penalty 1497.639835 = -172700.693808 nChanged 3 SP:Iteration 48Q (1567.011577 sec): 3 clusters Score: Raw -174199.024651 + Penalty 1497.639835 = -172701.384816 nChanged 3 SP:Iteration 49Q (1567.055466 sec): 3 clusters Score: Raw -174199.840414 + Penalty 1497.639835 = -172702.200579 nChanged 3 SP:Iteration 50Q (1567.102574 sec): 3 clusters Score: Raw -174201.122757 + Penalty 1497.639835 = -172703.482922 nChanged 5 SP:Iteration 51Q (1567.156769 sec): 3 clusters Score: Raw -174203.136334 + Penalty 1497.639835 = -172705.496500 nChanged 6 SP:Iteration 52Q (1567.197652 sec): 3 clusters Score: Raw -174204.838445 + Penalty 1497.639835 = -172707.198610 nChanged 7 SP:Iteration 53Q (1567.231509 sec): 3 clusters Score: Raw -174207.653016 + Penalty 1497.639835 = -172710.013181 nChanged 8 SP:Iteration 54Q (1567.271847 sec): 3 clusters Score: Raw -174211.274351 + Penalty 1497.639835 = -172713.634516 nChanged 13 SP:Iteration 55Q (1567.323133 sec): 3 clusters Score: Raw -174215.504265 + Penalty 1497.639835 = -172717.864430 nChanged 13 SP:Iteration 56Q (1567.366474 sec): 3 clusters Score: Raw -174221.033917 + Penalty 1497.639835 = -172723.394083 nChanged 10 SP:Iteration 57Q (1567.404933 sec): 3 clusters Score: Raw -174224.977073 + Penalty 1497.639835 = -172727.337239 nChanged 12 SP:Iteration 58Q (1567.453450 sec): 3 clusters Score: Raw -174229.621876 + Penalty 1497.639835 = -172731.982042 nChanged 10 SP:Iteration 59Q (1567.498312 sec): 3 clusters Score: Raw -174233.518446 + Penalty 1497.639835 = -172735.878612 nChanged 8 SP:Iteration 60F (1567.539460 sec): 3 clusters Score: Raw -174236.525694 + Penalty 1497.639835 = -172738.885860 nChanged 11 SP:Iteration 61Q (1567.581155 sec): 3 clusters Score: Raw -174240.074744 + Penalty 1497.639835 = -172742.434910 nChanged 7 SP:Iteration 62Q (1567.642877 sec): 3 clusters Score: Raw -174241.417963 + Penalty 1497.639835 = -172743.778128 nChanged 1 SP:Iteration 63Q (1567.679762 sec): 3 clusters Score: Raw -174241.640366 + Penalty 1497.639835 = -172744.000532 nChanged 2 SP:Iteration 64Q (1567.740249 sec): 3 clusters Score: Raw -174241.910544 + Penalty 1497.639835 = -172744.270710 nChanged 1 SP:Iteration 65Q (1567.785166 sec): 3 clusters Score: Raw -174242.272258 + Penalty 1497.639835 = -172744.632424 nChanged 3 SP:Iteration 66Q (1567.824565 sec): 3 clusters Score: Raw -174242.868730 + Penalty 1497.639835 = -172745.228896 nChanged 2 SP:Iteration 67Q (1567.871003 sec): 3 clusters Score: Raw -174243.226492 + Penalty 1497.639835 = -172745.586657 nChanged 1 SP:Iteration 68Q (1567.920332 sec): 3 clusters Score: Raw -174243.338041 + Penalty 1497.639835 = -172745.698206 nChanged 0 SP:Iteration 69F (1567.962117 sec): 3 clusters Score: Raw -174243.338041 + Penalty 1497.639835 = -172745.698206 nChanged 0 Trying to split cluster 23 (1718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1567.986286 sec): 2 clusters Score: Raw -115076.655072 + Penalty 707.647030 = -114369.008042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1568.037555 sec): 3 clusters Score: Raw -114248.244144 + Penalty 1415.294059 = -112832.950084 nChanged 670 SP:Iteration 1F (1568.084580 sec): 3 clusters Score: Raw -114681.187528 + Penalty 1415.294059 = -113265.893468 nChanged 115 SP:Iteration 2F (1568.136679 sec): 3 clusters Score: Raw -114762.419374 + Penalty 1415.294059 = -113347.125314 nChanged 88 SP:Iteration 3F (1568.184396 sec): 3 clusters Score: Raw -114820.222974 + Penalty 1415.294059 = -113404.928914 nChanged 59 SP:Iteration 4Q (1568.227403 sec): 3 clusters Score: Raw -114855.941808 + Penalty 1415.294059 = -113440.647748 nChanged 46 SP:Iteration 5Q (1568.264367 sec): 3 clusters Score: Raw -114890.302467 + Penalty 1415.294059 = -113475.008408 nChanged 52 SP:Iteration 6Q (1568.314805 sec): 3 clusters Score: Raw -114930.064098 + Penalty 1415.294059 = -113514.770038 nChanged 49 SP:Iteration 7Q (1568.357941 sec): 3 clusters Score: Raw -114963.529406 + Penalty 1415.294059 = -113548.235347 nChanged 49 SP:Iteration 8Q (1568.401854 sec): 3 clusters Score: Raw -115018.359650 + Penalty 1415.294059 = -113603.065590 nChanged 60 SP:Iteration 9Q (1568.453820 sec): 3 clusters Score: Raw -115078.409721 + Penalty 1415.294059 = -113663.115661 nChanged 53 SP:Iteration 10Q (1568.497311 sec): 3 clusters Score: Raw -115115.548849 + Penalty 1415.294059 = -113700.254789 nChanged 47 SP:Iteration 11Q (1568.535332 sec): 3 clusters Score: Raw -115147.033210 + Penalty 1415.294059 = -113731.739150 nChanged 41 SP:Iteration 12Q (1568.581005 sec): 3 clusters Score: Raw -115173.946101 + Penalty 1415.294059 = -113758.652042 nChanged 35 SP:Iteration 13Q (1568.630574 sec): 3 clusters Score: Raw -115188.345521 + Penalty 1415.294059 = -113773.051462 nChanged 27 SP:Iteration 14Q (1568.669064 sec): 3 clusters Score: Raw -115199.473620 + Penalty 1415.294059 = -113784.179561 nChanged 20 SP:Iteration 15Q (1568.710078 sec): 3 clusters Score: Raw -115210.738185 + Penalty 1415.294059 = -113795.444126 nChanged 22 SP:Iteration 16Q (1568.757421 sec): 3 clusters Score: Raw -115223.354087 + Penalty 1415.294059 = -113808.060027 nChanged 23 SP:Iteration 17Q (1568.793834 sec): 3 clusters Score: Raw -115233.159436 + Penalty 1415.294059 = -113817.865377 nChanged 15 SP:Iteration 18Q (1568.837956 sec): 3 clusters Score: Raw -115238.429935 + Penalty 1415.294059 = -113823.135876 nChanged 9 SP:Iteration 19Q (1568.885352 sec): 3 clusters Score: Raw -115241.519685 + Penalty 1415.294059 = -113826.225626 nChanged 7 SP:Iteration 20F (1568.928986 sec): 3 clusters Score: Raw -115246.947791 + Penalty 1415.294059 = -113831.653732 nChanged 7 SP:Iteration 21Q (1568.963256 sec): 3 clusters Score: Raw -115249.590427 + Penalty 1415.294059 = -113834.296367 nChanged 6 SP:Iteration 22Q (1569.003364 sec): 3 clusters Score: Raw -115252.278167 + Penalty 1415.294059 = -113836.984107 nChanged 5 SP:Iteration 23Q (1569.047604 sec): 3 clusters Score: Raw -115255.864502 + Penalty 1415.294059 = -113840.570443 nChanged 7 SP:Iteration 24Q (1569.095838 sec): 3 clusters Score: Raw -115259.533362 + Penalty 1415.294059 = -113844.239303 nChanged 10 SP:Iteration 25Q (1569.142382 sec): 3 clusters Score: Raw -115261.993990 + Penalty 1415.294059 = -113846.699931 nChanged 4 SP:Iteration 26Q (1569.173504 sec): 3 clusters Score: Raw -115263.493923 + Penalty 1415.294059 = -113848.199863 nChanged 7 SP:Iteration 27Q (1569.218475 sec): 3 clusters Score: Raw -115265.483728 + Penalty 1415.294059 = -113850.189668 nChanged 5 SP:Iteration 28Q (1569.273470 sec): 3 clusters Score: Raw -115267.213060 + Penalty 1415.294059 = -113851.919001 nChanged 1 SP:Iteration 29Q (1569.320362 sec): 3 clusters Score: Raw -115267.618550 + Penalty 1415.294059 = -113852.324491 nChanged 3 SP:Iteration 30Q (1569.363237 sec): 3 clusters Score: Raw -115268.212029 + Penalty 1415.294059 = -113852.917970 nChanged 3 SP:Iteration 31Q (1569.409535 sec): 3 clusters Score: Raw -115268.574514 + Penalty 1415.294059 = -113853.280454 nChanged 0 SP:Iteration 32F (1569.460126 sec): 3 clusters Score: Raw -115268.574514 + Penalty 1415.294059 = -113853.280454 nChanged 0 Trying to split cluster 24 (7337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1569.493604 sec): 2 clusters Score: Raw -532932.527104 + Penalty 845.565105 = -532086.961998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1569.536830 sec): 3 clusters Score: Raw -528632.209724 + Penalty 1691.130211 = -526941.079513 nChanged 3228 SP:Iteration 1F (1569.595292 sec): 3 clusters Score: Raw -530378.107476 + Penalty 1691.130211 = -528686.977265 nChanged 449 SP:Iteration 2F (1569.646081 sec): 3 clusters Score: Raw -530558.045660 + Penalty 1691.130211 = -528866.915449 nChanged 381 SP:Iteration 3F (1569.700058 sec): 3 clusters Score: Raw -530728.769396 + Penalty 1691.130211 = -529037.639185 nChanged 373 SP:Iteration 4F (1569.752041 sec): 3 clusters Score: Raw -530928.714936 + Penalty 1691.130211 = -529237.584725 nChanged 337 SP:Iteration 5Q (1569.798589 sec): 3 clusters Score: Raw -531145.741196 + Penalty 1691.130211 = -529454.610986 nChanged 352 SP:Iteration 6Q (1569.861098 sec): 3 clusters Score: Raw -531409.915836 + Penalty 1691.130211 = -529718.785626 nChanged 353 SP:Iteration 7Q (1569.904984 sec): 3 clusters Score: Raw -531679.189908 + Penalty 1691.130211 = -529988.059697 nChanged 331 SP:Iteration 8Q (1569.969433 sec): 3 clusters Score: Raw -531885.440717 + Penalty 1691.130211 = -530194.310506 nChanged 249 SP:Iteration 9Q (1570.024158 sec): 3 clusters Score: Raw -532024.102762 + Penalty 1691.130211 = -530332.972551 nChanged 207 SP:Iteration 10Q (1570.074065 sec): 3 clusters Score: Raw -532135.319358 + Penalty 1691.130211 = -530444.189147 nChanged 188 SP:Iteration 11Q (1570.121566 sec): 3 clusters Score: Raw -532237.504854 + Penalty 1691.130211 = -530546.374643 nChanged 162 SP:Iteration 12Q (1570.174271 sec): 3 clusters Score: Raw -532331.774089 + Penalty 1691.130211 = -530640.643878 nChanged 166 SP:Iteration 13Q (1570.218414 sec): 3 clusters Score: Raw -532420.884807 + Penalty 1691.130211 = -530729.754597 nChanged 144 SP:Iteration 14Q (1570.278703 sec): 3 clusters Score: Raw -532489.969288 + Penalty 1691.130211 = -530798.839078 nChanged 117 SP:Iteration 15Q (1570.336359 sec): 3 clusters Score: Raw -532548.248268 + Penalty 1691.130211 = -530857.118057 nChanged 127 SP:Iteration 16Q (1570.391806 sec): 3 clusters Score: Raw -532621.375570 + Penalty 1691.130211 = -530930.245360 nChanged 128 SP:Iteration 17Q (1570.437893 sec): 3 clusters Score: Raw -532687.998037 + Penalty 1691.130211 = -530996.867827 nChanged 116 SP:Iteration 18Q (1570.498094 sec): 3 clusters Score: Raw -532752.289580 + Penalty 1691.130211 = -531061.159370 nChanged 104 SP:Iteration 19Q (1570.552439 sec): 3 clusters Score: Raw -532804.415681 + Penalty 1691.130211 = -531113.285470 nChanged 97 SP:Iteration 20F (1570.599114 sec): 3 clusters Score: Raw -532852.291723 + Penalty 1691.130211 = -531161.161512 nChanged 100 SP:Iteration 21Q (1570.645353 sec): 3 clusters Score: Raw -532902.300408 + Penalty 1691.130211 = -531211.170197 nChanged 84 SP:Iteration 22Q (1570.701624 sec): 3 clusters Score: Raw -532942.913620 + Penalty 1691.130211 = -531251.783409 nChanged 82 SP:Iteration 23Q (1570.746808 sec): 3 clusters Score: Raw -532987.957455 + Penalty 1691.130211 = -531296.827244 nChanged 70 SP:Iteration 24Q (1570.787640 sec): 3 clusters Score: Raw -533021.612900 + Penalty 1691.130211 = -531330.482689 nChanged 66 SP:Iteration 25Q (1570.835990 sec): 3 clusters Score: Raw -533057.632589 + Penalty 1691.130211 = -531366.502379 nChanged 45 SP:Iteration 26Q (1570.883379 sec): 3 clusters Score: Raw -533084.268250 + Penalty 1691.130211 = -531393.138040 nChanged 55 SP:Iteration 27Q (1570.935069 sec): 3 clusters Score: Raw -533117.698319 + Penalty 1691.130211 = -531426.568109 nChanged 46 SP:Iteration 28Q (1570.993292 sec): 3 clusters Score: Raw -533139.286507 + Penalty 1691.130211 = -531448.156297 nChanged 36 SP:Iteration 29Q (1571.047609 sec): 3 clusters Score: Raw -533154.649235 + Penalty 1691.130211 = -531463.519025 nChanged 27 SP:Iteration 30Q (1571.091641 sec): 3 clusters Score: Raw -533164.756995 + Penalty 1691.130211 = -531473.626784 nChanged 20 SP:Iteration 31Q (1571.147313 sec): 3 clusters Score: Raw -533174.086420 + Penalty 1691.130211 = -531482.956209 nChanged 18 SP:Iteration 32Q (1571.208297 sec): 3 clusters Score: Raw -533183.676672 + Penalty 1691.130211 = -531492.546461 nChanged 16 SP:Iteration 33Q (1571.259835 sec): 3 clusters Score: Raw -533190.550347 + Penalty 1691.130211 = -531499.420136 nChanged 18 SP:Iteration 34Q (1571.313345 sec): 3 clusters Score: Raw -533198.674596 + Penalty 1691.130211 = -531507.544385 nChanged 20 SP:Iteration 35Q (1571.360710 sec): 3 clusters Score: Raw -533210.367096 + Penalty 1691.130211 = -531519.236885 nChanged 18 SP:Iteration 36Q (1571.412644 sec): 3 clusters Score: Raw -533217.298276 + Penalty 1691.130211 = -531526.168066 nChanged 16 SP:Iteration 37Q (1571.462027 sec): 3 clusters Score: Raw -533224.099528 + Penalty 1691.130211 = -531532.969317 nChanged 10 SP:Iteration 38Q (1571.512220 sec): 3 clusters Score: Raw -533228.378546 + Penalty 1691.130211 = -531537.248335 nChanged 8 SP:Iteration 39Q (1571.566372 sec): 3 clusters Score: Raw -533232.153889 + Penalty 1691.130211 = -531541.023679 nChanged 7 SP:Iteration 40F (1571.619824 sec): 3 clusters Score: Raw -533235.011840 + Penalty 1691.130211 = -531543.881630 nChanged 5 SP:Iteration 41Q (1571.671255 sec): 3 clusters Score: Raw -533236.886517 + Penalty 1691.130211 = -531545.756307 nChanged 5 SP:Iteration 42Q (1571.723082 sec): 3 clusters Score: Raw -533238.413610 + Penalty 1691.130211 = -531547.283399 nChanged 5 SP:Iteration 43Q (1571.787659 sec): 3 clusters Score: Raw -533240.080711 + Penalty 1691.130211 = -531548.950501 nChanged 2 SP:Iteration 44Q (1571.833220 sec): 3 clusters Score: Raw -533240.488715 + Penalty 1691.130211 = -531549.358504 nChanged 2 SP:Iteration 45Q (1571.890718 sec): 3 clusters Score: Raw -533240.994213 + Penalty 1691.130211 = -531549.864003 nChanged 1 SP:Iteration 46Q (1571.942248 sec): 3 clusters Score: Raw -533241.257365 + Penalty 1691.130211 = -531550.127154 nChanged 0 SP:Iteration 47F (1571.988194 sec): 3 clusters Score: Raw -533241.257365 + Penalty 1691.130211 = -531550.127154 nChanged 0 Trying to split cluster 25 (5346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.016065 sec): 2 clusters Score: Raw -404335.060955 + Penalty 815.489870 = -403519.571084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.067899 sec): 3 clusters Score: Raw -401319.705331 + Penalty 1630.979740 = -399688.725591 nChanged 2297 SP:Iteration 1F (1572.122149 sec): 3 clusters Score: Raw -402663.923174 + Penalty 1630.979740 = -401032.943434 nChanged 367 SP:Iteration 2F (1572.171142 sec): 3 clusters Score: Raw -402859.051191 + Penalty 1630.979740 = -401228.071451 nChanged 304 SP:Iteration 3F (1572.226236 sec): 3 clusters Score: Raw -403018.852213 + Penalty 1630.979740 = -401387.872473 nChanged 289 SP:Iteration 4F (1572.267318 sec): 3 clusters Score: Raw -403194.464043 + Penalty 1630.979740 = -401563.484303 nChanged 280 SP:Iteration 5F (1572.311399 sec): 3 clusters Score: Raw -403408.723521 + Penalty 1630.979740 = -401777.743780 nChanged 295 SP:Iteration 6F (1572.359235 sec): 3 clusters Score: Raw -403685.911353 + Penalty 1630.979740 = -402054.931612 nChanged 317 SP:Iteration 7F (1572.404324 sec): 3 clusters Score: Raw -403975.274512 + Penalty 1630.979740 = -402344.294772 nChanged 276 SP:Iteration 8F (1572.441670 sec): 3 clusters Score: Raw -404184.542114 + Penalty 1630.979740 = -402553.562374 nChanged 233 SP:Iteration 9Q (1572.492486 sec): 3 clusters Score: Raw -404342.870522 + Penalty 1630.979740 = -402711.890782 nChanged 160 SP:Iteration 10Q (1572.530223 sec): 3 clusters Score: Raw -404421.367065 + Penalty 1630.979740 = -402790.387324 nChanged 104 SP:Iteration 11Q (1572.580977 sec): 3 clusters Score: Raw -404466.988457 + Penalty 1630.979740 = -402836.008717 nChanged 85 SP:Iteration 12Q (1572.629674 sec): 3 clusters Score: Raw -404499.089329 + Penalty 1630.979740 = -402868.109588 nChanged 79 SP:Iteration 13Q (1572.683423 sec): 3 clusters Score: Raw -404526.629511 + Penalty 1630.979740 = -402895.649770 nChanged 58 SP:Iteration 14Q (1572.724553 sec): 3 clusters Score: Raw -404548.940792 + Penalty 1630.979740 = -402917.961052 nChanged 50 SP:Iteration 15Q (1572.771121 sec): 3 clusters Score: Raw -404564.971726 + Penalty 1630.979740 = -402933.991986 nChanged 35 SP:Iteration 16Q (1572.829844 sec): 3 clusters Score: Raw -404575.242504 + Penalty 1630.979740 = -402944.262764 nChanged 36 SP:Iteration 17Q (1572.878148 sec): 3 clusters Score: Raw -404588.116194 + Penalty 1630.979740 = -402957.136454 nChanged 32 SP:Iteration 18Q (1572.921223 sec): 3 clusters Score: Raw -404598.206295 + Penalty 1630.979740 = -402967.226555 nChanged 30 SP:Iteration 19Q (1572.974787 sec): 3 clusters Score: Raw -404607.848200 + Penalty 1630.979740 = -402976.868460 nChanged 20 SP:Iteration 20F (1573.027960 sec): 3 clusters Score: Raw -404611.911401 + Penalty 1630.979740 = -402980.931661 nChanged 16 SP:Iteration 21Q (1573.078924 sec): 3 clusters Score: Raw -404614.592790 + Penalty 1630.979740 = -402983.613050 nChanged 12 SP:Iteration 22Q (1573.127138 sec): 3 clusters Score: Raw -404617.297760 + Penalty 1630.979740 = -402986.318019 nChanged 10 SP:Iteration 23Q (1573.180224 sec): 3 clusters Score: Raw -404619.966203 + Penalty 1630.979740 = -402988.986463 nChanged 9 SP:Iteration 24Q (1573.228255 sec): 3 clusters Score: Raw -404622.048513 + Penalty 1630.979740 = -402991.068772 nChanged 12 SP:Iteration 25Q (1573.270419 sec): 3 clusters Score: Raw -404626.874978 + Penalty 1630.979740 = -402995.895237 nChanged 14 SP:Iteration 26Q (1573.323401 sec): 3 clusters Score: Raw -404631.240425 + Penalty 1630.979740 = -403000.260685 nChanged 13 SP:Iteration 27Q (1573.379502 sec): 3 clusters Score: Raw -404634.566166 + Penalty 1630.979740 = -403003.586426 nChanged 11 SP:Iteration 28Q (1573.425800 sec): 3 clusters Score: Raw -404638.008334 + Penalty 1630.979740 = -403007.028593 nChanged 12 SP:Iteration 29Q (1573.486605 sec): 3 clusters Score: Raw -404641.349680 + Penalty 1630.979740 = -403010.369939 nChanged 13 SP:Iteration 30Q (1573.530867 sec): 3 clusters Score: Raw -404644.851074 + Penalty 1630.979740 = -403013.871334 nChanged 13 SP:Iteration 31Q (1573.584074 sec): 3 clusters Score: Raw -404647.889382 + Penalty 1630.979740 = -403016.909642 nChanged 14 SP:Iteration 32Q (1573.632272 sec): 3 clusters Score: Raw -404651.963511 + Penalty 1630.979740 = -403020.983771 nChanged 17 SP:Iteration 33Q (1573.691188 sec): 3 clusters Score: Raw -404657.072405 + Penalty 1630.979740 = -403026.092664 nChanged 14 SP:Iteration 34Q (1573.732255 sec): 3 clusters Score: Raw -404661.360302 + Penalty 1630.979740 = -403030.380562 nChanged 14 SP:Iteration 35Q (1573.788254 sec): 3 clusters Score: Raw -404665.253166 + Penalty 1630.979740 = -403034.273425 nChanged 14 SP:Iteration 36Q (1573.833146 sec): 3 clusters Score: Raw -404668.050207 + Penalty 1630.979740 = -403037.070467 nChanged 7 SP:Iteration 37Q (1573.888258 sec): 3 clusters Score: Raw -404669.688482 + Penalty 1630.979740 = -403038.708741 nChanged 6 SP:Iteration 38Q (1573.941844 sec): 3 clusters Score: Raw -404670.655717 + Penalty 1630.979740 = -403039.675976 nChanged 7 SP:Iteration 39Q (1573.989267 sec): 3 clusters Score: Raw -404671.550669 + Penalty 1630.979740 = -403040.570928 nChanged 3 SP:Iteration 40F (1574.037670 sec): 3 clusters Score: Raw -404671.847470 + Penalty 1630.979740 = -403040.867730 nChanged 5 SP:Iteration 41Q (1574.083207 sec): 3 clusters Score: Raw -404672.548181 + Penalty 1630.979740 = -403041.568441 nChanged 5 SP:Iteration 42Q (1574.127859 sec): 3 clusters Score: Raw -404673.034378 + Penalty 1630.979740 = -403042.054638 nChanged 4 SP:Iteration 43Q (1574.175907 sec): 3 clusters Score: Raw -404673.621671 + Penalty 1630.979740 = -403042.641930 nChanged 5 SP:Iteration 44Q (1574.222328 sec): 3 clusters Score: Raw -404674.608846 + Penalty 1630.979740 = -403043.629105 nChanged 6 SP:Iteration 45Q (1574.275026 sec): 3 clusters Score: Raw -404675.680280 + Penalty 1630.979740 = -403044.700539 nChanged 6 SP:Iteration 46Q (1574.320903 sec): 3 clusters Score: Raw -404677.515261 + Penalty 1630.979740 = -403046.535521 nChanged 10 SP:Iteration 47Q (1574.363555 sec): 3 clusters Score: Raw -404679.346674 + Penalty 1630.979740 = -403048.366934 nChanged 8 SP:Iteration 48Q (1574.416160 sec): 3 clusters Score: Raw -404680.759109 + Penalty 1630.979740 = -403049.779368 nChanged 9 SP:Iteration 49Q (1574.456467 sec): 3 clusters Score: Raw -404684.367733 + Penalty 1630.979740 = -403053.387993 nChanged 12 SP:Iteration 50Q (1574.511325 sec): 3 clusters Score: Raw -404687.488169 + Penalty 1630.979740 = -403056.508429 nChanged 10 SP:Iteration 51Q (1574.552329 sec): 3 clusters Score: Raw -404689.122622 + Penalty 1630.979740 = -403058.142882 nChanged 10 SP:Iteration 52Q (1574.605829 sec): 3 clusters Score: Raw -404691.210479 + Penalty 1630.979740 = -403060.230738 nChanged 9 SP:Iteration 53Q (1574.665255 sec): 3 clusters Score: Raw -404693.309755 + Penalty 1630.979740 = -403062.330015 nChanged 10 SP:Iteration 54Q (1574.716523 sec): 3 clusters Score: Raw -404694.472238 + Penalty 1630.979740 = -403063.492498 nChanged 4 SP:Iteration 55Q (1574.750714 sec): 3 clusters Score: Raw -404694.938127 + Penalty 1630.979740 = -403063.958387 nChanged 5 SP:Iteration 56Q (1574.785244 sec): 3 clusters Score: Raw -404695.538316 + Penalty 1630.979740 = -403064.558576 nChanged 6 SP:Iteration 57Q (1574.839568 sec): 3 clusters Score: Raw -404696.330977 + Penalty 1630.979740 = -403065.351237 nChanged 3 SP:Iteration 58Q (1574.890557 sec): 3 clusters Score: Raw -404697.133806 + Penalty 1630.979740 = -403066.154066 nChanged 7 SP:Iteration 59Q (1574.941499 sec): 3 clusters Score: Raw -404697.933202 + Penalty 1630.979740 = -403066.953462 nChanged 6 SP:Iteration 60F (1574.990938 sec): 3 clusters Score: Raw -404699.342408 + Penalty 1630.979740 = -403068.362668 nChanged 5 SP:Iteration 61Q (1575.046034 sec): 3 clusters Score: Raw -404700.132402 + Penalty 1630.979740 = -403069.152661 nChanged 2 SP:Iteration 62Q (1575.084453 sec): 3 clusters Score: Raw -404700.552999 + Penalty 1630.979740 = -403069.573259 nChanged 2 SP:Iteration 63Q (1575.139609 sec): 3 clusters Score: Raw -404700.698519 + Penalty 1630.979740 = -403069.718779 nChanged 3 SP:Iteration 64Q (1575.185354 sec): 3 clusters Score: Raw -404701.138676 + Penalty 1630.979740 = -403070.158936 nChanged 2 SP:Iteration 65Q (1575.237862 sec): 3 clusters Score: Raw -404701.640727 + Penalty 1630.979740 = -403070.660987 nChanged 3 SP:Iteration 66Q (1575.279610 sec): 3 clusters Score: Raw -404702.086084 + Penalty 1630.979740 = -403071.106344 nChanged 2 SP:Iteration 67Q (1575.325930 sec): 3 clusters Score: Raw -404702.449263 + Penalty 1630.979740 = -403071.469522 nChanged 1 SP:Iteration 68Q (1575.382603 sec): 3 clusters Score: Raw -404702.724368 + Penalty 1630.979740 = -403071.744628 nChanged 2 SP:Iteration 69Q (1575.425979 sec): 3 clusters Score: Raw -404702.951026 + Penalty 1630.979740 = -403071.971286 nChanged 1 SP:Iteration 70Q (1575.478938 sec): 3 clusters Score: Raw -404703.051253 + Penalty 1630.979740 = -403072.071512 nChanged 2 SP:Iteration 71Q (1575.527049 sec): 3 clusters Score: Raw -404703.252361 + Penalty 1630.979740 = -403072.272620 nChanged 2 SP:Iteration 72Q (1575.580976 sec): 3 clusters Score: Raw -404703.374833 + Penalty 1630.979740 = -403072.395093 nChanged 1 SP:Iteration 73Q (1575.635408 sec): 3 clusters Score: Raw -404703.412835 + Penalty 1630.979740 = -403072.433095 nChanged 3 SP:Iteration 74Q (1575.683353 sec): 3 clusters Score: Raw -404703.955859 + Penalty 1630.979740 = -403072.976118 nChanged 2 SP:Iteration 75Q (1575.729896 sec): 3 clusters Score: Raw -404704.183569 + Penalty 1630.979740 = -403073.203829 nChanged 3 SP:Iteration 76Q (1575.793341 sec): 3 clusters Score: Raw -404704.420318 + Penalty 1630.979740 = -403073.440577 nChanged 1 SP:Iteration 77Q (1575.844461 sec): 3 clusters Score: Raw -404704.515694 + Penalty 1630.979740 = -403073.535953 nChanged 0 SP:Iteration 78F (1575.891187 sec): 3 clusters Score: Raw -404704.515694 + Penalty 1630.979740 = -403073.535953 nChanged 0 Trying to split cluster 26 (1553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1575.916073 sec): 2 clusters Score: Raw -80955.301901 + Penalty 698.054663 = -80257.247238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1575.963887 sec): 3 clusters Score: Raw -80248.790793 + Penalty 1396.109326 = -78852.681466 nChanged 610 SP:Iteration 1F (1576.003318 sec): 3 clusters Score: Raw -80628.129413 + Penalty 1396.109326 = -79232.020087 nChanged 133 SP:Iteration 2F (1576.043736 sec): 3 clusters Score: Raw -80728.140491 + Penalty 1396.109326 = -79332.031165 nChanged 82 SP:Iteration 3F (1576.097446 sec): 3 clusters Score: Raw -80780.716008 + Penalty 1396.109326 = -79384.606682 nChanged 61 SP:Iteration 4Q (1576.132648 sec): 3 clusters Score: Raw -80816.299052 + Penalty 1396.109326 = -79420.189726 nChanged 50 SP:Iteration 5Q (1576.177230 sec): 3 clusters Score: Raw -80845.712819 + Penalty 1396.109326 = -79449.603493 nChanged 43 SP:Iteration 6Q (1576.221966 sec): 3 clusters Score: Raw -80872.807375 + Penalty 1396.109326 = -79476.698049 nChanged 39 SP:Iteration 7Q (1576.273926 sec): 3 clusters Score: Raw -80899.243159 + Penalty 1396.109326 = -79503.133833 nChanged 33 SP:Iteration 8Q (1576.312093 sec): 3 clusters Score: Raw -80918.232916 + Penalty 1396.109326 = -79522.123590 nChanged 35 SP:Iteration 9Q (1576.358001 sec): 3 clusters Score: Raw -80936.525569 + Penalty 1396.109326 = -79540.416243 nChanged 23 SP:Iteration 10Q (1576.402962 sec): 3 clusters Score: Raw -80947.725309 + Penalty 1396.109326 = -79551.615983 nChanged 17 SP:Iteration 11Q (1576.454863 sec): 3 clusters Score: Raw -80954.451251 + Penalty 1396.109326 = -79558.341925 nChanged 17 SP:Iteration 12Q (1576.501519 sec): 3 clusters Score: Raw -80967.011661 + Penalty 1396.109326 = -79570.902335 nChanged 22 SP:Iteration 13Q (1576.552516 sec): 3 clusters Score: Raw -80982.052039 + Penalty 1396.109326 = -79585.942712 nChanged 16 SP:Iteration 14Q (1576.608229 sec): 3 clusters Score: Raw -80992.801513 + Penalty 1396.109326 = -79596.692186 nChanged 11 SP:Iteration 15Q (1576.653694 sec): 3 clusters Score: Raw -80998.625608 + Penalty 1396.109326 = -79602.516282 nChanged 7 SP:Iteration 16Q (1576.690991 sec): 3 clusters Score: Raw -81001.414783 + Penalty 1396.109326 = -79605.305456 nChanged 5 SP:Iteration 17Q (1576.736933 sec): 3 clusters Score: Raw -81002.284648 + Penalty 1396.109326 = -79606.175322 nChanged 4 SP:Iteration 18Q (1576.785824 sec): 3 clusters Score: Raw -81003.386499 + Penalty 1396.109326 = -79607.277172 nChanged 4 SP:Iteration 19Q (1576.829549 sec): 3 clusters Score: Raw -81004.423461 + Penalty 1396.109326 = -79608.314135 nChanged 3 SP:Iteration 20F (1576.874728 sec): 3 clusters Score: Raw -81006.723315 + Penalty 1396.109326 = -79610.613989 nChanged 4 SP:Iteration 21Q (1576.918317 sec): 3 clusters Score: Raw -81009.624025 + Penalty 1396.109326 = -79613.514698 nChanged 6 SP:Iteration 22Q (1576.961373 sec): 3 clusters Score: Raw -81014.874566 + Penalty 1396.109326 = -79618.765240 nChanged 7 SP:Iteration 23Q (1577.009056 sec): 3 clusters Score: Raw -81019.344018 + Penalty 1396.109326 = -79623.234691 nChanged 10 SP:Iteration 24Q (1577.060097 sec): 3 clusters Score: Raw -81028.198428 + Penalty 1396.109326 = -79632.089102 nChanged 9 SP:Iteration 25Q (1577.097657 sec): 3 clusters Score: Raw -81035.132882 + Penalty 1396.109326 = -79639.023556 nChanged 9 SP:Iteration 26Q (1577.157456 sec): 3 clusters Score: Raw -81038.533470 + Penalty 1396.109326 = -79642.424143 nChanged 13 SP:Iteration 27Q (1577.202123 sec): 3 clusters Score: Raw -81046.551419 + Penalty 1396.109326 = -79650.442093 nChanged 10 SP:Iteration 28Q (1577.236229 sec): 3 clusters Score: Raw -81053.379115 + Penalty 1396.109326 = -79657.269789 nChanged 7 SP:Iteration 29Q (1577.294522 sec): 3 clusters Score: Raw -81055.997614 + Penalty 1396.109326 = -79659.888287 nChanged 6 SP:Iteration 30Q (1577.325074 sec): 3 clusters Score: Raw -81058.873271 + Penalty 1396.109326 = -79662.763945 nChanged 7 SP:Iteration 31Q (1577.378650 sec): 3 clusters Score: Raw -81065.205905 + Penalty 1396.109326 = -79669.096579 nChanged 9 SP:Iteration 32Q (1577.430356 sec): 3 clusters Score: Raw -81072.135842 + Penalty 1396.109326 = -79676.026515 nChanged 9 SP:Iteration 33Q (1577.466738 sec): 3 clusters Score: Raw -81076.639174 + Penalty 1396.109326 = -79680.529847 nChanged 6 SP:Iteration 34Q (1577.522488 sec): 3 clusters Score: Raw -81079.096987 + Penalty 1396.109326 = -79682.987660 nChanged 8 SP:Iteration 35Q (1577.564728 sec): 3 clusters Score: Raw -81083.377092 + Penalty 1396.109326 = -79687.267765 nChanged 11 SP:Iteration 36Q (1577.608894 sec): 3 clusters Score: Raw -81086.879362 + Penalty 1396.109326 = -79690.770035 nChanged 8 SP:Iteration 37Q (1577.643927 sec): 3 clusters Score: Raw -81090.052819 + Penalty 1396.109326 = -79693.943492 nChanged 6 SP:Iteration 38Q (1577.691349 sec): 3 clusters Score: Raw -81092.879427 + Penalty 1396.109326 = -79696.770100 nChanged 8 SP:Iteration 39Q (1577.736064 sec): 3 clusters Score: Raw -81097.402646 + Penalty 1396.109326 = -79701.293320 nChanged 12 SP:Iteration 40F (1577.784143 sec): 3 clusters Score: Raw -81102.868256 + Penalty 1396.109326 = -79706.758929 nChanged 5 SP:Iteration 41Q (1577.830423 sec): 3 clusters Score: Raw -81105.376844 + Penalty 1396.109326 = -79709.267517 nChanged 5 SP:Iteration 42Q (1577.874280 sec): 3 clusters Score: Raw -81107.291528 + Penalty 1396.109326 = -79711.182202 nChanged 4 SP:Iteration 43Q (1577.915941 sec): 3 clusters Score: Raw -81108.965301 + Penalty 1396.109326 = -79712.855975 nChanged 3 SP:Iteration 44Q (1577.971801 sec): 3 clusters Score: Raw -81110.250646 + Penalty 1396.109326 = -79714.141319 nChanged 2 SP:Iteration 45Q (1578.005922 sec): 3 clusters Score: Raw -81111.538832 + Penalty 1396.109326 = -79715.429505 nChanged 1 SP:Iteration 46Q (1578.051013 sec): 3 clusters Score: Raw -81111.743918 + Penalty 1396.109326 = -79715.634592 nChanged 1 SP:Iteration 47Q (1578.094788 sec): 3 clusters Score: Raw -81112.036834 + Penalty 1396.109326 = -79715.927507 nChanged 0 SP:Iteration 48F (1578.139019 sec): 3 clusters Score: Raw -81112.036834 + Penalty 1396.109326 = -79715.927507 nChanged 0 Trying to split cluster 27 (17551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.180312 sec): 2 clusters Score: Raw -1304164.384147 + Penalty 928.422290 = -1303235.961857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1578.245058 sec): 3 clusters Score: Raw -1293388.323548 + Penalty 1856.844579 = -1291531.478968 nChanged 8044 SP:Iteration 1F (1578.307798 sec): 3 clusters Score: Raw -1298013.652567 + Penalty 1856.844579 = -1296156.807987 nChanged 987 SP:Iteration 2F (1578.370939 sec): 3 clusters Score: Raw -1298375.514048 + Penalty 1856.844579 = -1296518.669469 nChanged 921 SP:Iteration 3F (1578.436670 sec): 3 clusters Score: Raw -1298747.689557 + Penalty 1856.844579 = -1296890.844978 nChanged 954 SP:Iteration 4F (1578.512671 sec): 3 clusters Score: Raw -1299226.943531 + Penalty 1856.844579 = -1297370.098951 nChanged 1019 SP:Iteration 5F (1578.578705 sec): 3 clusters Score: Raw -1299798.303639 + Penalty 1856.844579 = -1297941.459060 nChanged 1009 SP:Iteration 6F (1578.638513 sec): 3 clusters Score: Raw -1300396.849489 + Penalty 1856.844579 = -1298540.004909 nChanged 940 SP:Iteration 7F (1578.713409 sec): 3 clusters Score: Raw -1300953.574839 + Penalty 1856.844579 = -1299096.730260 nChanged 814 SP:Iteration 8Q (1578.770711 sec): 3 clusters Score: Raw -1301441.422587 + Penalty 1856.844579 = -1299584.578008 nChanged 685 SP:Iteration 9Q (1578.836161 sec): 3 clusters Score: Raw -1301859.352380 + Penalty 1856.844579 = -1300002.507801 nChanged 595 SP:Iteration 10Q (1578.903515 sec): 3 clusters Score: Raw -1302214.666851 + Penalty 1856.844579 = -1300357.822271 nChanged 445 SP:Iteration 11Q (1578.971362 sec): 3 clusters Score: Raw -1302424.009701 + Penalty 1856.844579 = -1300567.165121 nChanged 337 SP:Iteration 12Q (1579.039273 sec): 3 clusters Score: Raw -1302552.302543 + Penalty 1856.844579 = -1300695.457963 nChanged 284 SP:Iteration 13Q (1579.090194 sec): 3 clusters Score: Raw -1302655.407955 + Penalty 1856.844579 = -1300798.563376 nChanged 231 SP:Iteration 14Q (1579.161435 sec): 3 clusters Score: Raw -1302728.171766 + Penalty 1856.844579 = -1300871.327187 nChanged 209 SP:Iteration 15Q (1579.229375 sec): 3 clusters Score: Raw -1302783.006919 + Penalty 1856.844579 = -1300926.162339 nChanged 171 SP:Iteration 16Q (1579.298876 sec): 3 clusters Score: Raw -1302825.209810 + Penalty 1856.844579 = -1300968.365231 nChanged 174 SP:Iteration 17Q (1579.362145 sec): 3 clusters Score: Raw -1302870.780664 + Penalty 1856.844579 = -1301013.936085 nChanged 150 SP:Iteration 18Q (1579.417866 sec): 3 clusters Score: Raw -1302918.219538 + Penalty 1856.844579 = -1301061.374959 nChanged 159 SP:Iteration 19Q (1579.486984 sec): 3 clusters Score: Raw -1302969.643785 + Penalty 1856.844579 = -1301112.799206 nChanged 171 SP:Iteration 20F (1579.551808 sec): 3 clusters Score: Raw -1303024.079019 + Penalty 1856.844579 = -1301167.234440 nChanged 158 SP:Iteration 21Q (1579.608809 sec): 3 clusters Score: Raw -1303071.108430 + Penalty 1856.844579 = -1301214.263851 nChanged 169 SP:Iteration 22Q (1579.669732 sec): 3 clusters Score: Raw -1303123.520369 + Penalty 1856.844579 = -1301266.675789 nChanged 163 SP:Iteration 23Q (1579.739088 sec): 3 clusters Score: Raw -1303173.448488 + Penalty 1856.844579 = -1301316.603908 nChanged 168 SP:Iteration 24Q (1579.805011 sec): 3 clusters Score: Raw -1303229.024917 + Penalty 1856.844579 = -1301372.180338 nChanged 181 SP:Iteration 25Q (1579.868630 sec): 3 clusters Score: Raw -1303289.071089 + Penalty 1856.844579 = -1301432.226510 nChanged 156 SP:Iteration 26Q (1579.911762 sec): 3 clusters Score: Raw -1303334.716652 + Penalty 1856.844579 = -1301477.872073 nChanged 123 SP:Iteration 27Q (1579.981805 sec): 3 clusters Score: Raw -1303370.254962 + Penalty 1856.844579 = -1301513.410383 nChanged 131 SP:Iteration 28Q (1580.050694 sec): 3 clusters Score: Raw -1303408.041177 + Penalty 1856.844579 = -1301551.196597 nChanged 121 SP:Iteration 29Q (1580.116813 sec): 3 clusters Score: Raw -1303443.560674 + Penalty 1856.844579 = -1301586.716094 nChanged 138 SP:Iteration 30Q (1580.178470 sec): 3 clusters Score: Raw -1303489.842817 + Penalty 1856.844579 = -1301632.998237 nChanged 161 SP:Iteration 31Q (1580.241712 sec): 3 clusters Score: Raw -1303550.035411 + Penalty 1856.844579 = -1301693.190832 nChanged 159 SP:Iteration 32Q (1580.303148 sec): 3 clusters Score: Raw -1303619.950695 + Penalty 1856.844579 = -1301763.106116 nChanged 172 SP:Iteration 33Q (1580.362830 sec): 3 clusters Score: Raw -1303700.173687 + Penalty 1856.844579 = -1301843.329108 nChanged 158 SP:Iteration 34Q (1580.427023 sec): 3 clusters Score: Raw -1303770.708435 + Penalty 1856.844579 = -1301913.863856 nChanged 153 SP:Iteration 35Q (1580.488969 sec): 3 clusters Score: Raw -1303844.669098 + Penalty 1856.844579 = -1301987.824519 nChanged 140 SP:Iteration 36Q (1580.560400 sec): 3 clusters Score: Raw -1303914.113232 + Penalty 1856.844579 = -1302057.268652 nChanged 129 SP:Iteration 37Q (1580.617067 sec): 3 clusters Score: Raw -1303980.638554 + Penalty 1856.844579 = -1302123.793975 nChanged 126 SP:Iteration 38Q (1580.669433 sec): 3 clusters Score: Raw -1304051.891069 + Penalty 1856.844579 = -1302195.046490 nChanged 108 SP:Iteration 39Q (1580.736891 sec): 3 clusters Score: Raw -1304121.201678 + Penalty 1856.844579 = -1302264.357099 nChanged 74 SP:Iteration 40F (1580.805353 sec): 3 clusters Score: Raw -1304169.088746 + Penalty 1856.844579 = -1302312.244167 nChanged 57 SP:Iteration 41Q (1580.847698 sec): 3 clusters Score: Raw -1304197.782163 + Penalty 1856.844579 = -1302340.937583 nChanged 46 SP:Iteration 42Q (1580.918305 sec): 3 clusters Score: Raw -1304222.416069 + Penalty 1856.844579 = -1302365.571490 nChanged 36 SP:Iteration 43Q (1580.975185 sec): 3 clusters Score: Raw -1304244.978562 + Penalty 1856.844579 = -1302388.133983 nChanged 37 SP:Iteration 44Q (1581.030838 sec): 3 clusters Score: Raw -1304270.350693 + Penalty 1856.844579 = -1302413.506114 nChanged 30 SP:Iteration 45Q (1581.098718 sec): 3 clusters Score: Raw -1304290.666717 + Penalty 1856.844579 = -1302433.822138 nChanged 38 SP:Iteration 46Q (1581.160079 sec): 3 clusters Score: Raw -1304317.531191 + Penalty 1856.844579 = -1302460.686611 nChanged 31 SP:Iteration 47Q (1581.220237 sec): 3 clusters Score: Raw -1304346.047635 + Penalty 1856.844579 = -1302489.203056 nChanged 35 SP:Iteration 48Q (1581.280456 sec): 3 clusters Score: Raw -1304361.097705 + Penalty 1856.844579 = -1302504.253126 nChanged 26 SP:Iteration 49Q (1581.343074 sec): 3 clusters Score: Raw -1304374.392081 + Penalty 1856.844579 = -1302517.547502 nChanged 15 SP:Iteration 50Q (1581.411694 sec): 3 clusters Score: Raw -1304387.879646 + Penalty 1856.844579 = -1302531.035067 nChanged 21 SP:Iteration 51Q (1581.463693 sec): 3 clusters Score: Raw -1304402.872187 + Penalty 1856.844579 = -1302546.027608 nChanged 22 SP:Iteration 52Q (1581.527914 sec): 3 clusters Score: Raw -1304413.145623 + Penalty 1856.844579 = -1302556.301044 nChanged 16 SP:Iteration 53Q (1581.581374 sec): 3 clusters Score: Raw -1304423.898889 + Penalty 1856.844579 = -1302567.054309 nChanged 13 SP:Iteration 54Q (1581.634092 sec): 3 clusters Score: Raw -1304430.263940 + Penalty 1856.844579 = -1302573.419361 nChanged 13 SP:Iteration 55Q (1581.699374 sec): 3 clusters Score: Raw -1304436.289781 + Penalty 1856.844579 = -1302579.445202 nChanged 10 SP:Iteration 56Q (1581.754317 sec): 3 clusters Score: Raw -1304440.184704 + Penalty 1856.844579 = -1302583.340125 nChanged 9 SP:Iteration 57Q (1581.811985 sec): 3 clusters Score: Raw -1304444.595297 + Penalty 1856.844579 = -1302587.750717 nChanged 8 SP:Iteration 58Q (1581.877375 sec): 3 clusters Score: Raw -1304448.798980 + Penalty 1856.844579 = -1302591.954401 nChanged 5 SP:Iteration 59Q (1581.941180 sec): 3 clusters Score: Raw -1304450.508657 + Penalty 1856.844579 = -1302593.664078 nChanged 2 SP:Iteration 60F (1582.015196 sec): 3 clusters Score: Raw -1304451.796939 + Penalty 1856.844579 = -1302594.952360 nChanged 2 SP:Iteration 61Q (1582.071449 sec): 3 clusters Score: Raw -1304453.744920 + Penalty 1856.844579 = -1302596.900340 nChanged 4 SP:Iteration 62Q (1582.141559 sec): 3 clusters Score: Raw -1304455.899220 + Penalty 1856.844579 = -1302599.054641 nChanged 6 SP:Iteration 63Q (1582.204451 sec): 3 clusters Score: Raw -1304458.286468 + Penalty 1856.844579 = -1302601.441888 nChanged 5 SP:Iteration 64Q (1582.265279 sec): 3 clusters Score: Raw -1304460.320662 + Penalty 1856.844579 = -1302603.476082 nChanged 4 SP:Iteration 65Q (1582.329733 sec): 3 clusters Score: Raw -1304461.928856 + Penalty 1856.844579 = -1302605.084277 nChanged 4 SP:Iteration 66Q (1582.382298 sec): 3 clusters Score: Raw -1304464.492320 + Penalty 1856.844579 = -1302607.647740 nChanged 6 SP:Iteration 67Q (1582.448552 sec): 3 clusters Score: Raw -1304467.359434 + Penalty 1856.844579 = -1302610.514855 nChanged 8 SP:Iteration 68Q (1582.505842 sec): 3 clusters Score: Raw -1304470.651942 + Penalty 1856.844579 = -1302613.807362 nChanged 6 SP:Iteration 69Q (1582.567099 sec): 3 clusters Score: Raw -1304474.885580 + Penalty 1856.844579 = -1302618.041001 nChanged 2 SP:Iteration 70Q (1582.634917 sec): 3 clusters Score: Raw -1304476.680383 + Penalty 1856.844579 = -1302619.835804 nChanged 3 SP:Iteration 71Q (1582.695799 sec): 3 clusters Score: Raw -1304478.148721 + Penalty 1856.844579 = -1302621.304141 nChanged 4 SP:Iteration 72Q (1582.764796 sec): 3 clusters Score: Raw -1304479.821091 + Penalty 1856.844579 = -1302622.976512 nChanged 2 SP:Iteration 73Q (1582.817449 sec): 3 clusters Score: Raw -1304480.796473 + Penalty 1856.844579 = -1302623.951893 nChanged 5 SP:Iteration 74Q (1582.884624 sec): 3 clusters Score: Raw -1304485.532524 + Penalty 1856.844579 = -1302628.687945 nChanged 6 SP:Iteration 75Q (1582.947523 sec): 3 clusters Score: Raw -1304488.780940 + Penalty 1856.844579 = -1302631.936360 nChanged 1 SP:Iteration 76Q (1582.999204 sec): 3 clusters Score: Raw -1304489.486864 + Penalty 1856.844579 = -1302632.642285 nChanged 1 SP:Iteration 77Q (1583.075817 sec): 3 clusters Score: Raw -1304489.575071 + Penalty 1856.844579 = -1302632.730492 nChanged 0 SP:Iteration 78F (1583.143033 sec): 3 clusters Score: Raw -1304489.575071 + Penalty 1856.844579 = -1302632.730492 nChanged 0 Trying to split cluster 28 (107187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1583.268497 sec): 2 clusters Score: Raw -8384633.909369 + Penalty 1100.321374 = -8383533.587995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1583.453376 sec): 3 clusters Score: Raw -8313541.242998 + Penalty 2200.642748 = -8311340.600250 nChanged 51973 SP:Iteration 1F (1583.624097 sec): 3 clusters Score: Raw -8344959.678806 + Penalty 2200.642748 = -8342759.036058 nChanged 5303 SP:Iteration 2Q (1583.813667 sec): 3 clusters Score: Raw -8347230.440633 + Penalty 2200.642748 = -8345029.797885 nChanged 6651 SP:Iteration 3F (1583.987453 sec): 3 clusters Score: Raw -8350831.317794 + Penalty 2200.642748 = -8348630.675046 nChanged 7768 SP:Iteration 4F (1584.164179 sec): 3 clusters Score: Raw -8355581.784311 + Penalty 2200.642748 = -8353381.141564 nChanged 7746 SP:Iteration 5F (1584.326774 sec): 3 clusters Score: Raw -8360539.907012 + Penalty 2200.642748 = -8358339.264264 nChanged 6966 SP:Iteration 6F (1584.511095 sec): 3 clusters Score: Raw -8365099.189200 + Penalty 2200.642748 = -8362898.546452 nChanged 5704 SP:Iteration 7F (1584.686492 sec): 3 clusters Score: Raw -8368859.008866 + Penalty 2200.642748 = -8366658.366118 nChanged 4689 SP:Iteration 8Q (1584.875166 sec): 3 clusters Score: Raw -8371927.712008 + Penalty 2200.642748 = -8369727.069260 nChanged 3885 SP:Iteration 9Q (1585.068161 sec): 3 clusters Score: Raw -8374494.820595 + Penalty 2200.642748 = -8372294.177847 nChanged 3289 SP:Iteration 10Q (1585.252420 sec): 3 clusters Score: Raw -8376692.873551 + Penalty 2200.642748 = -8374492.230803 nChanged 2955 SP:Iteration 11Q (1585.421619 sec): 3 clusters Score: Raw -8378665.222322 + Penalty 2200.642748 = -8376464.579575 nChanged 2587 SP:Iteration 12Q (1585.594706 sec): 3 clusters Score: Raw -8380431.713688 + Penalty 2200.642748 = -8378231.070940 nChanged 2074 SP:Iteration 13Q (1585.761978 sec): 3 clusters Score: Raw -8381845.650020 + Penalty 2200.642748 = -8379645.007272 nChanged 1564 SP:Iteration 14Q (1585.919451 sec): 3 clusters Score: Raw -8382904.403286 + Penalty 2200.642748 = -8380703.760539 nChanged 1173 SP:Iteration 15Q (1586.080166 sec): 3 clusters Score: Raw -8383715.583885 + Penalty 2200.642748 = -8381514.941137 nChanged 825 SP:Iteration 16Q (1586.232600 sec): 3 clusters Score: Raw -8384327.184402 + Penalty 2200.642748 = -8382126.541654 nChanged 531 SP:Iteration 17Q (1586.385381 sec): 3 clusters Score: Raw -8384718.899468 + Penalty 2200.642748 = -8382518.256720 nChanged 365 SP:Iteration 18Q (1586.534219 sec): 3 clusters Score: Raw -8385011.318038 + Penalty 2200.642748 = -8382810.675290 nChanged 219 SP:Iteration 19Q (1586.670714 sec): 3 clusters Score: Raw -8385181.106234 + Penalty 2200.642748 = -8382980.463486 nChanged 180 SP:Iteration 20F (1586.845837 sec): 3 clusters Score: Raw -8385301.127361 + Penalty 2200.642748 = -8383100.484613 nChanged 133 SP:Iteration 21Q (1586.991756 sec): 3 clusters Score: Raw -8385368.498377 + Penalty 2200.642748 = -8383167.855629 nChanged 110 SP:Iteration 22Q (1587.135519 sec): 3 clusters Score: Raw -8385421.941790 + Penalty 2200.642748 = -8383221.299042 nChanged 96 SP:Iteration 23Q (1587.287140 sec): 3 clusters Score: Raw -8385460.475953 + Penalty 2200.642748 = -8383259.833205 nChanged 74 SP:Iteration 24Q (1587.436785 sec): 3 clusters Score: Raw -8385484.671909 + Penalty 2200.642748 = -8383284.029161 nChanged 58 SP:Iteration 25Q (1587.586908 sec): 3 clusters Score: Raw -8385507.158553 + Penalty 2200.642748 = -8383306.515806 nChanged 63 SP:Iteration 26Q (1587.736870 sec): 3 clusters Score: Raw -8385529.685212 + Penalty 2200.642748 = -8383329.042464 nChanged 54 SP:Iteration 27Q (1587.881203 sec): 3 clusters Score: Raw -8385543.662785 + Penalty 2200.642748 = -8383343.020037 nChanged 35 SP:Iteration 28Q (1588.014419 sec): 3 clusters Score: Raw -8385553.040416 + Penalty 2200.642748 = -8383352.397668 nChanged 25 SP:Iteration 29Q (1588.166492 sec): 3 clusters Score: Raw -8385560.297553 + Penalty 2200.642748 = -8383359.654805 nChanged 29 SP:Iteration 30Q (1588.321240 sec): 3 clusters Score: Raw -8385566.784890 + Penalty 2200.642748 = -8383366.142142 nChanged 29 SP:Iteration 31Q (1588.476355 sec): 3 clusters Score: Raw -8385572.542198 + Penalty 2200.642748 = -8383371.899451 nChanged 25 SP:Iteration 32Q (1588.631444 sec): 3 clusters Score: Raw -8385577.288731 + Penalty 2200.642748 = -8383376.645983 nChanged 20 SP:Iteration 33Q (1588.779183 sec): 3 clusters Score: Raw -8385580.536405 + Penalty 2200.642748 = -8383379.893657 nChanged 9 SP:Iteration 34Q (1588.932024 sec): 3 clusters Score: Raw -8385581.652582 + Penalty 2200.642748 = -8383381.009834 nChanged 9 SP:Iteration 35Q (1589.078244 sec): 3 clusters Score: Raw -8385582.973454 + Penalty 2200.642748 = -8383382.330706 nChanged 3 SP:Iteration 36Q (1589.223635 sec): 3 clusters Score: Raw -8385583.388252 + Penalty 2200.642748 = -8383382.745505 nChanged 2 SP:Iteration 37Q (1589.365566 sec): 3 clusters Score: Raw -8385583.515583 + Penalty 2200.642748 = -8383382.872836 nChanged 1 SP:Iteration 38Q (1589.509927 sec): 3 clusters Score: Raw -8385583.629598 + Penalty 2200.642748 = -8383382.986850 nChanged 1 SP:Iteration 39Q (1589.654446 sec): 3 clusters Score: Raw -8385583.717256 + Penalty 2200.642748 = -8383383.074508 nChanged 1 SP:Iteration 40F (1589.824416 sec): 3 clusters Score: Raw -8385583.836985 + Penalty 2200.642748 = -8383383.194237 nChanged 1 SP:Iteration 41Q (1589.975992 sec): 3 clusters Score: Raw -8385583.877422 + Penalty 2200.642748 = -8383383.234675 nChanged 0 SP:Iteration 42F (1590.143062 sec): 3 clusters Score: Raw -8385583.877422 + Penalty 2200.642748 = -8383383.234675 nChanged 0 Trying to split cluster 29 (2701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1590.184374 sec): 2 clusters Score: Raw -193403.050168 + Penalty 750.630849 = -192652.419320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1590.228054 sec): 3 clusters Score: Raw -192001.992358 + Penalty 1501.261697 = -190500.730660 nChanged 1088 SP:Iteration 1F (1590.276099 sec): 3 clusters Score: Raw -192656.620467 + Penalty 1501.261697 = -191155.358769 nChanged 248 SP:Iteration 2F (1590.312489 sec): 3 clusters Score: Raw -192877.515182 + Penalty 1501.261697 = -191376.253484 nChanged 241 SP:Iteration 3F (1590.362178 sec): 3 clusters Score: Raw -193107.890029 + Penalty 1501.261697 = -191606.628332 nChanged 196 SP:Iteration 4F (1590.409277 sec): 3 clusters Score: Raw -193312.892773 + Penalty 1501.261697 = -191811.631076 nChanged 156 SP:Iteration 5F (1590.458709 sec): 3 clusters Score: Raw -193446.311054 + Penalty 1501.261697 = -191945.049357 nChanged 91 SP:Iteration 6Q (1590.510912 sec): 3 clusters Score: Raw -193523.654488 + Penalty 1501.261697 = -192022.392791 nChanged 67 SP:Iteration 7Q (1590.557857 sec): 3 clusters Score: Raw -193585.486455 + Penalty 1501.261697 = -192084.224758 nChanged 57 SP:Iteration 8Q (1590.606517 sec): 3 clusters Score: Raw -193630.470079 + Penalty 1501.261697 = -192129.208382 nChanged 40 SP:Iteration 9Q (1590.643327 sec): 3 clusters Score: Raw -193661.369988 + Penalty 1501.261697 = -192160.108291 nChanged 19 SP:Iteration 10Q (1590.690962 sec): 3 clusters Score: Raw -193671.255098 + Penalty 1501.261697 = -192169.993401 nChanged 9 SP:Iteration 11Q (1590.740915 sec): 3 clusters Score: Raw -193677.367099 + Penalty 1501.261697 = -192176.105402 nChanged 13 SP:Iteration 12Q (1590.799644 sec): 3 clusters Score: Raw -193685.218809 + Penalty 1501.261697 = -192183.957112 nChanged 8 SP:Iteration 13Q (1590.838623 sec): 3 clusters Score: Raw -193688.304965 + Penalty 1501.261697 = -192187.043268 nChanged 5 SP:Iteration 14Q (1590.895729 sec): 3 clusters Score: Raw -193689.715458 + Penalty 1501.261697 = -192188.453761 nChanged 3 SP:Iteration 15Q (1590.945505 sec): 3 clusters Score: Raw -193690.617951 + Penalty 1501.261697 = -192189.356253 nChanged 2 SP:Iteration 16Q (1590.985343 sec): 3 clusters Score: Raw -193691.412264 + Penalty 1501.261697 = -192190.150567 nChanged 3 SP:Iteration 17Q (1591.042549 sec): 3 clusters Score: Raw -193692.132942 + Penalty 1501.261697 = -192190.871244 nChanged 1 SP:Iteration 18Q (1591.085663 sec): 3 clusters Score: Raw -193692.612381 + Penalty 1501.261697 = -192191.350684 nChanged 0 SP:Iteration 19F (1591.133547 sec): 3 clusters Score: Raw -193692.612381 + Penalty 1501.261697 = -192191.350684 nChanged 0 Trying to split cluster 30 (2209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1591.170213 sec): 2 clusters Score: Raw -145637.495172 + Penalty 731.528044 = -144905.967127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1591.215292 sec): 3 clusters Score: Raw -144551.497310 + Penalty 1463.056089 = -143088.441221 nChanged 877 SP:Iteration 1F (1591.254060 sec): 3 clusters Score: Raw -145024.693997 + Penalty 1463.056089 = -143561.637908 nChanged 157 SP:Iteration 2F (1591.305267 sec): 3 clusters Score: Raw -145118.411035 + Penalty 1463.056089 = -143655.354946 nChanged 123 SP:Iteration 3F (1591.340471 sec): 3 clusters Score: Raw -145196.139091 + Penalty 1463.056089 = -143733.083003 nChanged 101 SP:Iteration 4Q (1591.389512 sec): 3 clusters Score: Raw -145246.085098 + Penalty 1463.056089 = -143783.029010 nChanged 73 SP:Iteration 5Q (1591.442814 sec): 3 clusters Score: Raw -145279.936075 + Penalty 1463.056089 = -143816.879986 nChanged 55 SP:Iteration 6Q (1591.480194 sec): 3 clusters Score: Raw -145303.381552 + Penalty 1463.056089 = -143840.325463 nChanged 46 SP:Iteration 7Q (1591.536411 sec): 3 clusters Score: Raw -145325.151556 + Penalty 1463.056089 = -143862.095467 nChanged 45 SP:Iteration 8Q (1591.582576 sec): 3 clusters Score: Raw -145349.235006 + Penalty 1463.056089 = -143886.178918 nChanged 36 SP:Iteration 9Q (1591.623278 sec): 3 clusters Score: Raw -145365.299937 + Penalty 1463.056089 = -143902.243849 nChanged 30 SP:Iteration 10Q (1591.666274 sec): 3 clusters Score: Raw -145380.098220 + Penalty 1463.056089 = -143917.042131 nChanged 37 SP:Iteration 11Q (1591.717563 sec): 3 clusters Score: Raw -145398.721730 + Penalty 1463.056089 = -143935.665641 nChanged 31 SP:Iteration 12Q (1591.756407 sec): 3 clusters Score: Raw -145412.124474 + Penalty 1463.056089 = -143949.068385 nChanged 38 SP:Iteration 13Q (1591.796014 sec): 3 clusters Score: Raw -145427.919937 + Penalty 1463.056089 = -143964.863848 nChanged 24 SP:Iteration 14Q (1591.844946 sec): 3 clusters Score: Raw -145435.625882 + Penalty 1463.056089 = -143972.569793 nChanged 20 SP:Iteration 15Q (1591.898509 sec): 3 clusters Score: Raw -145444.877458 + Penalty 1463.056089 = -143981.821369 nChanged 23 SP:Iteration 16Q (1591.943830 sec): 3 clusters Score: Raw -145455.427959 + Penalty 1463.056089 = -143992.371871 nChanged 34 SP:Iteration 17Q (1591.994789 sec): 3 clusters Score: Raw -145468.687876 + Penalty 1463.056089 = -144005.631788 nChanged 24 SP:Iteration 18Q (1592.047211 sec): 3 clusters Score: Raw -145478.826586 + Penalty 1463.056089 = -144015.770497 nChanged 24 SP:Iteration 19Q (1592.081005 sec): 3 clusters Score: Raw -145490.484255 + Penalty 1463.056089 = -144027.428167 nChanged 21 SP:Iteration 20F (1592.124147 sec): 3 clusters Score: Raw -145499.046446 + Penalty 1463.056089 = -144035.990357 nChanged 13 SP:Iteration 21Q (1592.178127 sec): 3 clusters Score: Raw -145503.804833 + Penalty 1463.056089 = -144040.748744 nChanged 17 SP:Iteration 22Q (1592.218275 sec): 3 clusters Score: Raw -145512.896159 + Penalty 1463.056089 = -144049.840070 nChanged 26 SP:Iteration 23Q (1592.271632 sec): 3 clusters Score: Raw -145523.759949 + Penalty 1463.056089 = -144060.703860 nChanged 19 SP:Iteration 24Q (1592.320321 sec): 3 clusters Score: Raw -145532.327636 + Penalty 1463.056089 = -144069.271547 nChanged 18 SP:Iteration 25Q (1592.359023 sec): 3 clusters Score: Raw -145541.097147 + Penalty 1463.056089 = -144078.041059 nChanged 16 SP:Iteration 26Q (1592.404570 sec): 3 clusters Score: Raw -145545.172801 + Penalty 1463.056089 = -144082.116712 nChanged 5 SP:Iteration 27Q (1592.458294 sec): 3 clusters Score: Raw -145546.207715 + Penalty 1463.056089 = -144083.151626 nChanged 3 SP:Iteration 28Q (1592.498352 sec): 3 clusters Score: Raw -145547.003871 + Penalty 1463.056089 = -144083.947782 nChanged 4 SP:Iteration 29Q (1592.542664 sec): 3 clusters Score: Raw -145547.715634 + Penalty 1463.056089 = -144084.659546 nChanged 3 SP:Iteration 30Q (1592.580847 sec): 3 clusters Score: Raw -145548.626215 + Penalty 1463.056089 = -144085.570126 nChanged 5 SP:Iteration 31Q (1592.634335 sec): 3 clusters Score: Raw -145549.991582 + Penalty 1463.056089 = -144086.935493 nChanged 4 SP:Iteration 32Q (1592.674150 sec): 3 clusters Score: Raw -145550.481537 + Penalty 1463.056089 = -144087.425448 nChanged 1 SP:Iteration 33Q (1592.716865 sec): 3 clusters Score: Raw -145550.604335 + Penalty 1463.056089 = -144087.548246 nChanged 1 SP:Iteration 34Q (1592.768477 sec): 3 clusters Score: Raw -145550.784565 + Penalty 1463.056089 = -144087.728476 nChanged 1 SP:Iteration 35Q (1592.807337 sec): 3 clusters Score: Raw -145550.912738 + Penalty 1463.056089 = -144087.856649 nChanged 0 SP:Iteration 36F (1592.847905 sec): 3 clusters Score: Raw -145550.912738 + Penalty 1463.056089 = -144087.856649 nChanged 0 Trying to split cluster 31 (14603 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1592.897408 sec): 2 clusters Score: Raw -1153483.721574 + Penalty 910.953315 = -1152572.768258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1592.952016 sec): 3 clusters Score: Raw -1144572.666658 + Penalty 1821.906631 = -1142750.760028 nChanged 6674 SP:Iteration 1F (1593.014367 sec): 3 clusters Score: Raw -1148395.058242 + Penalty 1821.906631 = -1146573.151611 nChanged 806 SP:Iteration 2F (1593.079453 sec): 3 clusters Score: Raw -1148739.656728 + Penalty 1821.906631 = -1146917.750098 nChanged 766 SP:Iteration 3F (1593.142747 sec): 3 clusters Score: Raw -1149080.656625 + Penalty 1821.906631 = -1147258.749994 nChanged 773 SP:Iteration 4F (1593.195462 sec): 3 clusters Score: Raw -1149477.154020 + Penalty 1821.906631 = -1147655.247389 nChanged 760 SP:Iteration 5F (1593.254654 sec): 3 clusters Score: Raw -1149894.309159 + Penalty 1821.906631 = -1148072.402528 nChanged 782 SP:Iteration 6F (1593.325073 sec): 3 clusters Score: Raw -1150390.280835 + Penalty 1821.906631 = -1148568.374204 nChanged 785 SP:Iteration 7F (1593.377566 sec): 3 clusters Score: Raw -1150967.822601 + Penalty 1821.906631 = -1149145.915971 nChanged 764 SP:Iteration 8F (1593.436579 sec): 3 clusters Score: Raw -1151566.355629 + Penalty 1821.906631 = -1149744.448998 nChanged 621 SP:Iteration 9Q (1593.498483 sec): 3 clusters Score: Raw -1151986.403359 + Penalty 1821.906631 = -1150164.496729 nChanged 478 SP:Iteration 10Q (1593.571056 sec): 3 clusters Score: Raw -1152259.932419 + Penalty 1821.906631 = -1150438.025789 nChanged 349 SP:Iteration 11Q (1593.638185 sec): 3 clusters Score: Raw -1152448.971270 + Penalty 1821.906631 = -1150627.064640 nChanged 284 SP:Iteration 12Q (1593.692833 sec): 3 clusters Score: Raw -1152579.786576 + Penalty 1821.906631 = -1150757.879946 nChanged 234 SP:Iteration 13Q (1593.763865 sec): 3 clusters Score: Raw -1152695.066648 + Penalty 1821.906631 = -1150873.160018 nChanged 233 SP:Iteration 14Q (1593.830113 sec): 3 clusters Score: Raw -1152807.049393 + Penalty 1821.906631 = -1150985.142763 nChanged 200 SP:Iteration 15Q (1593.894017 sec): 3 clusters Score: Raw -1152887.077329 + Penalty 1821.906631 = -1151065.170698 nChanged 171 SP:Iteration 16Q (1593.960710 sec): 3 clusters Score: Raw -1152945.347143 + Penalty 1821.906631 = -1151123.440512 nChanged 136 SP:Iteration 17Q (1594.025089 sec): 3 clusters Score: Raw -1152991.222569 + Penalty 1821.906631 = -1151169.315938 nChanged 140 SP:Iteration 18Q (1594.080353 sec): 3 clusters Score: Raw -1153036.357136 + Penalty 1821.906631 = -1151214.450505 nChanged 130 SP:Iteration 19Q (1594.149055 sec): 3 clusters Score: Raw -1153081.048169 + Penalty 1821.906631 = -1151259.141539 nChanged 109 SP:Iteration 20F (1594.206735 sec): 3 clusters Score: Raw -1153113.731520 + Penalty 1821.906631 = -1151291.824889 nChanged 99 SP:Iteration 21Q (1594.265909 sec): 3 clusters Score: Raw -1153146.584413 + Penalty 1821.906631 = -1151324.677783 nChanged 93 SP:Iteration 22Q (1594.325168 sec): 3 clusters Score: Raw -1153174.716003 + Penalty 1821.906631 = -1151352.809372 nChanged 98 SP:Iteration 23Q (1594.393934 sec): 3 clusters Score: Raw -1153200.672026 + Penalty 1821.906631 = -1151378.765396 nChanged 84 SP:Iteration 24Q (1594.457917 sec): 3 clusters Score: Raw -1153221.087968 + Penalty 1821.906631 = -1151399.181337 nChanged 88 SP:Iteration 25Q (1594.524794 sec): 3 clusters Score: Raw -1153242.144039 + Penalty 1821.906631 = -1151420.237408 nChanged 71 SP:Iteration 26Q (1594.576292 sec): 3 clusters Score: Raw -1153257.834551 + Penalty 1821.906631 = -1151435.927920 nChanged 69 SP:Iteration 27Q (1594.644799 sec): 3 clusters Score: Raw -1153273.363482 + Penalty 1821.906631 = -1151451.456852 nChanged 65 SP:Iteration 28Q (1594.696119 sec): 3 clusters Score: Raw -1153288.441809 + Penalty 1821.906631 = -1151466.535178 nChanged 67 SP:Iteration 29Q (1594.753508 sec): 3 clusters Score: Raw -1153303.198120 + Penalty 1821.906631 = -1151481.291489 nChanged 72 SP:Iteration 30Q (1594.815798 sec): 3 clusters Score: Raw -1153316.467418 + Penalty 1821.906631 = -1151494.560787 nChanged 48 SP:Iteration 31Q (1594.881748 sec): 3 clusters Score: Raw -1153323.787903 + Penalty 1821.906631 = -1151501.881273 nChanged 33 SP:Iteration 32Q (1594.935512 sec): 3 clusters Score: Raw -1153327.842913 + Penalty 1821.906631 = -1151505.936282 nChanged 24 SP:Iteration 33Q (1594.996202 sec): 3 clusters Score: Raw -1153331.786711 + Penalty 1821.906631 = -1151509.880080 nChanged 24 SP:Iteration 34Q (1595.061766 sec): 3 clusters Score: Raw -1153334.961630 + Penalty 1821.906631 = -1151513.054999 nChanged 20 SP:Iteration 35Q (1595.116491 sec): 3 clusters Score: Raw -1153337.227823 + Penalty 1821.906631 = -1151515.321192 nChanged 22 SP:Iteration 36Q (1595.177379 sec): 3 clusters Score: Raw -1153340.140727 + Penalty 1821.906631 = -1151518.234096 nChanged 26 SP:Iteration 37Q (1595.237136 sec): 3 clusters Score: Raw -1153343.473655 + Penalty 1821.906631 = -1151521.567025 nChanged 20 SP:Iteration 38Q (1595.295115 sec): 3 clusters Score: Raw -1153346.199850 + Penalty 1821.906631 = -1151524.293220 nChanged 22 SP:Iteration 39Q (1595.350995 sec): 3 clusters Score: Raw -1153349.160960 + Penalty 1821.906631 = -1151527.254329 nChanged 22 SP:Iteration 40F (1595.404585 sec): 3 clusters Score: Raw -1153352.949515 + Penalty 1821.906631 = -1151531.042884 nChanged 29 SP:Iteration 41Q (1595.470317 sec): 3 clusters Score: Raw -1153358.274356 + Penalty 1821.906631 = -1151536.367725 nChanged 26 SP:Iteration 42Q (1595.523666 sec): 3 clusters Score: Raw -1153361.626992 + Penalty 1821.906631 = -1151539.720362 nChanged 21 SP:Iteration 43Q (1595.579011 sec): 3 clusters Score: Raw -1153363.903253 + Penalty 1821.906631 = -1151541.996623 nChanged 28 SP:Iteration 44Q (1595.646405 sec): 3 clusters Score: Raw -1153366.863437 + Penalty 1821.906631 = -1151544.956806 nChanged 26 SP:Iteration 45Q (1595.702152 sec): 3 clusters Score: Raw -1153370.259733 + Penalty 1821.906631 = -1151548.353102 nChanged 26 SP:Iteration 46Q (1595.770249 sec): 3 clusters Score: Raw -1153373.517511 + Penalty 1821.906631 = -1151551.610881 nChanged 12 SP:Iteration 47Q (1595.824853 sec): 3 clusters Score: Raw -1153374.599488 + Penalty 1821.906631 = -1151552.692857 nChanged 12 SP:Iteration 48Q (1595.884703 sec): 3 clusters Score: Raw -1153375.473673 + Penalty 1821.906631 = -1151553.567043 nChanged 10 SP:Iteration 49Q (1595.943928 sec): 3 clusters Score: Raw -1153376.349071 + Penalty 1821.906631 = -1151554.442440 nChanged 8 SP:Iteration 50Q (1596.013397 sec): 3 clusters Score: Raw -1153377.120589 + Penalty 1821.906631 = -1151555.213958 nChanged 10 SP:Iteration 51Q (1596.066853 sec): 3 clusters Score: Raw -1153378.246912 + Penalty 1821.906631 = -1151556.340281 nChanged 12 SP:Iteration 52Q (1596.130288 sec): 3 clusters Score: Raw -1153379.850643 + Penalty 1821.906631 = -1151557.944013 nChanged 12 SP:Iteration 53Q (1596.201779 sec): 3 clusters Score: Raw -1153381.047199 + Penalty 1821.906631 = -1151559.140568 nChanged 7 SP:Iteration 54Q (1596.258483 sec): 3 clusters Score: Raw -1153381.705257 + Penalty 1821.906631 = -1151559.798627 nChanged 6 SP:Iteration 55Q (1596.326081 sec): 3 clusters Score: Raw -1153382.099058 + Penalty 1821.906631 = -1151560.192428 nChanged 6 SP:Iteration 56Q (1596.386567 sec): 3 clusters Score: Raw -1153382.560488 + Penalty 1821.906631 = -1151560.653858 nChanged 5 SP:Iteration 57Q (1596.444353 sec): 3 clusters Score: Raw -1153382.898138 + Penalty 1821.906631 = -1151560.991507 nChanged 4 SP:Iteration 58Q (1596.503403 sec): 3 clusters Score: Raw -1153383.118263 + Penalty 1821.906631 = -1151561.211633 nChanged 7 SP:Iteration 59Q (1596.563719 sec): 3 clusters Score: Raw -1153383.583138 + Penalty 1821.906631 = -1151561.676507 nChanged 10 SP:Iteration 60F (1596.624116 sec): 3 clusters Score: Raw -1153384.346659 + Penalty 1821.906631 = -1151562.440029 nChanged 9 SP:Iteration 61Q (1596.684921 sec): 3 clusters Score: Raw -1153384.888235 + Penalty 1821.906631 = -1151562.981604 nChanged 11 SP:Iteration 62Q (1596.745932 sec): 3 clusters Score: Raw -1153385.892974 + Penalty 1821.906631 = -1151563.986344 nChanged 11 SP:Iteration 63Q (1596.807826 sec): 3 clusters Score: Raw -1153387.145723 + Penalty 1821.906631 = -1151565.239093 nChanged 18 SP:Iteration 64Q (1596.866825 sec): 3 clusters Score: Raw -1153388.768466 + Penalty 1821.906631 = -1151566.861835 nChanged 8 SP:Iteration 65Q (1596.920706 sec): 3 clusters Score: Raw -1153389.508529 + Penalty 1821.906631 = -1151567.601898 nChanged 8 SP:Iteration 66Q (1596.983974 sec): 3 clusters Score: Raw -1153390.296933 + Penalty 1821.906631 = -1151568.390302 nChanged 10 SP:Iteration 67Q (1597.040854 sec): 3 clusters Score: Raw -1153391.040569 + Penalty 1821.906631 = -1151569.133939 nChanged 8 SP:Iteration 68Q (1597.100802 sec): 3 clusters Score: Raw -1153391.638429 + Penalty 1821.906631 = -1151569.731798 nChanged 10 SP:Iteration 69Q (1597.167901 sec): 3 clusters Score: Raw -1153392.222049 + Penalty 1821.906631 = -1151570.315419 nChanged 12 SP:Iteration 70Q (1597.229958 sec): 3 clusters Score: Raw -1153393.308456 + Penalty 1821.906631 = -1151571.401826 nChanged 18 SP:Iteration 71Q (1597.293367 sec): 3 clusters Score: Raw -1153395.302198 + Penalty 1821.906631 = -1151573.395567 nChanged 13 SP:Iteration 72Q (1597.348336 sec): 3 clusters Score: Raw -1153396.733879 + Penalty 1821.906631 = -1151574.827248 nChanged 11 SP:Iteration 73Q (1597.417076 sec): 3 clusters Score: Raw -1153397.715176 + Penalty 1821.906631 = -1151575.808546 nChanged 10 SP:Iteration 74Q (1597.480766 sec): 3 clusters Score: Raw -1153398.732938 + Penalty 1821.906631 = -1151576.826308 nChanged 10 SP:Iteration 75Q (1597.542047 sec): 3 clusters Score: Raw -1153399.784341 + Penalty 1821.906631 = -1151577.877711 nChanged 14 SP:Iteration 76Q (1597.602732 sec): 3 clusters Score: Raw -1153401.042584 + Penalty 1821.906631 = -1151579.135953 nChanged 11 SP:Iteration 77Q (1597.660986 sec): 3 clusters Score: Raw -1153402.310075 + Penalty 1821.906631 = -1151580.403445 nChanged 15 SP:Iteration 78Q (1597.724282 sec): 3 clusters Score: Raw -1153403.405601 + Penalty 1821.906631 = -1151581.498970 nChanged 10 SP:Iteration 79Q (1597.786811 sec): 3 clusters Score: Raw -1153404.325885 + Penalty 1821.906631 = -1151582.419255 nChanged 7 SP:Iteration 80F (1597.860809 sec): 3 clusters Score: Raw -1153404.872889 + Penalty 1821.906631 = -1151582.966259 nChanged 5 SP:Iteration 81Q (1597.923906 sec): 3 clusters Score: Raw -1153405.240983 + Penalty 1821.906631 = -1151583.334353 nChanged 5 SP:Iteration 82Q (1597.975216 sec): 3 clusters Score: Raw -1153405.690215 + Penalty 1821.906631 = -1151583.783585 nChanged 4 SP:Iteration 83Q (1598.040427 sec): 3 clusters Score: Raw -1153405.912770 + Penalty 1821.906631 = -1151584.006140 nChanged 4 SP:Iteration 84Q (1598.102429 sec): 3 clusters Score: Raw -1153406.287127 + Penalty 1821.906631 = -1151584.380496 nChanged 2 SP:Iteration 85Q (1598.152009 sec): 3 clusters Score: Raw -1153406.402723 + Penalty 1821.906631 = -1151584.496092 nChanged 1 SP:Iteration 86Q (1598.193820 sec): 3 clusters Score: Raw -1153406.460071 + Penalty 1821.906631 = -1151584.553440 nChanged 1 SP:Iteration 87Q (1598.263865 sec): 3 clusters Score: Raw -1153406.496406 + Penalty 1821.906631 = -1151584.589776 nChanged 1 SP:Iteration 88Q (1598.313872 sec): 3 clusters Score: Raw -1153406.599522 + Penalty 1821.906631 = -1151584.692892 nChanged 0 SP:Iteration 89F (1598.376641 sec): 3 clusters Score: Raw -1153406.599522 + Penalty 1821.906631 = -1151584.692892 nChanged 0 Trying to split cluster 32 (22309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1598.423984 sec): 2 clusters Score: Raw -1669374.936668 + Penalty 951.210819 = -1668423.725849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1598.501935 sec): 3 clusters Score: Raw -1655437.463532 + Penalty 1902.421638 = -1653535.041894 nChanged 10368 SP:Iteration 1F (1598.570490 sec): 3 clusters Score: Raw -1661343.127772 + Penalty 1902.421638 = -1659440.706134 nChanged 1117 SP:Iteration 2F (1598.632998 sec): 3 clusters Score: Raw -1661786.512589 + Penalty 1902.421638 = -1659884.090951 nChanged 1085 SP:Iteration 3Q (1598.700792 sec): 3 clusters Score: Raw -1662293.444070 + Penalty 1902.421638 = -1660391.022432 nChanged 1191 SP:Iteration 4F (1598.786508 sec): 3 clusters Score: Raw -1663053.870519 + Penalty 1902.421638 = -1661151.448881 nChanged 1357 SP:Iteration 5F (1598.862675 sec): 3 clusters Score: Raw -1664089.730346 + Penalty 1902.421638 = -1662187.308708 nChanged 1361 SP:Iteration 6F (1598.937407 sec): 3 clusters Score: Raw -1665082.991618 + Penalty 1902.421638 = -1663180.569980 nChanged 1301 SP:Iteration 7F (1599.008846 sec): 3 clusters Score: Raw -1665977.534063 + Penalty 1902.421638 = -1664075.112425 nChanged 1113 SP:Iteration 8Q (1599.083403 sec): 3 clusters Score: Raw -1666624.059838 + Penalty 1902.421638 = -1664721.638200 nChanged 897 SP:Iteration 9Q (1599.152452 sec): 3 clusters Score: Raw -1667032.896998 + Penalty 1902.421638 = -1665130.475360 nChanged 720 SP:Iteration 10Q (1599.228283 sec): 3 clusters Score: Raw -1667321.283552 + Penalty 1902.421638 = -1665418.861914 nChanged 589 SP:Iteration 11Q (1599.305344 sec): 3 clusters Score: Raw -1667523.611660 + Penalty 1902.421638 = -1665621.190022 nChanged 467 SP:Iteration 12Q (1599.381376 sec): 3 clusters Score: Raw -1667668.944697 + Penalty 1902.421638 = -1665766.523059 nChanged 395 SP:Iteration 13Q (1599.457683 sec): 3 clusters Score: Raw -1667782.100353 + Penalty 1902.421638 = -1665879.678715 nChanged 352 SP:Iteration 14Q (1599.533177 sec): 3 clusters Score: Raw -1667887.936113 + Penalty 1902.421638 = -1665985.514475 nChanged 330 SP:Iteration 15Q (1599.603986 sec): 3 clusters Score: Raw -1667990.792676 + Penalty 1902.421638 = -1666088.371038 nChanged 315 SP:Iteration 16Q (1599.674897 sec): 3 clusters Score: Raw -1668085.853663 + Penalty 1902.421638 = -1666183.432025 nChanged 263 SP:Iteration 17Q (1599.743897 sec): 3 clusters Score: Raw -1668159.497219 + Penalty 1902.421638 = -1666257.075581 nChanged 274 SP:Iteration 18Q (1599.827526 sec): 3 clusters Score: Raw -1668239.386679 + Penalty 1902.421638 = -1666336.965041 nChanged 269 SP:Iteration 19Q (1599.899257 sec): 3 clusters Score: Raw -1668316.497175 + Penalty 1902.421638 = -1666414.075537 nChanged 220 SP:Iteration 20F (1599.960984 sec): 3 clusters Score: Raw -1668387.190415 + Penalty 1902.421638 = -1666484.768777 nChanged 209 SP:Iteration 21Q (1600.040355 sec): 3 clusters Score: Raw -1668448.527832 + Penalty 1902.421638 = -1666546.106194 nChanged 212 SP:Iteration 22Q (1600.115315 sec): 3 clusters Score: Raw -1668511.930276 + Penalty 1902.421638 = -1666609.508638 nChanged 211 SP:Iteration 23Q (1600.183480 sec): 3 clusters Score: Raw -1668570.733266 + Penalty 1902.421638 = -1666668.311628 nChanged 207 SP:Iteration 24Q (1600.264685 sec): 3 clusters Score: Raw -1668627.883547 + Penalty 1902.421638 = -1666725.461909 nChanged 216 SP:Iteration 25Q (1600.328220 sec): 3 clusters Score: Raw -1668686.932239 + Penalty 1902.421638 = -1666784.510600 nChanged 237 SP:Iteration 26Q (1600.404501 sec): 3 clusters Score: Raw -1668755.419223 + Penalty 1902.421638 = -1666852.997585 nChanged 232 SP:Iteration 27Q (1600.469224 sec): 3 clusters Score: Raw -1668827.583491 + Penalty 1902.421638 = -1666925.161853 nChanged 240 SP:Iteration 28Q (1600.532674 sec): 3 clusters Score: Raw -1668898.801837 + Penalty 1902.421638 = -1666996.380199 nChanged 207 SP:Iteration 29Q (1600.604857 sec): 3 clusters Score: Raw -1668956.713193 + Penalty 1902.421638 = -1667054.291555 nChanged 171 SP:Iteration 30Q (1600.674228 sec): 3 clusters Score: Raw -1668998.649034 + Penalty 1902.421638 = -1667096.227396 nChanged 147 SP:Iteration 31Q (1600.732383 sec): 3 clusters Score: Raw -1669032.734395 + Penalty 1902.421638 = -1667130.312757 nChanged 142 SP:Iteration 32Q (1600.803827 sec): 3 clusters Score: Raw -1669067.480438 + Penalty 1902.421638 = -1667165.058800 nChanged 129 SP:Iteration 33Q (1600.876942 sec): 3 clusters Score: Raw -1669104.527366 + Penalty 1902.421638 = -1667202.105728 nChanged 135 SP:Iteration 34Q (1600.940841 sec): 3 clusters Score: Raw -1669151.649637 + Penalty 1902.421638 = -1667249.227999 nChanged 144 SP:Iteration 35Q (1601.012704 sec): 3 clusters Score: Raw -1669202.997265 + Penalty 1902.421638 = -1667300.575626 nChanged 134 SP:Iteration 36Q (1601.078466 sec): 3 clusters Score: Raw -1669246.366014 + Penalty 1902.421638 = -1667343.944376 nChanged 128 SP:Iteration 37Q (1601.137898 sec): 3 clusters Score: Raw -1669289.110671 + Penalty 1902.421638 = -1667386.689033 nChanged 116 SP:Iteration 38Q (1601.213948 sec): 3 clusters Score: Raw -1669329.188135 + Penalty 1902.421638 = -1667426.766496 nChanged 105 SP:Iteration 39Q (1601.281676 sec): 3 clusters Score: Raw -1669367.162013 + Penalty 1902.421638 = -1667464.740375 nChanged 105 SP:Iteration 40F (1601.346591 sec): 3 clusters Score: Raw -1669400.544933 + Penalty 1902.421638 = -1667498.123295 nChanged 99 SP:Iteration 41Q (1601.424065 sec): 3 clusters Score: Raw -1669437.190497 + Penalty 1902.421638 = -1667534.768859 nChanged 92 SP:Iteration 42Q (1601.491966 sec): 3 clusters Score: Raw -1669469.336655 + Penalty 1902.421638 = -1667566.915017 nChanged 79 SP:Iteration 43Q (1601.564678 sec): 3 clusters Score: Raw -1669491.176423 + Penalty 1902.421638 = -1667588.754785 nChanged 64 SP:Iteration 44Q (1601.636583 sec): 3 clusters Score: Raw -1669508.347797 + Penalty 1902.421638 = -1667605.926159 nChanged 63 SP:Iteration 45Q (1601.703217 sec): 3 clusters Score: Raw -1669526.906552 + Penalty 1902.421638 = -1667624.484914 nChanged 52 SP:Iteration 46Q (1601.771822 sec): 3 clusters Score: Raw -1669540.925418 + Penalty 1902.421638 = -1667638.503780 nChanged 43 SP:Iteration 47Q (1601.839471 sec): 3 clusters Score: Raw -1669554.353840 + Penalty 1902.421638 = -1667651.932202 nChanged 41 SP:Iteration 48Q (1601.915675 sec): 3 clusters Score: Raw -1669567.194868 + Penalty 1902.421638 = -1667664.773230 nChanged 30 SP:Iteration 49Q (1601.981907 sec): 3 clusters Score: Raw -1669577.847329 + Penalty 1902.421638 = -1667675.425691 nChanged 29 SP:Iteration 50Q (1602.057669 sec): 3 clusters Score: Raw -1669586.211379 + Penalty 1902.421638 = -1667683.789741 nChanged 19 SP:Iteration 51Q (1602.127029 sec): 3 clusters Score: Raw -1669591.421624 + Penalty 1902.421638 = -1667688.999986 nChanged 27 SP:Iteration 52Q (1602.190018 sec): 3 clusters Score: Raw -1669600.952343 + Penalty 1902.421638 = -1667698.530705 nChanged 22 SP:Iteration 53Q (1602.243681 sec): 3 clusters Score: Raw -1669607.838196 + Penalty 1902.421638 = -1667705.416558 nChanged 23 SP:Iteration 54Q (1602.326067 sec): 3 clusters Score: Raw -1669614.472028 + Penalty 1902.421638 = -1667712.050390 nChanged 24 SP:Iteration 55Q (1602.387452 sec): 3 clusters Score: Raw -1669622.366971 + Penalty 1902.421638 = -1667719.945333 nChanged 22 SP:Iteration 56Q (1602.449769 sec): 3 clusters Score: Raw -1669628.855715 + Penalty 1902.421638 = -1667726.434077 nChanged 24 SP:Iteration 57Q (1602.524803 sec): 3 clusters Score: Raw -1669636.784433 + Penalty 1902.421638 = -1667734.362795 nChanged 22 SP:Iteration 58Q (1602.588727 sec): 3 clusters Score: Raw -1669645.421598 + Penalty 1902.421638 = -1667742.999960 nChanged 19 SP:Iteration 59Q (1602.657067 sec): 3 clusters Score: Raw -1669651.687404 + Penalty 1902.421638 = -1667749.265766 nChanged 21 SP:Iteration 60F (1602.723597 sec): 3 clusters Score: Raw -1669655.594221 + Penalty 1902.421638 = -1667753.172583 nChanged 8 SP:Iteration 61Q (1602.789408 sec): 3 clusters Score: Raw -1669658.849153 + Penalty 1902.421638 = -1667756.427515 nChanged 6 SP:Iteration 62Q (1602.862861 sec): 3 clusters Score: Raw -1669659.543084 + Penalty 1902.421638 = -1667757.121446 nChanged 3 SP:Iteration 63Q (1602.928357 sec): 3 clusters Score: Raw -1669660.384563 + Penalty 1902.421638 = -1667757.962925 nChanged 1 SP:Iteration 64Q (1603.002208 sec): 3 clusters Score: Raw -1669660.476477 + Penalty 1902.421638 = -1667758.054839 nChanged 0 SP:Iteration 65F (1603.065733 sec): 3 clusters Score: Raw -1669660.476477 + Penalty 1902.421638 = -1667758.054839 nChanged 0 Trying to split cluster 33 (4830 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1603.095941 sec): 2 clusters Score: Raw -286016.384386 + Penalty 805.847166 = -285210.537220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1603.138584 sec): 3 clusters Score: Raw -283391.332221 + Penalty 1611.694332 = -281779.637889 nChanged 2038 SP:Iteration 1F (1603.191588 sec): 3 clusters Score: Raw -284540.720210 + Penalty 1611.694332 = -282929.025878 nChanged 334 SP:Iteration 2F (1603.243220 sec): 3 clusters Score: Raw -284736.271298 + Penalty 1611.694332 = -283124.576966 nChanged 283 SP:Iteration 3F (1603.293958 sec): 3 clusters Score: Raw -284910.843384 + Penalty 1611.694332 = -283299.149052 nChanged 287 SP:Iteration 4F (1603.343349 sec): 3 clusters Score: Raw -285103.407540 + Penalty 1611.694332 = -283491.713208 nChanged 291 SP:Iteration 5F (1603.400046 sec): 3 clusters Score: Raw -285294.638264 + Penalty 1611.694332 = -283682.943932 nChanged 282 SP:Iteration 6F (1603.437851 sec): 3 clusters Score: Raw -285461.805567 + Penalty 1611.694332 = -283850.111235 nChanged 255 SP:Iteration 7F (1603.496665 sec): 3 clusters Score: Raw -285633.170711 + Penalty 1611.694332 = -284021.476380 nChanged 231 SP:Iteration 8Q (1603.546303 sec): 3 clusters Score: Raw -285783.800835 + Penalty 1611.694332 = -284172.106503 nChanged 181 SP:Iteration 9Q (1603.594454 sec): 3 clusters Score: Raw -285905.487412 + Penalty 1611.694332 = -284293.793080 nChanged 166 SP:Iteration 10Q (1603.655350 sec): 3 clusters Score: Raw -285998.108545 + Penalty 1611.694332 = -284386.414213 nChanged 106 SP:Iteration 11Q (1603.706759 sec): 3 clusters Score: Raw -286045.308360 + Penalty 1611.694332 = -284433.614028 nChanged 84 SP:Iteration 12Q (1603.755750 sec): 3 clusters Score: Raw -286084.420098 + Penalty 1611.694332 = -284472.725766 nChanged 73 SP:Iteration 13Q (1603.812625 sec): 3 clusters Score: Raw -286117.912060 + Penalty 1611.694332 = -284506.217728 nChanged 52 SP:Iteration 14Q (1603.857446 sec): 3 clusters Score: Raw -286137.354108 + Penalty 1611.694332 = -284525.659777 nChanged 31 SP:Iteration 15Q (1603.913597 sec): 3 clusters Score: Raw -286149.852266 + Penalty 1611.694332 = -284538.157935 nChanged 35 SP:Iteration 16Q (1603.960832 sec): 3 clusters Score: Raw -286163.908327 + Penalty 1611.694332 = -284552.213995 nChanged 28 SP:Iteration 17Q (1604.006086 sec): 3 clusters Score: Raw -286171.042130 + Penalty 1611.694332 = -284559.347798 nChanged 13 SP:Iteration 18Q (1604.054872 sec): 3 clusters Score: Raw -286175.170735 + Penalty 1611.694332 = -284563.476403 nChanged 14 SP:Iteration 19Q (1604.104498 sec): 3 clusters Score: Raw -286179.801530 + Penalty 1611.694332 = -284568.107198 nChanged 17 SP:Iteration 20F (1604.156549 sec): 3 clusters Score: Raw -286184.545378 + Penalty 1611.694332 = -284572.851046 nChanged 13 SP:Iteration 21Q (1604.211659 sec): 3 clusters Score: Raw -286189.816342 + Penalty 1611.694332 = -284578.122010 nChanged 14 SP:Iteration 22Q (1604.248119 sec): 3 clusters Score: Raw -286196.382678 + Penalty 1611.694332 = -284584.688346 nChanged 11 SP:Iteration 23Q (1604.307022 sec): 3 clusters Score: Raw -286203.151968 + Penalty 1611.694332 = -284591.457636 nChanged 13 SP:Iteration 24Q (1604.356980 sec): 3 clusters Score: Raw -286210.049325 + Penalty 1611.694332 = -284598.354993 nChanged 13 SP:Iteration 25Q (1604.403259 sec): 3 clusters Score: Raw -286216.096703 + Penalty 1611.694332 = -284604.402371 nChanged 10 SP:Iteration 26Q (1604.450544 sec): 3 clusters Score: Raw -286220.533458 + Penalty 1611.694332 = -284608.839126 nChanged 13 SP:Iteration 27Q (1604.491643 sec): 3 clusters Score: Raw -286224.873145 + Penalty 1611.694332 = -284613.178813 nChanged 11 SP:Iteration 28Q (1604.539228 sec): 3 clusters Score: Raw -286228.038847 + Penalty 1611.694332 = -284616.344515 nChanged 8 SP:Iteration 29Q (1604.586090 sec): 3 clusters Score: Raw -286230.408793 + Penalty 1611.694332 = -284618.714461 nChanged 5 SP:Iteration 30Q (1604.634076 sec): 3 clusters Score: Raw -286232.665719 + Penalty 1611.694332 = -284620.971387 nChanged 6 SP:Iteration 31Q (1604.680110 sec): 3 clusters Score: Raw -286235.930475 + Penalty 1611.694332 = -284624.236143 nChanged 9 SP:Iteration 32Q (1604.726855 sec): 3 clusters Score: Raw -286239.220968 + Penalty 1611.694332 = -284627.526636 nChanged 4 SP:Iteration 33Q (1604.773994 sec): 3 clusters Score: Raw -286241.034556 + Penalty 1611.694332 = -284629.340224 nChanged 5 SP:Iteration 34Q (1604.825749 sec): 3 clusters Score: Raw -286242.739970 + Penalty 1611.694332 = -284631.045638 nChanged 3 SP:Iteration 35Q (1604.879070 sec): 3 clusters Score: Raw -286243.653238 + Penalty 1611.694332 = -284631.958906 nChanged 2 SP:Iteration 36Q (1604.928675 sec): 3 clusters Score: Raw -286243.985713 + Penalty 1611.694332 = -284632.291381 nChanged 0 SP:Iteration 37F (1604.978989 sec): 3 clusters Score: Raw -286243.985713 + Penalty 1611.694332 = -284632.291381 nChanged 0 Trying to split cluster 34 (1340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1604.993104 sec): 2 clusters Score: Raw -88770.268020 + Penalty 684.040365 = -88086.227655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1605.043625 sec): 3 clusters Score: Raw -88155.581629 + Penalty 1368.080730 = -86787.500900 nChanged 505 SP:Iteration 1F (1605.095471 sec): 3 clusters Score: Raw -88502.735813 + Penalty 1368.080730 = -87134.655083 nChanged 142 SP:Iteration 2F (1605.140950 sec): 3 clusters Score: Raw -88636.180726 + Penalty 1368.080730 = -87268.099997 nChanged 96 SP:Iteration 3F (1605.186981 sec): 3 clusters Score: Raw -88734.577906 + Penalty 1368.080730 = -87366.497177 nChanged 70 SP:Iteration 4F (1605.230095 sec): 3 clusters Score: Raw -88835.358075 + Penalty 1368.080730 = -87467.277345 nChanged 61 SP:Iteration 5Q (1605.268775 sec): 3 clusters Score: Raw -88910.553167 + Penalty 1368.080730 = -87542.472437 nChanged 53 SP:Iteration 6Q (1605.318154 sec): 3 clusters Score: Raw -88972.759129 + Penalty 1368.080730 = -87604.678399 nChanged 48 SP:Iteration 7Q (1605.360124 sec): 3 clusters Score: Raw -89041.652118 + Penalty 1368.080730 = -87673.571388 nChanged 44 SP:Iteration 8Q (1605.417963 sec): 3 clusters Score: Raw -89112.869854 + Penalty 1368.080730 = -87744.789124 nChanged 45 SP:Iteration 9Q (1605.461950 sec): 3 clusters Score: Raw -89171.746503 + Penalty 1368.080730 = -87803.665773 nChanged 44 SP:Iteration 10Q (1605.499809 sec): 3 clusters Score: Raw -89223.098764 + Penalty 1368.080730 = -87855.018035 nChanged 26 SP:Iteration 11Q (1605.541481 sec): 3 clusters Score: Raw -89253.605225 + Penalty 1368.080730 = -87885.524496 nChanged 24 SP:Iteration 12Q (1605.597403 sec): 3 clusters Score: Raw -89277.233206 + Penalty 1368.080730 = -87909.152476 nChanged 21 SP:Iteration 13Q (1605.635716 sec): 3 clusters Score: Raw -89297.175997 + Penalty 1368.080730 = -87929.095267 nChanged 14 SP:Iteration 14Q (1605.674648 sec): 3 clusters Score: Raw -89307.034610 + Penalty 1368.080730 = -87938.953881 nChanged 7 SP:Iteration 15Q (1605.724512 sec): 3 clusters Score: Raw -89312.682687 + Penalty 1368.080730 = -87944.601958 nChanged 11 SP:Iteration 16Q (1605.778457 sec): 3 clusters Score: Raw -89320.886304 + Penalty 1368.080730 = -87952.805574 nChanged 9 SP:Iteration 17Q (1605.814030 sec): 3 clusters Score: Raw -89327.388495 + Penalty 1368.080730 = -87959.307766 nChanged 6 SP:Iteration 18Q (1605.857522 sec): 3 clusters Score: Raw -89331.074739 + Penalty 1368.080730 = -87962.994009 nChanged 4 SP:Iteration 19Q (1605.913518 sec): 3 clusters Score: Raw -89333.332385 + Penalty 1368.080730 = -87965.251655 nChanged 3 SP:Iteration 20F (1605.950300 sec): 3 clusters Score: Raw -89335.305729 + Penalty 1368.080730 = -87967.225000 nChanged 3 SP:Iteration 21Q (1606.005160 sec): 3 clusters Score: Raw -89336.217508 + Penalty 1368.080730 = -87968.136778 nChanged 1 SP:Iteration 22Q (1606.055960 sec): 3 clusters Score: Raw -89336.612517 + Penalty 1368.080730 = -87968.531787 nChanged 0 SP:Iteration 23F (1606.106178 sec): 3 clusters Score: Raw -89336.612517 + Penalty 1368.080730 = -87968.531787 nChanged 0 Trying to split cluster 35 (12020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1606.139527 sec): 2 clusters Score: Raw -873063.940907 + Penalty 892.461085 = -872171.479822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1606.186030 sec): 3 clusters Score: Raw -865791.445525 + Penalty 1784.922170 = -864006.523355 nChanged 5454 SP:Iteration 1F (1606.257390 sec): 3 clusters Score: Raw -869004.999435 + Penalty 1784.922170 = -867220.077266 nChanged 782 SP:Iteration 2F (1606.311012 sec): 3 clusters Score: Raw -869380.591940 + Penalty 1784.922170 = -867595.669771 nChanged 693 SP:Iteration 3F (1606.363865 sec): 3 clusters Score: Raw -869689.065312 + Penalty 1784.922170 = -867904.143143 nChanged 603 SP:Iteration 4F (1606.433753 sec): 3 clusters Score: Raw -869969.072584 + Penalty 1784.922170 = -868184.150415 nChanged 555 SP:Iteration 5Q (1606.481020 sec): 3 clusters Score: Raw -870242.788247 + Penalty 1784.922170 = -868457.866078 nChanged 555 SP:Iteration 6Q (1606.529521 sec): 3 clusters Score: Raw -870573.632021 + Penalty 1784.922170 = -868788.709852 nChanged 506 SP:Iteration 7Q (1606.587367 sec): 3 clusters Score: Raw -870893.607182 + Penalty 1784.922170 = -869108.685012 nChanged 492 SP:Iteration 8Q (1606.650749 sec): 3 clusters Score: Raw -871245.904794 + Penalty 1784.922170 = -869460.982625 nChanged 481 SP:Iteration 9Q (1606.709608 sec): 3 clusters Score: Raw -871596.938539 + Penalty 1784.922170 = -869812.016370 nChanged 435 SP:Iteration 10Q (1606.774855 sec): 3 clusters Score: Raw -871885.924700 + Penalty 1784.922170 = -870101.002530 nChanged 362 SP:Iteration 11Q (1606.835042 sec): 3 clusters Score: Raw -872079.603789 + Penalty 1784.922170 = -870294.681619 nChanged 272 SP:Iteration 12Q (1606.894850 sec): 3 clusters Score: Raw -872195.433205 + Penalty 1784.922170 = -870410.511035 nChanged 231 SP:Iteration 13Q (1606.959985 sec): 3 clusters Score: Raw -872282.022938 + Penalty 1784.922170 = -870497.100769 nChanged 221 SP:Iteration 14Q (1607.012902 sec): 3 clusters Score: Raw -872370.778914 + Penalty 1784.922170 = -870585.856745 nChanged 210 SP:Iteration 15Q (1607.081841 sec): 3 clusters Score: Raw -872453.097547 + Penalty 1784.922170 = -870668.175378 nChanged 189 SP:Iteration 16Q (1607.128405 sec): 3 clusters Score: Raw -872524.752265 + Penalty 1784.922170 = -870739.830096 nChanged 174 SP:Iteration 17Q (1607.190252 sec): 3 clusters Score: Raw -872594.152753 + Penalty 1784.922170 = -870809.230584 nChanged 178 SP:Iteration 18Q (1607.245194 sec): 3 clusters Score: Raw -872670.451460 + Penalty 1784.922170 = -870885.529291 nChanged 170 SP:Iteration 19Q (1607.301973 sec): 3 clusters Score: Raw -872742.073841 + Penalty 1784.922170 = -870957.151671 nChanged 163 SP:Iteration 20F (1607.369280 sec): 3 clusters Score: Raw -872808.709959 + Penalty 1784.922170 = -871023.787789 nChanged 141 SP:Iteration 21Q (1607.423079 sec): 3 clusters Score: Raw -872868.651422 + Penalty 1784.922170 = -871083.729253 nChanged 119 SP:Iteration 22Q (1607.477157 sec): 3 clusters Score: Raw -872917.154467 + Penalty 1784.922170 = -871132.232298 nChanged 102 SP:Iteration 23Q (1607.535848 sec): 3 clusters Score: Raw -872958.180601 + Penalty 1784.922170 = -871173.258432 nChanged 121 SP:Iteration 24Q (1607.582347 sec): 3 clusters Score: Raw -873008.913007 + Penalty 1784.922170 = -871223.990837 nChanged 100 SP:Iteration 25Q (1607.650675 sec): 3 clusters Score: Raw -873047.487940 + Penalty 1784.922170 = -871262.565771 nChanged 72 SP:Iteration 26Q (1607.698528 sec): 3 clusters Score: Raw -873082.490236 + Penalty 1784.922170 = -871297.568066 nChanged 73 SP:Iteration 27Q (1607.754835 sec): 3 clusters Score: Raw -873118.773870 + Penalty 1784.922170 = -871333.851701 nChanged 54 SP:Iteration 28Q (1607.819011 sec): 3 clusters Score: Raw -873135.825111 + Penalty 1784.922170 = -871350.902942 nChanged 35 SP:Iteration 29Q (1607.866057 sec): 3 clusters Score: Raw -873147.440770 + Penalty 1784.922170 = -871362.518600 nChanged 32 SP:Iteration 30Q (1607.930850 sec): 3 clusters Score: Raw -873156.835039 + Penalty 1784.922170 = -871371.912870 nChanged 23 SP:Iteration 31Q (1607.988466 sec): 3 clusters Score: Raw -873165.148715 + Penalty 1784.922170 = -871380.226545 nChanged 30 SP:Iteration 32Q (1608.036290 sec): 3 clusters Score: Raw -873175.128746 + Penalty 1784.922170 = -871390.206577 nChanged 19 SP:Iteration 33Q (1608.092199 sec): 3 clusters Score: Raw -873179.289485 + Penalty 1784.922170 = -871394.367316 nChanged 15 SP:Iteration 34Q (1608.149032 sec): 3 clusters Score: Raw -873182.352055 + Penalty 1784.922170 = -871397.429886 nChanged 10 SP:Iteration 35Q (1608.204242 sec): 3 clusters Score: Raw -873184.303079 + Penalty 1784.922170 = -871399.380910 nChanged 5 SP:Iteration 36Q (1608.258916 sec): 3 clusters Score: Raw -873185.299237 + Penalty 1784.922170 = -871400.377067 nChanged 4 SP:Iteration 37Q (1608.326393 sec): 3 clusters Score: Raw -873186.264431 + Penalty 1784.922170 = -871401.342262 nChanged 5 SP:Iteration 38Q (1608.377644 sec): 3 clusters Score: Raw -873187.305823 + Penalty 1784.922170 = -871402.383654 nChanged 6 SP:Iteration 39Q (1608.435164 sec): 3 clusters Score: Raw -873188.697915 + Penalty 1784.922170 = -871403.775745 nChanged 5 SP:Iteration 40F (1608.489813 sec): 3 clusters Score: Raw -873189.714499 + Penalty 1784.922170 = -871404.792329 nChanged 5 SP:Iteration 41Q (1608.553917 sec): 3 clusters Score: Raw -873190.923022 + Penalty 1784.922170 = -871406.000852 nChanged 8 SP:Iteration 42Q (1608.613647 sec): 3 clusters Score: Raw -873192.857230 + Penalty 1784.922170 = -871407.935061 nChanged 4 SP:Iteration 43Q (1608.664683 sec): 3 clusters Score: Raw -873193.999356 + Penalty 1784.922170 = -871409.077187 nChanged 2 SP:Iteration 44Q (1608.712542 sec): 3 clusters Score: Raw -873194.653721 + Penalty 1784.922170 = -871409.731552 nChanged 3 SP:Iteration 45Q (1608.764639 sec): 3 clusters Score: Raw -873196.102260 + Penalty 1784.922170 = -871411.180091 nChanged 6 SP:Iteration 46Q (1608.825449 sec): 3 clusters Score: Raw -873198.370441 + Penalty 1784.922170 = -871413.448272 nChanged 9 SP:Iteration 47Q (1608.883095 sec): 3 clusters Score: Raw -873201.480833 + Penalty 1784.922170 = -871416.558664 nChanged 6 SP:Iteration 48Q (1608.935886 sec): 3 clusters Score: Raw -873203.440550 + Penalty 1784.922170 = -871418.518380 nChanged 10 SP:Iteration 49Q (1608.998907 sec): 3 clusters Score: Raw -873205.794471 + Penalty 1784.922170 = -871420.872301 nChanged 7 SP:Iteration 50Q (1609.045903 sec): 3 clusters Score: Raw -873207.399321 + Penalty 1784.922170 = -871422.477152 nChanged 5 SP:Iteration 51Q (1609.113793 sec): 3 clusters Score: Raw -873208.266373 + Penalty 1784.922170 = -871423.344203 nChanged 4 SP:Iteration 52Q (1609.164732 sec): 3 clusters Score: Raw -873208.994741 + Penalty 1784.922170 = -871424.072571 nChanged 2 SP:Iteration 53Q (1609.220765 sec): 3 clusters Score: Raw -873209.110841 + Penalty 1784.922170 = -871424.188672 nChanged 2 SP:Iteration 54Q (1609.280303 sec): 3 clusters Score: Raw -873209.768255 + Penalty 1784.922170 = -871424.846085 nChanged 5 SP:Iteration 55Q (1609.330817 sec): 3 clusters Score: Raw -873211.020302 + Penalty 1784.922170 = -871426.098132 nChanged 7 SP:Iteration 56Q (1609.389467 sec): 3 clusters Score: Raw -873212.650417 + Penalty 1784.922170 = -871427.728247 nChanged 4 SP:Iteration 57Q (1609.450582 sec): 3 clusters Score: Raw -873213.054841 + Penalty 1784.922170 = -871428.132671 nChanged 1 SP:Iteration 58Q (1609.494861 sec): 3 clusters Score: Raw -873213.294883 + Penalty 1784.922170 = -871428.372713 nChanged 1 SP:Iteration 59Q (1609.558359 sec): 3 clusters Score: Raw -873213.423167 + Penalty 1784.922170 = -871428.500998 nChanged 0 SP:Iteration 60F (1609.616261 sec): 3 clusters Score: Raw -873213.423167 + Penalty 1784.922170 = -871428.500998 nChanged 0 Trying to split cluster 36 (900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1609.640296 sec): 2 clusters Score: Raw -60139.853901 + Penalty 646.227503 = -59493.626398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1609.689873 sec): 3 clusters Score: Raw -59796.215479 + Penalty 1292.455005 = -58503.760474 nChanged 314 SP:Iteration 1F (1609.733351 sec): 3 clusters Score: Raw -60081.673791 + Penalty 1292.455005 = -58789.218786 nChanged 104 SP:Iteration 2F (1609.768332 sec): 3 clusters Score: Raw -60254.116717 + Penalty 1292.455005 = -58961.661712 nChanged 88 SP:Iteration 3F (1609.806298 sec): 3 clusters Score: Raw -60392.915795 + Penalty 1292.455005 = -59100.460790 nChanged 61 SP:Iteration 4F (1609.853275 sec): 3 clusters Score: Raw -60458.986221 + Penalty 1292.455005 = -59166.531216 nChanged 33 SP:Iteration 5Q (1609.897311 sec): 3 clusters Score: Raw -60497.135562 + Penalty 1292.455005 = -59204.680557 nChanged 22 SP:Iteration 6Q (1609.940314 sec): 3 clusters Score: Raw -60519.605953 + Penalty 1292.455005 = -59227.150948 nChanged 11 SP:Iteration 7Q (1609.983498 sec): 3 clusters Score: Raw -60533.014968 + Penalty 1292.455005 = -59240.559963 nChanged 10 SP:Iteration 8Q (1610.026940 sec): 3 clusters Score: Raw -60544.972938 + Penalty 1292.455005 = -59252.517933 nChanged 8 SP:Iteration 9Q (1610.069582 sec): 3 clusters Score: Raw -60555.258531 + Penalty 1292.455005 = -59262.803526 nChanged 3 SP:Iteration 10Q (1610.109238 sec): 3 clusters Score: Raw -60557.728881 + Penalty 1292.455005 = -59265.273876 nChanged 3 SP:Iteration 11Q (1610.159636 sec): 3 clusters Score: Raw -60559.679102 + Penalty 1292.455005 = -59267.224097 nChanged 3 SP:Iteration 12Q (1610.188757 sec): 3 clusters Score: Raw -60562.266402 + Penalty 1292.455005 = -59269.811397 nChanged 1 SP:Iteration 13Q (1610.236934 sec): 3 clusters Score: Raw -60564.143231 + Penalty 1292.455005 = -59271.688226 nChanged 3 SP:Iteration 14Q (1610.277433 sec): 3 clusters Score: Raw -60568.226110 + Penalty 1292.455005 = -59275.771105 nChanged 0 SP:Iteration 15F (1610.327923 sec): 3 clusters Score: Raw -60568.226110 + Penalty 1292.455005 = -59275.771105 nChanged 0 Trying to split cluster 37 (11043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1610.368523 sec): 2 clusters Score: Raw -820040.132609 + Penalty 884.407442 = -819155.725167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1610.428510 sec): 3 clusters Score: Raw -813415.437857 + Penalty 1768.814884 = -811646.622973 nChanged 4988 SP:Iteration 1F (1610.487560 sec): 3 clusters Score: Raw -816451.426040 + Penalty 1768.814884 = -814682.611156 nChanged 765 SP:Iteration 2F (1610.535985 sec): 3 clusters Score: Raw -816971.398451 + Penalty 1768.814884 = -815202.583567 nChanged 887 SP:Iteration 3F (1610.601250 sec): 3 clusters Score: Raw -817672.582245 + Penalty 1768.814884 = -815903.767361 nChanged 998 SP:Iteration 4F (1610.661239 sec): 3 clusters Score: Raw -818571.941691 + Penalty 1768.814884 = -816803.126807 nChanged 820 SP:Iteration 5F (1610.721462 sec): 3 clusters Score: Raw -819385.652206 + Penalty 1768.814884 = -817616.837322 nChanged 617 SP:Iteration 6F (1610.772978 sec): 3 clusters Score: Raw -820060.946814 + Penalty 1768.814884 = -818292.131929 nChanged 416 SP:Iteration 7Q (1610.834321 sec): 3 clusters Score: Raw -820501.640064 + Penalty 1768.814884 = -818732.825180 nChanged 239 SP:Iteration 8Q (1610.894398 sec): 3 clusters Score: Raw -820634.191758 + Penalty 1768.814884 = -818865.376873 nChanged 113 SP:Iteration 9Q (1610.955343 sec): 3 clusters Score: Raw -820668.591239 + Penalty 1768.814884 = -818899.776355 nChanged 67 SP:Iteration 10Q (1611.019483 sec): 3 clusters Score: Raw -820684.300280 + Penalty 1768.814884 = -818915.485396 nChanged 44 SP:Iteration 11Q (1611.080243 sec): 3 clusters Score: Raw -820692.104799 + Penalty 1768.814884 = -818923.289915 nChanged 37 SP:Iteration 12Q (1611.138778 sec): 3 clusters Score: Raw -820698.632421 + Penalty 1768.814884 = -818929.817537 nChanged 30 SP:Iteration 13Q (1611.188173 sec): 3 clusters Score: Raw -820703.967445 + Penalty 1768.814884 = -818935.152561 nChanged 22 SP:Iteration 14Q (1611.253496 sec): 3 clusters Score: Raw -820706.988076 + Penalty 1768.814884 = -818938.173192 nChanged 12 SP:Iteration 15Q (1611.315403 sec): 3 clusters Score: Raw -820708.156762 + Penalty 1768.814884 = -818939.341878 nChanged 9 SP:Iteration 16Q (1611.361493 sec): 3 clusters Score: Raw -820708.857271 + Penalty 1768.814884 = -818940.042387 nChanged 3 SP:Iteration 17Q (1611.424291 sec): 3 clusters Score: Raw -820709.064248 + Penalty 1768.814884 = -818940.249364 nChanged 1 SP:Iteration 18Q (1611.480006 sec): 3 clusters Score: Raw -820709.124377 + Penalty 1768.814884 = -818940.309493 nChanged 1 SP:Iteration 19Q (1611.537634 sec): 3 clusters Score: Raw -820709.272245 + Penalty 1768.814884 = -818940.457361 nChanged 2 SP:Iteration 20F (1611.585155 sec): 3 clusters Score: Raw -820709.427750 + Penalty 1768.814884 = -818940.612865 nChanged 2 SP:Iteration 21Q (1611.646752 sec): 3 clusters Score: Raw -820709.526306 + Penalty 1768.814884 = -818940.711422 nChanged 1 SP:Iteration 22Q (1611.700848 sec): 3 clusters Score: Raw -820709.559963 + Penalty 1768.814884 = -818940.745079 nChanged 1 SP:Iteration 23Q (1611.771154 sec): 3 clusters Score: Raw -820709.636548 + Penalty 1768.814884 = -818940.821664 nChanged 2 SP:Iteration 24Q (1611.818254 sec): 3 clusters Score: Raw -820709.678094 + Penalty 1768.814884 = -818940.863210 nChanged 1 SP:Iteration 25Q (1611.873802 sec): 3 clusters Score: Raw -820709.728955 + Penalty 1768.814884 = -818940.914071 nChanged 0 SP:Iteration 26F (1611.928468 sec): 3 clusters Score: Raw -820709.728955 + Penalty 1768.814884 = -818940.914071 nChanged 0 Trying to split cluster 38 (7818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1611.966635 sec): 2 clusters Score: Raw -549383.698048 + Penalty 851.597484 = -548532.100564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1612.016251 sec): 3 clusters Score: Raw -544852.831917 + Penalty 1703.194969 = -543149.636949 nChanged 3470 SP:Iteration 1F (1612.078064 sec): 3 clusters Score: Raw -546849.343384 + Penalty 1703.194969 = -545146.148415 nChanged 520 SP:Iteration 2F (1612.130760 sec): 3 clusters Score: Raw -547117.590618 + Penalty 1703.194969 = -545414.395649 nChanged 435 SP:Iteration 3F (1612.173821 sec): 3 clusters Score: Raw -547304.769865 + Penalty 1703.194969 = -545601.574896 nChanged 364 SP:Iteration 4Q (1612.238029 sec): 3 clusters Score: Raw -547471.120517 + Penalty 1703.194969 = -545767.925548 nChanged 341 SP:Iteration 5Q (1612.291744 sec): 3 clusters Score: Raw -547629.418905 + Penalty 1703.194969 = -545926.223936 nChanged 321 SP:Iteration 6Q (1612.340694 sec): 3 clusters Score: Raw -547740.841612 + Penalty 1703.194969 = -546037.646643 nChanged 252 SP:Iteration 7Q (1612.387016 sec): 3 clusters Score: Raw -547819.355140 + Penalty 1703.194969 = -546116.160172 nChanged 214 SP:Iteration 8Q (1612.454554 sec): 3 clusters Score: Raw -547882.914349 + Penalty 1703.194969 = -546179.719380 nChanged 179 SP:Iteration 9Q (1612.511601 sec): 3 clusters Score: Raw -547929.850146 + Penalty 1703.194969 = -546226.655178 nChanged 148 SP:Iteration 10Q (1612.556859 sec): 3 clusters Score: Raw -547966.138808 + Penalty 1703.194969 = -546262.943839 nChanged 127 SP:Iteration 11Q (1612.611662 sec): 3 clusters Score: Raw -547993.789146 + Penalty 1703.194969 = -546290.594177 nChanged 103 SP:Iteration 12Q (1612.672847 sec): 3 clusters Score: Raw -548012.698766 + Penalty 1703.194969 = -546309.503797 nChanged 94 SP:Iteration 13Q (1612.717890 sec): 3 clusters Score: Raw -548026.622352 + Penalty 1703.194969 = -546323.427383 nChanged 73 SP:Iteration 14Q (1612.774727 sec): 3 clusters Score: Raw -548036.618224 + Penalty 1703.194969 = -546333.423255 nChanged 62 SP:Iteration 15Q (1612.830522 sec): 3 clusters Score: Raw -548046.234584 + Penalty 1703.194969 = -546343.039615 nChanged 65 SP:Iteration 16Q (1612.868301 sec): 3 clusters Score: Raw -548058.576331 + Penalty 1703.194969 = -546355.381362 nChanged 73 SP:Iteration 17Q (1612.928398 sec): 3 clusters Score: Raw -548073.318676 + Penalty 1703.194969 = -546370.123707 nChanged 77 SP:Iteration 18Q (1612.973312 sec): 3 clusters Score: Raw -548087.284174 + Penalty 1703.194969 = -546384.089205 nChanged 75 SP:Iteration 19Q (1613.031742 sec): 3 clusters Score: Raw -548102.846532 + Penalty 1703.194969 = -546399.651563 nChanged 80 SP:Iteration 20F (1613.081617 sec): 3 clusters Score: Raw -548115.650462 + Penalty 1703.194969 = -546412.455493 nChanged 74 SP:Iteration 21Q (1613.137333 sec): 3 clusters Score: Raw -548127.632459 + Penalty 1703.194969 = -546424.437490 nChanged 77 SP:Iteration 22Q (1613.192064 sec): 3 clusters Score: Raw -548142.895647 + Penalty 1703.194969 = -546439.700679 nChanged 83 SP:Iteration 23Q (1613.255870 sec): 3 clusters Score: Raw -548159.074959 + Penalty 1703.194969 = -546455.879990 nChanged 69 SP:Iteration 24Q (1613.307977 sec): 3 clusters Score: Raw -548173.521313 + Penalty 1703.194969 = -546470.326344 nChanged 68 SP:Iteration 25Q (1613.358719 sec): 3 clusters Score: Raw -548188.961544 + Penalty 1703.194969 = -546485.766575 nChanged 73 SP:Iteration 26Q (1613.420662 sec): 3 clusters Score: Raw -548207.866529 + Penalty 1703.194969 = -546504.671561 nChanged 84 SP:Iteration 27Q (1613.464293 sec): 3 clusters Score: Raw -548228.656737 + Penalty 1703.194969 = -546525.461768 nChanged 100 SP:Iteration 28Q (1613.525859 sec): 3 clusters Score: Raw -548254.524729 + Penalty 1703.194969 = -546551.329760 nChanged 113 SP:Iteration 29Q (1613.575128 sec): 3 clusters Score: Raw -548289.941514 + Penalty 1703.194969 = -546586.746546 nChanged 124 SP:Iteration 30Q (1613.627234 sec): 3 clusters Score: Raw -548331.312216 + Penalty 1703.194969 = -546628.117248 nChanged 133 SP:Iteration 31Q (1613.666953 sec): 3 clusters Score: Raw -548377.072260 + Penalty 1703.194969 = -546673.877291 nChanged 150 SP:Iteration 32Q (1613.715524 sec): 3 clusters Score: Raw -548438.148369 + Penalty 1703.194969 = -546734.953401 nChanged 191 SP:Iteration 33Q (1613.764131 sec): 3 clusters Score: Raw -548516.063961 + Penalty 1703.194969 = -546812.868993 nChanged 175 SP:Iteration 34Q (1613.825622 sec): 3 clusters Score: Raw -548583.499455 + Penalty 1703.194969 = -546880.304486 nChanged 180 SP:Iteration 35Q (1613.874145 sec): 3 clusters Score: Raw -548656.258517 + Penalty 1703.194969 = -546953.063548 nChanged 170 SP:Iteration 36Q (1613.938229 sec): 3 clusters Score: Raw -548730.575864 + Penalty 1703.194969 = -547027.380895 nChanged 174 SP:Iteration 37Q (1613.991531 sec): 3 clusters Score: Raw -548821.393345 + Penalty 1703.194969 = -547118.198376 nChanged 184 SP:Iteration 38Q (1614.036709 sec): 3 clusters Score: Raw -548906.220296 + Penalty 1703.194969 = -547203.025328 nChanged 171 SP:Iteration 39Q (1614.094170 sec): 3 clusters Score: Raw -549002.790880 + Penalty 1703.194969 = -547299.595911 nChanged 188 SP:Iteration 40F (1614.147962 sec): 3 clusters Score: Raw -549115.901433 + Penalty 1703.194969 = -547412.706465 nChanged 196 SP:Iteration 41Q (1614.199063 sec): 3 clusters Score: Raw -549230.398880 + Penalty 1703.194969 = -547527.203911 nChanged 188 SP:Iteration 42Q (1614.254134 sec): 3 clusters Score: Raw -549335.963209 + Penalty 1703.194969 = -547632.768240 nChanged 159 SP:Iteration 43Q (1614.297243 sec): 3 clusters Score: Raw -549424.605871 + Penalty 1703.194969 = -547721.410903 nChanged 141 SP:Iteration 44Q (1614.349426 sec): 3 clusters Score: Raw -549495.105323 + Penalty 1703.194969 = -547791.910354 nChanged 115 SP:Iteration 45Q (1614.395144 sec): 3 clusters Score: Raw -549566.306850 + Penalty 1703.194969 = -547863.111882 nChanged 113 SP:Iteration 46Q (1614.447818 sec): 3 clusters Score: Raw -549627.260547 + Penalty 1703.194969 = -547924.065579 nChanged 98 SP:Iteration 47Q (1614.508873 sec): 3 clusters Score: Raw -549683.367736 + Penalty 1703.194969 = -547980.172767 nChanged 86 SP:Iteration 48Q (1614.551515 sec): 3 clusters Score: Raw -549719.438158 + Penalty 1703.194969 = -548016.243189 nChanged 66 SP:Iteration 49Q (1614.609610 sec): 3 clusters Score: Raw -549742.091840 + Penalty 1703.194969 = -548038.896871 nChanged 54 SP:Iteration 50Q (1614.663195 sec): 3 clusters Score: Raw -549759.035164 + Penalty 1703.194969 = -548055.840195 nChanged 36 SP:Iteration 51Q (1614.723533 sec): 3 clusters Score: Raw -549768.937082 + Penalty 1703.194969 = -548065.742114 nChanged 23 SP:Iteration 52Q (1614.767832 sec): 3 clusters Score: Raw -549775.830169 + Penalty 1703.194969 = -548072.635201 nChanged 21 SP:Iteration 53Q (1614.831345 sec): 3 clusters Score: Raw -549782.960990 + Penalty 1703.194969 = -548079.766021 nChanged 17 SP:Iteration 54Q (1614.887356 sec): 3 clusters Score: Raw -549787.661638 + Penalty 1703.194969 = -548084.466669 nChanged 20 SP:Iteration 55Q (1614.939559 sec): 3 clusters Score: Raw -549794.262157 + Penalty 1703.194969 = -548091.067188 nChanged 21 SP:Iteration 56Q (1614.983749 sec): 3 clusters Score: Raw -549799.635114 + Penalty 1703.194969 = -548096.440145 nChanged 16 SP:Iteration 57Q (1615.029643 sec): 3 clusters Score: Raw -549803.816760 + Penalty 1703.194969 = -548100.621792 nChanged 19 SP:Iteration 58Q (1615.076666 sec): 3 clusters Score: Raw -549809.223194 + Penalty 1703.194969 = -548106.028225 nChanged 16 SP:Iteration 59Q (1615.128224 sec): 3 clusters Score: Raw -549811.866929 + Penalty 1703.194969 = -548108.671960 nChanged 10 SP:Iteration 60F (1615.183340 sec): 3 clusters Score: Raw -549813.775410 + Penalty 1703.194969 = -548110.580441 nChanged 7 SP:Iteration 61Q (1615.233225 sec): 3 clusters Score: Raw -549815.567288 + Penalty 1703.194969 = -548112.372319 nChanged 8 SP:Iteration 62Q (1615.275333 sec): 3 clusters Score: Raw -549817.232312 + Penalty 1703.194969 = -548114.037343 nChanged 9 SP:Iteration 63Q (1615.328007 sec): 3 clusters Score: Raw -549819.863446 + Penalty 1703.194969 = -548116.668477 nChanged 9 SP:Iteration 64Q (1615.379811 sec): 3 clusters Score: Raw -549822.364303 + Penalty 1703.194969 = -548119.169334 nChanged 10 SP:Iteration 65Q (1615.429486 sec): 3 clusters Score: Raw -549824.376319 + Penalty 1703.194969 = -548121.181350 nChanged 5 SP:Iteration 66Q (1615.478744 sec): 3 clusters Score: Raw -549825.245869 + Penalty 1703.194969 = -548122.050900 nChanged 6 SP:Iteration 67Q (1615.534710 sec): 3 clusters Score: Raw -549826.646035 + Penalty 1703.194969 = -548123.451066 nChanged 7 SP:Iteration 68Q (1615.587653 sec): 3 clusters Score: Raw -549827.735988 + Penalty 1703.194969 = -548124.541019 nChanged 3 SP:Iteration 69Q (1615.629982 sec): 3 clusters Score: Raw -549828.215909 + Penalty 1703.194969 = -548125.020940 nChanged 4 SP:Iteration 70Q (1615.691288 sec): 3 clusters Score: Raw -549829.402564 + Penalty 1703.194969 = -548126.207595 nChanged 7 SP:Iteration 71Q (1615.745579 sec): 3 clusters Score: Raw -549830.479426 + Penalty 1703.194969 = -548127.284457 nChanged 2 SP:Iteration 72Q (1615.792077 sec): 3 clusters Score: Raw -549830.994393 + Penalty 1703.194969 = -548127.799424 nChanged 3 SP:Iteration 73Q (1615.851578 sec): 3 clusters Score: Raw -549831.447262 + Penalty 1703.194969 = -548128.252293 nChanged 0 SP:Iteration 74F (1615.887839 sec): 3 clusters Score: Raw -549831.447262 + Penalty 1703.194969 = -548128.252293 nChanged 0 Trying to split cluster 39 (2008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1615.920426 sec): 2 clusters Score: Raw -157259.647597 + Penalty 722.464976 = -156537.182622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1615.961703 sec): 3 clusters Score: Raw -156312.928892 + Penalty 1444.929951 = -154867.998940 nChanged 774 SP:Iteration 1F (1616.017250 sec): 3 clusters Score: Raw -156857.362073 + Penalty 1444.929951 = -155412.432121 nChanged 221 SP:Iteration 2F (1616.059703 sec): 3 clusters Score: Raw -157065.185140 + Penalty 1444.929951 = -155620.255189 nChanged 162 SP:Iteration 3F (1616.110135 sec): 3 clusters Score: Raw -157235.798719 + Penalty 1444.929951 = -155790.868768 nChanged 147 SP:Iteration 4F (1616.150197 sec): 3 clusters Score: Raw -157373.641783 + Penalty 1444.929951 = -155928.711832 nChanged 104 SP:Iteration 5F (1616.195713 sec): 3 clusters Score: Raw -157452.578672 + Penalty 1444.929951 = -156007.648721 nChanged 72 SP:Iteration 6Q (1616.248594 sec): 3 clusters Score: Raw -157505.457026 + Penalty 1444.929951 = -156060.527074 nChanged 47 SP:Iteration 7Q (1616.299913 sec): 3 clusters Score: Raw -157540.955311 + Penalty 1444.929951 = -156096.025359 nChanged 32 SP:Iteration 8Q (1616.344646 sec): 3 clusters Score: Raw -157561.556208 + Penalty 1444.929951 = -156116.626257 nChanged 27 SP:Iteration 9Q (1616.391150 sec): 3 clusters Score: Raw -157575.154407 + Penalty 1444.929951 = -156130.224456 nChanged 20 SP:Iteration 10Q (1616.436505 sec): 3 clusters Score: Raw -157587.077719 + Penalty 1444.929951 = -156142.147768 nChanged 13 SP:Iteration 11Q (1616.489387 sec): 3 clusters Score: Raw -157594.319961 + Penalty 1444.929951 = -156149.390010 nChanged 7 SP:Iteration 12Q (1616.529329 sec): 3 clusters Score: Raw -157597.542334 + Penalty 1444.929951 = -156152.612382 nChanged 1 SP:Iteration 13Q (1616.575214 sec): 3 clusters Score: Raw -157597.751736 + Penalty 1444.929951 = -156152.821785 nChanged 1 SP:Iteration 14Q (1616.622002 sec): 3 clusters Score: Raw -157598.008427 + Penalty 1444.929951 = -156153.078476 nChanged 1 SP:Iteration 15Q (1616.675748 sec): 3 clusters Score: Raw -157598.194903 + Penalty 1444.929951 = -156153.264952 nChanged 0 SP:Iteration 16F (1616.719087 sec): 3 clusters Score: Raw -157598.194903 + Penalty 1444.929951 = -156153.264952 nChanged 0 Trying to split cluster 40 (1012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1616.745681 sec): 2 clusters Score: Raw -49042.604556 + Penalty 657.369966 = -48385.234590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1616.775770 sec): 3 clusters Score: Raw -48700.519183 + Penalty 1314.739931 = -47385.779252 nChanged 363 SP:Iteration 1F (1616.829767 sec): 3 clusters Score: Raw -49057.010168 + Penalty 1314.739931 = -47742.270237 nChanged 95 SP:Iteration 2F (1616.870330 sec): 3 clusters Score: Raw -49175.998359 + Penalty 1314.739931 = -47861.258427 nChanged 71 SP:Iteration 3F (1616.921231 sec): 3 clusters Score: Raw -49244.250101 + Penalty 1314.739931 = -47929.510169 nChanged 44 SP:Iteration 4Q (1616.952907 sec): 3 clusters Score: Raw -49284.025812 + Penalty 1314.739931 = -47969.285881 nChanged 36 SP:Iteration 5Q (1616.996099 sec): 3 clusters Score: Raw -49317.532330 + Penalty 1314.739931 = -48002.792399 nChanged 37 SP:Iteration 6Q (1617.034231 sec): 3 clusters Score: Raw -49370.412196 + Penalty 1314.739931 = -48055.672265 nChanged 34 SP:Iteration 7Q (1617.078497 sec): 3 clusters Score: Raw -49409.642998 + Penalty 1314.739931 = -48094.903066 nChanged 32 SP:Iteration 8Q (1617.125733 sec): 3 clusters Score: Raw -49467.770981 + Penalty 1314.739931 = -48153.031050 nChanged 24 SP:Iteration 9Q (1617.158575 sec): 3 clusters Score: Raw -49496.169918 + Penalty 1314.739931 = -48181.429986 nChanged 17 SP:Iteration 10Q (1617.205170 sec): 3 clusters Score: Raw -49512.276069 + Penalty 1314.739931 = -48197.536138 nChanged 8 SP:Iteration 11Q (1617.252158 sec): 3 clusters Score: Raw -49518.519373 + Penalty 1314.739931 = -48203.779442 nChanged 7 SP:Iteration 12Q (1617.286116 sec): 3 clusters Score: Raw -49522.434962 + Penalty 1314.739931 = -48207.695031 nChanged 7 SP:Iteration 13Q (1617.330230 sec): 3 clusters Score: Raw -49526.936965 + Penalty 1314.739931 = -48212.197033 nChanged 6 SP:Iteration 14Q (1617.370740 sec): 3 clusters Score: Raw -49531.452573 + Penalty 1314.739931 = -48216.712641 nChanged 8 SP:Iteration 15Q (1617.409163 sec): 3 clusters Score: Raw -49537.523789 + Penalty 1314.739931 = -48222.783858 nChanged 5 SP:Iteration 16Q (1617.456881 sec): 3 clusters Score: Raw -49541.009229 + Penalty 1314.739931 = -48226.269297 nChanged 1 SP:Iteration 17Q (1617.500186 sec): 3 clusters Score: Raw -49541.621538 + Penalty 1314.739931 = -48226.881607 nChanged 0 SP:Iteration 18F (1617.533882 sec): 3 clusters Score: Raw -49586.191004 + Penalty 1314.739931 = -48271.451073 nChanged 5 SP:Iteration 19Q (1617.589257 sec): 3 clusters Score: Raw -49649.381559 + Penalty 1314.739931 = -48334.641627 nChanged 12 SP:Iteration 20F (1617.638364 sec): 3 clusters Score: Raw -49670.196622 + Penalty 1314.739931 = -48355.456690 nChanged 8 SP:Iteration 21Q (1617.683389 sec): 3 clusters Score: Raw -49693.750554 + Penalty 1314.739931 = -48379.010622 nChanged 10 SP:Iteration 22Q (1617.729267 sec): 3 clusters Score: Raw -49708.757931 + Penalty 1314.739931 = -48394.018000 nChanged 7 SP:Iteration 23Q (1617.771955 sec): 3 clusters Score: Raw -49725.747418 + Penalty 1314.739931 = -48411.007486 nChanged 6 SP:Iteration 24Q (1617.810898 sec): 3 clusters Score: Raw -49731.768337 + Penalty 1314.739931 = -48417.028406 nChanged 3 SP:Iteration 25Q (1617.857277 sec): 3 clusters Score: Raw -49733.468950 + Penalty 1314.739931 = -48418.729018 nChanged 1 SP:Iteration 26Q (1617.900047 sec): 3 clusters Score: Raw -49734.512892 + Penalty 1314.739931 = -48419.772960 nChanged 1 SP:Iteration 27Q (1617.944672 sec): 3 clusters Score: Raw -49735.512781 + Penalty 1314.739931 = -48420.772849 nChanged 2 SP:Iteration 28Q (1617.990026 sec): 3 clusters Score: Raw -49737.284655 + Penalty 1314.739931 = -48422.544724 nChanged 3 SP:Iteration 29Q (1618.026293 sec): 3 clusters Score: Raw -49750.062217 + Penalty 1314.739931 = -48435.322285 nChanged 2 SP:Iteration 30Q (1618.073727 sec): 3 clusters Score: Raw -49752.225491 + Penalty 1314.739931 = -48437.485559 nChanged 1 SP:Iteration 31Q (1618.077877 sec): 3 clusters Score: Raw -49752.585603 + Penalty 1314.739931 = -48437.845672 nChanged 0 SP:Iteration 32F (1618.082045 sec): 3 clusters Score: Raw -49752.585603 + Penalty 1314.739931 = -48437.845672 nChanged 0 Score: Raw -45956533.926746 + Penalty 54623.503038 = -45901910.423708 Splitting cluster 40 changes total score from -45902460.036012 to -45901910.423708 So it's not getting split. Trying to split cluster 41 (148825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1631.763540 sec): 2 clusters Score: Raw -11582136.794746 + Penalty 1131.500008 = -11581005.294738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1631.985572 sec): 3 clusters Score: Raw -11483537.445825 + Penalty 2263.000016 = -11481274.445809 nChanged 71824 SP:Iteration 1F (1632.209757 sec): 3 clusters Score: Raw -11528332.567374 + Penalty 2263.000016 = -11526069.567358 nChanged 7075 SP:Iteration 2Q (1632.448560 sec): 3 clusters Score: Raw -11531242.373853 + Penalty 2263.000016 = -11528979.373837 nChanged 8104 SP:Iteration 3F (1632.676770 sec): 3 clusters Score: Raw -11535442.060128 + Penalty 2263.000016 = -11533179.060112 nChanged 9197 SP:Iteration 4F (1632.902291 sec): 3 clusters Score: Raw -11541311.033698 + Penalty 2263.000016 = -11539048.033683 nChanged 9800 SP:Iteration 5F (1633.130886 sec): 3 clusters Score: Raw -11548425.445572 + Penalty 2263.000016 = -11546162.445557 nChanged 9299 SP:Iteration 6F (1633.352095 sec): 3 clusters Score: Raw -11555041.455383 + Penalty 2263.000016 = -11552778.455367 nChanged 7546 SP:Iteration 7F (1633.576610 sec): 3 clusters Score: Raw -11559304.760790 + Penalty 2263.000016 = -11557041.760774 nChanged 5231 SP:Iteration 8Q (1633.804479 sec): 3 clusters Score: Raw -11561377.157771 + Penalty 2263.000016 = -11559114.157756 nChanged 3519 SP:Iteration 9Q (1634.033383 sec): 3 clusters Score: Raw -11562491.556154 + Penalty 2263.000016 = -11560228.556138 nChanged 2698 SP:Iteration 10Q (1634.264981 sec): 3 clusters Score: Raw -11563346.105178 + Penalty 2263.000016 = -11561083.105163 nChanged 2468 SP:Iteration 11Q (1634.489397 sec): 3 clusters Score: Raw -11564164.874174 + Penalty 2263.000016 = -11561901.874158 nChanged 2438 SP:Iteration 12Q (1634.715053 sec): 3 clusters Score: Raw -11565033.824994 + Penalty 2263.000016 = -11562770.824978 nChanged 2485 SP:Iteration 13Q (1634.937922 sec): 3 clusters Score: Raw -11565962.523074 + Penalty 2263.000016 = -11563699.523059 nChanged 2475 SP:Iteration 14Q (1635.161252 sec): 3 clusters Score: Raw -11566953.528367 + Penalty 2263.000016 = -11564690.528351 nChanged 2492 SP:Iteration 15Q (1635.389363 sec): 3 clusters Score: Raw -11567958.948790 + Penalty 2263.000016 = -11565695.948774 nChanged 2432 SP:Iteration 16Q (1635.603298 sec): 3 clusters Score: Raw -11568911.074859 + Penalty 2263.000016 = -11566648.074843 nChanged 2287 SP:Iteration 17Q (1635.826888 sec): 3 clusters Score: Raw -11569831.005363 + Penalty 2263.000016 = -11567568.005348 nChanged 2247 SP:Iteration 18Q (1636.037315 sec): 3 clusters Score: Raw -11570701.813713 + Penalty 2263.000016 = -11568438.813697 nChanged 2198 SP:Iteration 19Q (1636.256103 sec): 3 clusters Score: Raw -11571540.806780 + Penalty 2263.000016 = -11569277.806764 nChanged 2062 SP:Iteration 20F (1636.483514 sec): 3 clusters Score: Raw -11572312.611126 + Penalty 2263.000016 = -11570049.611110 nChanged 1856 SP:Iteration 21Q (1636.692655 sec): 3 clusters Score: Raw -11572984.024622 + Penalty 2263.000016 = -11570721.024606 nChanged 1771 SP:Iteration 22Q (1636.906447 sec): 3 clusters Score: Raw -11573629.602716 + Penalty 2263.000016 = -11571366.602700 nChanged 1765 SP:Iteration 23Q (1637.122617 sec): 3 clusters Score: Raw -11574284.657232 + Penalty 2263.000016 = -11572021.657217 nChanged 1705 SP:Iteration 24Q (1637.336190 sec): 3 clusters Score: Raw -11574941.182181 + Penalty 2263.000016 = -11572678.182165 nChanged 1678 SP:Iteration 25Q (1637.544685 sec): 3 clusters Score: Raw -11575631.843490 + Penalty 2263.000016 = -11573368.843475 nChanged 1626 SP:Iteration 26Q (1637.739880 sec): 3 clusters Score: Raw -11576320.377355 + Penalty 2263.000016 = -11574057.377340 nChanged 1559 SP:Iteration 27Q (1637.951232 sec): 3 clusters Score: Raw -11576994.880215 + Penalty 2263.000016 = -11574731.880199 nChanged 1462 SP:Iteration 28Q (1638.157473 sec): 3 clusters Score: Raw -11577645.051990 + Penalty 2263.000016 = -11575382.051974 nChanged 1362 SP:Iteration 29Q (1638.367866 sec): 3 clusters Score: Raw -11578274.745997 + Penalty 2263.000016 = -11576011.745982 nChanged 1329 SP:Iteration 30Q (1638.569696 sec): 3 clusters Score: Raw -11578913.113989 + Penalty 2263.000016 = -11576650.113974 nChanged 1163 SP:Iteration 31Q (1638.771539 sec): 3 clusters Score: Raw -11579489.831030 + Penalty 2263.000016 = -11577226.831014 nChanged 1073 SP:Iteration 32Q (1638.970369 sec): 3 clusters Score: Raw -11580040.130018 + Penalty 2263.000016 = -11577777.130003 nChanged 956 SP:Iteration 33Q (1639.189164 sec): 3 clusters Score: Raw -11580526.130393 + Penalty 2263.000016 = -11578263.130377 nChanged 800 SP:Iteration 34Q (1639.377624 sec): 3 clusters Score: Raw -11580930.376952 + Penalty 2263.000016 = -11578667.376936 nChanged 676 SP:Iteration 35Q (1639.563470 sec): 3 clusters Score: Raw -11581260.189150 + Penalty 2263.000016 = -11578997.189135 nChanged 553 SP:Iteration 36Q (1639.748265 sec): 3 clusters Score: Raw -11581514.620946 + Penalty 2263.000016 = -11579251.620930 nChanged 445 SP:Iteration 37Q (1639.936454 sec): 3 clusters Score: Raw -11581718.289909 + Penalty 2263.000016 = -11579455.289894 nChanged 348 SP:Iteration 38Q (1640.117409 sec): 3 clusters Score: Raw -11581871.390578 + Penalty 2263.000016 = -11579608.390563 nChanged 268 SP:Iteration 39Q (1640.305928 sec): 3 clusters Score: Raw -11581983.167709 + Penalty 2263.000016 = -11579720.167693 nChanged 219 SP:Iteration 40F (1640.510469 sec): 3 clusters Score: Raw -11582072.019784 + Penalty 2263.000016 = -11579809.019768 nChanged 176 SP:Iteration 41Q (1640.702264 sec): 3 clusters Score: Raw -11582139.338177 + Penalty 2263.000016 = -11579876.338161 nChanged 142 SP:Iteration 42Q (1640.883907 sec): 3 clusters Score: Raw -11582197.874883 + Penalty 2263.000016 = -11579934.874867 nChanged 119 SP:Iteration 43Q (1641.068868 sec): 3 clusters Score: Raw -11582247.499584 + Penalty 2263.000016 = -11579984.499569 nChanged 111 SP:Iteration 44Q (1641.254959 sec): 3 clusters Score: Raw -11582290.798697 + Penalty 2263.000016 = -11580027.798681 nChanged 82 SP:Iteration 45Q (1641.439777 sec): 3 clusters Score: Raw -11582321.488779 + Penalty 2263.000016 = -11580058.488764 nChanged 61 SP:Iteration 46Q (1641.627496 sec): 3 clusters Score: Raw -11582347.137785 + Penalty 2263.000016 = -11580084.137770 nChanged 53 SP:Iteration 47Q (1641.808631 sec): 3 clusters Score: Raw -11582363.141426 + Penalty 2263.000016 = -11580100.141410 nChanged 31 SP:Iteration 48Q (1641.995747 sec): 3 clusters Score: Raw -11582375.317272 + Penalty 2263.000016 = -11580112.317256 nChanged 39 SP:Iteration 49Q (1642.181130 sec): 3 clusters Score: Raw -11582389.411341 + Penalty 2263.000016 = -11580126.411325 nChanged 25 SP:Iteration 50Q (1642.365672 sec): 3 clusters Score: Raw -11582399.767532 + Penalty 2263.000016 = -11580136.767516 nChanged 25 SP:Iteration 51Q (1642.538151 sec): 3 clusters Score: Raw -11582408.420360 + Penalty 2263.000016 = -11580145.420344 nChanged 18 SP:Iteration 52Q (1642.718409 sec): 3 clusters Score: Raw -11582414.312261 + Penalty 2263.000016 = -11580151.312245 nChanged 17 SP:Iteration 53Q (1642.909103 sec): 3 clusters Score: Raw -11582418.580691 + Penalty 2263.000016 = -11580155.580676 nChanged 9 SP:Iteration 54Q (1643.096449 sec): 3 clusters Score: Raw -11582420.699453 + Penalty 2263.000016 = -11580157.699437 nChanged 8 SP:Iteration 55Q (1643.281732 sec): 3 clusters Score: Raw -11582422.512758 + Penalty 2263.000016 = -11580159.512743 nChanged 5 SP:Iteration 56Q (1643.456733 sec): 3 clusters Score: Raw -11582423.733684 + Penalty 2263.000016 = -11580160.733668 nChanged 5 SP:Iteration 57Q (1643.649449 sec): 3 clusters Score: Raw -11582425.045189 + Penalty 2263.000016 = -11580162.045173 nChanged 4 SP:Iteration 58Q (1643.837006 sec): 3 clusters Score: Raw -11582426.279568 + Penalty 2263.000016 = -11580163.279552 nChanged 5 SP:Iteration 59Q (1644.018214 sec): 3 clusters Score: Raw -11582427.685398 + Penalty 2263.000016 = -11580164.685383 nChanged 8 SP:Iteration 60F (1644.234698 sec): 3 clusters Score: Raw -11582429.578686 + Penalty 2263.000016 = -11580166.578670 nChanged 5 SP:Iteration 61Q (1644.416555 sec): 3 clusters Score: Raw -11582430.759723 + Penalty 2263.000016 = -11580167.759707 nChanged 5 SP:Iteration 62Q (1644.607520 sec): 3 clusters Score: Raw -11582432.035159 + Penalty 2263.000016 = -11580169.035143 nChanged 4 SP:Iteration 63Q (1644.794211 sec): 3 clusters Score: Raw -11582432.455042 + Penalty 2263.000016 = -11580169.455027 nChanged 1 SP:Iteration 64Q (1644.972454 sec): 3 clusters Score: Raw -11582432.608033 + Penalty 2263.000016 = -11580169.608017 nChanged 0 SP:Iteration 65F (1645.204479 sec): 3 clusters Score: Raw -11582432.608033 + Penalty 2263.000016 = -11580169.608017 nChanged 0 Trying to split cluster 42 (3090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1645.244260 sec): 2 clusters Score: Raw -213311.021976 + Penalty 763.413005 = -212547.608971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1645.288322 sec): 3 clusters Score: Raw -211680.474319 + Penalty 1526.826010 = -210153.648309 nChanged 1272 SP:Iteration 1F (1645.327403 sec): 3 clusters Score: Raw -212515.074917 + Penalty 1526.826010 = -210988.248907 nChanged 281 SP:Iteration 2F (1645.381979 sec): 3 clusters Score: Raw -212740.789551 + Penalty 1526.826010 = -211213.963541 nChanged 228 SP:Iteration 3F (1645.432406 sec): 3 clusters Score: Raw -212936.686228 + Penalty 1526.826010 = -211409.860218 nChanged 227 SP:Iteration 4F (1645.483624 sec): 3 clusters Score: Raw -213128.603548 + Penalty 1526.826010 = -211601.777537 nChanged 169 SP:Iteration 5F (1645.526870 sec): 3 clusters Score: Raw -213266.295421 + Penalty 1526.826010 = -211739.469411 nChanged 142 SP:Iteration 6Q (1645.580720 sec): 3 clusters Score: Raw -213389.281121 + Penalty 1526.826010 = -211862.455111 nChanged 106 SP:Iteration 7Q (1645.630687 sec): 3 clusters Score: Raw -213464.170368 + Penalty 1526.826010 = -211937.344358 nChanged 58 SP:Iteration 8Q (1645.681352 sec): 3 clusters Score: Raw -213493.218179 + Penalty 1526.826010 = -211966.392169 nChanged 48 SP:Iteration 9Q (1645.729658 sec): 3 clusters Score: Raw -213522.685041 + Penalty 1526.826010 = -211995.859031 nChanged 41 SP:Iteration 10Q (1645.782605 sec): 3 clusters Score: Raw -213546.286311 + Penalty 1526.826010 = -212019.460301 nChanged 32 SP:Iteration 11Q (1645.838669 sec): 3 clusters Score: Raw -213568.550574 + Penalty 1526.826010 = -212041.724564 nChanged 33 SP:Iteration 12Q (1645.886256 sec): 3 clusters Score: Raw -213592.499953 + Penalty 1526.826010 = -212065.673943 nChanged 28 SP:Iteration 13Q (1645.948213 sec): 3 clusters Score: Raw -213610.810358 + Penalty 1526.826010 = -212083.984348 nChanged 17 SP:Iteration 14Q (1645.998308 sec): 3 clusters Score: Raw -213623.614406 + Penalty 1526.826010 = -212096.788396 nChanged 16 SP:Iteration 15Q (1646.049287 sec): 3 clusters Score: Raw -213632.916691 + Penalty 1526.826010 = -212106.090681 nChanged 11 SP:Iteration 16Q (1646.100247 sec): 3 clusters Score: Raw -213636.855213 + Penalty 1526.826010 = -212110.029202 nChanged 7 SP:Iteration 17Q (1646.150227 sec): 3 clusters Score: Raw -213640.289766 + Penalty 1526.826010 = -212113.463755 nChanged 8 SP:Iteration 18Q (1646.192021 sec): 3 clusters Score: Raw -213645.159715 + Penalty 1526.826010 = -212118.333705 nChanged 5 SP:Iteration 19Q (1646.251663 sec): 3 clusters Score: Raw -213646.679672 + Penalty 1526.826010 = -212119.853661 nChanged 7 SP:Iteration 20F (1646.290584 sec): 3 clusters Score: Raw -213648.354124 + Penalty 1526.826010 = -212121.528114 nChanged 3 SP:Iteration 21Q (1646.349212 sec): 3 clusters Score: Raw -213649.660342 + Penalty 1526.826010 = -212122.834332 nChanged 3 SP:Iteration 22Q (1646.390940 sec): 3 clusters Score: Raw -213650.831121 + Penalty 1526.826010 = -212124.005111 nChanged 2 SP:Iteration 23Q (1646.455796 sec): 3 clusters Score: Raw -213651.131179 + Penalty 1526.826010 = -212124.305169 nChanged 1 SP:Iteration 24Q (1646.506525 sec): 3 clusters Score: Raw -213651.270290 + Penalty 1526.826010 = -212124.444279 nChanged 0 SP:Iteration 25F (1646.545819 sec): 3 clusters Score: Raw -213651.270290 + Penalty 1526.826010 = -212124.444279 nChanged 0 Iteration 139Q (1652.580823 sec): 43 clusters Score: Raw -45955828.189517 + Penalty 53353.189014 = -45902475.000503 nChanged 352 Iteration 140F (1665.700373 sec): 43 clusters Score: Raw -45955843.123375 + Penalty 53353.189014 = -45902489.934361 nChanged 317 Iteration 141Q (1671.770012 sec): 43 clusters Score: Raw -45955858.341328 + Penalty 53353.189014 = -45902505.152314 nChanged 304 Iteration 142Q (1677.940250 sec): 43 clusters Score: Raw -45955871.507118 + Penalty 53353.189014 = -45902518.318104 nChanged 294 Iteration 143Q (1684.215497 sec): 43 clusters Score: Raw -45955885.260815 + Penalty 53353.189014 = -45902532.071801 nChanged 261 Iteration 144Q (1690.551329 sec): 43 clusters Score: Raw -45955896.983748 + Penalty 53353.189014 = -45902543.794734 nChanged 287 Iteration 145Q (1696.903449 sec): 43 clusters Score: Raw -45955909.022490 + Penalty 53353.189014 = -45902555.833476 nChanged 264 Iteration 146Q (1703.230909 sec): 43 clusters Score: Raw -45955919.643590 + Penalty 53353.189014 = -45902566.454576 nChanged 282 Iteration 147Q (1709.418795 sec): 43 clusters Score: Raw -45955930.903412 + Penalty 53353.189014 = -45902577.714398 nChanged 264 Iteration 148Q (1715.586387 sec): 43 clusters Score: Raw -45955941.071967 + Penalty 53353.189014 = -45902587.882953 nChanged 288 Iteration 149Q (1721.670586 sec): 43 clusters Score: Raw -45955951.755833 + Penalty 53353.189014 = -45902598.566819 nChanged 278 Iteration 150Q (1727.876579 sec): 43 clusters Score: Raw -45955962.107617 + Penalty 53353.189014 = -45902608.918603 nChanged 271 Iteration 151Q (1733.918141 sec): 43 clusters Score: Raw -45955972.940682 + Penalty 53353.189014 = -45902619.751668 nChanged 264 Iteration 152Q (1740.264612 sec): 43 clusters Score: Raw -45955983.643890 + Penalty 53353.189014 = -45902630.454876 nChanged 257 Iteration 153Q (1746.162977 sec): 43 clusters Score: Raw -45955994.653404 + Penalty 53353.189014 = -45902641.464390 nChanged 230 Iteration 154Q (1752.108321 sec): 43 clusters Score: Raw -45956004.357640 + Penalty 53353.189014 = -45902651.168626 nChanged 234 Iteration 155Q (1758.295778 sec): 43 clusters Score: Raw -45956014.984601 + Penalty 53353.189014 = -45902661.795587 nChanged 223 Iteration 156Q (1764.139428 sec): 43 clusters Score: Raw -45956025.002306 + Penalty 53353.189014 = -45902671.813292 nChanged 242 Iteration 157Q (1769.965041 sec): 43 clusters Score: Raw -45956033.899654 + Penalty 53353.189014 = -45902680.710640 nChanged 211 Iteration 158Q (1775.968675 sec): 43 clusters Score: Raw -45956041.421756 + Penalty 53353.189014 = -45902688.232742 nChanged 215 Iteration 159Q (1782.007724 sec): 43 clusters Score: Raw -45956051.990646 + Penalty 53353.189014 = -45902698.801632 nChanged 219 Iteration 160F (1795.037701 sec): 43 clusters Score: Raw -45956062.958601 + Penalty 53353.189014 = -45902709.769587 nChanged 229 Iteration 161Q (1801.145607 sec): 43 clusters Score: Raw -45956076.014271 + Penalty 53353.189014 = -45902722.825257 nChanged 208 Iteration 162Q (1807.299870 sec): 43 clusters Score: Raw -45956088.668924 + Penalty 53353.189014 = -45902735.479910 nChanged 217 Iteration 163Q (1813.116033 sec): 43 clusters Score: Raw -45956099.849010 + Penalty 53353.189014 = -45902746.659996 nChanged 212 Iteration 164Q (1819.045662 sec): 43 clusters Score: Raw -45956112.736584 + Penalty 53353.189014 = -45902759.547570 nChanged 240 Iteration 165Q (1825.214402 sec): 43 clusters Score: Raw -45956127.946476 + Penalty 53353.189014 = -45902774.757462 nChanged 229 Iteration 166Q (1831.383946 sec): 43 clusters Score: Raw -45956143.209076 + Penalty 53353.189014 = -45902790.020062 nChanged 253 Iteration 167Q (1837.448075 sec): 43 clusters Score: Raw -45956157.481770 + Penalty 53353.189014 = -45902804.292756 nChanged 236 Iteration 168Q (1843.629626 sec): 43 clusters Score: Raw -45956170.468102 + Penalty 53353.189014 = -45902817.279088 nChanged 242 Iteration 169Q (1849.742277 sec): 43 clusters Score: Raw -45956182.857058 + Penalty 53353.189014 = -45902829.668044 nChanged 236 Iteration 170Q (1855.924349 sec): 43 clusters Score: Raw -45956195.357357 + Penalty 53353.189014 = -45902842.168343 nChanged 229 Iteration 171Q (1862.029272 sec): 43 clusters Score: Raw -45956206.312775 + Penalty 53353.189014 = -45902853.123761 nChanged 224 Iteration 172Q (1868.119953 sec): 43 clusters Score: Raw -45956216.860319 + Penalty 53353.189014 = -45902863.671305 nChanged 238 Iteration 173Q (1874.282885 sec): 43 clusters Score: Raw -45956227.293821 + Penalty 53353.189014 = -45902874.104807 nChanged 226 Iteration 174Q (1880.591583 sec): 43 clusters Score: Raw -45956237.451287 + Penalty 53353.189014 = -45902884.262273 nChanged 197 Iteration 175Q (1886.827638 sec): 43 clusters Score: Raw -45956246.617466 + Penalty 53353.189014 = -45902893.428452 nChanged 209 Iteration 176Q (1893.211799 sec): 43 clusters Score: Raw -45956256.486568 + Penalty 53353.189014 = -45902903.297554 nChanged 199 Iteration 177Q (1899.556540 sec): 43 clusters Score: Raw -45956265.894610 + Penalty 53353.189014 = -45902912.705596 nChanged 199 Iteration 178Q (1905.749644 sec): 43 clusters Score: Raw -45956275.518886 + Penalty 53353.189014 = -45902922.329872 nChanged 187 Writing temp clu file Because OldScore, -45902912.705596, is greater than current (better) Score,-45902922.329872 Compute initial score before splitting: Score: Raw -45956275.518886 + Penalty 53353.189014 = -45902922.329872 Trying to split cluster 1 (13964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1905.979380 sec): 2 clusters Score: Raw -1093784.632534 + Penalty 906.702597 = -1092877.929937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1906.032275 sec): 3 clusters Score: Raw -1085120.092009 + Penalty 1813.405195 = -1083306.686814 nChanged 6412 SP:Iteration 1F (1906.101188 sec): 3 clusters Score: Raw -1088708.171874 + Penalty 1813.405195 = -1086894.766679 nChanged 785 SP:Iteration 2F (1906.167878 sec): 3 clusters Score: Raw -1089029.213661 + Penalty 1813.405195 = -1087215.808466 nChanged 730 SP:Iteration 3F (1906.219428 sec): 3 clusters Score: Raw -1089381.118657 + Penalty 1813.405195 = -1087567.713462 nChanged 761 SP:Iteration 4F (1906.279201 sec): 3 clusters Score: Raw -1089815.166030 + Penalty 1813.405195 = -1088001.760835 nChanged 795 SP:Iteration 5F (1906.340615 sec): 3 clusters Score: Raw -1090360.359257 + Penalty 1813.405195 = -1088546.954062 nChanged 868 SP:Iteration 6F (1906.403492 sec): 3 clusters Score: Raw -1091038.279229 + Penalty 1813.405195 = -1089224.874034 nChanged 803 SP:Iteration 7F (1906.474970 sec): 3 clusters Score: Raw -1091708.797254 + Penalty 1813.405195 = -1089895.392059 nChanged 711 SP:Iteration 8F (1906.527883 sec): 3 clusters Score: Raw -1092337.950050 + Penalty 1813.405195 = -1090524.544855 nChanged 570 SP:Iteration 9Q (1906.595443 sec): 3 clusters Score: Raw -1092824.767574 + Penalty 1813.405195 = -1091011.362379 nChanged 435 SP:Iteration 10Q (1906.671336 sec): 3 clusters Score: Raw -1093120.720113 + Penalty 1813.405195 = -1091307.314918 nChanged 307 SP:Iteration 11Q (1906.732289 sec): 3 clusters Score: Raw -1093296.822747 + Penalty 1813.405195 = -1091483.417552 nChanged 214 SP:Iteration 12Q (1906.795775 sec): 3 clusters Score: Raw -1093407.869780 + Penalty 1813.405195 = -1091594.464585 nChanged 172 SP:Iteration 13Q (1906.849600 sec): 3 clusters Score: Raw -1093490.421551 + Penalty 1813.405195 = -1091677.016356 nChanged 126 SP:Iteration 14Q (1906.923155 sec): 3 clusters Score: Raw -1093546.743014 + Penalty 1813.405195 = -1091733.337819 nChanged 116 SP:Iteration 15Q (1906.984909 sec): 3 clusters Score: Raw -1093596.274413 + Penalty 1813.405195 = -1091782.869218 nChanged 94 SP:Iteration 16Q (1907.035836 sec): 3 clusters Score: Raw -1093639.731314 + Penalty 1813.405195 = -1091826.326119 nChanged 75 SP:Iteration 17Q (1907.108959 sec): 3 clusters Score: Raw -1093669.427485 + Penalty 1813.405195 = -1091856.022290 nChanged 61 SP:Iteration 18Q (1907.165398 sec): 3 clusters Score: Raw -1093689.741018 + Penalty 1813.405195 = -1091876.335823 nChanged 52 SP:Iteration 19Q (1907.225122 sec): 3 clusters Score: Raw -1093709.491043 + Penalty 1813.405195 = -1091896.085848 nChanged 48 SP:Iteration 20F (1907.290711 sec): 3 clusters Score: Raw -1093729.245847 + Penalty 1813.405195 = -1091915.840653 nChanged 44 SP:Iteration 21Q (1907.345382 sec): 3 clusters Score: Raw -1093747.590316 + Penalty 1813.405195 = -1091934.185121 nChanged 41 SP:Iteration 22Q (1907.387879 sec): 3 clusters Score: Raw -1093765.784111 + Penalty 1813.405195 = -1091952.378917 nChanged 44 SP:Iteration 23Q (1907.453813 sec): 3 clusters Score: Raw -1093784.681047 + Penalty 1813.405195 = -1091971.275852 nChanged 36 SP:Iteration 24Q (1907.508202 sec): 3 clusters Score: Raw -1093799.252789 + Penalty 1813.405195 = -1091985.847594 nChanged 36 SP:Iteration 25Q (1907.567756 sec): 3 clusters Score: Raw -1093810.517891 + Penalty 1813.405195 = -1091997.112696 nChanged 28 SP:Iteration 26Q (1907.633265 sec): 3 clusters Score: Raw -1093820.720504 + Penalty 1813.405195 = -1092007.315309 nChanged 23 SP:Iteration 27Q (1907.689140 sec): 3 clusters Score: Raw -1093826.919043 + Penalty 1813.405195 = -1092013.513848 nChanged 16 SP:Iteration 28Q (1907.751795 sec): 3 clusters Score: Raw -1093831.420571 + Penalty 1813.405195 = -1092018.015376 nChanged 12 SP:Iteration 29Q (1907.812356 sec): 3 clusters Score: Raw -1093834.937270 + Penalty 1813.405195 = -1092021.532075 nChanged 7 SP:Iteration 30Q (1907.876061 sec): 3 clusters Score: Raw -1093836.104243 + Penalty 1813.405195 = -1092022.699048 nChanged 3 SP:Iteration 31Q (1907.926497 sec): 3 clusters Score: Raw -1093836.867199 + Penalty 1813.405195 = -1092023.462004 nChanged 1 SP:Iteration 32Q (1907.987501 sec): 3 clusters Score: Raw -1093837.074583 + Penalty 1813.405195 = -1092023.669388 nChanged 1 SP:Iteration 33Q (1908.057037 sec): 3 clusters Score: Raw -1093837.251790 + Penalty 1813.405195 = -1092023.846595 nChanged 2 SP:Iteration 34Q (1908.107435 sec): 3 clusters Score: Raw -1093837.631372 + Penalty 1813.405195 = -1092024.226177 nChanged 3 SP:Iteration 35Q (1908.168791 sec): 3 clusters Score: Raw -1093838.368426 + Penalty 1813.405195 = -1092024.963231 nChanged 3 SP:Iteration 36Q (1908.224488 sec): 3 clusters Score: Raw -1093839.923703 + Penalty 1813.405195 = -1092026.518508 nChanged 8 SP:Iteration 37Q (1908.292244 sec): 3 clusters Score: Raw -1093841.315612 + Penalty 1813.405195 = -1092027.910417 nChanged 2 SP:Iteration 38Q (1908.353009 sec): 3 clusters Score: Raw -1093841.734952 + Penalty 1813.405195 = -1092028.329757 nChanged 3 SP:Iteration 39Q (1908.406602 sec): 3 clusters Score: Raw -1093843.029622 + Penalty 1813.405195 = -1092029.624427 nChanged 7 SP:Iteration 40F (1908.466148 sec): 3 clusters Score: Raw -1093844.784996 + Penalty 1813.405195 = -1092031.379801 nChanged 3 SP:Iteration 41Q (1908.529029 sec): 3 clusters Score: Raw -1093845.780798 + Penalty 1813.405195 = -1092032.375603 nChanged 7 SP:Iteration 42Q (1908.582215 sec): 3 clusters Score: Raw -1093848.370716 + Penalty 1813.405195 = -1092034.965521 nChanged 10 SP:Iteration 43Q (1908.639018 sec): 3 clusters Score: Raw -1093852.697947 + Penalty 1813.405195 = -1092039.292752 nChanged 10 SP:Iteration 44Q (1908.696546 sec): 3 clusters Score: Raw -1093855.485076 + Penalty 1813.405195 = -1092042.079881 nChanged 13 SP:Iteration 45Q (1908.745416 sec): 3 clusters Score: Raw -1093860.194928 + Penalty 1813.405195 = -1092046.789733 nChanged 8 SP:Iteration 46Q (1908.819754 sec): 3 clusters Score: Raw -1093863.030135 + Penalty 1813.405195 = -1092049.624940 nChanged 10 SP:Iteration 47Q (1908.873990 sec): 3 clusters Score: Raw -1093865.251548 + Penalty 1813.405195 = -1092051.846353 nChanged 4 SP:Iteration 48Q (1908.930466 sec): 3 clusters Score: Raw -1093867.389304 + Penalty 1813.405195 = -1092053.984109 nChanged 6 SP:Iteration 49Q (1908.994875 sec): 3 clusters Score: Raw -1093870.734543 + Penalty 1813.405195 = -1092057.329348 nChanged 9 SP:Iteration 50Q (1909.040780 sec): 3 clusters Score: Raw -1093874.959243 + Penalty 1813.405195 = -1092061.554048 nChanged 10 SP:Iteration 51Q (1909.111264 sec): 3 clusters Score: Raw -1093879.994431 + Penalty 1813.405195 = -1092066.589236 nChanged 12 SP:Iteration 52Q (1909.153695 sec): 3 clusters Score: Raw -1093886.596852 + Penalty 1813.405195 = -1092073.191657 nChanged 15 SP:Iteration 53Q (1909.212419 sec): 3 clusters Score: Raw -1093892.706674 + Penalty 1813.405195 = -1092079.301479 nChanged 13 SP:Iteration 54Q (1909.271435 sec): 3 clusters Score: Raw -1093897.590808 + Penalty 1813.405195 = -1092084.185613 nChanged 14 SP:Iteration 55Q (1909.334136 sec): 3 clusters Score: Raw -1093904.437201 + Penalty 1813.405195 = -1092091.032006 nChanged 9 SP:Iteration 56Q (1909.394564 sec): 3 clusters Score: Raw -1093908.106808 + Penalty 1813.405195 = -1092094.701613 nChanged 8 SP:Iteration 57Q (1909.441228 sec): 3 clusters Score: Raw -1093911.761560 + Penalty 1813.405195 = -1092098.356365 nChanged 8 SP:Iteration 58Q (1909.506019 sec): 3 clusters Score: Raw -1093914.444555 + Penalty 1813.405195 = -1092101.039360 nChanged 3 SP:Iteration 59Q (1909.567922 sec): 3 clusters Score: Raw -1093915.339458 + Penalty 1813.405195 = -1092101.934263 nChanged 2 SP:Iteration 60F (1909.631516 sec): 3 clusters Score: Raw -1093915.727733 + Penalty 1813.405195 = -1092102.322538 nChanged 0 Trying to split cluster 2 (821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1909.660033 sec): 2 clusters Score: Raw -58517.895748 + Penalty 637.499695 = -57880.396052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1909.700280 sec): 3 clusters Score: Raw -58196.618233 + Penalty 1274.999391 = -56921.618842 nChanged 300 SP:Iteration 1F (1909.750344 sec): 3 clusters Score: Raw -58424.087221 + Penalty 1274.999391 = -57149.087830 nChanged 66 SP:Iteration 2F (1909.790419 sec): 3 clusters Score: Raw -58475.017682 + Penalty 1274.999391 = -57200.018291 nChanged 26 SP:Iteration 3Q (1909.837710 sec): 3 clusters Score: Raw -58498.669168 + Penalty 1274.999391 = -57223.669777 nChanged 28 SP:Iteration 4Q (1909.891122 sec): 3 clusters Score: Raw -58519.196692 + Penalty 1274.999391 = -57244.197301 nChanged 19 SP:Iteration 5Q (1909.927551 sec): 3 clusters Score: Raw -58535.833897 + Penalty 1274.999391 = -57260.834506 nChanged 18 SP:Iteration 6Q (1909.975639 sec): 3 clusters Score: Raw -58546.568314 + Penalty 1274.999391 = -57271.568924 nChanged 15 SP:Iteration 7Q (1910.024515 sec): 3 clusters Score: Raw -58556.151054 + Penalty 1274.999391 = -57281.151663 nChanged 11 SP:Iteration 8Q (1910.076842 sec): 3 clusters Score: Raw -58565.248730 + Penalty 1274.999391 = -57290.249339 nChanged 9 SP:Iteration 9Q (1910.128022 sec): 3 clusters Score: Raw -58570.272478 + Penalty 1274.999391 = -57295.273087 nChanged 6 SP:Iteration 10Q (1910.166868 sec): 3 clusters Score: Raw -58572.210149 + Penalty 1274.999391 = -57297.210758 nChanged 2 SP:Iteration 11Q (1910.202950 sec): 3 clusters Score: Raw -58574.461940 + Penalty 1274.999391 = -57299.462549 nChanged 5 SP:Iteration 12Q (1910.257294 sec): 3 clusters Score: Raw -58579.286739 + Penalty 1274.999391 = -57304.287348 nChanged 6 SP:Iteration 13Q (1910.304806 sec): 3 clusters Score: Raw -58584.374654 + Penalty 1274.999391 = -57309.375263 nChanged 8 SP:Iteration 14Q (1910.347543 sec): 3 clusters Score: Raw -58592.718511 + Penalty 1274.999391 = -57317.719120 nChanged 11 SP:Iteration 15Q (1910.393981 sec): 3 clusters Score: Raw -58601.389863 + Penalty 1274.999391 = -57326.390473 nChanged 4 SP:Iteration 16Q (1910.437677 sec): 3 clusters Score: Raw -58604.196495 + Penalty 1274.999391 = -57329.197104 nChanged 4 SP:Iteration 17Q (1910.466858 sec): 3 clusters Score: Raw -58607.848110 + Penalty 1274.999391 = -57332.848719 nChanged 8 SP:Iteration 18Q (1910.516359 sec): 3 clusters Score: Raw -58614.052674 + Penalty 1274.999391 = -57339.053283 nChanged 7 SP:Iteration 19Q (1910.570580 sec): 3 clusters Score: Raw -58618.132151 + Penalty 1274.999391 = -57343.132760 nChanged 11 SP:Iteration 20F (1910.609048 sec): 3 clusters Score: Raw -58625.732587 + Penalty 1274.999391 = -57350.733196 nChanged 10 SP:Iteration 21Q (1910.663950 sec): 3 clusters Score: Raw -58632.862322 + Penalty 1274.999391 = -57357.862931 nChanged 11 SP:Iteration 22Q (1910.707976 sec): 3 clusters Score: Raw -58644.492656 + Penalty 1274.999391 = -57369.493265 nChanged 8 SP:Iteration 23Q (1910.757980 sec): 3 clusters Score: Raw -58649.645111 + Penalty 1274.999391 = -57374.645720 nChanged 2 SP:Iteration 24Q (1910.801127 sec): 3 clusters Score: Raw -58650.733706 + Penalty 1274.999391 = -57375.734315 nChanged 2 SP:Iteration 25Q (1910.856764 sec): 3 clusters Score: Raw -58651.739535 + Penalty 1274.999391 = -57376.740144 nChanged 0 SP:Iteration 26F (1910.902304 sec): 3 clusters Score: Raw -58651.739535 + Penalty 1274.999391 = -57376.740144 nChanged 0 Trying to split cluster 3 (9754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1910.943187 sec): 2 clusters Score: Raw -626864.659368 + Penalty 872.616110 = -625992.043258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1911.005120 sec): 3 clusters Score: Raw -621038.746956 + Penalty 1745.232220 = -619293.514736 nChanged 4365 SP:Iteration 1F (1911.067702 sec): 3 clusters Score: Raw -623642.417875 + Penalty 1745.232220 = -621897.185655 nChanged 745 SP:Iteration 2F (1911.128812 sec): 3 clusters Score: Raw -624120.456801 + Penalty 1745.232220 = -622375.224581 nChanged 713 SP:Iteration 3F (1911.180298 sec): 3 clusters Score: Raw -624585.339884 + Penalty 1745.232220 = -622840.107664 nChanged 652 SP:Iteration 4F (1911.245520 sec): 3 clusters Score: Raw -624958.241095 + Penalty 1745.232220 = -623213.008875 nChanged 564 SP:Iteration 5F (1911.296568 sec): 3 clusters Score: Raw -625236.155040 + Penalty 1745.232220 = -623490.922820 nChanged 473 SP:Iteration 6Q (1911.358145 sec): 3 clusters Score: Raw -625435.160291 + Penalty 1745.232220 = -623689.928071 nChanged 364 SP:Iteration 7Q (1911.391842 sec): 3 clusters Score: Raw -625548.875044 + Penalty 1745.232220 = -623803.642824 nChanged 257 SP:Iteration 8Q (1911.463180 sec): 3 clusters Score: Raw -625624.495407 + Penalty 1745.232220 = -623879.263187 nChanged 201 SP:Iteration 9Q (1911.515033 sec): 3 clusters Score: Raw -625684.815687 + Penalty 1745.232220 = -623939.583467 nChanged 184 SP:Iteration 10Q (1911.585403 sec): 3 clusters Score: Raw -625744.250213 + Penalty 1745.232220 = -623999.017993 nChanged 165 SP:Iteration 11Q (1911.630150 sec): 3 clusters Score: Raw -625792.569761 + Penalty 1745.232220 = -624047.337541 nChanged 152 SP:Iteration 12Q (1911.703394 sec): 3 clusters Score: Raw -625837.524546 + Penalty 1745.232220 = -624092.292326 nChanged 141 SP:Iteration 13Q (1911.755540 sec): 3 clusters Score: Raw -625880.138252 + Penalty 1745.232220 = -624134.906032 nChanged 127 SP:Iteration 14Q (1911.813034 sec): 3 clusters Score: Raw -625919.026087 + Penalty 1745.232220 = -624173.793867 nChanged 138 SP:Iteration 15Q (1911.870409 sec): 3 clusters Score: Raw -625966.898016 + Penalty 1745.232220 = -624221.665796 nChanged 153 SP:Iteration 16Q (1911.926390 sec): 3 clusters Score: Raw -626017.613129 + Penalty 1745.232220 = -624272.380909 nChanged 143 SP:Iteration 17Q (1911.983842 sec): 3 clusters Score: Raw -626072.072418 + Penalty 1745.232220 = -624326.840198 nChanged 161 SP:Iteration 18Q (1912.044838 sec): 3 clusters Score: Raw -626133.196980 + Penalty 1745.232220 = -624387.964760 nChanged 154 SP:Iteration 19Q (1912.089597 sec): 3 clusters Score: Raw -626190.058205 + Penalty 1745.232220 = -624444.825985 nChanged 142 SP:Iteration 20F (1912.145343 sec): 3 clusters Score: Raw -626251.575132 + Penalty 1745.232220 = -624506.342912 nChanged 161 SP:Iteration 21Q (1912.204234 sec): 3 clusters Score: Raw -626334.704173 + Penalty 1745.232220 = -624589.471953 nChanged 164 SP:Iteration 22Q (1912.264264 sec): 3 clusters Score: Raw -626414.272034 + Penalty 1745.232220 = -624669.039815 nChanged 163 SP:Iteration 23Q (1912.325959 sec): 3 clusters Score: Raw -626491.775973 + Penalty 1745.232220 = -624746.543753 nChanged 143 SP:Iteration 24Q (1912.377305 sec): 3 clusters Score: Raw -626560.160066 + Penalty 1745.232220 = -624814.927846 nChanged 131 SP:Iteration 25Q (1912.423056 sec): 3 clusters Score: Raw -626632.831435 + Penalty 1745.232220 = -624887.599215 nChanged 126 SP:Iteration 26Q (1912.488300 sec): 3 clusters Score: Raw -626706.039463 + Penalty 1745.232220 = -624960.807243 nChanged 111 SP:Iteration 27Q (1912.540366 sec): 3 clusters Score: Raw -626757.701516 + Penalty 1745.232220 = -625012.469296 nChanged 97 SP:Iteration 28Q (1912.609751 sec): 3 clusters Score: Raw -626807.214356 + Penalty 1745.232220 = -625061.982136 nChanged 87 SP:Iteration 29Q (1912.666213 sec): 3 clusters Score: Raw -626862.088068 + Penalty 1745.232220 = -625116.855848 nChanged 68 SP:Iteration 30Q (1912.723722 sec): 3 clusters Score: Raw -626908.400349 + Penalty 1745.232220 = -625163.168129 nChanged 69 SP:Iteration 31Q (1912.772509 sec): 3 clusters Score: Raw -626946.155588 + Penalty 1745.232220 = -625200.923368 nChanged 68 SP:Iteration 32Q (1912.829734 sec): 3 clusters Score: Raw -626977.386934 + Penalty 1745.232220 = -625232.154714 nChanged 61 SP:Iteration 33Q (1912.875774 sec): 3 clusters Score: Raw -627012.148847 + Penalty 1745.232220 = -625266.916627 nChanged 47 SP:Iteration 34Q (1912.925530 sec): 3 clusters Score: Raw -627040.192973 + Penalty 1745.232220 = -625294.960753 nChanged 47 SP:Iteration 35Q (1912.994163 sec): 3 clusters Score: Raw -627067.837857 + Penalty 1745.232220 = -625322.605637 nChanged 48 SP:Iteration 36Q (1913.051783 sec): 3 clusters Score: Raw -627090.478717 + Penalty 1745.232220 = -625345.246497 nChanged 35 SP:Iteration 37Q (1913.110376 sec): 3 clusters Score: Raw -627101.275827 + Penalty 1745.232220 = -625356.043607 nChanged 16 SP:Iteration 38Q (1913.164002 sec): 3 clusters Score: Raw -627105.739774 + Penalty 1745.232220 = -625360.507554 nChanged 9 SP:Iteration 39Q (1913.206929 sec): 3 clusters Score: Raw -627107.788277 + Penalty 1745.232220 = -625362.556057 nChanged 6 SP:Iteration 40F (1913.272376 sec): 3 clusters Score: Raw -627108.523648 + Penalty 1745.232220 = -625363.291428 nChanged 5 SP:Iteration 41Q (1913.321682 sec): 3 clusters Score: Raw -627109.937263 + Penalty 1745.232220 = -625364.705043 nChanged 6 SP:Iteration 42Q (1913.381854 sec): 3 clusters Score: Raw -627113.185848 + Penalty 1745.232220 = -625367.953628 nChanged 7 SP:Iteration 43Q (1913.439236 sec): 3 clusters Score: Raw -627115.833255 + Penalty 1745.232220 = -625370.601035 nChanged 8 SP:Iteration 44Q (1913.486415 sec): 3 clusters Score: Raw -627117.829972 + Penalty 1745.232220 = -625372.597752 nChanged 3 SP:Iteration 45Q (1913.549566 sec): 3 clusters Score: Raw -627118.375734 + Penalty 1745.232220 = -625373.143514 nChanged 5 SP:Iteration 46Q (1913.603510 sec): 3 clusters Score: Raw -627119.246641 + Penalty 1745.232220 = -625374.014421 nChanged 1 SP:Iteration 47Q (1913.658571 sec): 3 clusters Score: Raw -627119.548453 + Penalty 1745.232220 = -625374.316233 nChanged 3 SP:Iteration 48Q (1913.716398 sec): 3 clusters Score: Raw -627120.063946 + Penalty 1745.232220 = -625374.831726 nChanged 4 SP:Iteration 49Q (1913.758136 sec): 3 clusters Score: Raw -627121.596647 + Penalty 1745.232220 = -625376.364427 nChanged 2 SP:Iteration 50Q (1913.820722 sec): 3 clusters Score: Raw -627121.734265 + Penalty 1745.232220 = -625376.502045 nChanged 0 SP:Iteration 51F (1913.870938 sec): 3 clusters Score: Raw -627121.734265 + Penalty 1745.232220 = -625376.502045 nChanged 0 Trying to split cluster 4 (15868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.922437 sec): 2 clusters Score: Raw -1175676.548354 + Penalty 918.845679 = -1174757.702675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.991485 sec): 3 clusters Score: Raw -1165931.244025 + Penalty 1837.691359 = -1164093.552666 nChanged 7266 SP:Iteration 1F (1914.052759 sec): 3 clusters Score: Raw -1170047.074786 + Penalty 1837.691359 = -1168209.383427 nChanged 766 SP:Iteration 2Q (1914.111217 sec): 3 clusters Score: Raw -1170330.682170 + Penalty 1837.691359 = -1168492.990811 nChanged 796 SP:Iteration 3F (1914.190197 sec): 3 clusters Score: Raw -1170636.444519 + Penalty 1837.691359 = -1168798.753161 nChanged 781 SP:Iteration 4Q (1914.258379 sec): 3 clusters Score: Raw -1170987.755430 + Penalty 1837.691359 = -1169150.064072 nChanged 843 SP:Iteration 5F (1914.313636 sec): 3 clusters Score: Raw -1171381.183369 + Penalty 1837.691359 = -1169543.492010 nChanged 832 SP:Iteration 6F (1914.380043 sec): 3 clusters Score: Raw -1171777.449050 + Penalty 1837.691359 = -1169939.757691 nChanged 787 SP:Iteration 7Q (1914.455531 sec): 3 clusters Score: Raw -1172155.123609 + Penalty 1837.691359 = -1170317.432251 nChanged 745 SP:Iteration 8Q (1914.514761 sec): 3 clusters Score: Raw -1172504.435630 + Penalty 1837.691359 = -1170666.744272 nChanged 685 SP:Iteration 9Q (1914.590206 sec): 3 clusters Score: Raw -1172848.654869 + Penalty 1837.691359 = -1171010.963511 nChanged 676 SP:Iteration 10Q (1914.658662 sec): 3 clusters Score: Raw -1173217.968318 + Penalty 1837.691359 = -1171380.276959 nChanged 625 SP:Iteration 11Q (1914.724814 sec): 3 clusters Score: Raw -1173572.769201 + Penalty 1837.691359 = -1171735.077842 nChanged 550 SP:Iteration 12Q (1914.791674 sec): 3 clusters Score: Raw -1173893.342133 + Penalty 1837.691359 = -1172055.650775 nChanged 498 SP:Iteration 13Q (1914.853367 sec): 3 clusters Score: Raw -1174209.232383 + Penalty 1837.691359 = -1172371.541025 nChanged 485 SP:Iteration 14Q (1914.916129 sec): 3 clusters Score: Raw -1174548.948697 + Penalty 1837.691359 = -1172711.257339 nChanged 451 SP:Iteration 15Q (1914.971903 sec): 3 clusters Score: Raw -1174870.262778 + Penalty 1837.691359 = -1173032.571419 nChanged 354 SP:Iteration 16Q (1915.035557 sec): 3 clusters Score: Raw -1175101.483136 + Penalty 1837.691359 = -1173263.791778 nChanged 280 SP:Iteration 17Q (1915.102932 sec): 3 clusters Score: Raw -1175264.874943 + Penalty 1837.691359 = -1173427.183584 nChanged 200 SP:Iteration 18Q (1915.167127 sec): 3 clusters Score: Raw -1175376.784138 + Penalty 1837.691359 = -1173539.092779 nChanged 159 SP:Iteration 19Q (1915.233505 sec): 3 clusters Score: Raw -1175462.828509 + Penalty 1837.691359 = -1173625.137151 nChanged 123 SP:Iteration 20F (1915.288028 sec): 3 clusters Score: Raw -1175535.697885 + Penalty 1837.691359 = -1173698.006527 nChanged 107 SP:Iteration 21Q (1915.363510 sec): 3 clusters Score: Raw -1175593.737978 + Penalty 1837.691359 = -1173756.046619 nChanged 72 SP:Iteration 22Q (1915.418045 sec): 3 clusters Score: Raw -1175641.794190 + Penalty 1837.691359 = -1173804.102831 nChanged 59 SP:Iteration 23Q (1915.487154 sec): 3 clusters Score: Raw -1175681.126268 + Penalty 1837.691359 = -1173843.434910 nChanged 50 SP:Iteration 24Q (1915.534581 sec): 3 clusters Score: Raw -1175717.074482 + Penalty 1837.691359 = -1173879.383124 nChanged 37 SP:Iteration 25Q (1915.590055 sec): 3 clusters Score: Raw -1175738.215619 + Penalty 1837.691359 = -1173900.524261 nChanged 20 SP:Iteration 26Q (1915.641624 sec): 3 clusters Score: Raw -1175748.077966 + Penalty 1837.691359 = -1173910.386608 nChanged 11 SP:Iteration 27Q (1915.693299 sec): 3 clusters Score: Raw -1175756.168627 + Penalty 1837.691359 = -1173918.477268 nChanged 11 SP:Iteration 28Q (1915.762096 sec): 3 clusters Score: Raw -1175761.665936 + Penalty 1837.691359 = -1173923.974577 nChanged 10 SP:Iteration 29Q (1915.825605 sec): 3 clusters Score: Raw -1175768.587230 + Penalty 1837.691359 = -1173930.895872 nChanged 9 SP:Iteration 30Q (1915.888215 sec): 3 clusters Score: Raw -1175774.054201 + Penalty 1837.691359 = -1173936.362842 nChanged 10 SP:Iteration 31Q (1915.948217 sec): 3 clusters Score: Raw -1175779.881614 + Penalty 1837.691359 = -1173942.190255 nChanged 12 SP:Iteration 32Q (1916.006506 sec): 3 clusters Score: Raw -1175787.857460 + Penalty 1837.691359 = -1173950.166102 nChanged 5 SP:Iteration 33Q (1916.061779 sec): 3 clusters Score: Raw -1175792.284659 + Penalty 1837.691359 = -1173954.593300 nChanged 1 SP:Iteration 34Q (1916.119877 sec): 3 clusters Score: Raw -1175792.758829 + Penalty 1837.691359 = -1173955.067471 nChanged 0 SP:Iteration 35F (1916.182255 sec): 3 clusters Score: Raw -1175792.758829 + Penalty 1837.691359 = -1173955.067471 nChanged 0 Trying to split cluster 5 (13009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1916.223019 sec): 2 clusters Score: Raw -876166.587567 + Penalty 899.972687 = -875266.614880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1916.278143 sec): 3 clusters Score: Raw -868348.852464 + Penalty 1799.945374 = -866548.907090 nChanged 5927 SP:Iteration 1F (1916.336898 sec): 3 clusters Score: Raw -871945.803129 + Penalty 1799.945374 = -870145.857755 nChanged 895 SP:Iteration 2F (1916.387986 sec): 3 clusters Score: Raw -872460.313666 + Penalty 1799.945374 = -870660.368292 nChanged 814 SP:Iteration 3F (1916.439990 sec): 3 clusters Score: Raw -872943.590048 + Penalty 1799.945374 = -871143.644674 nChanged 784 SP:Iteration 4F (1916.496106 sec): 3 clusters Score: Raw -873386.222488 + Penalty 1799.945374 = -871586.277115 nChanged 695 SP:Iteration 5F (1916.559996 sec): 3 clusters Score: Raw -873748.565450 + Penalty 1799.945374 = -871948.620076 nChanged 579 SP:Iteration 6Q (1916.616327 sec): 3 clusters Score: Raw -874032.462562 + Penalty 1799.945374 = -872232.517188 nChanged 496 SP:Iteration 7Q (1916.675805 sec): 3 clusters Score: Raw -874249.547271 + Penalty 1799.945374 = -872449.601897 nChanged 415 SP:Iteration 8Q (1916.740440 sec): 3 clusters Score: Raw -874438.580800 + Penalty 1799.945374 = -872638.635426 nChanged 391 SP:Iteration 9Q (1916.798826 sec): 3 clusters Score: Raw -874610.416182 + Penalty 1799.945374 = -872810.470808 nChanged 320 SP:Iteration 10Q (1916.842587 sec): 3 clusters Score: Raw -874739.637467 + Penalty 1799.945374 = -872939.692093 nChanged 273 SP:Iteration 11Q (1916.904505 sec): 3 clusters Score: Raw -874836.404121 + Penalty 1799.945374 = -873036.458747 nChanged 213 SP:Iteration 12Q (1916.973456 sec): 3 clusters Score: Raw -874895.083008 + Penalty 1799.945374 = -873095.137634 nChanged 169 SP:Iteration 13Q (1917.019000 sec): 3 clusters Score: Raw -874936.764236 + Penalty 1799.945374 = -873136.818862 nChanged 144 SP:Iteration 14Q (1917.081275 sec): 3 clusters Score: Raw -874966.599505 + Penalty 1799.945374 = -873166.654132 nChanged 124 SP:Iteration 15Q (1917.155588 sec): 3 clusters Score: Raw -874990.063071 + Penalty 1799.945374 = -873190.117698 nChanged 105 SP:Iteration 16Q (1917.204184 sec): 3 clusters Score: Raw -875007.745580 + Penalty 1799.945374 = -873207.800206 nChanged 79 SP:Iteration 17Q (1917.266375 sec): 3 clusters Score: Raw -875020.509079 + Penalty 1799.945374 = -873220.563705 nChanged 85 SP:Iteration 18Q (1917.323145 sec): 3 clusters Score: Raw -875035.083226 + Penalty 1799.945374 = -873235.137852 nChanged 75 SP:Iteration 19Q (1917.394762 sec): 3 clusters Score: Raw -875048.345257 + Penalty 1799.945374 = -873248.399883 nChanged 70 SP:Iteration 20F (1917.452673 sec): 3 clusters Score: Raw -875058.703598 + Penalty 1799.945374 = -873258.758225 nChanged 60 SP:Iteration 21Q (1917.507315 sec): 3 clusters Score: Raw -875068.119430 + Penalty 1799.945374 = -873268.174056 nChanged 59 SP:Iteration 22Q (1917.568563 sec): 3 clusters Score: Raw -875075.400878 + Penalty 1799.945374 = -873275.455504 nChanged 54 SP:Iteration 23Q (1917.629194 sec): 3 clusters Score: Raw -875083.099287 + Penalty 1799.945374 = -873283.153913 nChanged 55 SP:Iteration 24Q (1917.700723 sec): 3 clusters Score: Raw -875092.011350 + Penalty 1799.945374 = -873292.065976 nChanged 52 SP:Iteration 25Q (1917.749984 sec): 3 clusters Score: Raw -875100.351416 + Penalty 1799.945374 = -873300.406042 nChanged 50 SP:Iteration 26Q (1917.816819 sec): 3 clusters Score: Raw -875107.334468 + Penalty 1799.945374 = -873307.389094 nChanged 51 SP:Iteration 27Q (1917.881423 sec): 3 clusters Score: Raw -875114.466145 + Penalty 1799.945374 = -873314.520771 nChanged 48 SP:Iteration 28Q (1917.945677 sec): 3 clusters Score: Raw -875121.336572 + Penalty 1799.945374 = -873321.391198 nChanged 48 SP:Iteration 29Q (1918.001401 sec): 3 clusters Score: Raw -875128.793561 + Penalty 1799.945374 = -873328.848187 nChanged 51 SP:Iteration 30Q (1918.055956 sec): 3 clusters Score: Raw -875135.298362 + Penalty 1799.945374 = -873335.352988 nChanged 43 SP:Iteration 31Q (1918.131132 sec): 3 clusters Score: Raw -875139.609722 + Penalty 1799.945374 = -873339.664348 nChanged 37 SP:Iteration 32Q (1918.186759 sec): 3 clusters Score: Raw -875143.745203 + Penalty 1799.945374 = -873343.799829 nChanged 38 SP:Iteration 33Q (1918.252517 sec): 3 clusters Score: Raw -875148.003453 + Penalty 1799.945374 = -873348.058079 nChanged 33 SP:Iteration 34Q (1918.314966 sec): 3 clusters Score: Raw -875151.276984 + Penalty 1799.945374 = -873351.331611 nChanged 24 SP:Iteration 35Q (1918.367564 sec): 3 clusters Score: Raw -875153.310296 + Penalty 1799.945374 = -873353.364922 nChanged 24 SP:Iteration 36Q (1918.428517 sec): 3 clusters Score: Raw -875155.185258 + Penalty 1799.945374 = -873355.239884 nChanged 23 SP:Iteration 37Q (1918.492369 sec): 3 clusters Score: Raw -875157.979859 + Penalty 1799.945374 = -873358.034485 nChanged 28 SP:Iteration 38Q (1918.551267 sec): 3 clusters Score: Raw -875160.915337 + Penalty 1799.945374 = -873360.969963 nChanged 26 SP:Iteration 39Q (1918.602165 sec): 3 clusters Score: Raw -875162.854235 + Penalty 1799.945374 = -873362.908861 nChanged 17 SP:Iteration 40F (1918.674425 sec): 3 clusters Score: Raw -875163.922444 + Penalty 1799.945374 = -873363.977071 nChanged 16 SP:Iteration 41Q (1918.730242 sec): 3 clusters Score: Raw -875164.810469 + Penalty 1799.945374 = -873364.865095 nChanged 12 SP:Iteration 42Q (1918.797943 sec): 3 clusters Score: Raw -875165.643326 + Penalty 1799.945374 = -873365.697952 nChanged 12 SP:Iteration 43Q (1918.859504 sec): 3 clusters Score: Raw -875166.167388 + Penalty 1799.945374 = -873366.222014 nChanged 8 SP:Iteration 44Q (1918.912102 sec): 3 clusters Score: Raw -875166.453921 + Penalty 1799.945374 = -873366.508547 nChanged 3 SP:Iteration 45Q (1918.969040 sec): 3 clusters Score: Raw -875166.605305 + Penalty 1799.945374 = -873366.659931 nChanged 7 SP:Iteration 46Q (1919.030978 sec): 3 clusters Score: Raw -875167.071177 + Penalty 1799.945374 = -873367.125803 nChanged 9 SP:Iteration 47Q (1919.102623 sec): 3 clusters Score: Raw -875167.488004 + Penalty 1799.945374 = -873367.542631 nChanged 6 SP:Iteration 48Q (1919.159603 sec): 3 clusters Score: Raw -875167.736709 + Penalty 1799.945374 = -873367.791335 nChanged 6 SP:Iteration 49Q (1919.220420 sec): 3 clusters Score: Raw -875167.930491 + Penalty 1799.945374 = -873367.985117 nChanged 5 SP:Iteration 50Q (1919.274088 sec): 3 clusters Score: Raw -875168.243762 + Penalty 1799.945374 = -873368.298388 nChanged 7 SP:Iteration 51Q (1919.343652 sec): 3 clusters Score: Raw -875168.791103 + Penalty 1799.945374 = -873368.845729 nChanged 8 SP:Iteration 52Q (1919.390929 sec): 3 clusters Score: Raw -875169.237345 + Penalty 1799.945374 = -873369.291971 nChanged 6 SP:Iteration 53Q (1919.464415 sec): 3 clusters Score: Raw -875169.620873 + Penalty 1799.945374 = -873369.675499 nChanged 11 SP:Iteration 54Q (1919.522693 sec): 3 clusters Score: Raw -875170.526510 + Penalty 1799.945374 = -873370.581136 nChanged 11 SP:Iteration 55Q (1919.585104 sec): 3 clusters Score: Raw -875171.285734 + Penalty 1799.945374 = -873371.340360 nChanged 10 SP:Iteration 56Q (1919.650346 sec): 3 clusters Score: Raw -875171.879105 + Penalty 1799.945374 = -873371.933731 nChanged 8 SP:Iteration 57Q (1919.706664 sec): 3 clusters Score: Raw -875172.388818 + Penalty 1799.945374 = -873372.443444 nChanged 7 SP:Iteration 58Q (1919.759398 sec): 3 clusters Score: Raw -875172.956468 + Penalty 1799.945374 = -873373.011094 nChanged 7 SP:Iteration 59Q (1919.822752 sec): 3 clusters Score: Raw -875173.464651 + Penalty 1799.945374 = -873373.519277 nChanged 7 SP:Iteration 60F (1919.895420 sec): 3 clusters Score: Raw -875174.210200 + Penalty 1799.945374 = -873374.264826 nChanged 8 SP:Iteration 61Q (1919.957920 sec): 3 clusters Score: Raw -875174.862246 + Penalty 1799.945374 = -873374.916873 nChanged 10 SP:Iteration 62Q (1920.018357 sec): 3 clusters Score: Raw -875175.765844 + Penalty 1799.945374 = -873375.820470 nChanged 14 SP:Iteration 63Q (1920.082930 sec): 3 clusters Score: Raw -875177.347962 + Penalty 1799.945374 = -873377.402588 nChanged 23 SP:Iteration 64Q (1920.138312 sec): 3 clusters Score: Raw -875179.306865 + Penalty 1799.945374 = -873379.361491 nChanged 18 SP:Iteration 65Q (1920.208748 sec): 3 clusters Score: Raw -875180.522837 + Penalty 1799.945374 = -873380.577463 nChanged 20 SP:Iteration 66Q (1920.269274 sec): 3 clusters Score: Raw -875182.122740 + Penalty 1799.945374 = -873382.177366 nChanged 26 SP:Iteration 67Q (1920.324909 sec): 3 clusters Score: Raw -875184.114182 + Penalty 1799.945374 = -873384.168809 nChanged 25 SP:Iteration 68Q (1920.380248 sec): 3 clusters Score: Raw -875186.498120 + Penalty 1799.945374 = -873386.552746 nChanged 33 SP:Iteration 69Q (1920.453290 sec): 3 clusters Score: Raw -875190.204059 + Penalty 1799.945374 = -873390.258685 nChanged 34 SP:Iteration 70Q (1920.514275 sec): 3 clusters Score: Raw -875193.616758 + Penalty 1799.945374 = -873393.671384 nChanged 32 SP:Iteration 71Q (1920.578050 sec): 3 clusters Score: Raw -875196.717346 + Penalty 1799.945374 = -873396.771972 nChanged 29 SP:Iteration 72Q (1920.636444 sec): 3 clusters Score: Raw -875199.686177 + Penalty 1799.945374 = -873399.740803 nChanged 28 SP:Iteration 73Q (1920.701786 sec): 3 clusters Score: Raw -875202.142419 + Penalty 1799.945374 = -873402.197045 nChanged 27 SP:Iteration 74Q (1920.768723 sec): 3 clusters Score: Raw -875204.092608 + Penalty 1799.945374 = -873404.147234 nChanged 23 SP:Iteration 75Q (1920.835002 sec): 3 clusters Score: Raw -875206.231633 + Penalty 1799.945374 = -873406.286259 nChanged 20 SP:Iteration 76Q (1920.890053 sec): 3 clusters Score: Raw -875207.713633 + Penalty 1799.945374 = -873407.768259 nChanged 12 SP:Iteration 77Q (1920.962538 sec): 3 clusters Score: Raw -875208.550433 + Penalty 1799.945374 = -873408.605059 nChanged 16 SP:Iteration 78Q (1921.018075 sec): 3 clusters Score: Raw -875209.589200 + Penalty 1799.945374 = -873409.643826 nChanged 12 SP:Iteration 79Q (1921.089404 sec): 3 clusters Score: Raw -875210.219700 + Penalty 1799.945374 = -873410.274326 nChanged 11 SP:Iteration 80F (1921.151817 sec): 3 clusters Score: Raw -875210.681599 + Penalty 1799.945374 = -873410.736225 nChanged 10 SP:Iteration 81Q (1921.198864 sec): 3 clusters Score: Raw -875211.318242 + Penalty 1799.945374 = -873411.372868 nChanged 15 SP:Iteration 82Q (1921.267460 sec): 3 clusters Score: Raw -875212.235725 + Penalty 1799.945374 = -873412.290351 nChanged 14 SP:Iteration 83Q (1921.314410 sec): 3 clusters Score: Raw -875213.000313 + Penalty 1799.945374 = -873413.054939 nChanged 11 SP:Iteration 84Q (1921.370713 sec): 3 clusters Score: Raw -875213.561708 + Penalty 1799.945374 = -873413.616334 nChanged 8 SP:Iteration 85Q (1921.423290 sec): 3 clusters Score: Raw -875214.259679 + Penalty 1799.945374 = -873414.314305 nChanged 11 SP:Iteration 86Q (1921.482845 sec): 3 clusters Score: Raw -875214.955459 + Penalty 1799.945374 = -873415.010086 nChanged 14 SP:Iteration 87Q (1921.551285 sec): 3 clusters Score: Raw -875215.711199 + Penalty 1799.945374 = -873415.765825 nChanged 6 SP:Iteration 88Q (1921.611675 sec): 3 clusters Score: Raw -875216.130749 + Penalty 1799.945374 = -873416.185375 nChanged 7 SP:Iteration 89Q (1921.665315 sec): 3 clusters Score: Raw -875216.440927 + Penalty 1799.945374 = -873416.495553 nChanged 7 SP:Iteration 90Q (1921.718971 sec): 3 clusters Score: Raw -875216.707407 + Penalty 1799.945374 = -873416.762034 nChanged 5 SP:Iteration 91Q (1921.780977 sec): 3 clusters Score: Raw -875216.948626 + Penalty 1799.945374 = -873417.003252 nChanged 4 SP:Iteration 92Q (1921.835265 sec): 3 clusters Score: Raw -875217.195315 + Penalty 1799.945374 = -873417.249942 nChanged 5 SP:Iteration 93Q (1921.897360 sec): 3 clusters Score: Raw -875217.400734 + Penalty 1799.945374 = -873417.455360 nChanged 3 SP:Iteration 94Q (1921.963494 sec): 3 clusters Score: Raw -875217.509514 + Penalty 1799.945374 = -873417.564140 nChanged 5 SP:Iteration 95Q (1922.023175 sec): 3 clusters Score: Raw -875217.695107 + Penalty 1799.945374 = -873417.749733 nChanged 7 SP:Iteration 96Q (1922.081737 sec): 3 clusters Score: Raw -875217.940682 + Penalty 1799.945374 = -873417.995308 nChanged 4 SP:Iteration 97Q (1922.139428 sec): 3 clusters Score: Raw -875218.223525 + Penalty 1799.945374 = -873418.278151 nChanged 6 SP:Iteration 98Q (1922.185013 sec): 3 clusters Score: Raw -875218.660353 + Penalty 1799.945374 = -873418.714979 nChanged 6 SP:Iteration 99Q (1922.252994 sec): 3 clusters Score: Raw -875219.075245 + Penalty 1799.945374 = -873419.129871 nChanged 10 SP:Iteration 100F (1922.308353 sec): 3 clusters Score: Raw -875219.776884 + Penalty 1799.945374 = -873419.831510 nChanged 10 SP:Iteration 101Q (1922.380256 sec): 3 clusters Score: Raw -875220.453697 + Penalty 1799.945374 = -873420.508323 nChanged 9 SP:Iteration 102Q (1922.431691 sec): 3 clusters Score: Raw -875221.410681 + Penalty 1799.945374 = -873421.465307 nChanged 7 SP:Iteration 103Q (1922.504970 sec): 3 clusters Score: Raw -875222.379851 + Penalty 1799.945374 = -873422.434477 nChanged 9 SP:Iteration 104Q (1922.558393 sec): 3 clusters Score: Raw -875223.173566 + Penalty 1799.945374 = -873423.228192 nChanged 7 SP:Iteration 105Q (1922.629622 sec): 3 clusters Score: Raw -875223.798704 + Penalty 1799.945374 = -873423.853330 nChanged 10 SP:Iteration 106Q (1922.680297 sec): 3 clusters Score: Raw -875224.509831 + Penalty 1799.945374 = -873424.564457 nChanged 14 SP:Iteration 107Q (1922.743108 sec): 3 clusters Score: Raw -875225.759451 + Penalty 1799.945374 = -873425.814078 nChanged 18 SP:Iteration 108Q (1922.812212 sec): 3 clusters Score: Raw -875227.784550 + Penalty 1799.945374 = -873427.839176 nChanged 24 SP:Iteration 109Q (1922.873691 sec): 3 clusters Score: Raw -875230.154402 + Penalty 1799.945374 = -873430.209028 nChanged 22 SP:Iteration 110Q (1922.924414 sec): 3 clusters Score: Raw -875232.116769 + Penalty 1799.945374 = -873432.171395 nChanged 22 SP:Iteration 111Q (1922.995167 sec): 3 clusters Score: Raw -875234.341259 + Penalty 1799.945374 = -873434.395885 nChanged 25 SP:Iteration 112Q (1923.045977 sec): 3 clusters Score: Raw -875237.031087 + Penalty 1799.945374 = -873437.085714 nChanged 26 SP:Iteration 113Q (1923.106912 sec): 3 clusters Score: Raw -875239.846430 + Penalty 1799.945374 = -873439.901056 nChanged 27 SP:Iteration 114Q (1923.176790 sec): 3 clusters Score: Raw -875243.924305 + Penalty 1799.945374 = -873443.978931 nChanged 34 SP:Iteration 115Q (1923.228520 sec): 3 clusters Score: Raw -875247.967591 + Penalty 1799.945374 = -873448.022217 nChanged 25 SP:Iteration 116Q (1923.301798 sec): 3 clusters Score: Raw -875250.186547 + Penalty 1799.945374 = -873450.241173 nChanged 24 SP:Iteration 117Q (1923.365742 sec): 3 clusters Score: Raw -875252.231317 + Penalty 1799.945374 = -873452.285944 nChanged 22 SP:Iteration 118Q (1923.425566 sec): 3 clusters Score: Raw -875254.574081 + Penalty 1799.945374 = -873454.628707 nChanged 30 SP:Iteration 119Q (1923.478611 sec): 3 clusters Score: Raw -875257.580059 + Penalty 1799.945374 = -873457.634685 nChanged 33 SP:Iteration 120F (1923.543478 sec): 3 clusters Score: Raw -875260.642480 + Penalty 1799.945374 = -873460.697106 nChanged 23 SP:Iteration 121Q (1923.606241 sec): 3 clusters Score: Raw -875263.048433 + Penalty 1799.945374 = -873463.103060 nChanged 24 SP:Iteration 122Q (1923.676931 sec): 3 clusters Score: Raw -875265.345457 + Penalty 1799.945374 = -873465.400084 nChanged 24 SP:Iteration 123Q (1923.732578 sec): 3 clusters Score: Raw -875268.420828 + Penalty 1799.945374 = -873468.475454 nChanged 31 SP:Iteration 124Q (1923.798907 sec): 3 clusters Score: Raw -875273.421282 + Penalty 1799.945374 = -873473.475908 nChanged 49 SP:Iteration 125Q (1923.867065 sec): 3 clusters Score: Raw -875282.419198 + Penalty 1799.945374 = -873482.473824 nChanged 57 SP:Iteration 126Q (1923.913244 sec): 3 clusters Score: Raw -875294.818559 + Penalty 1799.945374 = -873494.873185 nChanged 72 SP:Iteration 127Q (1923.975244 sec): 3 clusters Score: Raw -875308.701103 + Penalty 1799.945374 = -873508.755729 nChanged 87 SP:Iteration 128Q (1924.039008 sec): 3 clusters Score: Raw -875328.051778 + Penalty 1799.945374 = -873528.106404 nChanged 98 SP:Iteration 129Q (1924.098275 sec): 3 clusters Score: Raw -875351.246534 + Penalty 1799.945374 = -873551.301161 nChanged 99 SP:Iteration 130Q (1924.153798 sec): 3 clusters Score: Raw -875373.571589 + Penalty 1799.945374 = -873573.626216 nChanged 100 SP:Iteration 131Q (1924.213329 sec): 3 clusters Score: Raw -875393.447724 + Penalty 1799.945374 = -873593.502350 nChanged 101 SP:Iteration 132Q (1924.273664 sec): 3 clusters Score: Raw -875412.818955 + Penalty 1799.945374 = -873612.873581 nChanged 117 SP:Iteration 133Q (1924.337559 sec): 3 clusters Score: Raw -875436.367467 + Penalty 1799.945374 = -873636.422094 nChanged 106 SP:Iteration 134Q (1924.390923 sec): 3 clusters Score: Raw -875457.444182 + Penalty 1799.945374 = -873657.498808 nChanged 106 SP:Iteration 135Q (1924.445293 sec): 3 clusters Score: Raw -875481.408526 + Penalty 1799.945374 = -873681.463152 nChanged 104 SP:Iteration 136Q (1924.515667 sec): 3 clusters Score: Raw -875507.075552 + Penalty 1799.945374 = -873707.130178 nChanged 111 SP:Iteration 137Q (1924.572357 sec): 3 clusters Score: Raw -875533.920586 + Penalty 1799.945374 = -873733.975212 nChanged 120 SP:Iteration 138Q (1924.630032 sec): 3 clusters Score: Raw -875563.273532 + Penalty 1799.945374 = -873763.328158 nChanged 118 SP:Iteration 139Q (1924.695309 sec): 3 clusters Score: Raw -875591.742675 + Penalty 1799.945374 = -873791.797301 nChanged 108 SP:Iteration 140F (1924.759109 sec): 3 clusters Score: Raw -875616.258522 + Penalty 1799.945374 = -873816.313148 nChanged 111 SP:Iteration 141Q (1924.809042 sec): 3 clusters Score: Raw -875640.183298 + Penalty 1799.945374 = -873840.237924 nChanged 98 SP:Iteration 142Q (1924.871677 sec): 3 clusters Score: Raw -875665.132952 + Penalty 1799.945374 = -873865.187578 nChanged 90 SP:Iteration 143Q (1924.931104 sec): 3 clusters Score: Raw -875689.920025 + Penalty 1799.945374 = -873889.974651 nChanged 111 SP:Iteration 144Q (1924.997053 sec): 3 clusters Score: Raw -875721.080697 + Penalty 1799.945374 = -873921.135324 nChanged 99 SP:Iteration 145Q (1925.044067 sec): 3 clusters Score: Raw -875748.252045 + Penalty 1799.945374 = -873948.306671 nChanged 88 SP:Iteration 146Q (1925.095493 sec): 3 clusters Score: Raw -875777.899291 + Penalty 1799.945374 = -873977.953917 nChanged 92 SP:Iteration 147Q (1925.157721 sec): 3 clusters Score: Raw -875805.952042 + Penalty 1799.945374 = -874006.006668 nChanged 99 SP:Iteration 148Q (1925.208500 sec): 3 clusters Score: Raw -875835.900118 + Penalty 1799.945374 = -874035.954744 nChanged 111 SP:Iteration 149Q (1925.267664 sec): 3 clusters Score: Raw -875873.881802 + Penalty 1799.945374 = -874073.936428 nChanged 110 SP:Iteration 150Q (1925.328144 sec): 3 clusters Score: Raw -875907.978165 + Penalty 1799.945374 = -874108.032791 nChanged 98 SP:Iteration 151Q (1925.379811 sec): 3 clusters Score: Raw -875937.864939 + Penalty 1799.945374 = -874137.919565 nChanged 93 SP:Iteration 152Q (1925.442279 sec): 3 clusters Score: Raw -875966.214919 + Penalty 1799.945374 = -874166.269545 nChanged 81 SP:Iteration 153Q (1925.502336 sec): 3 clusters Score: Raw -875988.360534 + Penalty 1799.945374 = -874188.415160 nChanged 95 SP:Iteration 154Q (1925.549831 sec): 3 clusters Score: Raw -876018.238038 + Penalty 1799.945374 = -874218.292664 nChanged 97 SP:Iteration 155Q (1925.602045 sec): 3 clusters Score: Raw -876050.020884 + Penalty 1799.945374 = -874250.075510 nChanged 97 SP:Iteration 156Q (1925.659815 sec): 3 clusters Score: Raw -876079.487579 + Penalty 1799.945374 = -874279.542205 nChanged 76 SP:Iteration 157Q (1925.719108 sec): 3 clusters Score: Raw -876101.797704 + Penalty 1799.945374 = -874301.852330 nChanged 76 SP:Iteration 158Q (1925.771553 sec): 3 clusters Score: Raw -876123.595987 + Penalty 1799.945374 = -874323.650613 nChanged 69 SP:Iteration 159Q (1925.821767 sec): 3 clusters Score: Raw -876144.792536 + Penalty 1799.945374 = -874344.847162 nChanged 63 SP:Iteration 160F (1925.895467 sec): 3 clusters Score: Raw -876163.844207 + Penalty 1799.945374 = -874363.898834 nChanged 59 SP:Iteration 161Q (1925.949942 sec): 3 clusters Score: Raw -876178.832297 + Penalty 1799.945374 = -874378.886923 nChanged 47 SP:Iteration 162Q (1926.005001 sec): 3 clusters Score: Raw -876190.198030 + Penalty 1799.945374 = -874390.252656 nChanged 43 SP:Iteration 163Q (1926.067489 sec): 3 clusters Score: Raw -876202.335888 + Penalty 1799.945374 = -874402.390514 nChanged 38 SP:Iteration 164Q (1926.127275 sec): 3 clusters Score: Raw -876214.272811 + Penalty 1799.945374 = -874414.327438 nChanged 40 SP:Iteration 165Q (1926.183673 sec): 3 clusters Score: Raw -876223.742806 + Penalty 1799.945374 = -874423.797432 nChanged 27 SP:Iteration 166Q (1926.238387 sec): 3 clusters Score: Raw -876229.691891 + Penalty 1799.945374 = -874429.746517 nChanged 22 SP:Iteration 167Q (1926.295278 sec): 3 clusters Score: Raw -876235.530548 + Penalty 1799.945374 = -874435.585174 nChanged 23 SP:Iteration 168Q (1926.362142 sec): 3 clusters Score: Raw -876241.602221 + Penalty 1799.945374 = -874441.656847 nChanged 21 SP:Iteration 169Q (1926.422748 sec): 3 clusters Score: Raw -876246.730575 + Penalty 1799.945374 = -874446.785201 nChanged 23 SP:Iteration 170Q (1926.483772 sec): 3 clusters Score: Raw -876253.553273 + Penalty 1799.945374 = -874453.607899 nChanged 27 SP:Iteration 171Q (1926.540773 sec): 3 clusters Score: Raw -876260.779807 + Penalty 1799.945374 = -874460.834433 nChanged 21 SP:Iteration 172Q (1926.605497 sec): 3 clusters Score: Raw -876265.062654 + Penalty 1799.945374 = -874465.117280 nChanged 23 SP:Iteration 173Q (1926.661101 sec): 3 clusters Score: Raw -876270.480140 + Penalty 1799.945374 = -874470.534766 nChanged 21 SP:Iteration 174Q (1926.713527 sec): 3 clusters Score: Raw -876275.238671 + Penalty 1799.945374 = -874475.293298 nChanged 21 SP:Iteration 175Q (1926.772703 sec): 3 clusters Score: Raw -876280.020912 + Penalty 1799.945374 = -874480.075538 nChanged 17 SP:Iteration 176Q (1926.841457 sec): 3 clusters Score: Raw -876284.049533 + Penalty 1799.945374 = -874484.104159 nChanged 14 SP:Iteration 177Q (1926.903352 sec): 3 clusters Score: Raw -876287.935216 + Penalty 1799.945374 = -874487.989842 nChanged 11 SP:Iteration 178Q (1926.964650 sec): 3 clusters Score: Raw -876291.651240 + Penalty 1799.945374 = -874491.705866 nChanged 15 SP:Iteration 179Q (1927.013897 sec): 3 clusters Score: Raw -876299.861998 + Penalty 1799.945374 = -874499.916624 nChanged 20 SP:Iteration 180F (1927.085801 sec): 3 clusters Score: Raw -876307.520887 + Penalty 1799.945374 = -874507.575513 nChanged 23 SP:Iteration 181Q (1927.143352 sec): 3 clusters Score: Raw -876315.779843 + Penalty 1799.945374 = -874515.834469 nChanged 24 SP:Iteration 182Q (1927.188767 sec): 3 clusters Score: Raw -876324.879353 + Penalty 1799.945374 = -874524.933979 nChanged 18 SP:Iteration 183Q (1927.248038 sec): 3 clusters Score: Raw -876331.449221 + Penalty 1799.945374 = -874531.503848 nChanged 20 SP:Iteration 184Q (1927.314592 sec): 3 clusters Score: Raw -876338.805914 + Penalty 1799.945374 = -874538.860540 nChanged 16 SP:Iteration 185Q (1927.369078 sec): 3 clusters Score: Raw -876345.949313 + Penalty 1799.945374 = -874546.003940 nChanged 20 SP:Iteration 186Q (1927.431894 sec): 3 clusters Score: Raw -876356.645535 + Penalty 1799.945374 = -874556.700161 nChanged 20 SP:Iteration 187Q (1927.489802 sec): 3 clusters Score: Raw -876368.222768 + Penalty 1799.945374 = -874568.277394 nChanged 19 SP:Iteration 188Q (1927.535232 sec): 3 clusters Score: Raw -876379.481010 + Penalty 1799.945374 = -874579.535637 nChanged 19 SP:Iteration 189Q (1927.596597 sec): 3 clusters Score: Raw -876385.883396 + Penalty 1799.945374 = -874585.938022 nChanged 12 SP:Iteration 190Q (1927.657661 sec): 3 clusters Score: Raw -876388.917323 + Penalty 1799.945374 = -874588.971949 nChanged 11 SP:Iteration 191Q (1927.704355 sec): 3 clusters Score: Raw -876391.786703 + Penalty 1799.945374 = -874591.841329 nChanged 5 SP:Iteration 192Q (1927.759944 sec): 3 clusters Score: Raw -876392.838958 + Penalty 1799.945374 = -874592.893585 nChanged 3 SP:Iteration 193Q (1927.814484 sec): 3 clusters Score: Raw -876394.063999 + Penalty 1799.945374 = -874594.118625 nChanged 3 SP:Iteration 194Q (1927.864795 sec): 3 clusters Score: Raw -876394.951985 + Penalty 1799.945374 = -874595.006611 nChanged 4 SP:Iteration 195Q (1927.925469 sec): 3 clusters Score: Raw -876396.509257 + Penalty 1799.945374 = -874596.563883 nChanged 4 SP:Iteration 196Q (1927.983155 sec): 3 clusters Score: Raw -876398.248182 + Penalty 1799.945374 = -874598.302808 nChanged 3 SP:Iteration 197Q (1928.036814 sec): 3 clusters Score: Raw -876399.665008 + Penalty 1799.945374 = -874599.719634 nChanged 5 SP:Iteration 198Q (1928.103509 sec): 3 clusters Score: Raw -876401.427141 + Penalty 1799.945374 = -874601.481768 nChanged 4 SP:Iteration 199Q (1928.158823 sec): 3 clusters Score: Raw -876402.209530 + Penalty 1799.945374 = -874602.264156 nChanged 4 SP:Iteration 200F (1928.223165 sec): 3 clusters Score: Raw -876403.023949 + Penalty 1799.945374 = -874603.078575 nChanged 4 SP:Iteration 201Q (1928.272332 sec): 3 clusters Score: Raw -876404.053428 + Penalty 1799.945374 = -874604.108054 nChanged 3 SP:Iteration 202Q (1928.332945 sec): 3 clusters Score: Raw -876405.082842 + Penalty 1799.945374 = -874605.137468 nChanged 5 SP:Iteration 203Q (1928.399188 sec): 3 clusters Score: Raw -876407.132097 + Penalty 1799.945374 = -874607.186724 nChanged 6 SP:Iteration 204Q (1928.451286 sec): 3 clusters Score: Raw -876408.653262 + Penalty 1799.945374 = -874608.707888 nChanged 4 SP:Iteration 205Q (1928.508859 sec): 3 clusters Score: Raw -876409.511499 + Penalty 1799.945374 = -874609.566125 nChanged 1 SP:Iteration 206Q (1928.570125 sec): 3 clusters Score: Raw -876409.790948 + Penalty 1799.945374 = -874609.845574 nChanged 1 SP:Iteration 207Q (1928.628917 sec): 3 clusters Score: Raw -876410.654014 + Penalty 1799.945374 = -874610.708641 nChanged 1 SP:Iteration 208Q (1928.685582 sec): 3 clusters Score: Raw -876411.066648 + Penalty 1799.945374 = -874611.121274 nChanged 2 SP:Iteration 209Q (1928.742181 sec): 3 clusters Score: Raw -876411.720694 + Penalty 1799.945374 = -874611.775320 nChanged 0 SP:Iteration 210F (1928.795695 sec): 3 clusters Score: Raw -876411.720694 + Penalty 1799.945374 = -874611.775320 nChanged 0 Trying to split cluster 6 (4884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1928.822665 sec): 2 clusters Score: Raw -327228.514598 + Penalty 806.903384 = -326421.611213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1928.879457 sec): 3 clusters Score: Raw -324502.185698 + Penalty 1613.806769 = -322888.378929 nChanged 2090 SP:Iteration 1F (1928.935650 sec): 3 clusters Score: Raw -325763.819206 + Penalty 1613.806769 = -324150.012438 nChanged 441 SP:Iteration 2F (1928.977911 sec): 3 clusters Score: Raw -326104.618919 + Penalty 1613.806769 = -324490.812150 nChanged 391 SP:Iteration 3F (1929.033025 sec): 3 clusters Score: Raw -326423.346698 + Penalty 1613.806769 = -324809.539929 nChanged 343 SP:Iteration 4F (1929.092318 sec): 3 clusters Score: Raw -326655.480833 + Penalty 1613.806769 = -325041.674065 nChanged 278 SP:Iteration 5F (1929.138342 sec): 3 clusters Score: Raw -326822.224997 + Penalty 1613.806769 = -325208.418228 nChanged 198 SP:Iteration 6Q (1929.183670 sec): 3 clusters Score: Raw -326924.372077 + Penalty 1613.806769 = -325310.565309 nChanged 138 SP:Iteration 7Q (1929.226978 sec): 3 clusters Score: Raw -326983.077005 + Penalty 1613.806769 = -325369.270236 nChanged 116 SP:Iteration 8Q (1929.276447 sec): 3 clusters Score: Raw -327036.048955 + Penalty 1613.806769 = -325422.242186 nChanged 84 SP:Iteration 9Q (1929.329604 sec): 3 clusters Score: Raw -327069.062000 + Penalty 1613.806769 = -325455.255232 nChanged 81 SP:Iteration 10Q (1929.372199 sec): 3 clusters Score: Raw -327101.966441 + Penalty 1613.806769 = -325488.159672 nChanged 67 SP:Iteration 11Q (1929.425116 sec): 3 clusters Score: Raw -327130.098968 + Penalty 1613.806769 = -325516.292200 nChanged 61 SP:Iteration 12Q (1929.472867 sec): 3 clusters Score: Raw -327152.416311 + Penalty 1613.806769 = -325538.609542 nChanged 62 SP:Iteration 13Q (1929.522388 sec): 3 clusters Score: Raw -327174.790314 + Penalty 1613.806769 = -325560.983546 nChanged 65 SP:Iteration 14Q (1929.580506 sec): 3 clusters Score: Raw -327200.092982 + Penalty 1613.806769 = -325586.286213 nChanged 62 SP:Iteration 15Q (1929.620287 sec): 3 clusters Score: Raw -327224.848748 + Penalty 1613.806769 = -325611.041980 nChanged 62 SP:Iteration 16Q (1929.671854 sec): 3 clusters Score: Raw -327251.958338 + Penalty 1613.806769 = -325638.151569 nChanged 53 SP:Iteration 17Q (1929.719625 sec): 3 clusters Score: Raw -327278.359042 + Penalty 1613.806769 = -325664.552273 nChanged 51 SP:Iteration 18Q (1929.765044 sec): 3 clusters Score: Raw -327303.722220 + Penalty 1613.806769 = -325689.915451 nChanged 47 SP:Iteration 19Q (1929.813568 sec): 3 clusters Score: Raw -327330.418566 + Penalty 1613.806769 = -325716.611797 nChanged 45 SP:Iteration 20F (1929.871207 sec): 3 clusters Score: Raw -327349.771065 + Penalty 1613.806769 = -325735.964297 nChanged 36 SP:Iteration 21Q (1929.919889 sec): 3 clusters Score: Raw -327368.064320 + Penalty 1613.806769 = -325754.257552 nChanged 31 SP:Iteration 22Q (1929.964546 sec): 3 clusters Score: Raw -327388.078444 + Penalty 1613.806769 = -325774.271676 nChanged 29 SP:Iteration 23Q (1930.008352 sec): 3 clusters Score: Raw -327404.852165 + Penalty 1613.806769 = -325791.045397 nChanged 18 SP:Iteration 24Q (1930.058004 sec): 3 clusters Score: Raw -327411.147812 + Penalty 1613.806769 = -325797.341043 nChanged 13 SP:Iteration 25Q (1930.114424 sec): 3 clusters Score: Raw -327417.215545 + Penalty 1613.806769 = -325803.408777 nChanged 12 SP:Iteration 26Q (1930.162865 sec): 3 clusters Score: Raw -327422.424515 + Penalty 1613.806769 = -325808.617747 nChanged 12 SP:Iteration 27Q (1930.218284 sec): 3 clusters Score: Raw -327426.980878 + Penalty 1613.806769 = -325813.174109 nChanged 8 SP:Iteration 28Q (1930.250466 sec): 3 clusters Score: Raw -327428.669558 + Penalty 1613.806769 = -325814.862789 nChanged 2 SP:Iteration 29Q (1930.301369 sec): 3 clusters Score: Raw -327429.131362 + Penalty 1613.806769 = -325815.324593 nChanged 1 SP:Iteration 30Q (1930.353010 sec): 3 clusters Score: Raw -327429.471277 + Penalty 1613.806769 = -325815.664508 nChanged 1 SP:Iteration 31Q (1930.395195 sec): 3 clusters Score: Raw -327429.678543 + Penalty 1613.806769 = -325815.871775 nChanged 1 SP:Iteration 32Q (1930.446739 sec): 3 clusters Score: Raw -327429.981499 + Penalty 1613.806769 = -325816.174730 nChanged 0 SP:Iteration 33F (1930.499138 sec): 3 clusters Score: Raw -327429.981499 + Penalty 1613.806769 = -325816.174730 nChanged 0 Trying to split cluster 7 (18439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1930.553467 sec): 2 clusters Score: Raw -1361575.370945 + Penalty 933.111210 = -1360642.259735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1930.628192 sec): 3 clusters Score: Raw -1350173.138949 + Penalty 1866.222420 = -1348306.916528 nChanged 8501 SP:Iteration 1F (1930.698827 sec): 3 clusters Score: Raw -1355047.548948 + Penalty 1866.222420 = -1353181.326527 nChanged 1012 SP:Iteration 2F (1930.764734 sec): 3 clusters Score: Raw -1355457.241862 + Penalty 1866.222420 = -1353591.019441 nChanged 1068 SP:Iteration 3F (1930.840452 sec): 3 clusters Score: Raw -1355976.177992 + Penalty 1866.222420 = -1354109.955572 nChanged 1093 SP:Iteration 4F (1930.902257 sec): 3 clusters Score: Raw -1356589.133528 + Penalty 1866.222420 = -1354722.911108 nChanged 1115 SP:Iteration 5F (1930.969358 sec): 3 clusters Score: Raw -1357308.205425 + Penalty 1866.222420 = -1355441.983004 nChanged 1069 SP:Iteration 6F (1931.034880 sec): 3 clusters Score: Raw -1358109.241471 + Penalty 1866.222420 = -1356243.019051 nChanged 1063 SP:Iteration 7F (1931.099267 sec): 3 clusters Score: Raw -1358996.084017 + Penalty 1866.222420 = -1357129.861596 nChanged 958 SP:Iteration 8F (1931.176225 sec): 3 clusters Score: Raw -1359812.437883 + Penalty 1866.222420 = -1357946.215462 nChanged 784 SP:Iteration 9Q (1931.247711 sec): 3 clusters Score: Raw -1360331.334060 + Penalty 1866.222420 = -1358465.111640 nChanged 530 SP:Iteration 10Q (1931.314398 sec): 3 clusters Score: Raw -1360599.624279 + Penalty 1866.222420 = -1358733.401858 nChanged 381 SP:Iteration 11Q (1931.375979 sec): 3 clusters Score: Raw -1360763.209604 + Penalty 1866.222420 = -1358896.987184 nChanged 320 SP:Iteration 12Q (1931.444753 sec): 3 clusters Score: Raw -1360908.807259 + Penalty 1866.222420 = -1359042.584838 nChanged 300 SP:Iteration 13Q (1931.520561 sec): 3 clusters Score: Raw -1361039.075743 + Penalty 1866.222420 = -1359172.853323 nChanged 274 SP:Iteration 14Q (1931.588100 sec): 3 clusters Score: Raw -1361137.086261 + Penalty 1866.222420 = -1359270.863840 nChanged 225 SP:Iteration 15Q (1931.637434 sec): 3 clusters Score: Raw -1361217.627818 + Penalty 1866.222420 = -1359351.405398 nChanged 196 SP:Iteration 16Q (1931.717963 sec): 3 clusters Score: Raw -1361281.888102 + Penalty 1866.222420 = -1359415.665682 nChanged 174 SP:Iteration 17Q (1931.790019 sec): 3 clusters Score: Raw -1361347.569328 + Penalty 1866.222420 = -1359481.346907 nChanged 173 SP:Iteration 18Q (1931.859081 sec): 3 clusters Score: Raw -1361417.069156 + Penalty 1866.222420 = -1359550.846735 nChanged 151 SP:Iteration 19Q (1931.927901 sec): 3 clusters Score: Raw -1361470.035441 + Penalty 1866.222420 = -1359603.813020 nChanged 120 SP:Iteration 20F (1931.996724 sec): 3 clusters Score: Raw -1361505.104879 + Penalty 1866.222420 = -1359638.882458 nChanged 120 SP:Iteration 21Q (1932.066991 sec): 3 clusters Score: Raw -1361535.465075 + Penalty 1866.222420 = -1359669.242654 nChanged 109 SP:Iteration 22Q (1932.141039 sec): 3 clusters Score: Raw -1361563.208561 + Penalty 1866.222420 = -1359696.986140 nChanged 114 SP:Iteration 23Q (1932.211794 sec): 3 clusters Score: Raw -1361588.305981 + Penalty 1866.222420 = -1359722.083560 nChanged 107 SP:Iteration 24Q (1932.282302 sec): 3 clusters Score: Raw -1361614.503849 + Penalty 1866.222420 = -1359748.281428 nChanged 103 SP:Iteration 25Q (1932.349612 sec): 3 clusters Score: Raw -1361640.115828 + Penalty 1866.222420 = -1359773.893408 nChanged 85 SP:Iteration 26Q (1932.415517 sec): 3 clusters Score: Raw -1361659.457181 + Penalty 1866.222420 = -1359793.234761 nChanged 80 SP:Iteration 27Q (1932.472794 sec): 3 clusters Score: Raw -1361673.985720 + Penalty 1866.222420 = -1359807.763299 nChanged 73 SP:Iteration 28Q (1932.550000 sec): 3 clusters Score: Raw -1361687.700442 + Penalty 1866.222420 = -1359821.478021 nChanged 67 SP:Iteration 29Q (1932.622495 sec): 3 clusters Score: Raw -1361700.216090 + Penalty 1866.222420 = -1359833.993669 nChanged 64 SP:Iteration 30Q (1932.694989 sec): 3 clusters Score: Raw -1361713.534335 + Penalty 1866.222420 = -1359847.311915 nChanged 60 SP:Iteration 31Q (1932.755899 sec): 3 clusters Score: Raw -1361723.341265 + Penalty 1866.222420 = -1359857.118844 nChanged 58 SP:Iteration 32Q (1932.830402 sec): 3 clusters Score: Raw -1361733.708244 + Penalty 1866.222420 = -1359867.485823 nChanged 52 SP:Iteration 33Q (1932.904050 sec): 3 clusters Score: Raw -1361741.588835 + Penalty 1866.222420 = -1359875.366415 nChanged 49 SP:Iteration 34Q (1932.961738 sec): 3 clusters Score: Raw -1361749.611498 + Penalty 1866.222420 = -1359883.389078 nChanged 43 SP:Iteration 35Q (1933.030559 sec): 3 clusters Score: Raw -1361758.175965 + Penalty 1866.222420 = -1359891.953544 nChanged 61 SP:Iteration 36Q (1933.090587 sec): 3 clusters Score: Raw -1361768.410140 + Penalty 1866.222420 = -1359902.187720 nChanged 46 SP:Iteration 37Q (1933.170780 sec): 3 clusters Score: Raw -1361775.580239 + Penalty 1866.222420 = -1359909.357819 nChanged 42 SP:Iteration 38Q (1933.226188 sec): 3 clusters Score: Raw -1361781.264672 + Penalty 1866.222420 = -1359915.042251 nChanged 30 SP:Iteration 39Q (1933.290331 sec): 3 clusters Score: Raw -1361785.047576 + Penalty 1866.222420 = -1359918.825155 nChanged 29 SP:Iteration 40F (1933.368072 sec): 3 clusters Score: Raw -1361787.978860 + Penalty 1866.222420 = -1359921.756439 nChanged 25 SP:Iteration 41Q (1933.428227 sec): 3 clusters Score: Raw -1361790.768692 + Penalty 1866.222420 = -1359924.546272 nChanged 31 SP:Iteration 42Q (1933.489776 sec): 3 clusters Score: Raw -1361794.877040 + Penalty 1866.222420 = -1359928.654620 nChanged 32 SP:Iteration 43Q (1933.557235 sec): 3 clusters Score: Raw -1361799.114600 + Penalty 1866.222420 = -1359932.892179 nChanged 35 SP:Iteration 44Q (1933.631018 sec): 3 clusters Score: Raw -1361803.939139 + Penalty 1866.222420 = -1359937.716719 nChanged 24 SP:Iteration 45Q (1933.694526 sec): 3 clusters Score: Raw -1361806.180464 + Penalty 1866.222420 = -1359939.958043 nChanged 16 SP:Iteration 46Q (1933.766156 sec): 3 clusters Score: Raw -1361807.858725 + Penalty 1866.222420 = -1359941.636304 nChanged 20 SP:Iteration 47Q (1933.818118 sec): 3 clusters Score: Raw -1361810.334504 + Penalty 1866.222420 = -1359944.112083 nChanged 19 SP:Iteration 48Q (1933.897630 sec): 3 clusters Score: Raw -1361812.551415 + Penalty 1866.222420 = -1359946.328994 nChanged 24 SP:Iteration 49Q (1933.952104 sec): 3 clusters Score: Raw -1361815.151893 + Penalty 1866.222420 = -1359948.929473 nChanged 26 SP:Iteration 50Q (1934.011227 sec): 3 clusters Score: Raw -1361817.688573 + Penalty 1866.222420 = -1359951.466152 nChanged 23 SP:Iteration 51Q (1934.091282 sec): 3 clusters Score: Raw -1361820.174997 + Penalty 1866.222420 = -1359953.952577 nChanged 15 SP:Iteration 52Q (1934.158098 sec): 3 clusters Score: Raw -1361821.899827 + Penalty 1866.222420 = -1359955.677406 nChanged 15 SP:Iteration 53Q (1934.217838 sec): 3 clusters Score: Raw -1361823.539249 + Penalty 1866.222420 = -1359957.316829 nChanged 17 SP:Iteration 54Q (1934.293523 sec): 3 clusters Score: Raw -1361825.063911 + Penalty 1866.222420 = -1359958.841491 nChanged 17 SP:Iteration 55Q (1934.358064 sec): 3 clusters Score: Raw -1361826.865542 + Penalty 1866.222420 = -1359960.643121 nChanged 15 SP:Iteration 56Q (1934.419530 sec): 3 clusters Score: Raw -1361828.770924 + Penalty 1866.222420 = -1359962.548504 nChanged 23 SP:Iteration 57Q (1934.487173 sec): 3 clusters Score: Raw -1361831.450285 + Penalty 1866.222420 = -1359965.227864 nChanged 18 SP:Iteration 58Q (1934.562452 sec): 3 clusters Score: Raw -1361833.725166 + Penalty 1866.222420 = -1359967.502745 nChanged 20 SP:Iteration 59Q (1934.620503 sec): 3 clusters Score: Raw -1361835.974798 + Penalty 1866.222420 = -1359969.752378 nChanged 22 SP:Iteration 60F (1934.697756 sec): 3 clusters Score: Raw -1361838.156375 + Penalty 1866.222420 = -1359971.933955 nChanged 11 SP:Iteration 61Q (1934.766876 sec): 3 clusters Score: Raw -1361839.208385 + Penalty 1866.222420 = -1359972.985965 nChanged 13 SP:Iteration 62Q (1934.834477 sec): 3 clusters Score: Raw -1361840.408491 + Penalty 1866.222420 = -1359974.186071 nChanged 15 SP:Iteration 63Q (1934.898734 sec): 3 clusters Score: Raw -1361842.213237 + Penalty 1866.222420 = -1359975.990816 nChanged 13 SP:Iteration 64Q (1934.965780 sec): 3 clusters Score: Raw -1361843.392371 + Penalty 1866.222420 = -1359977.169950 nChanged 15 SP:Iteration 65Q (1935.035301 sec): 3 clusters Score: Raw -1361844.800827 + Penalty 1866.222420 = -1359978.578407 nChanged 12 SP:Iteration 66Q (1935.103366 sec): 3 clusters Score: Raw -1361845.693378 + Penalty 1866.222420 = -1359979.470958 nChanged 6 SP:Iteration 67Q (1935.156702 sec): 3 clusters Score: Raw -1361846.102865 + Penalty 1866.222420 = -1359979.880445 nChanged 7 SP:Iteration 68Q (1935.229049 sec): 3 clusters Score: Raw -1361846.722609 + Penalty 1866.222420 = -1359980.500189 nChanged 6 SP:Iteration 69Q (1935.301839 sec): 3 clusters Score: Raw -1361847.412677 + Penalty 1866.222420 = -1359981.190257 nChanged 11 SP:Iteration 70Q (1935.369317 sec): 3 clusters Score: Raw -1361848.389699 + Penalty 1866.222420 = -1359982.167278 nChanged 12 SP:Iteration 71Q (1935.440773 sec): 3 clusters Score: Raw -1361849.485549 + Penalty 1866.222420 = -1359983.263128 nChanged 9 SP:Iteration 72Q (1935.498586 sec): 3 clusters Score: Raw -1361850.291079 + Penalty 1866.222420 = -1359984.068659 nChanged 8 SP:Iteration 73Q (1935.563140 sec): 3 clusters Score: Raw -1361851.001155 + Penalty 1866.222420 = -1359984.778735 nChanged 9 SP:Iteration 74Q (1935.630242 sec): 3 clusters Score: Raw -1361852.129493 + Penalty 1866.222420 = -1359985.907072 nChanged 12 SP:Iteration 75Q (1935.694779 sec): 3 clusters Score: Raw -1361853.207599 + Penalty 1866.222420 = -1359986.985179 nChanged 12 SP:Iteration 76Q (1935.767627 sec): 3 clusters Score: Raw -1361854.379072 + Penalty 1866.222420 = -1359988.156651 nChanged 13 SP:Iteration 77Q (1935.836058 sec): 3 clusters Score: Raw -1361855.710403 + Penalty 1866.222420 = -1359989.487982 nChanged 15 SP:Iteration 78Q (1935.902006 sec): 3 clusters Score: Raw -1361857.733652 + Penalty 1866.222420 = -1359991.511232 nChanged 14 SP:Iteration 79Q (1935.960776 sec): 3 clusters Score: Raw -1361859.446109 + Penalty 1866.222420 = -1359993.223688 nChanged 11 SP:Iteration 80F (1936.031645 sec): 3 clusters Score: Raw -1361860.348527 + Penalty 1866.222420 = -1359994.126107 nChanged 9 SP:Iteration 81Q (1936.102298 sec): 3 clusters Score: Raw -1361861.447844 + Penalty 1866.222420 = -1359995.225424 nChanged 13 SP:Iteration 82Q (1936.177095 sec): 3 clusters Score: Raw -1361863.730785 + Penalty 1866.222420 = -1359997.508365 nChanged 9 SP:Iteration 83Q (1936.229359 sec): 3 clusters Score: Raw -1361864.517427 + Penalty 1866.222420 = -1359998.295007 nChanged 7 SP:Iteration 84Q (1936.298572 sec): 3 clusters Score: Raw -1361865.500222 + Penalty 1866.222420 = -1359999.277801 nChanged 11 SP:Iteration 85Q (1936.355191 sec): 3 clusters Score: Raw -1361867.034537 + Penalty 1866.222420 = -1360000.812117 nChanged 15 SP:Iteration 86Q (1936.413366 sec): 3 clusters Score: Raw -1361869.236763 + Penalty 1866.222420 = -1360003.014342 nChanged 14 SP:Iteration 87Q (1936.475262 sec): 3 clusters Score: Raw -1361870.859856 + Penalty 1866.222420 = -1360004.637436 nChanged 7 SP:Iteration 88Q (1936.543707 sec): 3 clusters Score: Raw -1361871.638933 + Penalty 1866.222420 = -1360005.416512 nChanged 9 SP:Iteration 89Q (1936.611057 sec): 3 clusters Score: Raw -1361872.745406 + Penalty 1866.222420 = -1360006.522986 nChanged 14 SP:Iteration 90Q (1936.682975 sec): 3 clusters Score: Raw -1361874.194820 + Penalty 1866.222420 = -1360007.972399 nChanged 10 SP:Iteration 91Q (1936.751984 sec): 3 clusters Score: Raw -1361875.025791 + Penalty 1866.222420 = -1360008.803371 nChanged 7 SP:Iteration 92Q (1936.821224 sec): 3 clusters Score: Raw -1361875.620346 + Penalty 1866.222420 = -1360009.397925 nChanged 8 SP:Iteration 93Q (1936.893024 sec): 3 clusters Score: Raw -1361876.128976 + Penalty 1866.222420 = -1360009.906555 nChanged 5 SP:Iteration 94Q (1936.950941 sec): 3 clusters Score: Raw -1361876.661228 + Penalty 1866.222420 = -1360010.438808 nChanged 7 SP:Iteration 95Q (1937.025991 sec): 3 clusters Score: Raw -1361877.229334 + Penalty 1866.222420 = -1360011.006914 nChanged 6 SP:Iteration 96Q (1937.077320 sec): 3 clusters Score: Raw -1361877.790821 + Penalty 1866.222420 = -1360011.568401 nChanged 4 SP:Iteration 97Q (1937.153712 sec): 3 clusters Score: Raw -1361878.043446 + Penalty 1866.222420 = -1360011.821026 nChanged 5 SP:Iteration 98Q (1937.225440 sec): 3 clusters Score: Raw -1361878.435753 + Penalty 1866.222420 = -1360012.213333 nChanged 5 SP:Iteration 99Q (1937.286884 sec): 3 clusters Score: Raw -1361879.147488 + Penalty 1866.222420 = -1360012.925067 nChanged 8 SP:Iteration 100F (1937.366908 sec): 3 clusters Score: Raw -1361879.825906 + Penalty 1866.222420 = -1360013.603486 nChanged 9 SP:Iteration 101Q (1937.437628 sec): 3 clusters Score: Raw -1361880.726538 + Penalty 1866.222420 = -1360014.504118 nChanged 10 SP:Iteration 102Q (1937.507496 sec): 3 clusters Score: Raw -1361881.811641 + Penalty 1866.222420 = -1360015.589220 nChanged 9 SP:Iteration 103Q (1937.568237 sec): 3 clusters Score: Raw -1361882.733297 + Penalty 1866.222420 = -1360016.510877 nChanged 12 SP:Iteration 104Q (1937.646343 sec): 3 clusters Score: Raw -1361884.293955 + Penalty 1866.222420 = -1360018.071534 nChanged 16 SP:Iteration 105Q (1937.712074 sec): 3 clusters Score: Raw -1361885.833485 + Penalty 1866.222420 = -1360019.611065 nChanged 9 SP:Iteration 106Q (1937.777048 sec): 3 clusters Score: Raw -1361886.912375 + Penalty 1866.222420 = -1360020.689954 nChanged 11 SP:Iteration 107Q (1937.856244 sec): 3 clusters Score: Raw -1361887.604911 + Penalty 1866.222420 = -1360021.382490 nChanged 8 SP:Iteration 108Q (1937.916857 sec): 3 clusters Score: Raw -1361888.068726 + Penalty 1866.222420 = -1360021.846306 nChanged 6 SP:Iteration 109Q (1937.995377 sec): 3 clusters Score: Raw -1361888.436627 + Penalty 1866.222420 = -1360022.214206 nChanged 5 SP:Iteration 110Q (1938.060781 sec): 3 clusters Score: Raw -1361888.883500 + Penalty 1866.222420 = -1360022.661080 nChanged 4 SP:Iteration 111Q (1938.130318 sec): 3 clusters Score: Raw -1361889.105200 + Penalty 1866.222420 = -1360022.882780 nChanged 5 SP:Iteration 112Q (1938.199473 sec): 3 clusters Score: Raw -1361889.459730 + Penalty 1866.222420 = -1360023.237309 nChanged 2 SP:Iteration 113Q (1938.259032 sec): 3 clusters Score: Raw -1361889.670551 + Penalty 1866.222420 = -1360023.448131 nChanged 3 SP:Iteration 114Q (1938.327836 sec): 3 clusters Score: Raw -1361889.966864 + Penalty 1866.222420 = -1360023.744444 nChanged 3 SP:Iteration 115Q (1938.394511 sec): 3 clusters Score: Raw -1361890.246642 + Penalty 1866.222420 = -1360024.024221 nChanged 2 SP:Iteration 116Q (1938.456511 sec): 3 clusters Score: Raw -1361890.344210 + Penalty 1866.222420 = -1360024.121790 nChanged 1 SP:Iteration 117Q (1938.515171 sec): 3 clusters Score: Raw -1361890.398674 + Penalty 1866.222420 = -1360024.176253 nChanged 0 SP:Iteration 118F (1938.573426 sec): 3 clusters Score: Raw -1361890.398674 + Penalty 1866.222420 = -1360024.176253 nChanged 0 Trying to split cluster 8 (8181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1938.604399 sec): 2 clusters Score: Raw -608609.606711 + Penalty 855.909119 = -607753.697593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1938.659775 sec): 3 clusters Score: Raw -603855.561858 + Penalty 1711.818238 = -602143.743620 nChanged 3649 SP:Iteration 1F (1938.712514 sec): 3 clusters Score: Raw -605898.818479 + Penalty 1711.818238 = -604187.000241 nChanged 506 SP:Iteration 2F (1938.765118 sec): 3 clusters Score: Raw -606118.061875 + Penalty 1711.818238 = -604406.243637 nChanged 433 SP:Iteration 3F (1938.813822 sec): 3 clusters Score: Raw -606297.888420 + Penalty 1711.818238 = -604586.070182 nChanged 372 SP:Iteration 4Q (1938.871841 sec): 3 clusters Score: Raw -606468.236130 + Penalty 1711.818238 = -604756.417892 nChanged 364 SP:Iteration 5Q (1938.923882 sec): 3 clusters Score: Raw -606657.907151 + Penalty 1711.818238 = -604946.088914 nChanged 365 SP:Iteration 6Q (1938.974594 sec): 3 clusters Score: Raw -606843.603493 + Penalty 1711.818238 = -605131.785255 nChanged 364 SP:Iteration 7Q (1939.029305 sec): 3 clusters Score: Raw -607059.120635 + Penalty 1711.818238 = -605347.302398 nChanged 362 SP:Iteration 8Q (1939.078345 sec): 3 clusters Score: Raw -607294.162570 + Penalty 1711.818238 = -605582.344333 nChanged 368 SP:Iteration 9Q (1939.131092 sec): 3 clusters Score: Raw -607536.358636 + Penalty 1711.818238 = -605824.540398 nChanged 326 SP:Iteration 10Q (1939.183655 sec): 3 clusters Score: Raw -607757.632251 + Penalty 1711.818238 = -606045.814014 nChanged 284 SP:Iteration 11Q (1939.237723 sec): 3 clusters Score: Raw -607966.027492 + Penalty 1711.818238 = -606254.209254 nChanged 242 SP:Iteration 12Q (1939.295367 sec): 3 clusters Score: Raw -608138.320835 + Penalty 1711.818238 = -606426.502597 nChanged 206 SP:Iteration 13Q (1939.346083 sec): 3 clusters Score: Raw -608269.216260 + Penalty 1711.818238 = -606557.398022 nChanged 179 SP:Iteration 14Q (1939.397174 sec): 3 clusters Score: Raw -608370.291851 + Penalty 1711.818238 = -606658.473613 nChanged 123 SP:Iteration 15Q (1939.450001 sec): 3 clusters Score: Raw -608434.420976 + Penalty 1711.818238 = -606722.602738 nChanged 100 SP:Iteration 16Q (1939.505850 sec): 3 clusters Score: Raw -608484.717298 + Penalty 1711.818238 = -606772.899060 nChanged 81 SP:Iteration 17Q (1939.547430 sec): 3 clusters Score: Raw -608514.550747 + Penalty 1711.818238 = -606802.732509 nChanged 60 SP:Iteration 18Q (1939.600470 sec): 3 clusters Score: Raw -608540.728325 + Penalty 1711.818238 = -606828.910088 nChanged 48 SP:Iteration 19Q (1939.653848 sec): 3 clusters Score: Raw -608558.414700 + Penalty 1711.818238 = -606846.596463 nChanged 51 SP:Iteration 20F (1939.714876 sec): 3 clusters Score: Raw -608578.266541 + Penalty 1711.818238 = -606866.448303 nChanged 38 SP:Iteration 21Q (1939.760462 sec): 3 clusters Score: Raw -608594.887846 + Penalty 1711.818238 = -606883.069609 nChanged 38 SP:Iteration 22Q (1939.801202 sec): 3 clusters Score: Raw -608608.004022 + Penalty 1711.818238 = -606896.185784 nChanged 34 SP:Iteration 23Q (1939.852301 sec): 3 clusters Score: Raw -608621.931971 + Penalty 1711.818238 = -606910.113733 nChanged 37 SP:Iteration 24Q (1939.911502 sec): 3 clusters Score: Raw -608638.246120 + Penalty 1711.818238 = -606926.427882 nChanged 36 SP:Iteration 25Q (1939.963754 sec): 3 clusters Score: Raw -608652.956169 + Penalty 1711.818238 = -606941.137932 nChanged 29 SP:Iteration 26Q (1940.015521 sec): 3 clusters Score: Raw -608662.116893 + Penalty 1711.818238 = -606950.298655 nChanged 25 SP:Iteration 27Q (1940.064006 sec): 3 clusters Score: Raw -608669.763311 + Penalty 1711.818238 = -606957.945073 nChanged 23 SP:Iteration 28Q (1940.118066 sec): 3 clusters Score: Raw -608674.948994 + Penalty 1711.818238 = -606963.130757 nChanged 13 SP:Iteration 29Q (1940.175594 sec): 3 clusters Score: Raw -608676.792025 + Penalty 1711.818238 = -606964.973787 nChanged 7 SP:Iteration 30Q (1940.228439 sec): 3 clusters Score: Raw -608677.819404 + Penalty 1711.818238 = -606966.001166 nChanged 3 SP:Iteration 31Q (1940.282828 sec): 3 clusters Score: Raw -608678.430721 + Penalty 1711.818238 = -606966.612483 nChanged 5 SP:Iteration 32Q (1940.325894 sec): 3 clusters Score: Raw -608679.415666 + Penalty 1711.818238 = -606967.597428 nChanged 2 SP:Iteration 33Q (1940.389969 sec): 3 clusters Score: Raw -608679.720085 + Penalty 1711.818238 = -606967.901847 nChanged 5 SP:Iteration 34Q (1940.448641 sec): 3 clusters Score: Raw -608680.618397 + Penalty 1711.818238 = -606968.800159 nChanged 8 SP:Iteration 35Q (1940.501645 sec): 3 clusters Score: Raw -608682.327518 + Penalty 1711.818238 = -606970.509280 nChanged 8 SP:Iteration 36Q (1940.557692 sec): 3 clusters Score: Raw -608683.993618 + Penalty 1711.818238 = -606972.175381 nChanged 3 SP:Iteration 37Q (1940.614134 sec): 3 clusters Score: Raw -608684.229210 + Penalty 1711.818238 = -606972.410973 nChanged 1 SP:Iteration 38Q (1940.667833 sec): 3 clusters Score: Raw -608684.391550 + Penalty 1711.818238 = -606972.573312 nChanged 1 SP:Iteration 39Q (1940.724725 sec): 3 clusters Score: Raw -608684.619377 + Penalty 1711.818238 = -606972.801140 nChanged 0 SP:Iteration 40F (1940.773347 sec): 3 clusters Score: Raw -608684.619377 + Penalty 1711.818238 = -606972.801140 nChanged 0 Trying to split cluster 9 (8200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1940.818324 sec): 2 clusters Score: Raw -664437.864436 + Penalty 856.129496 = -663581.734940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1940.874434 sec): 3 clusters Score: Raw -659694.994944 + Penalty 1712.258992 = -657982.735952 nChanged 3584 SP:Iteration 1F (1940.934001 sec): 3 clusters Score: Raw -661655.810783 + Penalty 1712.258992 = -659943.551791 nChanged 476 SP:Iteration 2F (1940.973319 sec): 3 clusters Score: Raw -661860.899838 + Penalty 1712.258992 = -660148.640846 nChanged 464 SP:Iteration 3F (1941.038117 sec): 3 clusters Score: Raw -662056.469620 + Penalty 1712.258992 = -660344.210627 nChanged 385 SP:Iteration 4Q (1941.088966 sec): 3 clusters Score: Raw -662222.034433 + Penalty 1712.258992 = -660509.775441 nChanged 354 SP:Iteration 5Q (1941.148595 sec): 3 clusters Score: Raw -662355.778753 + Penalty 1712.258992 = -660643.519761 nChanged 293 SP:Iteration 6Q (1941.205306 sec): 3 clusters Score: Raw -662459.339737 + Penalty 1712.258992 = -660747.080745 nChanged 263 SP:Iteration 7Q (1941.248175 sec): 3 clusters Score: Raw -662579.650514 + Penalty 1712.258992 = -660867.391522 nChanged 255 SP:Iteration 8Q (1941.305919 sec): 3 clusters Score: Raw -662688.119955 + Penalty 1712.258992 = -660975.860962 nChanged 254 SP:Iteration 9Q (1941.356591 sec): 3 clusters Score: Raw -662807.002358 + Penalty 1712.258992 = -661094.743366 nChanged 257 SP:Iteration 10Q (1941.414324 sec): 3 clusters Score: Raw -662926.367988 + Penalty 1712.258992 = -661214.108995 nChanged 256 SP:Iteration 11Q (1941.473911 sec): 3 clusters Score: Raw -663054.477871 + Penalty 1712.258992 = -661342.218878 nChanged 260 SP:Iteration 12Q (1941.530061 sec): 3 clusters Score: Raw -663189.455820 + Penalty 1712.258992 = -661477.196828 nChanged 222 SP:Iteration 13Q (1941.588734 sec): 3 clusters Score: Raw -663282.744395 + Penalty 1712.258992 = -661570.485402 nChanged 175 SP:Iteration 14Q (1941.640002 sec): 3 clusters Score: Raw -663338.471829 + Penalty 1712.258992 = -661626.212837 nChanged 154 SP:Iteration 15Q (1941.687218 sec): 3 clusters Score: Raw -663382.164195 + Penalty 1712.258992 = -661669.905203 nChanged 117 SP:Iteration 16Q (1941.747166 sec): 3 clusters Score: Raw -663415.710472 + Penalty 1712.258992 = -661703.451480 nChanged 104 SP:Iteration 17Q (1941.795537 sec): 3 clusters Score: Raw -663443.946774 + Penalty 1712.258992 = -661731.687781 nChanged 104 SP:Iteration 18Q (1941.850163 sec): 3 clusters Score: Raw -663470.452102 + Penalty 1712.258992 = -661758.193109 nChanged 93 SP:Iteration 19Q (1941.901510 sec): 3 clusters Score: Raw -663492.231762 + Penalty 1712.258992 = -661779.972769 nChanged 81 SP:Iteration 20F (1941.963125 sec): 3 clusters Score: Raw -663515.346615 + Penalty 1712.258992 = -661803.087622 nChanged 94 SP:Iteration 21Q (1942.018887 sec): 3 clusters Score: Raw -663540.168995 + Penalty 1712.258992 = -661827.910003 nChanged 81 SP:Iteration 22Q (1942.077705 sec): 3 clusters Score: Raw -663562.988735 + Penalty 1712.258992 = -661850.729743 nChanged 73 SP:Iteration 23Q (1942.134092 sec): 3 clusters Score: Raw -663584.843288 + Penalty 1712.258992 = -661872.584296 nChanged 84 SP:Iteration 24Q (1942.188963 sec): 3 clusters Score: Raw -663610.948845 + Penalty 1712.258992 = -661898.689852 nChanged 88 SP:Iteration 25Q (1942.240750 sec): 3 clusters Score: Raw -663635.227357 + Penalty 1712.258992 = -661922.968364 nChanged 84 SP:Iteration 26Q (1942.296825 sec): 3 clusters Score: Raw -663661.032267 + Penalty 1712.258992 = -661948.773275 nChanged 92 SP:Iteration 27Q (1942.358447 sec): 3 clusters Score: Raw -663696.515497 + Penalty 1712.258992 = -661984.256505 nChanged 96 SP:Iteration 28Q (1942.416378 sec): 3 clusters Score: Raw -663732.827337 + Penalty 1712.258992 = -662020.568345 nChanged 100 SP:Iteration 29Q (1942.470609 sec): 3 clusters Score: Raw -663771.865497 + Penalty 1712.258992 = -662059.606504 nChanged 108 SP:Iteration 30Q (1942.522107 sec): 3 clusters Score: Raw -663819.649998 + Penalty 1712.258992 = -662107.391006 nChanged 104 SP:Iteration 31Q (1942.580030 sec): 3 clusters Score: Raw -663867.526761 + Penalty 1712.258992 = -662155.267768 nChanged 113 SP:Iteration 32Q (1942.627855 sec): 3 clusters Score: Raw -663919.305254 + Penalty 1712.258992 = -662207.046262 nChanged 106 SP:Iteration 33Q (1942.684682 sec): 3 clusters Score: Raw -663965.829343 + Penalty 1712.258992 = -662253.570351 nChanged 107 SP:Iteration 34Q (1942.740495 sec): 3 clusters Score: Raw -664018.363270 + Penalty 1712.258992 = -662306.104278 nChanged 99 SP:Iteration 35Q (1942.796766 sec): 3 clusters Score: Raw -664064.356630 + Penalty 1712.258992 = -662352.097638 nChanged 96 SP:Iteration 36Q (1942.853957 sec): 3 clusters Score: Raw -664106.912321 + Penalty 1712.258992 = -662394.653329 nChanged 93 SP:Iteration 37Q (1942.904600 sec): 3 clusters Score: Raw -664147.827662 + Penalty 1712.258992 = -662435.568670 nChanged 87 SP:Iteration 38Q (1942.963502 sec): 3 clusters Score: Raw -664188.706002 + Penalty 1712.258992 = -662476.447010 nChanged 75 SP:Iteration 39Q (1943.018618 sec): 3 clusters Score: Raw -664220.286415 + Penalty 1712.258992 = -662508.027423 nChanged 71 SP:Iteration 40F (1943.063994 sec): 3 clusters Score: Raw -664254.622130 + Penalty 1712.258992 = -662542.363138 nChanged 68 SP:Iteration 41Q (1943.116968 sec): 3 clusters Score: Raw -664282.993719 + Penalty 1712.258992 = -662570.734727 nChanged 59 SP:Iteration 42Q (1943.165617 sec): 3 clusters Score: Raw -664306.148354 + Penalty 1712.258992 = -662593.889361 nChanged 48 SP:Iteration 43Q (1943.218949 sec): 3 clusters Score: Raw -664326.317884 + Penalty 1712.258992 = -662614.058892 nChanged 43 SP:Iteration 44Q (1943.281112 sec): 3 clusters Score: Raw -664344.084799 + Penalty 1712.258992 = -662631.825806 nChanged 34 SP:Iteration 45Q (1943.329988 sec): 3 clusters Score: Raw -664359.893247 + Penalty 1712.258992 = -662647.634255 nChanged 37 SP:Iteration 46Q (1943.385052 sec): 3 clusters Score: Raw -664373.152805 + Penalty 1712.258992 = -662660.893812 nChanged 29 SP:Iteration 47Q (1943.433400 sec): 3 clusters Score: Raw -664385.360645 + Penalty 1712.258992 = -662673.101653 nChanged 28 SP:Iteration 48Q (1943.476684 sec): 3 clusters Score: Raw -664401.590054 + Penalty 1712.258992 = -662689.331061 nChanged 36 SP:Iteration 49Q (1943.531823 sec): 3 clusters Score: Raw -664422.022491 + Penalty 1712.258992 = -662709.763499 nChanged 32 SP:Iteration 50Q (1943.584650 sec): 3 clusters Score: Raw -664438.103416 + Penalty 1712.258992 = -662725.844424 nChanged 30 SP:Iteration 51Q (1943.637023 sec): 3 clusters Score: Raw -664454.531355 + Penalty 1712.258992 = -662742.272362 nChanged 22 SP:Iteration 52Q (1943.696321 sec): 3 clusters Score: Raw -664463.884012 + Penalty 1712.258992 = -662751.625020 nChanged 19 SP:Iteration 53Q (1943.741117 sec): 3 clusters Score: Raw -664473.224674 + Penalty 1712.258992 = -662760.965682 nChanged 18 SP:Iteration 54Q (1943.793581 sec): 3 clusters Score: Raw -664479.813054 + Penalty 1712.258992 = -662767.554062 nChanged 17 SP:Iteration 55Q (1943.841722 sec): 3 clusters Score: Raw -664486.498712 + Penalty 1712.258992 = -662774.239720 nChanged 11 SP:Iteration 56Q (1943.891682 sec): 3 clusters Score: Raw -664492.583489 + Penalty 1712.258992 = -662780.324496 nChanged 15 SP:Iteration 57Q (1943.942694 sec): 3 clusters Score: Raw -664501.738221 + Penalty 1712.258992 = -662789.479228 nChanged 20 SP:Iteration 58Q (1943.993372 sec): 3 clusters Score: Raw -664510.663207 + Penalty 1712.258992 = -662798.404215 nChanged 4 SP:Iteration 59Q (1944.044016 sec): 3 clusters Score: Raw -664514.236703 + Penalty 1712.258992 = -662801.977711 nChanged 5 SP:Iteration 60F (1944.096850 sec): 3 clusters Score: Raw -664516.897317 + Penalty 1712.258992 = -662804.638325 nChanged 10 SP:Iteration 61Q (1944.140860 sec): 3 clusters Score: Raw -664522.137667 + Penalty 1712.258992 = -662809.878675 nChanged 5 SP:Iteration 62Q (1944.191662 sec): 3 clusters Score: Raw -664526.113971 + Penalty 1712.258992 = -662813.854978 nChanged 4 SP:Iteration 63Q (1944.254280 sec): 3 clusters Score: Raw -664529.685730 + Penalty 1712.258992 = -662817.426738 nChanged 9 SP:Iteration 64Q (1944.294563 sec): 3 clusters Score: Raw -664535.762715 + Penalty 1712.258992 = -662823.503723 nChanged 11 SP:Iteration 65Q (1944.342033 sec): 3 clusters Score: Raw -664542.957938 + Penalty 1712.258992 = -662830.698946 nChanged 8 SP:Iteration 66Q (1944.393991 sec): 3 clusters Score: Raw -664547.167573 + Penalty 1712.258992 = -662834.908580 nChanged 3 SP:Iteration 67Q (1944.440972 sec): 3 clusters Score: Raw -664548.043611 + Penalty 1712.258992 = -662835.784619 nChanged 2 SP:Iteration 68Q (1944.490071 sec): 3 clusters Score: Raw -664548.721136 + Penalty 1712.258992 = -662836.462144 nChanged 0 SP:Iteration 69F (1944.552700 sec): 3 clusters Score: Raw -664548.721136 + Penalty 1712.258992 = -662836.462144 nChanged 0 Trying to split cluster 10 (3425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1944.565939 sec): 2 clusters Score: Raw -255762.880925 + Penalty 773.191391 = -254989.689534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1944.611086 sec): 3 clusters Score: Raw -253970.939785 + Penalty 1546.382783 = -252424.557002 nChanged 1416 SP:Iteration 1F (1944.664296 sec): 3 clusters Score: Raw -254943.242913 + Penalty 1546.382783 = -253396.860131 nChanged 348 SP:Iteration 2F (1944.701623 sec): 3 clusters Score: Raw -255257.573497 + Penalty 1546.382783 = -253711.190714 nChanged 297 SP:Iteration 3F (1944.752692 sec): 3 clusters Score: Raw -255545.277148 + Penalty 1546.382783 = -253998.894366 nChanged 238 SP:Iteration 4F (1944.804110 sec): 3 clusters Score: Raw -255827.216520 + Penalty 1546.382783 = -254280.833738 nChanged 183 SP:Iteration 5F (1944.852156 sec): 3 clusters Score: Raw -256074.815121 + Penalty 1546.382783 = -254528.432338 nChanged 152 SP:Iteration 6Q (1944.882523 sec): 3 clusters Score: Raw -256202.635265 + Penalty 1546.382783 = -254656.252483 nChanged 105 SP:Iteration 7Q (1944.937879 sec): 3 clusters Score: Raw -256272.438716 + Penalty 1546.382783 = -254726.055934 nChanged 56 SP:Iteration 8Q (1944.981719 sec): 3 clusters Score: Raw -256298.271899 + Penalty 1546.382783 = -254751.889116 nChanged 38 SP:Iteration 9Q (1945.038507 sec): 3 clusters Score: Raw -256311.411382 + Penalty 1546.382783 = -254765.028600 nChanged 16 SP:Iteration 10Q (1945.081085 sec): 3 clusters Score: Raw -256318.862803 + Penalty 1546.382783 = -254772.480021 nChanged 20 SP:Iteration 11Q (1945.134226 sec): 3 clusters Score: Raw -256324.149760 + Penalty 1546.382783 = -254777.766977 nChanged 17 SP:Iteration 12Q (1945.185713 sec): 3 clusters Score: Raw -256328.897307 + Penalty 1546.382783 = -254782.514524 nChanged 12 SP:Iteration 13Q (1945.236285 sec): 3 clusters Score: Raw -256333.561356 + Penalty 1546.382783 = -254787.178573 nChanged 13 SP:Iteration 14Q (1945.275245 sec): 3 clusters Score: Raw -256337.011991 + Penalty 1546.382783 = -254790.629209 nChanged 10 SP:Iteration 15Q (1945.322332 sec): 3 clusters Score: Raw -256339.242532 + Penalty 1546.382783 = -254792.859749 nChanged 4 SP:Iteration 16Q (1945.373763 sec): 3 clusters Score: Raw -256339.764589 + Penalty 1546.382783 = -254793.381806 nChanged 3 SP:Iteration 17Q (1945.424458 sec): 3 clusters Score: Raw -256340.604745 + Penalty 1546.382783 = -254794.221962 nChanged 4 SP:Iteration 18Q (1945.477706 sec): 3 clusters Score: Raw -256343.180993 + Penalty 1546.382783 = -254796.798210 nChanged 6 SP:Iteration 19Q (1945.530159 sec): 3 clusters Score: Raw -256344.298716 + Penalty 1546.382783 = -254797.915933 nChanged 4 SP:Iteration 20F (1945.585796 sec): 3 clusters Score: Raw -256345.037862 + Penalty 1546.382783 = -254798.655080 nChanged 4 SP:Iteration 21Q (1945.644142 sec): 3 clusters Score: Raw -256345.857700 + Penalty 1546.382783 = -254799.474917 nChanged 4 SP:Iteration 22Q (1945.692350 sec): 3 clusters Score: Raw -256346.605745 + Penalty 1546.382783 = -254800.222963 nChanged 3 SP:Iteration 23Q (1945.743159 sec): 3 clusters Score: Raw -256347.060743 + Penalty 1546.382783 = -254800.677961 nChanged 1 SP:Iteration 24Q (1945.798643 sec): 3 clusters Score: Raw -256347.309979 + Penalty 1546.382783 = -254800.927197 nChanged 0 SP:Iteration 25F (1945.846105 sec): 3 clusters Score: Raw -256347.309979 + Penalty 1546.382783 = -254800.927197 nChanged 0 Trying to split cluster 11 (32976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1945.909657 sec): 2 clusters Score: Raw -2307673.157918 + Penalty 988.335854 = -2306684.822064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1946.001011 sec): 3 clusters Score: Raw -2286773.560243 + Penalty 1976.671708 = -2284796.888536 nChanged 15572 SP:Iteration 1F (1946.085067 sec): 3 clusters Score: Raw -2296833.759228 + Penalty 1976.671708 = -2294857.087521 nChanged 2053 SP:Iteration 2F (1946.174865 sec): 3 clusters Score: Raw -2298005.789221 + Penalty 1976.671708 = -2296029.117514 nChanged 2214 SP:Iteration 3F (1946.252752 sec): 3 clusters Score: Raw -2299504.082242 + Penalty 1976.671708 = -2297527.410534 nChanged 2296 SP:Iteration 4F (1946.346051 sec): 3 clusters Score: Raw -2301204.886482 + Penalty 1976.671708 = -2299228.214775 nChanged 2126 SP:Iteration 5F (1946.426175 sec): 3 clusters Score: Raw -2302795.546875 + Penalty 1976.671708 = -2300818.875168 nChanged 1848 SP:Iteration 6F (1946.522425 sec): 3 clusters Score: Raw -2304031.918628 + Penalty 1976.671708 = -2302055.246920 nChanged 1382 SP:Iteration 7Q (1946.609987 sec): 3 clusters Score: Raw -2304735.807610 + Penalty 1976.671708 = -2302759.135903 nChanged 930 SP:Iteration 8Q (1946.697434 sec): 3 clusters Score: Raw -2305085.624530 + Penalty 1976.671708 = -2303108.952823 nChanged 649 SP:Iteration 9Q (1946.779698 sec): 3 clusters Score: Raw -2305280.201509 + Penalty 1976.671708 = -2303303.529801 nChanged 488 SP:Iteration 10Q (1946.864937 sec): 3 clusters Score: Raw -2305425.937009 + Penalty 1976.671708 = -2303449.265301 nChanged 427 SP:Iteration 11Q (1946.943001 sec): 3 clusters Score: Raw -2305532.509392 + Penalty 1976.671708 = -2303555.837684 nChanged 370 SP:Iteration 12Q (1947.032415 sec): 3 clusters Score: Raw -2305615.160377 + Penalty 1976.671708 = -2303638.488669 nChanged 308 SP:Iteration 13Q (1947.122260 sec): 3 clusters Score: Raw -2305679.433924 + Penalty 1976.671708 = -2303702.762217 nChanged 259 SP:Iteration 14Q (1947.212056 sec): 3 clusters Score: Raw -2305727.298160 + Penalty 1976.671708 = -2303750.626452 nChanged 220 SP:Iteration 15Q (1947.295843 sec): 3 clusters Score: Raw -2305766.067739 + Penalty 1976.671708 = -2303789.396032 nChanged 214 SP:Iteration 16Q (1947.378001 sec): 3 clusters Score: Raw -2305804.474732 + Penalty 1976.671708 = -2303827.803024 nChanged 212 SP:Iteration 17Q (1947.456014 sec): 3 clusters Score: Raw -2305839.606113 + Penalty 1976.671708 = -2303862.934406 nChanged 207 SP:Iteration 18Q (1947.548064 sec): 3 clusters Score: Raw -2305871.675303 + Penalty 1976.671708 = -2303895.003595 nChanged 203 SP:Iteration 19Q (1947.622330 sec): 3 clusters Score: Raw -2305901.543115 + Penalty 1976.671708 = -2303924.871408 nChanged 185 SP:Iteration 20F (1947.710677 sec): 3 clusters Score: Raw -2305926.631255 + Penalty 1976.671708 = -2303949.959548 nChanged 165 SP:Iteration 21Q (1947.800012 sec): 3 clusters Score: Raw -2305945.467496 + Penalty 1976.671708 = -2303968.795788 nChanged 145 SP:Iteration 22Q (1947.885734 sec): 3 clusters Score: Raw -2305962.749743 + Penalty 1976.671708 = -2303986.078035 nChanged 154 SP:Iteration 23Q (1947.976184 sec): 3 clusters Score: Raw -2305981.006169 + Penalty 1976.671708 = -2304004.334461 nChanged 137 SP:Iteration 24Q (1948.060458 sec): 3 clusters Score: Raw -2305996.412257 + Penalty 1976.671708 = -2304019.740550 nChanged 132 SP:Iteration 25Q (1948.139318 sec): 3 clusters Score: Raw -2306011.877308 + Penalty 1976.671708 = -2304035.205600 nChanged 138 SP:Iteration 26Q (1948.224150 sec): 3 clusters Score: Raw -2306027.634295 + Penalty 1976.671708 = -2304050.962587 nChanged 129 SP:Iteration 27Q (1948.308159 sec): 3 clusters Score: Raw -2306039.953948 + Penalty 1976.671708 = -2304063.282240 nChanged 122 SP:Iteration 28Q (1948.398557 sec): 3 clusters Score: Raw -2306050.649675 + Penalty 1976.671708 = -2304073.977967 nChanged 128 SP:Iteration 29Q (1948.478450 sec): 3 clusters Score: Raw -2306063.497140 + Penalty 1976.671708 = -2304086.825432 nChanged 124 SP:Iteration 30Q (1948.563345 sec): 3 clusters Score: Raw -2306075.297514 + Penalty 1976.671708 = -2304098.625807 nChanged 118 SP:Iteration 31Q (1948.655186 sec): 3 clusters Score: Raw -2306085.989402 + Penalty 1976.671708 = -2304109.317695 nChanged 100 SP:Iteration 32Q (1948.728481 sec): 3 clusters Score: Raw -2306095.486615 + Penalty 1976.671708 = -2304118.814908 nChanged 110 SP:Iteration 33Q (1948.817746 sec): 3 clusters Score: Raw -2306104.779651 + Penalty 1976.671708 = -2304128.107944 nChanged 105 SP:Iteration 34Q (1948.899815 sec): 3 clusters Score: Raw -2306113.969106 + Penalty 1976.671708 = -2304137.297399 nChanged 114 SP:Iteration 35Q (1948.974889 sec): 3 clusters Score: Raw -2306125.015812 + Penalty 1976.671708 = -2304148.344104 nChanged 101 SP:Iteration 36Q (1949.063669 sec): 3 clusters Score: Raw -2306134.466427 + Penalty 1976.671708 = -2304157.794719 nChanged 107 SP:Iteration 37Q (1949.135178 sec): 3 clusters Score: Raw -2306144.925444 + Penalty 1976.671708 = -2304168.253736 nChanged 110 SP:Iteration 38Q (1949.215205 sec): 3 clusters Score: Raw -2306155.517082 + Penalty 1976.671708 = -2304178.845374 nChanged 115 SP:Iteration 39Q (1949.303912 sec): 3 clusters Score: Raw -2306166.228988 + Penalty 1976.671708 = -2304189.557281 nChanged 125 SP:Iteration 40F (1949.386553 sec): 3 clusters Score: Raw -2306178.079124 + Penalty 1976.671708 = -2304201.407416 nChanged 111 SP:Iteration 41Q (1949.459593 sec): 3 clusters Score: Raw -2306189.445312 + Penalty 1976.671708 = -2304212.773605 nChanged 123 SP:Iteration 42Q (1949.535823 sec): 3 clusters Score: Raw -2306201.583198 + Penalty 1976.671708 = -2304224.911491 nChanged 110 SP:Iteration 43Q (1949.625999 sec): 3 clusters Score: Raw -2306212.587983 + Penalty 1976.671708 = -2304235.916276 nChanged 134 SP:Iteration 44Q (1949.707100 sec): 3 clusters Score: Raw -2306228.235342 + Penalty 1976.671708 = -2304251.563634 nChanged 142 SP:Iteration 45Q (1949.791253 sec): 3 clusters Score: Raw -2306244.670051 + Penalty 1976.671708 = -2304267.998343 nChanged 130 SP:Iteration 46Q (1949.867254 sec): 3 clusters Score: Raw -2306261.021468 + Penalty 1976.671708 = -2304284.349760 nChanged 139 SP:Iteration 47Q (1949.958852 sec): 3 clusters Score: Raw -2306281.237544 + Penalty 1976.671708 = -2304304.565836 nChanged 149 SP:Iteration 48Q (1950.045116 sec): 3 clusters Score: Raw -2306301.298850 + Penalty 1976.671708 = -2304324.627143 nChanged 148 SP:Iteration 49Q (1950.129788 sec): 3 clusters Score: Raw -2306319.985893 + Penalty 1976.671708 = -2304343.314186 nChanged 148 SP:Iteration 50Q (1950.208156 sec): 3 clusters Score: Raw -2306339.064726 + Penalty 1976.671708 = -2304362.393019 nChanged 154 SP:Iteration 51Q (1950.291058 sec): 3 clusters Score: Raw -2306360.021755 + Penalty 1976.671708 = -2304383.350048 nChanged 168 SP:Iteration 52Q (1950.381688 sec): 3 clusters Score: Raw -2306385.133959 + Penalty 1976.671708 = -2304408.462251 nChanged 177 SP:Iteration 53Q (1950.471791 sec): 3 clusters Score: Raw -2306412.235442 + Penalty 1976.671708 = -2304435.563734 nChanged 168 SP:Iteration 54Q (1950.547426 sec): 3 clusters Score: Raw -2306438.182320 + Penalty 1976.671708 = -2304461.510612 nChanged 190 SP:Iteration 55Q (1950.633365 sec): 3 clusters Score: Raw -2306469.841421 + Penalty 1976.671708 = -2304493.169713 nChanged 182 SP:Iteration 56Q (1950.719849 sec): 3 clusters Score: Raw -2306499.566576 + Penalty 1976.671708 = -2304522.894868 nChanged 173 SP:Iteration 57Q (1950.793895 sec): 3 clusters Score: Raw -2306528.911452 + Penalty 1976.671708 = -2304552.239745 nChanged 188 SP:Iteration 58Q (1950.874869 sec): 3 clusters Score: Raw -2306564.445467 + Penalty 1976.671708 = -2304587.773760 nChanged 200 SP:Iteration 59Q (1950.972598 sec): 3 clusters Score: Raw -2306601.069978 + Penalty 1976.671708 = -2304624.398270 nChanged 191 SP:Iteration 60F (1951.056419 sec): 3 clusters Score: Raw -2306635.732477 + Penalty 1976.671708 = -2304659.060769 nChanged 177 SP:Iteration 61Q (1951.135479 sec): 3 clusters Score: Raw -2306668.749572 + Penalty 1976.671708 = -2304692.077865 nChanged 185 SP:Iteration 62Q (1951.220965 sec): 3 clusters Score: Raw -2306706.778019 + Penalty 1976.671708 = -2304730.106311 nChanged 171 SP:Iteration 63Q (1951.302347 sec): 3 clusters Score: Raw -2306744.626655 + Penalty 1976.671708 = -2304767.954947 nChanged 204 SP:Iteration 64Q (1951.386323 sec): 3 clusters Score: Raw -2306793.038839 + Penalty 1976.671708 = -2304816.367131 nChanged 202 SP:Iteration 65Q (1951.471886 sec): 3 clusters Score: Raw -2306840.214903 + Penalty 1976.671708 = -2304863.543195 nChanged 190 SP:Iteration 66Q (1951.546653 sec): 3 clusters Score: Raw -2306888.324212 + Penalty 1976.671708 = -2304911.652505 nChanged 189 SP:Iteration 67Q (1951.637086 sec): 3 clusters Score: Raw -2306931.649468 + Penalty 1976.671708 = -2304954.977761 nChanged 183 SP:Iteration 68Q (1951.720070 sec): 3 clusters Score: Raw -2306971.273463 + Penalty 1976.671708 = -2304994.601755 nChanged 182 SP:Iteration 69Q (1951.797643 sec): 3 clusters Score: Raw -2307010.687650 + Penalty 1976.671708 = -2305034.015942 nChanged 183 SP:Iteration 70Q (1951.883049 sec): 3 clusters Score: Raw -2307054.047868 + Penalty 1976.671708 = -2305077.376160 nChanged 191 SP:Iteration 71Q (1951.962020 sec): 3 clusters Score: Raw -2307101.131033 + Penalty 1976.671708 = -2305124.459326 nChanged 181 SP:Iteration 72Q (1952.039164 sec): 3 clusters Score: Raw -2307149.247978 + Penalty 1976.671708 = -2305172.576270 nChanged 167 SP:Iteration 73Q (1952.124418 sec): 3 clusters Score: Raw -2307195.131584 + Penalty 1976.671708 = -2305218.459877 nChanged 179 SP:Iteration 74Q (1952.206520 sec): 3 clusters Score: Raw -2307247.046822 + Penalty 1976.671708 = -2305270.375114 nChanged 173 SP:Iteration 75Q (1952.284467 sec): 3 clusters Score: Raw -2307300.279024 + Penalty 1976.671708 = -2305323.607317 nChanged 166 SP:Iteration 76Q (1952.368893 sec): 3 clusters Score: Raw -2307346.334510 + Penalty 1976.671708 = -2305369.662802 nChanged 160 SP:Iteration 77Q (1952.449957 sec): 3 clusters Score: Raw -2307393.487991 + Penalty 1976.671708 = -2305416.816283 nChanged 138 SP:Iteration 78Q (1952.534557 sec): 3 clusters Score: Raw -2307435.526766 + Penalty 1976.671708 = -2305458.855059 nChanged 134 SP:Iteration 79Q (1952.621199 sec): 3 clusters Score: Raw -2307483.054231 + Penalty 1976.671708 = -2305506.382523 nChanged 137 SP:Iteration 80F (1952.709548 sec): 3 clusters Score: Raw -2307527.693670 + Penalty 1976.671708 = -2305551.021962 nChanged 113 SP:Iteration 81Q (1952.790936 sec): 3 clusters Score: Raw -2307564.869438 + Penalty 1976.671708 = -2305588.197730 nChanged 107 SP:Iteration 82Q (1952.873257 sec): 3 clusters Score: Raw -2307594.578538 + Penalty 1976.671708 = -2305617.906830 nChanged 86 SP:Iteration 83Q (1952.957129 sec): 3 clusters Score: Raw -2307621.591137 + Penalty 1976.671708 = -2305644.919430 nChanged 91 SP:Iteration 84Q (1953.044091 sec): 3 clusters Score: Raw -2307653.971444 + Penalty 1976.671708 = -2305677.299736 nChanged 95 SP:Iteration 85Q (1953.125721 sec): 3 clusters Score: Raw -2307690.380275 + Penalty 1976.671708 = -2305713.708567 nChanged 84 SP:Iteration 86Q (1953.210253 sec): 3 clusters Score: Raw -2307723.628757 + Penalty 1976.671708 = -2305746.957050 nChanged 71 SP:Iteration 87Q (1953.280938 sec): 3 clusters Score: Raw -2307754.265314 + Penalty 1976.671708 = -2305777.593607 nChanged 72 SP:Iteration 88Q (1953.378909 sec): 3 clusters Score: Raw -2307781.697743 + Penalty 1976.671708 = -2305805.026036 nChanged 65 SP:Iteration 89Q (1953.461219 sec): 3 clusters Score: Raw -2307806.927562 + Penalty 1976.671708 = -2305830.255854 nChanged 60 SP:Iteration 90Q (1953.523750 sec): 3 clusters Score: Raw -2307832.396787 + Penalty 1976.671708 = -2305855.725079 nChanged 63 SP:Iteration 91Q (1953.600245 sec): 3 clusters Score: Raw -2307855.707110 + Penalty 1976.671708 = -2305879.035402 nChanged 54 SP:Iteration 92Q (1953.678426 sec): 3 clusters Score: Raw -2307873.495787 + Penalty 1976.671708 = -2305896.824080 nChanged 41 SP:Iteration 93Q (1953.750638 sec): 3 clusters Score: Raw -2307886.475185 + Penalty 1976.671708 = -2305909.803477 nChanged 34 SP:Iteration 94Q (1953.823881 sec): 3 clusters Score: Raw -2307897.420921 + Penalty 1976.671708 = -2305920.749213 nChanged 30 SP:Iteration 95Q (1953.911916 sec): 3 clusters Score: Raw -2307905.121387 + Penalty 1976.671708 = -2305928.449679 nChanged 22 SP:Iteration 96Q (1953.984320 sec): 3 clusters Score: Raw -2307910.528677 + Penalty 1976.671708 = -2305933.856970 nChanged 24 SP:Iteration 97Q (1954.059652 sec): 3 clusters Score: Raw -2307919.389503 + Penalty 1976.671708 = -2305942.717795 nChanged 21 SP:Iteration 98Q (1954.133749 sec): 3 clusters Score: Raw -2307925.846748 + Penalty 1976.671708 = -2305949.175040 nChanged 21 SP:Iteration 99Q (1954.203270 sec): 3 clusters Score: Raw -2307932.677076 + Penalty 1976.671708 = -2305956.005369 nChanged 22 SP:Iteration 100F (1954.287858 sec): 3 clusters Score: Raw -2307939.024839 + Penalty 1976.671708 = -2305962.353132 nChanged 21 SP:Iteration 101Q (1954.361952 sec): 3 clusters Score: Raw -2307946.973392 + Penalty 1976.671708 = -2305970.301685 nChanged 16 SP:Iteration 102Q (1954.437833 sec): 3 clusters Score: Raw -2307951.688116 + Penalty 1976.671708 = -2305975.016408 nChanged 12 SP:Iteration 103Q (1954.528602 sec): 3 clusters Score: Raw -2307955.504394 + Penalty 1976.671708 = -2305978.832687 nChanged 12 SP:Iteration 104Q (1954.608199 sec): 3 clusters Score: Raw -2307958.547971 + Penalty 1976.671708 = -2305981.876263 nChanged 7 SP:Iteration 105Q (1954.688222 sec): 3 clusters Score: Raw -2307960.048634 + Penalty 1976.671708 = -2305983.376926 nChanged 8 SP:Iteration 106Q (1954.769025 sec): 3 clusters Score: Raw -2307961.762336 + Penalty 1976.671708 = -2305985.090629 nChanged 8 SP:Iteration 107Q (1954.851950 sec): 3 clusters Score: Raw -2307964.125536 + Penalty 1976.671708 = -2305987.453829 nChanged 10 SP:Iteration 108Q (1954.934014 sec): 3 clusters Score: Raw -2307967.080996 + Penalty 1976.671708 = -2305990.409288 nChanged 12 SP:Iteration 109Q (1955.013093 sec): 3 clusters Score: Raw -2307971.208920 + Penalty 1976.671708 = -2305994.537213 nChanged 9 SP:Iteration 110Q (1955.087306 sec): 3 clusters Score: Raw -2307972.819306 + Penalty 1976.671708 = -2305996.147598 nChanged 4 SP:Iteration 111Q (1955.162395 sec): 3 clusters Score: Raw -2307973.820376 + Penalty 1976.671708 = -2305997.148669 nChanged 3 SP:Iteration 112Q (1955.249433 sec): 3 clusters Score: Raw -2307974.926600 + Penalty 1976.671708 = -2305998.254892 nChanged 6 SP:Iteration 113Q (1955.335072 sec): 3 clusters Score: Raw -2307975.841567 + Penalty 1976.671708 = -2305999.169859 nChanged 3 SP:Iteration 114Q (1955.414439 sec): 3 clusters Score: Raw -2307977.736954 + Penalty 1976.671708 = -2306001.065246 nChanged 9 SP:Iteration 115Q (1955.484694 sec): 3 clusters Score: Raw -2307979.545137 + Penalty 1976.671708 = -2306002.873429 nChanged 1 SP:Iteration 116Q (1955.578629 sec): 3 clusters Score: Raw -2307980.036563 + Penalty 1976.671708 = -2306003.364855 nChanged 4 SP:Iteration 117Q (1955.657847 sec): 3 clusters Score: Raw -2307981.536738 + Penalty 1976.671708 = -2306004.865030 nChanged 6 SP:Iteration 118Q (1955.727263 sec): 3 clusters Score: Raw -2307982.588287 + Penalty 1976.671708 = -2306005.916580 nChanged 5 SP:Iteration 119Q (1955.811752 sec): 3 clusters Score: Raw -2307983.515933 + Penalty 1976.671708 = -2306006.844225 nChanged 1 SP:Iteration 120F (1955.904144 sec): 3 clusters Score: Raw -2307983.842400 + Penalty 1976.671708 = -2306007.170693 nChanged 1 SP:Iteration 121Q (1955.983754 sec): 3 clusters Score: Raw -2307984.022223 + Penalty 1976.671708 = -2306007.350515 nChanged 1 SP:Iteration 122Q (1956.056000 sec): 3 clusters Score: Raw -2307984.183449 + Penalty 1976.671708 = -2306007.511742 nChanged 3 SP:Iteration 123Q (1956.133838 sec): 3 clusters Score: Raw -2307984.800928 + Penalty 1976.671708 = -2306008.129221 nChanged 1 SP:Iteration 124Q (1956.217911 sec): 3 clusters Score: Raw -2307985.519601 + Penalty 1976.671708 = -2306008.847893 nChanged 4 SP:Iteration 125Q (1956.293156 sec): 3 clusters Score: Raw -2307987.941485 + Penalty 1976.671708 = -2306011.269778 nChanged 4 SP:Iteration 126Q (1956.365576 sec): 3 clusters Score: Raw -2307989.286223 + Penalty 1976.671708 = -2306012.614516 nChanged 7 SP:Iteration 127Q (1956.445992 sec): 3 clusters Score: Raw -2307992.060292 + Penalty 1976.671708 = -2306015.388584 nChanged 11 SP:Iteration 128Q (1956.530142 sec): 3 clusters Score: Raw -2307994.922487 + Penalty 1976.671708 = -2306018.250779 nChanged 5 SP:Iteration 129Q (1956.611676 sec): 3 clusters Score: Raw -2307995.970602 + Penalty 1976.671708 = -2306019.298894 nChanged 5 SP:Iteration 130Q (1956.688394 sec): 3 clusters Score: Raw -2307996.975197 + Penalty 1976.671708 = -2306020.303489 nChanged 2 SP:Iteration 131Q (1956.753973 sec): 3 clusters Score: Raw -2307997.564267 + Penalty 1976.671708 = -2306020.892559 nChanged 3 SP:Iteration 132Q (1956.844001 sec): 3 clusters Score: Raw -2307998.053402 + Penalty 1976.671708 = -2306021.381695 nChanged 2 SP:Iteration 133Q (1956.927923 sec): 3 clusters Score: Raw -2307998.345047 + Penalty 1976.671708 = -2306021.673340 nChanged 1 SP:Iteration 134Q (1957.006503 sec): 3 clusters Score: Raw -2307998.474894 + Penalty 1976.671708 = -2306021.803187 nChanged 0 SP:Iteration 135F (1957.093654 sec): 3 clusters Score: Raw -2307998.474894 + Penalty 1976.671708 = -2306021.803187 nChanged 0 Trying to split cluster 12 (12949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1957.134121 sec): 2 clusters Score: Raw -925644.504491 + Penalty 899.533515 = -924744.970975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1957.198993 sec): 3 clusters Score: Raw -917720.724894 + Penalty 1799.067030 = -915921.657863 nChanged 6029 SP:Iteration 1F (1957.261061 sec): 3 clusters Score: Raw -921120.344806 + Penalty 1799.067030 = -919321.277775 nChanged 790 SP:Iteration 2F (1957.322215 sec): 3 clusters Score: Raw -921489.105348 + Penalty 1799.067030 = -919690.038317 nChanged 723 SP:Iteration 3F (1957.378143 sec): 3 clusters Score: Raw -921858.475015 + Penalty 1799.067030 = -920059.407985 nChanged 753 SP:Iteration 4F (1957.430948 sec): 3 clusters Score: Raw -922300.080292 + Penalty 1799.067030 = -920501.013261 nChanged 765 SP:Iteration 5F (1957.484841 sec): 3 clusters Score: Raw -922845.716789 + Penalty 1799.067030 = -921046.649759 nChanged 803 SP:Iteration 6F (1957.556954 sec): 3 clusters Score: Raw -923446.615975 + Penalty 1799.067030 = -921647.548945 nChanged 755 SP:Iteration 7F (1957.614738 sec): 3 clusters Score: Raw -924034.990826 + Penalty 1799.067030 = -922235.923796 nChanged 664 SP:Iteration 8F (1957.679682 sec): 3 clusters Score: Raw -924545.185232 + Penalty 1799.067030 = -922746.118202 nChanged 518 SP:Iteration 9Q (1957.728113 sec): 3 clusters Score: Raw -924909.759443 + Penalty 1799.067030 = -923110.692412 nChanged 370 SP:Iteration 10Q (1957.785090 sec): 3 clusters Score: Raw -925120.959548 + Penalty 1799.067030 = -923321.892518 nChanged 296 SP:Iteration 11Q (1957.842240 sec): 3 clusters Score: Raw -925294.996118 + Penalty 1799.067030 = -923495.929088 nChanged 240 SP:Iteration 12Q (1957.905014 sec): 3 clusters Score: Raw -925421.372795 + Penalty 1799.067030 = -923622.305765 nChanged 182 SP:Iteration 13Q (1957.955864 sec): 3 clusters Score: Raw -925502.343508 + Penalty 1799.067030 = -923703.276478 nChanged 125 SP:Iteration 14Q (1958.018802 sec): 3 clusters Score: Raw -925559.829235 + Penalty 1799.067030 = -923760.762205 nChanged 112 SP:Iteration 15Q (1958.075861 sec): 3 clusters Score: Raw -925615.142009 + Penalty 1799.067030 = -923816.074978 nChanged 104 SP:Iteration 16Q (1958.135249 sec): 3 clusters Score: Raw -925668.378321 + Penalty 1799.067030 = -923869.311291 nChanged 88 SP:Iteration 17Q (1958.197223 sec): 3 clusters Score: Raw -925711.043777 + Penalty 1799.067030 = -923911.976746 nChanged 77 SP:Iteration 18Q (1958.240839 sec): 3 clusters Score: Raw -925748.469119 + Penalty 1799.067030 = -923949.402088 nChanged 59 SP:Iteration 19Q (1958.304541 sec): 3 clusters Score: Raw -925783.996985 + Penalty 1799.067030 = -923984.929954 nChanged 68 SP:Iteration 20F (1958.358195 sec): 3 clusters Score: Raw -925825.982791 + Penalty 1799.067030 = -924026.915760 nChanged 76 SP:Iteration 21Q (1958.411366 sec): 3 clusters Score: Raw -925868.522649 + Penalty 1799.067030 = -924069.455619 nChanged 59 SP:Iteration 22Q (1958.473845 sec): 3 clusters Score: Raw -925892.948929 + Penalty 1799.067030 = -924093.881898 nChanged 48 SP:Iteration 23Q (1958.534459 sec): 3 clusters Score: Raw -925914.648363 + Penalty 1799.067030 = -924115.581333 nChanged 51 SP:Iteration 24Q (1958.588958 sec): 3 clusters Score: Raw -925939.822676 + Penalty 1799.067030 = -924140.755646 nChanged 43 SP:Iteration 25Q (1958.648043 sec): 3 clusters Score: Raw -925958.630383 + Penalty 1799.067030 = -924159.563352 nChanged 40 SP:Iteration 26Q (1958.708775 sec): 3 clusters Score: Raw -925975.653465 + Penalty 1799.067030 = -924176.586435 nChanged 28 SP:Iteration 27Q (1958.780351 sec): 3 clusters Score: Raw -925986.493223 + Penalty 1799.067030 = -924187.426193 nChanged 22 SP:Iteration 28Q (1958.829564 sec): 3 clusters Score: Raw -925992.353273 + Penalty 1799.067030 = -924193.286242 nChanged 13 SP:Iteration 29Q (1958.891885 sec): 3 clusters Score: Raw -925996.011990 + Penalty 1799.067030 = -924196.944960 nChanged 14 SP:Iteration 30Q (1958.952149 sec): 3 clusters Score: Raw -926000.167921 + Penalty 1799.067030 = -924201.100891 nChanged 12 SP:Iteration 31Q (1959.000656 sec): 3 clusters Score: Raw -926003.446826 + Penalty 1799.067030 = -924204.379796 nChanged 8 SP:Iteration 32Q (1959.053154 sec): 3 clusters Score: Raw -926005.652971 + Penalty 1799.067030 = -924206.585941 nChanged 8 SP:Iteration 33Q (1959.109492 sec): 3 clusters Score: Raw -926007.065714 + Penalty 1799.067030 = -924207.998683 nChanged 3 SP:Iteration 34Q (1959.168971 sec): 3 clusters Score: Raw -926007.842403 + Penalty 1799.067030 = -924208.775373 nChanged 2 SP:Iteration 35Q (1959.234111 sec): 3 clusters Score: Raw -926008.223335 + Penalty 1799.067030 = -924209.156305 nChanged 0 SP:Iteration 36F (1959.296998 sec): 3 clusters Score: Raw -926008.223335 + Penalty 1799.067030 = -924209.156305 nChanged 0 Trying to split cluster 13 (16323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1959.336137 sec): 2 clusters Score: Raw -1108588.260529 + Penalty 921.531391 = -1107666.729138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1959.407237 sec): 3 clusters Score: Raw -1098480.708435 + Penalty 1843.062783 = -1096637.645652 nChanged 7526 SP:Iteration 1F (1959.475726 sec): 3 clusters Score: Raw -1102762.542276 + Penalty 1843.062783 = -1100919.479493 nChanged 821 SP:Iteration 2F (1959.543058 sec): 3 clusters Score: Raw -1103059.520026 + Penalty 1843.062783 = -1101216.457243 nChanged 723 SP:Iteration 3Q (1959.600119 sec): 3 clusters Score: Raw -1103333.181513 + Penalty 1843.062783 = -1101490.118730 nChanged 727 SP:Iteration 4Q (1959.665572 sec): 3 clusters Score: Raw -1103629.857858 + Penalty 1843.062783 = -1101786.795076 nChanged 752 SP:Iteration 5Q (1959.741243 sec): 3 clusters Score: Raw -1103968.175090 + Penalty 1843.062783 = -1102125.112307 nChanged 745 SP:Iteration 6Q (1959.804912 sec): 3 clusters Score: Raw -1104367.248440 + Penalty 1843.062783 = -1102524.185657 nChanged 794 SP:Iteration 7Q (1959.876882 sec): 3 clusters Score: Raw -1104839.279523 + Penalty 1843.062783 = -1102996.216741 nChanged 821 SP:Iteration 8F (1959.935522 sec): 3 clusters Score: Raw -1105360.408361 + Penalty 1843.062783 = -1103517.345578 nChanged 790 SP:Iteration 9Q (1959.988470 sec): 3 clusters Score: Raw -1105851.348087 + Penalty 1843.062783 = -1104008.285304 nChanged 713 SP:Iteration 10Q (1960.053649 sec): 3 clusters Score: Raw -1106213.614665 + Penalty 1843.062783 = -1104370.551882 nChanged 546 SP:Iteration 11Q (1960.115777 sec): 3 clusters Score: Raw -1106408.151204 + Penalty 1843.062783 = -1104565.088421 nChanged 326 SP:Iteration 12Q (1960.189878 sec): 3 clusters Score: Raw -1106479.556490 + Penalty 1843.062783 = -1104636.493707 nChanged 200 SP:Iteration 13Q (1960.257262 sec): 3 clusters Score: Raw -1106514.452483 + Penalty 1843.062783 = -1104671.389700 nChanged 148 SP:Iteration 14Q (1960.317354 sec): 3 clusters Score: Raw -1106540.643140 + Penalty 1843.062783 = -1104697.580357 nChanged 137 SP:Iteration 15Q (1960.389268 sec): 3 clusters Score: Raw -1106561.139441 + Penalty 1843.062783 = -1104718.076658 nChanged 109 SP:Iteration 16Q (1960.444495 sec): 3 clusters Score: Raw -1106576.818877 + Penalty 1843.062783 = -1104733.756094 nChanged 100 SP:Iteration 17Q (1960.511293 sec): 3 clusters Score: Raw -1106589.953478 + Penalty 1843.062783 = -1104746.890695 nChanged 80 SP:Iteration 18Q (1960.574985 sec): 3 clusters Score: Raw -1106599.915144 + Penalty 1843.062783 = -1104756.852362 nChanged 70 SP:Iteration 19Q (1960.642304 sec): 3 clusters Score: Raw -1106606.913865 + Penalty 1843.062783 = -1104763.851082 nChanged 64 SP:Iteration 20F (1960.717673 sec): 3 clusters Score: Raw -1106613.163444 + Penalty 1843.062783 = -1104770.100662 nChanged 69 SP:Iteration 21Q (1960.781887 sec): 3 clusters Score: Raw -1106621.014144 + Penalty 1843.062783 = -1104777.951362 nChanged 70 SP:Iteration 22Q (1960.843182 sec): 3 clusters Score: Raw -1106628.148565 + Penalty 1843.062783 = -1104785.085782 nChanged 67 SP:Iteration 23Q (1960.910075 sec): 3 clusters Score: Raw -1106635.822129 + Penalty 1843.062783 = -1104792.759346 nChanged 67 SP:Iteration 24Q (1960.978784 sec): 3 clusters Score: Raw -1106642.088119 + Penalty 1843.062783 = -1104799.025336 nChanged 53 SP:Iteration 25Q (1961.039489 sec): 3 clusters Score: Raw -1106647.039612 + Penalty 1843.062783 = -1104803.976830 nChanged 47 SP:Iteration 26Q (1961.111571 sec): 3 clusters Score: Raw -1106650.599571 + Penalty 1843.062783 = -1104807.536788 nChanged 41 SP:Iteration 27Q (1961.168817 sec): 3 clusters Score: Raw -1106654.162862 + Penalty 1843.062783 = -1104811.100080 nChanged 42 SP:Iteration 28Q (1961.236148 sec): 3 clusters Score: Raw -1106658.090529 + Penalty 1843.062783 = -1104815.027747 nChanged 34 SP:Iteration 29Q (1961.311285 sec): 3 clusters Score: Raw -1106661.285834 + Penalty 1843.062783 = -1104818.223051 nChanged 41 SP:Iteration 30Q (1961.378423 sec): 3 clusters Score: Raw -1106664.913185 + Penalty 1843.062783 = -1104821.850402 nChanged 48 SP:Iteration 31Q (1961.433396 sec): 3 clusters Score: Raw -1106670.196963 + Penalty 1843.062783 = -1104827.134181 nChanged 56 SP:Iteration 32Q (1961.510619 sec): 3 clusters Score: Raw -1106675.919040 + Penalty 1843.062783 = -1104832.856258 nChanged 51 SP:Iteration 33Q (1961.579683 sec): 3 clusters Score: Raw -1106680.731981 + Penalty 1843.062783 = -1104837.669198 nChanged 45 SP:Iteration 34Q (1961.635029 sec): 3 clusters Score: Raw -1106684.281064 + Penalty 1843.062783 = -1104841.218281 nChanged 36 SP:Iteration 35Q (1961.708124 sec): 3 clusters Score: Raw -1106687.078475 + Penalty 1843.062783 = -1104844.015692 nChanged 43 SP:Iteration 36Q (1961.767917 sec): 3 clusters Score: Raw -1106690.017098 + Penalty 1843.062783 = -1104846.954315 nChanged 42 SP:Iteration 37Q (1961.837763 sec): 3 clusters Score: Raw -1106693.015161 + Penalty 1843.062783 = -1104849.952378 nChanged 32 SP:Iteration 38Q (1961.896571 sec): 3 clusters Score: Raw -1106695.442804 + Penalty 1843.062783 = -1104852.380022 nChanged 32 SP:Iteration 39Q (1961.964681 sec): 3 clusters Score: Raw -1106697.945059 + Penalty 1843.062783 = -1104854.882277 nChanged 39 SP:Iteration 40F (1962.039911 sec): 3 clusters Score: Raw -1106700.954301 + Penalty 1843.062783 = -1104857.891519 nChanged 28 SP:Iteration 41Q (1962.105120 sec): 3 clusters Score: Raw -1106703.025901 + Penalty 1843.062783 = -1104859.963119 nChanged 25 SP:Iteration 42Q (1962.172924 sec): 3 clusters Score: Raw -1106704.792123 + Penalty 1843.062783 = -1104861.729340 nChanged 24 SP:Iteration 43Q (1962.235933 sec): 3 clusters Score: Raw -1106706.055839 + Penalty 1843.062783 = -1104862.993057 nChanged 20 SP:Iteration 44Q (1962.291950 sec): 3 clusters Score: Raw -1106707.485987 + Penalty 1843.062783 = -1104864.423205 nChanged 23 SP:Iteration 45Q (1962.360835 sec): 3 clusters Score: Raw -1106709.043376 + Penalty 1843.062783 = -1104865.980593 nChanged 27 SP:Iteration 46Q (1962.437032 sec): 3 clusters Score: Raw -1106710.469974 + Penalty 1843.062783 = -1104867.407191 nChanged 19 SP:Iteration 47Q (1962.486045 sec): 3 clusters Score: Raw -1106711.334502 + Penalty 1843.062783 = -1104868.271719 nChanged 13 SP:Iteration 48Q (1962.552029 sec): 3 clusters Score: Raw -1106712.130718 + Penalty 1843.062783 = -1104869.067935 nChanged 17 SP:Iteration 49Q (1962.615947 sec): 3 clusters Score: Raw -1106713.080884 + Penalty 1843.062783 = -1104870.018101 nChanged 19 SP:Iteration 50Q (1962.681499 sec): 3 clusters Score: Raw -1106713.940432 + Penalty 1843.062783 = -1104870.877650 nChanged 16 SP:Iteration 51Q (1962.753459 sec): 3 clusters Score: Raw -1106714.705115 + Penalty 1843.062783 = -1104871.642332 nChanged 22 SP:Iteration 52Q (1962.808361 sec): 3 clusters Score: Raw -1106715.684404 + Penalty 1843.062783 = -1104872.621621 nChanged 21 SP:Iteration 53Q (1962.874100 sec): 3 clusters Score: Raw -1106716.548756 + Penalty 1843.062783 = -1104873.485973 nChanged 16 SP:Iteration 54Q (1962.943013 sec): 3 clusters Score: Raw -1106717.422361 + Penalty 1843.062783 = -1104874.359578 nChanged 20 SP:Iteration 55Q (1963.004457 sec): 3 clusters Score: Raw -1106718.572608 + Penalty 1843.062783 = -1104875.509826 nChanged 13 SP:Iteration 56Q (1963.070617 sec): 3 clusters Score: Raw -1106719.272116 + Penalty 1843.062783 = -1104876.209333 nChanged 17 SP:Iteration 57Q (1963.128069 sec): 3 clusters Score: Raw -1106720.513464 + Penalty 1843.062783 = -1104877.450681 nChanged 23 SP:Iteration 58Q (1963.186370 sec): 3 clusters Score: Raw -1106722.112848 + Penalty 1843.062783 = -1104879.050066 nChanged 22 SP:Iteration 59Q (1963.251746 sec): 3 clusters Score: Raw -1106723.877779 + Penalty 1843.062783 = -1104880.814997 nChanged 27 SP:Iteration 60F (1963.314882 sec): 3 clusters Score: Raw -1106725.557826 + Penalty 1843.062783 = -1104882.495043 nChanged 25 SP:Iteration 61Q (1963.381618 sec): 3 clusters Score: Raw -1106726.987250 + Penalty 1843.062783 = -1104883.924467 nChanged 29 SP:Iteration 62Q (1963.441501 sec): 3 clusters Score: Raw -1106728.479261 + Penalty 1843.062783 = -1104885.416478 nChanged 25 SP:Iteration 63Q (1963.512639 sec): 3 clusters Score: Raw -1106730.188667 + Penalty 1843.062783 = -1104887.125885 nChanged 27 SP:Iteration 64Q (1963.577410 sec): 3 clusters Score: Raw -1106732.224205 + Penalty 1843.062783 = -1104889.161422 nChanged 31 SP:Iteration 65Q (1963.649920 sec): 3 clusters Score: Raw -1106734.963280 + Penalty 1843.062783 = -1104891.900497 nChanged 36 SP:Iteration 66Q (1963.715427 sec): 3 clusters Score: Raw -1106738.059601 + Penalty 1843.062783 = -1104894.996818 nChanged 44 SP:Iteration 67Q (1963.780687 sec): 3 clusters Score: Raw -1106741.782309 + Penalty 1843.062783 = -1104898.719527 nChanged 47 SP:Iteration 68Q (1963.847961 sec): 3 clusters Score: Raw -1106746.320993 + Penalty 1843.062783 = -1104903.258211 nChanged 44 SP:Iteration 69Q (1963.914883 sec): 3 clusters Score: Raw -1106751.124610 + Penalty 1843.062783 = -1104908.061827 nChanged 56 SP:Iteration 70Q (1963.985652 sec): 3 clusters Score: Raw -1106758.806952 + Penalty 1843.062783 = -1104915.744169 nChanged 67 SP:Iteration 71Q (1964.047189 sec): 3 clusters Score: Raw -1106767.899606 + Penalty 1843.062783 = -1104924.836824 nChanged 68 SP:Iteration 72Q (1964.105012 sec): 3 clusters Score: Raw -1106777.097855 + Penalty 1843.062783 = -1104934.035072 nChanged 80 SP:Iteration 73Q (1964.169809 sec): 3 clusters Score: Raw -1106788.300044 + Penalty 1843.062783 = -1104945.237261 nChanged 76 SP:Iteration 74Q (1964.232215 sec): 3 clusters Score: Raw -1106797.246933 + Penalty 1843.062783 = -1104954.184150 nChanged 79 SP:Iteration 75Q (1964.307289 sec): 3 clusters Score: Raw -1106808.548031 + Penalty 1843.062783 = -1104965.485249 nChanged 79 SP:Iteration 76Q (1964.372811 sec): 3 clusters Score: Raw -1106820.167670 + Penalty 1843.062783 = -1104977.104888 nChanged 83 SP:Iteration 77Q (1964.433301 sec): 3 clusters Score: Raw -1106832.395900 + Penalty 1843.062783 = -1104989.333117 nChanged 71 SP:Iteration 78Q (1964.493242 sec): 3 clusters Score: Raw -1106842.176175 + Penalty 1843.062783 = -1104999.113393 nChanged 72 SP:Iteration 79Q (1964.561838 sec): 3 clusters Score: Raw -1106854.078700 + Penalty 1843.062783 = -1105011.015918 nChanged 80 SP:Iteration 80F (1964.619297 sec): 3 clusters Score: Raw -1106866.343254 + Penalty 1843.062783 = -1105023.280471 nChanged 85 SP:Iteration 81Q (1964.682886 sec): 3 clusters Score: Raw -1106877.885112 + Penalty 1843.062783 = -1105034.822329 nChanged 85 SP:Iteration 82Q (1964.745900 sec): 3 clusters Score: Raw -1106888.682241 + Penalty 1843.062783 = -1105045.619459 nChanged 79 SP:Iteration 83Q (1964.808508 sec): 3 clusters Score: Raw -1106898.835857 + Penalty 1843.062783 = -1105055.773075 nChanged 83 SP:Iteration 84Q (1964.887929 sec): 3 clusters Score: Raw -1106909.366702 + Penalty 1843.062783 = -1105066.303920 nChanged 71 SP:Iteration 85Q (1964.954668 sec): 3 clusters Score: Raw -1106918.135528 + Penalty 1843.062783 = -1105075.072746 nChanged 75 SP:Iteration 86Q (1965.012971 sec): 3 clusters Score: Raw -1106928.804192 + Penalty 1843.062783 = -1105085.741409 nChanged 68 SP:Iteration 87Q (1965.082311 sec): 3 clusters Score: Raw -1106937.675416 + Penalty 1843.062783 = -1105094.612633 nChanged 72 SP:Iteration 88Q (1965.146727 sec): 3 clusters Score: Raw -1106947.284767 + Penalty 1843.062783 = -1105104.221984 nChanged 72 SP:Iteration 89Q (1965.220238 sec): 3 clusters Score: Raw -1106957.347142 + Penalty 1843.062783 = -1105114.284359 nChanged 86 SP:Iteration 90Q (1965.289105 sec): 3 clusters Score: Raw -1106969.574725 + Penalty 1843.062783 = -1105126.511943 nChanged 98 SP:Iteration 91Q (1965.346100 sec): 3 clusters Score: Raw -1106985.777278 + Penalty 1843.062783 = -1105142.714496 nChanged 94 SP:Iteration 92Q (1965.414519 sec): 3 clusters Score: Raw -1107000.312158 + Penalty 1843.062783 = -1105157.249375 nChanged 95 SP:Iteration 93Q (1965.473452 sec): 3 clusters Score: Raw -1107016.144050 + Penalty 1843.062783 = -1105173.081268 nChanged 102 SP:Iteration 94Q (1965.538183 sec): 3 clusters Score: Raw -1107036.705825 + Penalty 1843.062783 = -1105193.643042 nChanged 118 SP:Iteration 95Q (1965.604640 sec): 3 clusters Score: Raw -1107057.507847 + Penalty 1843.062783 = -1105214.445065 nChanged 106 SP:Iteration 96Q (1965.673259 sec): 3 clusters Score: Raw -1107077.696372 + Penalty 1843.062783 = -1105234.633590 nChanged 124 SP:Iteration 97Q (1965.738283 sec): 3 clusters Score: Raw -1107101.816503 + Penalty 1843.062783 = -1105258.753720 nChanged 118 SP:Iteration 98Q (1965.808165 sec): 3 clusters Score: Raw -1107126.131173 + Penalty 1843.062783 = -1105283.068390 nChanged 122 SP:Iteration 99Q (1965.877193 sec): 3 clusters Score: Raw -1107150.583917 + Penalty 1843.062783 = -1105307.521134 nChanged 127 SP:Iteration 100F (1965.946402 sec): 3 clusters Score: Raw -1107174.435094 + Penalty 1843.062783 = -1105331.372312 nChanged 127 SP:Iteration 101Q (1966.008181 sec): 3 clusters Score: Raw -1107202.700398 + Penalty 1843.062783 = -1105359.637615 nChanged 145 SP:Iteration 102Q (1966.075739 sec): 3 clusters Score: Raw -1107235.897658 + Penalty 1843.062783 = -1105392.834876 nChanged 154 SP:Iteration 103Q (1966.143042 sec): 3 clusters Score: Raw -1107279.981129 + Penalty 1843.062783 = -1105436.918347 nChanged 176 SP:Iteration 104Q (1966.204083 sec): 3 clusters Score: Raw -1107336.313724 + Penalty 1843.062783 = -1105493.250941 nChanged 199 SP:Iteration 105Q (1966.269029 sec): 3 clusters Score: Raw -1107410.278205 + Penalty 1843.062783 = -1105567.215422 nChanged 218 SP:Iteration 106Q (1966.326248 sec): 3 clusters Score: Raw -1107492.179816 + Penalty 1843.062783 = -1105649.117034 nChanged 220 SP:Iteration 107Q (1966.398798 sec): 3 clusters Score: Raw -1107579.240941 + Penalty 1843.062783 = -1105736.178159 nChanged 220 SP:Iteration 108Q (1966.452267 sec): 3 clusters Score: Raw -1107664.297742 + Penalty 1843.062783 = -1105821.234959 nChanged 218 SP:Iteration 109Q (1966.512692 sec): 3 clusters Score: Raw -1107747.831789 + Penalty 1843.062783 = -1105904.769006 nChanged 201 SP:Iteration 110Q (1966.575673 sec): 3 clusters Score: Raw -1107827.201235 + Penalty 1843.062783 = -1105984.138452 nChanged 210 SP:Iteration 111Q (1966.643904 sec): 3 clusters Score: Raw -1107918.309958 + Penalty 1843.062783 = -1106075.247176 nChanged 221 SP:Iteration 112Q (1966.695177 sec): 3 clusters Score: Raw -1108012.214341 + Penalty 1843.062783 = -1106169.151559 nChanged 201 SP:Iteration 113Q (1966.767420 sec): 3 clusters Score: Raw -1108099.654490 + Penalty 1843.062783 = -1106256.591707 nChanged 187 SP:Iteration 114Q (1966.835401 sec): 3 clusters Score: Raw -1108183.494471 + Penalty 1843.062783 = -1106340.431689 nChanged 170 SP:Iteration 115Q (1966.901830 sec): 3 clusters Score: Raw -1108266.923769 + Penalty 1843.062783 = -1106423.860986 nChanged 169 SP:Iteration 116Q (1966.966351 sec): 3 clusters Score: Raw -1108356.731899 + Penalty 1843.062783 = -1106513.669116 nChanged 134 SP:Iteration 117Q (1967.030243 sec): 3 clusters Score: Raw -1108418.775026 + Penalty 1843.062783 = -1106575.712243 nChanged 107 SP:Iteration 118Q (1967.094605 sec): 3 clusters Score: Raw -1108466.597586 + Penalty 1843.062783 = -1106623.534804 nChanged 94 SP:Iteration 119Q (1967.143933 sec): 3 clusters Score: Raw -1108507.146914 + Penalty 1843.062783 = -1106664.084132 nChanged 83 SP:Iteration 120F (1967.215065 sec): 3 clusters Score: Raw -1108541.377742 + Penalty 1843.062783 = -1106698.314959 nChanged 89 SP:Iteration 121Q (1967.272534 sec): 3 clusters Score: Raw -1108583.810703 + Penalty 1843.062783 = -1106740.747920 nChanged 93 SP:Iteration 122Q (1967.331155 sec): 3 clusters Score: Raw -1108623.848800 + Penalty 1843.062783 = -1106780.786017 nChanged 70 SP:Iteration 123Q (1967.389608 sec): 3 clusters Score: Raw -1108654.995918 + Penalty 1843.062783 = -1106811.933136 nChanged 61 SP:Iteration 124Q (1967.451293 sec): 3 clusters Score: Raw -1108678.993128 + Penalty 1843.062783 = -1106835.930345 nChanged 47 SP:Iteration 125Q (1967.512385 sec): 3 clusters Score: Raw -1108694.227990 + Penalty 1843.062783 = -1106851.165207 nChanged 37 SP:Iteration 126Q (1967.562069 sec): 3 clusters Score: Raw -1108705.194183 + Penalty 1843.062783 = -1106862.131401 nChanged 31 SP:Iteration 127Q (1967.635412 sec): 3 clusters Score: Raw -1108714.242684 + Penalty 1843.062783 = -1106871.179901 nChanged 31 SP:Iteration 128Q (1967.682913 sec): 3 clusters Score: Raw -1108723.933830 + Penalty 1843.062783 = -1106880.871048 nChanged 20 SP:Iteration 129Q (1967.748886 sec): 3 clusters Score: Raw -1108731.549718 + Penalty 1843.062783 = -1106888.486936 nChanged 22 SP:Iteration 130Q (1967.804893 sec): 3 clusters Score: Raw -1108739.473035 + Penalty 1843.062783 = -1106896.410253 nChanged 22 SP:Iteration 131Q (1967.858121 sec): 3 clusters Score: Raw -1108747.060184 + Penalty 1843.062783 = -1106903.997402 nChanged 21 SP:Iteration 132Q (1967.918152 sec): 3 clusters Score: Raw -1108753.632843 + Penalty 1843.062783 = -1106910.570060 nChanged 13 SP:Iteration 133Q (1967.973049 sec): 3 clusters Score: Raw -1108758.280208 + Penalty 1843.062783 = -1106915.217426 nChanged 9 SP:Iteration 134Q (1968.034323 sec): 3 clusters Score: Raw -1108762.122309 + Penalty 1843.062783 = -1106919.059526 nChanged 11 SP:Iteration 135Q (1968.091032 sec): 3 clusters Score: Raw -1108766.053982 + Penalty 1843.062783 = -1106922.991199 nChanged 13 SP:Iteration 136Q (1968.149872 sec): 3 clusters Score: Raw -1108770.277845 + Penalty 1843.062783 = -1106927.215062 nChanged 9 SP:Iteration 137Q (1968.205766 sec): 3 clusters Score: Raw -1108773.230475 + Penalty 1843.062783 = -1106930.167692 nChanged 10 SP:Iteration 138Q (1968.263073 sec): 3 clusters Score: Raw -1108777.049663 + Penalty 1843.062783 = -1106933.986881 nChanged 10 SP:Iteration 139Q (1968.322557 sec): 3 clusters Score: Raw -1108781.158943 + Penalty 1843.062783 = -1106938.096160 nChanged 11 SP:Iteration 140F (1968.380038 sec): 3 clusters Score: Raw -1108786.409430 + Penalty 1843.062783 = -1106943.346647 nChanged 10 SP:Iteration 141Q (1968.451010 sec): 3 clusters Score: Raw -1108791.423699 + Penalty 1843.062783 = -1106948.360916 nChanged 10 SP:Iteration 142Q (1968.513743 sec): 3 clusters Score: Raw -1108795.186590 + Penalty 1843.062783 = -1106952.123807 nChanged 11 SP:Iteration 143Q (1968.574816 sec): 3 clusters Score: Raw -1108799.597591 + Penalty 1843.062783 = -1106956.534808 nChanged 6 SP:Iteration 144Q (1968.627807 sec): 3 clusters Score: Raw -1108802.644393 + Penalty 1843.062783 = -1106959.581610 nChanged 10 SP:Iteration 145Q (1968.693148 sec): 3 clusters Score: Raw -1108805.725312 + Penalty 1843.062783 = -1106962.662530 nChanged 8 SP:Iteration 146Q (1968.753421 sec): 3 clusters Score: Raw -1108807.965939 + Penalty 1843.062783 = -1106964.903156 nChanged 4 SP:Iteration 147Q (1968.819108 sec): 3 clusters Score: Raw -1108809.345650 + Penalty 1843.062783 = -1106966.282867 nChanged 7 SP:Iteration 148Q (1968.876565 sec): 3 clusters Score: Raw -1108811.324578 + Penalty 1843.062783 = -1106968.261795 nChanged 3 SP:Iteration 149Q (1968.922752 sec): 3 clusters Score: Raw -1108812.880431 + Penalty 1843.062783 = -1106969.817648 nChanged 7 SP:Iteration 150Q (1968.985518 sec): 3 clusters Score: Raw -1108816.242694 + Penalty 1843.062783 = -1106973.179911 nChanged 11 SP:Iteration 151Q (1969.057362 sec): 3 clusters Score: Raw -1108819.745089 + Penalty 1843.062783 = -1106976.682306 nChanged 4 SP:Iteration 152Q (1969.118577 sec): 3 clusters Score: Raw -1108820.750145 + Penalty 1843.062783 = -1106977.687363 nChanged 4 SP:Iteration 153Q (1969.175001 sec): 3 clusters Score: Raw -1108821.747163 + Penalty 1843.062783 = -1106978.684380 nChanged 4 SP:Iteration 154Q (1969.240518 sec): 3 clusters Score: Raw -1108823.187409 + Penalty 1843.062783 = -1106980.124626 nChanged 5 SP:Iteration 155Q (1969.299272 sec): 3 clusters Score: Raw -1108824.652104 + Penalty 1843.062783 = -1106981.589322 nChanged 3 SP:Iteration 156Q (1969.372982 sec): 3 clusters Score: Raw -1108825.580982 + Penalty 1843.062783 = -1106982.518199 nChanged 2 SP:Iteration 157Q (1969.420157 sec): 3 clusters Score: Raw -1108826.222258 + Penalty 1843.062783 = -1106983.159476 nChanged 1 SP:Iteration 158Q (1969.493092 sec): 3 clusters Score: Raw -1108826.331128 + Penalty 1843.062783 = -1106983.268346 nChanged 2 SP:Iteration 159Q (1969.545644 sec): 3 clusters Score: Raw -1108826.957733 + Penalty 1843.062783 = -1106983.894950 nChanged 3 SP:Iteration 160F (1969.613832 sec): 3 clusters Score: Raw -1108827.851204 + Penalty 1843.062783 = -1106984.788422 nChanged 2 SP:Iteration 161Q (1969.669609 sec): 3 clusters Score: Raw -1108828.551497 + Penalty 1843.062783 = -1106985.488714 nChanged 1 SP:Iteration 162Q (1969.724456 sec): 3 clusters Score: Raw -1108828.608878 + Penalty 1843.062783 = -1106985.546096 nChanged 0 SP:Iteration 163F (1969.788652 sec): 3 clusters Score: Raw -1108828.608878 + Penalty 1843.062783 = -1106985.546096 nChanged 0 Trying to split cluster 14 (9487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1969.830781 sec): 2 clusters Score: Raw -610990.769320 + Penalty 869.979383 = -610120.789937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1969.882272 sec): 3 clusters Score: Raw -605373.211726 + Penalty 1739.958767 = -603633.252960 nChanged 4345 SP:Iteration 1F (1969.931442 sec): 3 clusters Score: Raw -607868.472280 + Penalty 1739.958767 = -606128.513513 nChanged 665 SP:Iteration 2F (1969.996406 sec): 3 clusters Score: Raw -608252.153422 + Penalty 1739.958767 = -606512.194656 nChanged 640 SP:Iteration 3F (1970.044681 sec): 3 clusters Score: Raw -608644.296925 + Penalty 1739.958767 = -606904.338158 nChanged 622 SP:Iteration 4F (1970.101471 sec): 3 clusters Score: Raw -609077.447793 + Penalty 1739.958767 = -607337.489026 nChanged 598 SP:Iteration 5F (1970.159190 sec): 3 clusters Score: Raw -609530.626453 + Penalty 1739.958767 = -607790.667687 nChanged 569 SP:Iteration 6F (1970.215825 sec): 3 clusters Score: Raw -609948.553865 + Penalty 1739.958767 = -608208.595098 nChanged 423 SP:Iteration 7Q (1970.277287 sec): 3 clusters Score: Raw -610212.549962 + Penalty 1739.958767 = -608472.591196 nChanged 319 SP:Iteration 8Q (1970.334599 sec): 3 clusters Score: Raw -610369.511933 + Penalty 1739.958767 = -608629.553166 nChanged 231 SP:Iteration 9Q (1970.385488 sec): 3 clusters Score: Raw -610461.773154 + Penalty 1739.958767 = -608721.814387 nChanged 165 SP:Iteration 10Q (1970.436636 sec): 3 clusters Score: Raw -610520.728347 + Penalty 1739.958767 = -608780.769580 nChanged 132 SP:Iteration 11Q (1970.497099 sec): 3 clusters Score: Raw -610569.008353 + Penalty 1739.958767 = -608829.049586 nChanged 132 SP:Iteration 12Q (1970.558142 sec): 3 clusters Score: Raw -610611.272442 + Penalty 1739.958767 = -608871.313675 nChanged 116 SP:Iteration 13Q (1970.609425 sec): 3 clusters Score: Raw -610647.812754 + Penalty 1739.958767 = -608907.853987 nChanged 117 SP:Iteration 14Q (1970.668696 sec): 3 clusters Score: Raw -610685.499922 + Penalty 1739.958767 = -608945.541155 nChanged 115 SP:Iteration 15Q (1970.735561 sec): 3 clusters Score: Raw -610721.035482 + Penalty 1739.958767 = -608981.076715 nChanged 108 SP:Iteration 16Q (1970.784516 sec): 3 clusters Score: Raw -610758.629253 + Penalty 1739.958767 = -609018.670486 nChanged 123 SP:Iteration 17Q (1970.842719 sec): 3 clusters Score: Raw -610804.613145 + Penalty 1739.958767 = -609064.654379 nChanged 119 SP:Iteration 18Q (1970.907728 sec): 3 clusters Score: Raw -610846.252939 + Penalty 1739.958767 = -609106.294173 nChanged 94 SP:Iteration 19Q (1970.963485 sec): 3 clusters Score: Raw -610880.822942 + Penalty 1739.958767 = -609140.864175 nChanged 106 SP:Iteration 20F (1971.018386 sec): 3 clusters Score: Raw -610923.387967 + Penalty 1739.958767 = -609183.429201 nChanged 108 SP:Iteration 21Q (1971.069677 sec): 3 clusters Score: Raw -610975.478451 + Penalty 1739.958767 = -609235.519684 nChanged 108 SP:Iteration 22Q (1971.126774 sec): 3 clusters Score: Raw -611024.247601 + Penalty 1739.958767 = -609284.288835 nChanged 87 SP:Iteration 23Q (1971.185606 sec): 3 clusters Score: Raw -611061.620870 + Penalty 1739.958767 = -609321.662103 nChanged 66 SP:Iteration 24Q (1971.227996 sec): 3 clusters Score: Raw -611088.497842 + Penalty 1739.958767 = -609348.539075 nChanged 43 SP:Iteration 25Q (1971.288553 sec): 3 clusters Score: Raw -611104.399992 + Penalty 1739.958767 = -609364.441226 nChanged 34 SP:Iteration 26Q (1971.342157 sec): 3 clusters Score: Raw -611118.758200 + Penalty 1739.958767 = -609378.799433 nChanged 38 SP:Iteration 27Q (1971.400421 sec): 3 clusters Score: Raw -611132.181110 + Penalty 1739.958767 = -609392.222344 nChanged 39 SP:Iteration 28Q (1971.446823 sec): 3 clusters Score: Raw -611146.014049 + Penalty 1739.958767 = -609406.055283 nChanged 26 SP:Iteration 29Q (1971.512507 sec): 3 clusters Score: Raw -611155.763125 + Penalty 1739.958767 = -609415.804359 nChanged 25 SP:Iteration 30Q (1971.568580 sec): 3 clusters Score: Raw -611165.888749 + Penalty 1739.958767 = -609425.929982 nChanged 23 SP:Iteration 31Q (1971.615505 sec): 3 clusters Score: Raw -611174.041835 + Penalty 1739.958767 = -609434.083069 nChanged 21 SP:Iteration 32Q (1971.683551 sec): 3 clusters Score: Raw -611181.195944 + Penalty 1739.958767 = -609441.237177 nChanged 11 SP:Iteration 33Q (1971.729871 sec): 3 clusters Score: Raw -611184.924875 + Penalty 1739.958767 = -609444.966109 nChanged 8 SP:Iteration 34Q (1971.781734 sec): 3 clusters Score: Raw -611186.717370 + Penalty 1739.958767 = -609446.758603 nChanged 12 SP:Iteration 35Q (1971.840952 sec): 3 clusters Score: Raw -611189.783484 + Penalty 1739.958767 = -609449.824717 nChanged 9 SP:Iteration 36Q (1971.902343 sec): 3 clusters Score: Raw -611192.939469 + Penalty 1739.958767 = -609452.980702 nChanged 3 SP:Iteration 37Q (1971.958945 sec): 3 clusters Score: Raw -611194.230524 + Penalty 1739.958767 = -609454.271757 nChanged 7 SP:Iteration 38Q (1972.005815 sec): 3 clusters Score: Raw -611196.226785 + Penalty 1739.958767 = -609456.268018 nChanged 4 SP:Iteration 39Q (1972.073295 sec): 3 clusters Score: Raw -611197.740471 + Penalty 1739.958767 = -609457.781705 nChanged 3 SP:Iteration 40F (1972.113630 sec): 3 clusters Score: Raw -611199.010885 + Penalty 1739.958767 = -609459.052118 nChanged 4 SP:Iteration 41Q (1972.172655 sec): 3 clusters Score: Raw -611200.628992 + Penalty 1739.958767 = -609460.670226 nChanged 3 SP:Iteration 42Q (1972.223799 sec): 3 clusters Score: Raw -611202.350239 + Penalty 1739.958767 = -609462.391472 nChanged 8 SP:Iteration 43Q (1972.277349 sec): 3 clusters Score: Raw -611204.655403 + Penalty 1739.958767 = -609464.696636 nChanged 7 SP:Iteration 44Q (1972.338295 sec): 3 clusters Score: Raw -611207.971272 + Penalty 1739.958767 = -609468.012505 nChanged 6 SP:Iteration 45Q (1972.385106 sec): 3 clusters Score: Raw -611211.329147 + Penalty 1739.958767 = -609471.370380 nChanged 7 SP:Iteration 46Q (1972.449339 sec): 3 clusters Score: Raw -611213.787342 + Penalty 1739.958767 = -609473.828575 nChanged 4 SP:Iteration 47Q (1972.501166 sec): 3 clusters Score: Raw -611215.777892 + Penalty 1739.958767 = -609475.819125 nChanged 3 SP:Iteration 48Q (1972.541620 sec): 3 clusters Score: Raw -611217.891386 + Penalty 1739.958767 = -609477.932620 nChanged 5 SP:Iteration 49Q (1972.602663 sec): 3 clusters Score: Raw -611220.864305 + Penalty 1739.958767 = -609480.905539 nChanged 7 SP:Iteration 50Q (1972.651946 sec): 3 clusters Score: Raw -611225.873391 + Penalty 1739.958767 = -609485.914624 nChanged 10 SP:Iteration 51Q (1972.699510 sec): 3 clusters Score: Raw -611228.193178 + Penalty 1739.958767 = -609488.234411 nChanged 4 SP:Iteration 52Q (1972.755578 sec): 3 clusters Score: Raw -611229.024165 + Penalty 1739.958767 = -609489.065398 nChanged 3 SP:Iteration 53Q (1972.814411 sec): 3 clusters Score: Raw -611229.929397 + Penalty 1739.958767 = -609489.970630 nChanged 2 SP:Iteration 54Q (1972.856553 sec): 3 clusters Score: Raw -611230.603303 + Penalty 1739.958767 = -609490.644537 nChanged 2 SP:Iteration 55Q (1972.925571 sec): 3 clusters Score: Raw -611230.851847 + Penalty 1739.958767 = -609490.893080 nChanged 1 SP:Iteration 56Q (1972.977503 sec): 3 clusters Score: Raw -611230.881580 + Penalty 1739.958767 = -609490.922813 nChanged 2 SP:Iteration 57Q (1973.029472 sec): 3 clusters Score: Raw -611231.069569 + Penalty 1739.958767 = -609491.110802 nChanged 0 SP:Iteration 58F (1973.083131 sec): 3 clusters Score: Raw -611231.069569 + Penalty 1739.958767 = -609491.110802 nChanged 0 Trying to split cluster 15 (6584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1973.118877 sec): 2 clusters Score: Raw -466885.068425 + Penalty 835.277786 = -466049.790640 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1973.167385 sec): 3 clusters Score: Raw -463096.775136 + Penalty 1670.555571 = -461426.219565 nChanged 2856 SP:Iteration 1F (1973.225199 sec): 3 clusters Score: Raw -464871.446786 + Penalty 1670.555571 = -463200.891215 nChanged 486 SP:Iteration 2F (1973.266702 sec): 3 clusters Score: Raw -465165.165752 + Penalty 1670.555571 = -463494.610181 nChanged 421 SP:Iteration 3F (1973.319837 sec): 3 clusters Score: Raw -465374.574648 + Penalty 1670.555571 = -463704.019077 nChanged 347 SP:Iteration 4F (1973.382829 sec): 3 clusters Score: Raw -465546.515094 + Penalty 1670.555571 = -463875.959523 nChanged 295 SP:Iteration 5Q (1973.435236 sec): 3 clusters Score: Raw -465689.630078 + Penalty 1670.555571 = -464019.074507 nChanged 268 SP:Iteration 6Q (1973.489082 sec): 3 clusters Score: Raw -465816.168402 + Penalty 1670.555571 = -464145.612831 nChanged 247 SP:Iteration 7Q (1973.539438 sec): 3 clusters Score: Raw -465926.039736 + Penalty 1670.555571 = -464255.484165 nChanged 227 SP:Iteration 8Q (1973.602511 sec): 3 clusters Score: Raw -466030.762185 + Penalty 1670.555571 = -464360.206614 nChanged 214 SP:Iteration 9Q (1973.651708 sec): 3 clusters Score: Raw -466144.881966 + Penalty 1670.555571 = -464474.326394 nChanged 218 SP:Iteration 10Q (1973.711424 sec): 3 clusters Score: Raw -466252.090481 + Penalty 1670.555571 = -464581.534910 nChanged 204 SP:Iteration 11Q (1973.768165 sec): 3 clusters Score: Raw -466348.086764 + Penalty 1670.555571 = -464677.531193 nChanged 186 SP:Iteration 12Q (1973.822222 sec): 3 clusters Score: Raw -466427.522734 + Penalty 1670.555571 = -464756.967163 nChanged 140 SP:Iteration 13Q (1973.881106 sec): 3 clusters Score: Raw -466481.603390 + Penalty 1670.555571 = -464811.047819 nChanged 137 SP:Iteration 14Q (1973.935372 sec): 3 clusters Score: Raw -466535.774524 + Penalty 1670.555571 = -464865.218953 nChanged 120 SP:Iteration 15Q (1973.974321 sec): 3 clusters Score: Raw -466581.523060 + Penalty 1670.555571 = -464910.967489 nChanged 109 SP:Iteration 16Q (1974.028183 sec): 3 clusters Score: Raw -466629.338866 + Penalty 1670.555571 = -464958.783295 nChanged 111 SP:Iteration 17Q (1974.085829 sec): 3 clusters Score: Raw -466673.897052 + Penalty 1670.555571 = -465003.341481 nChanged 101 SP:Iteration 18Q (1974.137441 sec): 3 clusters Score: Raw -466723.631679 + Penalty 1670.555571 = -465053.076108 nChanged 100 SP:Iteration 19Q (1974.186642 sec): 3 clusters Score: Raw -466769.501543 + Penalty 1670.555571 = -465098.945972 nChanged 93 SP:Iteration 20F (1974.235046 sec): 3 clusters Score: Raw -466819.558200 + Penalty 1670.555571 = -465149.002629 nChanged 100 SP:Iteration 21Q (1974.298737 sec): 3 clusters Score: Raw -466868.853727 + Penalty 1670.555571 = -465198.298156 nChanged 75 SP:Iteration 22Q (1974.351887 sec): 3 clusters Score: Raw -466915.139410 + Penalty 1670.555571 = -465244.583839 nChanged 72 SP:Iteration 23Q (1974.406403 sec): 3 clusters Score: Raw -466955.812433 + Penalty 1670.555571 = -465285.256862 nChanged 80 SP:Iteration 24Q (1974.457934 sec): 3 clusters Score: Raw -467004.003871 + Penalty 1670.555571 = -465333.448300 nChanged 78 SP:Iteration 25Q (1974.514464 sec): 3 clusters Score: Raw -467048.675612 + Penalty 1670.555571 = -465378.120041 nChanged 80 SP:Iteration 26Q (1974.559301 sec): 3 clusters Score: Raw -467087.566156 + Penalty 1670.555571 = -465417.010585 nChanged 79 SP:Iteration 27Q (1974.616170 sec): 3 clusters Score: Raw -467126.531590 + Penalty 1670.555571 = -465455.976019 nChanged 71 SP:Iteration 28Q (1974.678522 sec): 3 clusters Score: Raw -467151.349830 + Penalty 1670.555571 = -465480.794259 nChanged 51 SP:Iteration 29Q (1974.722931 sec): 3 clusters Score: Raw -467176.195920 + Penalty 1670.555571 = -465505.640349 nChanged 54 SP:Iteration 30Q (1974.775079 sec): 3 clusters Score: Raw -467204.256020 + Penalty 1670.555571 = -465533.700449 nChanged 66 SP:Iteration 31Q (1974.820237 sec): 3 clusters Score: Raw -467253.851825 + Penalty 1670.555571 = -465583.296254 nChanged 65 SP:Iteration 32Q (1974.879187 sec): 3 clusters Score: Raw -467294.475130 + Penalty 1670.555571 = -465623.919559 nChanged 69 SP:Iteration 33Q (1974.921397 sec): 3 clusters Score: Raw -467333.936976 + Penalty 1670.555571 = -465663.381405 nChanged 52 SP:Iteration 34Q (1974.985407 sec): 3 clusters Score: Raw -467363.092266 + Penalty 1670.555571 = -465692.536695 nChanged 60 SP:Iteration 35Q (1975.026759 sec): 3 clusters Score: Raw -467388.033746 + Penalty 1670.555571 = -465717.478175 nChanged 41 SP:Iteration 36Q (1975.073438 sec): 3 clusters Score: Raw -467406.279594 + Penalty 1670.555571 = -465735.724023 nChanged 37 SP:Iteration 37Q (1975.131627 sec): 3 clusters Score: Raw -467420.767199 + Penalty 1670.555571 = -465750.211628 nChanged 30 SP:Iteration 38Q (1975.175511 sec): 3 clusters Score: Raw -467431.210839 + Penalty 1670.555571 = -465760.655268 nChanged 26 SP:Iteration 39Q (1975.228476 sec): 3 clusters Score: Raw -467436.527238 + Penalty 1670.555571 = -465765.971667 nChanged 19 SP:Iteration 40F (1975.290735 sec): 3 clusters Score: Raw -467442.340168 + Penalty 1670.555571 = -465771.784597 nChanged 22 SP:Iteration 41Q (1975.336945 sec): 3 clusters Score: Raw -467450.948895 + Penalty 1670.555571 = -465780.393324 nChanged 23 SP:Iteration 42Q (1975.387872 sec): 3 clusters Score: Raw -467458.411829 + Penalty 1670.555571 = -465787.856258 nChanged 17 SP:Iteration 43Q (1975.450587 sec): 3 clusters Score: Raw -467462.407727 + Penalty 1670.555571 = -465791.852156 nChanged 11 SP:Iteration 44Q (1975.501449 sec): 3 clusters Score: Raw -467463.806096 + Penalty 1670.555571 = -465793.250525 nChanged 4 SP:Iteration 45Q (1975.549866 sec): 3 clusters Score: Raw -467464.490762 + Penalty 1670.555571 = -465793.935191 nChanged 9 SP:Iteration 46Q (1975.600643 sec): 3 clusters Score: Raw -467466.645914 + Penalty 1670.555571 = -465796.090343 nChanged 5 SP:Iteration 47Q (1975.652704 sec): 3 clusters Score: Raw -467467.770434 + Penalty 1670.555571 = -465797.214863 nChanged 1 SP:Iteration 48Q (1975.704977 sec): 3 clusters Score: Raw -467468.093506 + Penalty 1670.555571 = -465797.537935 nChanged 1 SP:Iteration 49Q (1975.760162 sec): 3 clusters Score: Raw -467468.194048 + Penalty 1670.555571 = -465797.638477 nChanged 3 SP:Iteration 50Q (1975.802853 sec): 3 clusters Score: Raw -467468.959565 + Penalty 1670.555571 = -465798.403994 nChanged 3 SP:Iteration 51Q (1975.855767 sec): 3 clusters Score: Raw -467469.450546 + Penalty 1670.555571 = -465798.894975 nChanged 3 SP:Iteration 52Q (1975.915922 sec): 3 clusters Score: Raw -467469.842881 + Penalty 1670.555571 = -465799.287310 nChanged 2 SP:Iteration 53Q (1975.959832 sec): 3 clusters Score: Raw -467470.044417 + Penalty 1670.555571 = -465799.488846 nChanged 1 SP:Iteration 54Q (1976.011225 sec): 3 clusters Score: Raw -467470.152550 + Penalty 1670.555571 = -465799.596979 nChanged 2 SP:Iteration 55Q (1976.058976 sec): 3 clusters Score: Raw -467470.414579 + Penalty 1670.555571 = -465799.859008 nChanged 3 SP:Iteration 56Q (1976.122531 sec): 3 clusters Score: Raw -467470.984982 + Penalty 1670.555571 = -465800.429411 nChanged 3 SP:Iteration 57Q (1976.170123 sec): 3 clusters Score: Raw -467471.241209 + Penalty 1670.555571 = -465800.685638 nChanged 2 SP:Iteration 58Q (1976.218151 sec): 3 clusters Score: Raw -467471.439029 + Penalty 1670.555571 = -465800.883458 nChanged 4 SP:Iteration 59Q (1976.266110 sec): 3 clusters Score: Raw -467471.905068 + Penalty 1670.555571 = -465801.349496 nChanged 0 SP:Iteration 60F (1976.320530 sec): 3 clusters Score: Raw -467471.905068 + Penalty 1670.555571 = -465801.349496 nChanged 0 Trying to split cluster 16 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1976.356211 sec): 2 clusters Score: Raw -204752.493713 + Penalty 749.640888 = -204002.852825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1976.403492 sec): 3 clusters Score: Raw -203353.604788 + Penalty 1499.281776 = -201854.323011 nChanged 1109 SP:Iteration 1F (1976.449542 sec): 3 clusters Score: Raw -204017.346978 + Penalty 1499.281776 = -202518.065202 nChanged 212 SP:Iteration 2F (1976.500868 sec): 3 clusters Score: Raw -204127.043087 + Penalty 1499.281776 = -202627.761311 nChanged 149 SP:Iteration 3F (1976.547889 sec): 3 clusters Score: Raw -204210.072329 + Penalty 1499.281776 = -202710.790553 nChanged 118 SP:Iteration 4Q (1976.587841 sec): 3 clusters Score: Raw -204279.153532 + Penalty 1499.281776 = -202779.871756 nChanged 95 SP:Iteration 5Q (1976.633507 sec): 3 clusters Score: Raw -204336.400043 + Penalty 1499.281776 = -202837.118267 nChanged 99 SP:Iteration 6Q (1976.676440 sec): 3 clusters Score: Raw -204393.110870 + Penalty 1499.281776 = -202893.829094 nChanged 84 SP:Iteration 7Q (1976.729456 sec): 3 clusters Score: Raw -204433.136978 + Penalty 1499.281776 = -202933.855202 nChanged 80 SP:Iteration 8Q (1976.766134 sec): 3 clusters Score: Raw -204476.617524 + Penalty 1499.281776 = -202977.335748 nChanged 64 SP:Iteration 9Q (1976.812859 sec): 3 clusters Score: Raw -204510.165330 + Penalty 1499.281776 = -203010.883554 nChanged 67 SP:Iteration 10Q (1976.858769 sec): 3 clusters Score: Raw -204547.283058 + Penalty 1499.281776 = -203048.001282 nChanged 51 SP:Iteration 11Q (1976.905321 sec): 3 clusters Score: Raw -204570.264884 + Penalty 1499.281776 = -203070.983108 nChanged 39 SP:Iteration 12Q (1976.949919 sec): 3 clusters Score: Raw -204588.783887 + Penalty 1499.281776 = -203089.502111 nChanged 43 SP:Iteration 13Q (1977.006948 sec): 3 clusters Score: Raw -204607.580338 + Penalty 1499.281776 = -203108.298562 nChanged 34 SP:Iteration 14Q (1977.042925 sec): 3 clusters Score: Raw -204627.309394 + Penalty 1499.281776 = -203128.027618 nChanged 36 SP:Iteration 15Q (1977.083188 sec): 3 clusters Score: Raw -204642.612657 + Penalty 1499.281776 = -203143.330881 nChanged 28 SP:Iteration 16Q (1977.132094 sec): 3 clusters Score: Raw -204653.450369 + Penalty 1499.281776 = -203154.168593 nChanged 26 SP:Iteration 17Q (1977.142333 sec): 3 clusters Score: Raw -204660.897996 + Penalty 1499.281776 = -203161.616220 nChanged 14 SP:Iteration 18Q (1977.152113 sec): 3 clusters Score: Raw -204664.456658 + Penalty 1499.281776 = -203165.174882 nChanged 11 SP:Iteration 19Q (1977.161850 sec): 3 clusters Score: Raw -204666.695753 + Penalty 1499.281776 = -203167.413977 nChanged 5 SP:Iteration 20F (1977.171570 sec): 3 clusters Score: Raw -204667.590419 + Penalty 1499.281776 = -203168.308643 nChanged 3 SP:Iteration 21Q (1977.181325 sec): 3 clusters Score: Raw -204668.507112 + Penalty 1499.281776 = -203169.225336 nChanged 5 SP:Iteration 22Q (1977.190985 sec): 3 clusters Score: Raw -204669.632233 + Penalty 1499.281776 = -203170.350457 nChanged 3 SP:Iteration 23Q (1977.237044 sec): 3 clusters Score: Raw -204669.961721 + Penalty 1499.281776 = -203170.679945 nChanged 1 SP:Iteration 24Q (1977.277761 sec): 3 clusters Score: Raw -204670.099267 + Penalty 1499.281776 = -203170.817491 nChanged 0 SP:Iteration 25F (1977.335400 sec): 3 clusters Score: Raw -204670.099267 + Penalty 1499.281776 = -203170.817491 nChanged 0 Trying to split cluster 17 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1977.358908 sec): 2 clusters Score: Raw -58991.577399 + Penalty 648.830405 = -58342.746994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1977.396377 sec): 3 clusters Score: Raw -58626.411403 + Penalty 1297.660810 = -57328.750593 nChanged 304 SP:Iteration 1F (1977.439224 sec): 3 clusters Score: Raw -58821.005612 + Penalty 1297.660810 = -57523.344802 nChanged 70 SP:Iteration 2F (1977.443153 sec): 3 clusters Score: Raw -58869.473322 + Penalty 1297.660810 = -57571.812512 nChanged 33 SP:Iteration 3Q (1977.446969 sec): 3 clusters Score: Raw -58893.929056 + Penalty 1297.660810 = -57596.268245 nChanged 24 SP:Iteration 4Q (1977.450843 sec): 3 clusters Score: Raw -58909.030526 + Penalty 1297.660810 = -57611.369716 nChanged 22 SP:Iteration 5Q (1977.454698 sec): 3 clusters Score: Raw -58925.136705 + Penalty 1297.660810 = -57627.475895 nChanged 30 SP:Iteration 6Q (1977.458617 sec): 3 clusters Score: Raw -58946.664124 + Penalty 1297.660810 = -57649.003313 nChanged 15 SP:Iteration 7Q (1977.462469 sec): 3 clusters Score: Raw -58957.408167 + Penalty 1297.660810 = -57659.747357 nChanged 15 SP:Iteration 8Q (1977.466334 sec): 3 clusters Score: Raw -58974.463777 + Penalty 1297.660810 = -57676.802967 nChanged 25 SP:Iteration 9Q (1977.470206 sec): 3 clusters Score: Raw -59003.040412 + Penalty 1297.660810 = -57705.379602 nChanged 28 SP:Iteration 10Q (1977.474048 sec): 3 clusters Score: Raw -59028.452827 + Penalty 1297.660810 = -57730.792017 nChanged 25 SP:Iteration 11Q (1977.477896 sec): 3 clusters Score: Raw -59056.180940 + Penalty 1297.660810 = -57758.520130 nChanged 28 SP:Iteration 12Q (1977.481684 sec): 3 clusters Score: Raw -59086.510141 + Penalty 1297.660810 = -57788.849331 nChanged 33 SP:Iteration 13Q (1977.485527 sec): 3 clusters Score: Raw -59116.969957 + Penalty 1297.660810 = -57819.309147 nChanged 18 SP:Iteration 14Q (1977.489393 sec): 3 clusters Score: Raw -59131.852350 + Penalty 1297.660810 = -57834.191540 nChanged 13 SP:Iteration 15Q (1977.493181 sec): 3 clusters Score: Raw -59138.800825 + Penalty 1297.660810 = -57841.140015 nChanged 10 SP:Iteration 16Q (1977.497018 sec): 3 clusters Score: Raw -59149.468522 + Penalty 1297.660810 = -57851.807712 nChanged 9 SP:Iteration 17Q (1977.500819 sec): 3 clusters Score: Raw -59155.013991 + Penalty 1297.660810 = -57857.353181 nChanged 9 SP:Iteration 18Q (1977.504640 sec): 3 clusters Score: Raw -59165.364422 + Penalty 1297.660810 = -57867.703612 nChanged 6 SP:Iteration 19Q (1977.508424 sec): 3 clusters Score: Raw -59170.375250 + Penalty 1297.660810 = -57872.714440 nChanged 5 SP:Iteration 20F (1977.512311 sec): 3 clusters Score: Raw -59173.085090 + Penalty 1297.660810 = -57875.424280 nChanged 4 SP:Iteration 21Q (1977.516119 sec): 3 clusters Score: Raw -59175.256036 + Penalty 1297.660810 = -57877.595226 nChanged 2 SP:Iteration 22Q (1977.519916 sec): 3 clusters Score: Raw -59176.652391 + Penalty 1297.660810 = -57878.991581 nChanged 3 SP:Iteration 23Q (1977.523765 sec): 3 clusters Score: Raw -59180.429360 + Penalty 1297.660810 = -57882.768550 nChanged 5 SP:Iteration 24Q (1977.527618 sec): 3 clusters Score: Raw -59184.202607 + Penalty 1297.660810 = -57886.541796 nChanged 3 SP:Iteration 25Q (1977.531468 sec): 3 clusters Score: Raw -59185.431559 + Penalty 1297.660810 = -57887.770749 nChanged 1 SP:Iteration 26Q (1977.535295 sec): 3 clusters Score: Raw -59188.018201 + Penalty 1297.660810 = -57890.357391 nChanged 3 SP:Iteration 27Q (1977.539123 sec): 3 clusters Score: Raw -59189.162123 + Penalty 1297.660810 = -57891.501313 nChanged 1 SP:Iteration 28Q (1977.542936 sec): 3 clusters Score: Raw -59190.063630 + Penalty 1297.660810 = -57892.402819 nChanged 0 SP:Iteration 29F (1977.546802 sec): 3 clusters Score: Raw -59190.063630 + Penalty 1297.660810 = -57892.402819 nChanged 0 Trying to split cluster 18 (5419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1977.578717 sec): 2 clusters Score: Raw -331048.636895 + Penalty 816.778325 = -330231.858570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1977.625808 sec): 3 clusters Score: Raw -328048.592797 + Penalty 1633.556649 = -326415.036148 nChanged 2366 SP:Iteration 1F (1977.674386 sec): 3 clusters Score: Raw -329493.033522 + Penalty 1633.556649 = -327859.476873 nChanged 391 SP:Iteration 2F (1977.733585 sec): 3 clusters Score: Raw -329703.954730 + Penalty 1633.556649 = -328070.398081 nChanged 295 SP:Iteration 3F (1977.785206 sec): 3 clusters Score: Raw -329860.403040 + Penalty 1633.556649 = -328226.846391 nChanged 274 SP:Iteration 4F (1977.831227 sec): 3 clusters Score: Raw -330011.819092 + Penalty 1633.556649 = -328378.262443 nChanged 247 SP:Iteration 5Q (1977.879203 sec): 3 clusters Score: Raw -330165.253269 + Penalty 1633.556649 = -328531.696619 nChanged 237 SP:Iteration 6Q (1977.934194 sec): 3 clusters Score: Raw -330335.321186 + Penalty 1633.556649 = -328701.764536 nChanged 215 SP:Iteration 7Q (1977.988583 sec): 3 clusters Score: Raw -330487.130821 + Penalty 1633.556649 = -328853.574171 nChanged 204 SP:Iteration 8Q (1978.041377 sec): 3 clusters Score: Raw -330633.922633 + Penalty 1633.556649 = -329000.365984 nChanged 175 SP:Iteration 9Q (1978.107236 sec): 3 clusters Score: Raw -330751.471288 + Penalty 1633.556649 = -329117.914639 nChanged 163 SP:Iteration 10Q (1978.153499 sec): 3 clusters Score: Raw -330864.351509 + Penalty 1633.556649 = -329230.794859 nChanged 119 SP:Iteration 11Q (1978.208085 sec): 3 clusters Score: Raw -330929.088694 + Penalty 1633.556649 = -329295.532045 nChanged 81 SP:Iteration 12Q (1978.252338 sec): 3 clusters Score: Raw -330973.299440 + Penalty 1633.556649 = -329339.742791 nChanged 71 SP:Iteration 13Q (1978.292492 sec): 3 clusters Score: Raw -331011.774458 + Penalty 1633.556649 = -329378.217809 nChanged 65 SP:Iteration 14Q (1978.341934 sec): 3 clusters Score: Raw -331050.928111 + Penalty 1633.556649 = -329417.371461 nChanged 56 SP:Iteration 15Q (1978.405697 sec): 3 clusters Score: Raw -331087.267468 + Penalty 1633.556649 = -329453.710818 nChanged 68 SP:Iteration 16Q (1978.455560 sec): 3 clusters Score: Raw -331123.466368 + Penalty 1633.556649 = -329489.909718 nChanged 49 SP:Iteration 17Q (1978.509898 sec): 3 clusters Score: Raw -331152.630208 + Penalty 1633.556649 = -329519.073559 nChanged 36 SP:Iteration 18Q (1978.553392 sec): 3 clusters Score: Raw -331168.387961 + Penalty 1633.556649 = -329534.831312 nChanged 29 SP:Iteration 19Q (1978.605227 sec): 3 clusters Score: Raw -331183.413652 + Penalty 1633.556649 = -329549.857002 nChanged 24 SP:Iteration 20F (1978.656833 sec): 3 clusters Score: Raw -331194.418880 + Penalty 1633.556649 = -329560.862231 nChanged 20 SP:Iteration 21Q (1978.705869 sec): 3 clusters Score: Raw -331206.261130 + Penalty 1633.556649 = -329572.704481 nChanged 25 SP:Iteration 22Q (1978.756692 sec): 3 clusters Score: Raw -331218.451594 + Penalty 1633.556649 = -329584.894944 nChanged 23 SP:Iteration 23Q (1978.813805 sec): 3 clusters Score: Raw -331230.978665 + Penalty 1633.556649 = -329597.422016 nChanged 20 SP:Iteration 24Q (1978.862062 sec): 3 clusters Score: Raw -331239.314537 + Penalty 1633.556649 = -329605.757887 nChanged 18 SP:Iteration 25Q (1978.913190 sec): 3 clusters Score: Raw -331245.377114 + Penalty 1633.556649 = -329611.820464 nChanged 18 SP:Iteration 26Q (1978.969472 sec): 3 clusters Score: Raw -331255.469769 + Penalty 1633.556649 = -329621.913120 nChanged 19 SP:Iteration 27Q (1979.017224 sec): 3 clusters Score: Raw -331266.043113 + Penalty 1633.556649 = -329632.486464 nChanged 17 SP:Iteration 28Q (1979.069867 sec): 3 clusters Score: Raw -331274.453256 + Penalty 1633.556649 = -329640.896607 nChanged 14 SP:Iteration 29Q (1979.124532 sec): 3 clusters Score: Raw -331281.067454 + Penalty 1633.556649 = -329647.510805 nChanged 14 SP:Iteration 30Q (1979.166656 sec): 3 clusters Score: Raw -331289.267915 + Penalty 1633.556649 = -329655.711266 nChanged 16 SP:Iteration 31Q (1979.227312 sec): 3 clusters Score: Raw -331297.009788 + Penalty 1633.556649 = -329663.453139 nChanged 13 SP:Iteration 32Q (1979.277995 sec): 3 clusters Score: Raw -331301.248621 + Penalty 1633.556649 = -329667.691972 nChanged 2 SP:Iteration 33Q (1979.324123 sec): 3 clusters Score: Raw -331301.556241 + Penalty 1633.556649 = -329667.999592 nChanged 0 SP:Iteration 34F (1979.378931 sec): 3 clusters Score: Raw -331301.556241 + Penalty 1633.556649 = -329667.999592 nChanged 0 Trying to split cluster 19 (72322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1979.482843 sec): 2 clusters Score: Raw -5373291.477012 + Penalty 1062.943947 = -5372228.533065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1979.621332 sec): 3 clusters Score: Raw -5326000.679301 + Penalty 2125.887893 = -5323874.791407 nChanged 34588 SP:Iteration 1F (1979.756146 sec): 3 clusters Score: Raw -5346784.365003 + Penalty 2125.887893 = -5344658.477109 nChanged 3340 SP:Iteration 2Q (1979.890034 sec): 3 clusters Score: Raw -5348008.511938 + Penalty 2125.887893 = -5345882.624045 nChanged 3703 SP:Iteration 3F (1980.012421 sec): 3 clusters Score: Raw -5349572.649681 + Penalty 2125.887893 = -5347446.761787 nChanged 4014 SP:Iteration 4F (1980.151366 sec): 3 clusters Score: Raw -5351446.906599 + Penalty 2125.887893 = -5349321.018706 nChanged 4116 SP:Iteration 5F (1980.285898 sec): 3 clusters Score: Raw -5353581.896677 + Penalty 2125.887893 = -5351456.008784 nChanged 4118 SP:Iteration 6F (1980.425444 sec): 3 clusters Score: Raw -5355742.554055 + Penalty 2125.887893 = -5353616.666161 nChanged 3796 SP:Iteration 7F (1980.557774 sec): 3 clusters Score: Raw -5357819.202022 + Penalty 2125.887893 = -5355693.314128 nChanged 3395 SP:Iteration 8Q (1980.692554 sec): 3 clusters Score: Raw -5359904.193419 + Penalty 2125.887893 = -5357778.305526 nChanged 3098 SP:Iteration 9Q (1980.829747 sec): 3 clusters Score: Raw -5361948.630336 + Penalty 2125.887893 = -5359822.742443 nChanged 2656 SP:Iteration 10Q (1980.977731 sec): 3 clusters Score: Raw -5363761.897432 + Penalty 2125.887893 = -5361636.009539 nChanged 2208 SP:Iteration 11Q (1981.112324 sec): 3 clusters Score: Raw -5365184.056181 + Penalty 2125.887893 = -5363058.168288 nChanged 1809 SP:Iteration 12Q (1981.248355 sec): 3 clusters Score: Raw -5366215.592657 + Penalty 2125.887893 = -5364089.704764 nChanged 1605 SP:Iteration 13Q (1981.393755 sec): 3 clusters Score: Raw -5367058.373272 + Penalty 2125.887893 = -5364932.485378 nChanged 1593 SP:Iteration 14Q (1981.538555 sec): 3 clusters Score: Raw -5367888.637081 + Penalty 2125.887893 = -5365762.749187 nChanged 1485 SP:Iteration 15Q (1981.661108 sec): 3 clusters Score: Raw -5368670.596129 + Penalty 2125.887893 = -5366544.708236 nChanged 1466 SP:Iteration 16Q (1981.800350 sec): 3 clusters Score: Raw -5369463.140779 + Penalty 2125.887893 = -5367337.252886 nChanged 1382 SP:Iteration 17Q (1981.935567 sec): 3 clusters Score: Raw -5370245.023779 + Penalty 2125.887893 = -5368119.135886 nChanged 1302 SP:Iteration 18Q (1982.070481 sec): 3 clusters Score: Raw -5371033.745953 + Penalty 2125.887893 = -5368907.858059 nChanged 1135 SP:Iteration 19Q (1982.199406 sec): 3 clusters Score: Raw -5371708.467170 + Penalty 2125.887893 = -5369582.579276 nChanged 986 SP:Iteration 20F (1982.335033 sec): 3 clusters Score: Raw -5372262.746692 + Penalty 2125.887893 = -5370136.858799 nChanged 794 SP:Iteration 21Q (1982.455751 sec): 3 clusters Score: Raw -5372695.088409 + Penalty 2125.887893 = -5370569.200515 nChanged 676 SP:Iteration 22Q (1982.588296 sec): 3 clusters Score: Raw -5373036.283354 + Penalty 2125.887893 = -5370910.395461 nChanged 526 SP:Iteration 23Q (1982.711539 sec): 3 clusters Score: Raw -5373285.477784 + Penalty 2125.887893 = -5371159.589891 nChanged 398 SP:Iteration 24Q (1982.845768 sec): 3 clusters Score: Raw -5373449.963364 + Penalty 2125.887893 = -5371324.075470 nChanged 296 SP:Iteration 25Q (1982.970015 sec): 3 clusters Score: Raw -5373565.157102 + Penalty 2125.887893 = -5371439.269208 nChanged 219 SP:Iteration 26Q (1983.099209 sec): 3 clusters Score: Raw -5373648.897530 + Penalty 2125.887893 = -5371523.009637 nChanged 180 SP:Iteration 27Q (1983.228109 sec): 3 clusters Score: Raw -5373716.624417 + Penalty 2125.887893 = -5371590.736523 nChanged 149 SP:Iteration 28Q (1983.338446 sec): 3 clusters Score: Raw -5373770.148056 + Penalty 2125.887893 = -5371644.260163 nChanged 123 SP:Iteration 29Q (1983.464059 sec): 3 clusters Score: Raw -5373805.910483 + Penalty 2125.887893 = -5371680.022589 nChanged 91 SP:Iteration 30Q (1983.576599 sec): 3 clusters Score: Raw -5373830.634021 + Penalty 2125.887893 = -5371704.746127 nChanged 83 SP:Iteration 31Q (1983.687748 sec): 3 clusters Score: Raw -5373853.681149 + Penalty 2125.887893 = -5371727.793256 nChanged 76 SP:Iteration 32Q (1983.798007 sec): 3 clusters Score: Raw -5373874.743240 + Penalty 2125.887893 = -5371748.855346 nChanged 65 SP:Iteration 33Q (1983.928917 sec): 3 clusters Score: Raw -5373891.733048 + Penalty 2125.887893 = -5371765.845155 nChanged 52 SP:Iteration 34Q (1984.054366 sec): 3 clusters Score: Raw -5373905.440771 + Penalty 2125.887893 = -5371779.552877 nChanged 53 SP:Iteration 35Q (1984.171588 sec): 3 clusters Score: Raw -5373920.358592 + Penalty 2125.887893 = -5371794.470699 nChanged 36 SP:Iteration 36Q (1984.300167 sec): 3 clusters Score: Raw -5373928.793245 + Penalty 2125.887893 = -5371802.905352 nChanged 27 SP:Iteration 37Q (1984.419573 sec): 3 clusters Score: Raw -5373934.861678 + Penalty 2125.887893 = -5371808.973784 nChanged 31 SP:Iteration 38Q (1984.542246 sec): 3 clusters Score: Raw -5373940.221664 + Penalty 2125.887893 = -5371814.333771 nChanged 16 SP:Iteration 39Q (1984.665858 sec): 3 clusters Score: Raw -5373943.666028 + Penalty 2125.887893 = -5371817.778135 nChanged 14 SP:Iteration 40F (1984.798235 sec): 3 clusters Score: Raw -5373945.566524 + Penalty 2125.887893 = -5371819.678630 nChanged 10 SP:Iteration 41Q (1984.923851 sec): 3 clusters Score: Raw -5373946.378363 + Penalty 2125.887893 = -5371820.490470 nChanged 5 SP:Iteration 42Q (1985.058266 sec): 3 clusters Score: Raw -5373947.080443 + Penalty 2125.887893 = -5371821.192550 nChanged 6 SP:Iteration 43Q (1985.182850 sec): 3 clusters Score: Raw -5373947.878360 + Penalty 2125.887893 = -5371821.990466 nChanged 4 SP:Iteration 44Q (1985.301845 sec): 3 clusters Score: Raw -5373948.083601 + Penalty 2125.887893 = -5371822.195707 nChanged 0 SP:Iteration 45F (1985.437929 sec): 3 clusters Score: Raw -5373948.083601 + Penalty 2125.887893 = -5371822.195707 nChanged 0 Trying to split cluster 20 (1809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1985.461441 sec): 2 clusters Score: Raw -101059.365006 + Penalty 712.550301 = -100346.814705 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1985.510224 sec): 3 clusters Score: Raw -100217.496731 + Penalty 1425.100602 = -98792.396129 nChanged 724 SP:Iteration 1F (1985.560759 sec): 3 clusters Score: Raw -100780.589838 + Penalty 1425.100602 = -99355.489235 nChanged 196 SP:Iteration 2F (1985.603384 sec): 3 clusters Score: Raw -101019.851923 + Penalty 1425.100602 = -99594.751320 nChanged 159 SP:Iteration 3F (1985.659314 sec): 3 clusters Score: Raw -101223.298543 + Penalty 1425.100602 = -99798.197940 nChanged 123 SP:Iteration 4F (1985.706564 sec): 3 clusters Score: Raw -101401.476409 + Penalty 1425.100602 = -99976.375807 nChanged 106 SP:Iteration 5F (1985.748272 sec): 3 clusters Score: Raw -101535.247621 + Penalty 1425.100602 = -100110.147018 nChanged 66 SP:Iteration 6Q (1985.804734 sec): 3 clusters Score: Raw -101592.171543 + Penalty 1425.100602 = -100167.070941 nChanged 47 SP:Iteration 7Q (1985.847121 sec): 3 clusters Score: Raw -101629.077577 + Penalty 1425.100602 = -100203.976975 nChanged 35 SP:Iteration 8Q (1985.898079 sec): 3 clusters Score: Raw -101663.939344 + Penalty 1425.100602 = -100238.838741 nChanged 27 SP:Iteration 9Q (1985.944378 sec): 3 clusters Score: Raw -101686.122497 + Penalty 1425.100602 = -100261.021894 nChanged 14 SP:Iteration 10Q (1985.994253 sec): 3 clusters Score: Raw -101694.180822 + Penalty 1425.100602 = -100269.080220 nChanged 8 SP:Iteration 11Q (1986.033696 sec): 3 clusters Score: Raw -101698.363098 + Penalty 1425.100602 = -100273.262496 nChanged 6 SP:Iteration 12Q (1986.083389 sec): 3 clusters Score: Raw -101701.306980 + Penalty 1425.100602 = -100276.206377 nChanged 9 SP:Iteration 13Q (1986.132129 sec): 3 clusters Score: Raw -101706.848914 + Penalty 1425.100602 = -100281.748312 nChanged 9 SP:Iteration 14Q (1986.182313 sec): 3 clusters Score: Raw -101719.979460 + Penalty 1425.100602 = -100294.878858 nChanged 11 SP:Iteration 15Q (1986.228752 sec): 3 clusters Score: Raw -101732.698371 + Penalty 1425.100602 = -100307.597769 nChanged 10 SP:Iteration 16Q (1986.263467 sec): 3 clusters Score: Raw -101741.036237 + Penalty 1425.100602 = -100315.935635 nChanged 10 SP:Iteration 17Q (1986.270128 sec): 3 clusters Score: Raw -101762.639388 + Penalty 1425.100602 = -100337.538786 nChanged 15 SP:Iteration 18Q (1986.276737 sec): 3 clusters Score: Raw -101787.423939 + Penalty 1425.100602 = -100362.323337 nChanged 19 SP:Iteration 19Q (1986.283326 sec): 3 clusters Score: Raw -101811.896080 + Penalty 1425.100602 = -100386.795478 nChanged 17 SP:Iteration 20F (1986.290195 sec): 3 clusters Score: Raw -101825.393373 + Penalty 1425.100602 = -100400.292771 nChanged 8 SP:Iteration 21Q (1986.337675 sec): 3 clusters Score: Raw -101833.544207 + Penalty 1425.100602 = -100408.443605 nChanged 13 SP:Iteration 22Q (1986.380471 sec): 3 clusters Score: Raw -101839.965464 + Penalty 1425.100602 = -100414.864862 nChanged 4 SP:Iteration 23Q (1986.423700 sec): 3 clusters Score: Raw -101841.279300 + Penalty 1425.100602 = -100416.178698 nChanged 0 SP:Iteration 24F (1986.477860 sec): 3 clusters Score: Raw -101841.279300 + Penalty 1425.100602 = -100416.178698 nChanged 0 Score: Raw -45957064.144671 + Penalty 54623.503038 = -45902440.641632 Splitting cluster 20 changes total score from -45902922.329872 to -45902440.641632 So it's not getting split. Trying to split cluster 21 (5156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1999.811907 sec): 2 clusters Score: Raw -386135.036149 + Penalty 812.052055 = -385322.984095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1999.865869 sec): 3 clusters Score: Raw -383266.512716 + Penalty 1624.104109 = -381642.408606 nChanged 2181 SP:Iteration 1F (1999.913819 sec): 3 clusters Score: Raw -384538.170802 + Penalty 1624.104109 = -382914.066693 nChanged 359 SP:Iteration 2F (1999.970952 sec): 3 clusters Score: Raw -384726.841530 + Penalty 1624.104109 = -383102.737421 nChanged 313 SP:Iteration 3F (2000.019320 sec): 3 clusters Score: Raw -384919.612388 + Penalty 1624.104109 = -383295.508279 nChanged 305 SP:Iteration 4F (2000.062370 sec): 3 clusters Score: Raw -385120.007629 + Penalty 1624.104109 = -383495.903520 nChanged 293 SP:Iteration 5F (2000.115093 sec): 3 clusters Score: Raw -385315.870818 + Penalty 1624.104109 = -383691.766709 nChanged 264 SP:Iteration 6F (2000.173534 sec): 3 clusters Score: Raw -385506.986416 + Penalty 1624.104109 = -383882.882306 nChanged 240 SP:Iteration 7Q (2000.216490 sec): 3 clusters Score: Raw -385687.605821 + Penalty 1624.104109 = -384063.501712 nChanged 212 SP:Iteration 8Q (2000.277604 sec): 3 clusters Score: Raw -385842.739289 + Penalty 1624.104109 = -384218.635179 nChanged 146 SP:Iteration 9Q (2000.329417 sec): 3 clusters Score: Raw -385960.924431 + Penalty 1624.104109 = -384336.820322 nChanged 131 SP:Iteration 10Q (2000.373898 sec): 3 clusters Score: Raw -386077.741241 + Penalty 1624.104109 = -384453.637132 nChanged 93 SP:Iteration 11Q (2000.435668 sec): 3 clusters Score: Raw -386140.122240 + Penalty 1624.104109 = -384516.018130 nChanged 68 SP:Iteration 12Q (2000.482843 sec): 3 clusters Score: Raw -386185.955465 + Penalty 1624.104109 = -384561.851356 nChanged 52 SP:Iteration 13Q (2000.534632 sec): 3 clusters Score: Raw -386212.957841 + Penalty 1624.104109 = -384588.853732 nChanged 40 SP:Iteration 14Q (2000.587875 sec): 3 clusters Score: Raw -386233.956858 + Penalty 1624.104109 = -384609.852749 nChanged 33 SP:Iteration 15Q (2000.628701 sec): 3 clusters Score: Raw -386248.176850 + Penalty 1624.104109 = -384624.072741 nChanged 23 SP:Iteration 16Q (2000.685920 sec): 3 clusters Score: Raw -386259.001627 + Penalty 1624.104109 = -384634.897518 nChanged 15 SP:Iteration 17Q (2000.734992 sec): 3 clusters Score: Raw -386263.732023 + Penalty 1624.104109 = -384639.627914 nChanged 8 SP:Iteration 18Q (2000.786720 sec): 3 clusters Score: Raw -386265.671734 + Penalty 1624.104109 = -384641.567625 nChanged 7 SP:Iteration 19Q (2000.822761 sec): 3 clusters Score: Raw -386267.671338 + Penalty 1624.104109 = -384643.567229 nChanged 8 SP:Iteration 20F (2000.874952 sec): 3 clusters Score: Raw -386269.120345 + Penalty 1624.104109 = -384645.016235 nChanged 3 SP:Iteration 21Q (2000.928350 sec): 3 clusters Score: Raw -386269.926988 + Penalty 1624.104109 = -384645.822878 nChanged 2 SP:Iteration 22Q (2000.979401 sec): 3 clusters Score: Raw -386270.555214 + Penalty 1624.104109 = -384646.451105 nChanged 3 SP:Iteration 23Q (2001.023315 sec): 3 clusters Score: Raw -386272.824268 + Penalty 1624.104109 = -384648.720159 nChanged 5 SP:Iteration 24Q (2001.087316 sec): 3 clusters Score: Raw -386275.269182 + Penalty 1624.104109 = -384651.165072 nChanged 7 SP:Iteration 25Q (2001.139442 sec): 3 clusters Score: Raw -386277.767997 + Penalty 1624.104109 = -384653.663888 nChanged 5 SP:Iteration 26Q (2001.191459 sec): 3 clusters Score: Raw -386278.636438 + Penalty 1624.104109 = -384654.532328 nChanged 3 SP:Iteration 27Q (2001.244212 sec): 3 clusters Score: Raw -386279.182287 + Penalty 1624.104109 = -384655.078178 nChanged 1 SP:Iteration 28Q (2001.292699 sec): 3 clusters Score: Raw -386279.372086 + Penalty 1624.104109 = -384655.267977 nChanged 2 SP:Iteration 29Q (2001.347690 sec): 3 clusters Score: Raw -386279.755135 + Penalty 1624.104109 = -384655.651026 nChanged 0 SP:Iteration 30F (2001.400483 sec): 3 clusters Score: Raw -386279.755135 + Penalty 1624.104109 = -384655.651026 nChanged 0 Trying to split cluster 22 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2001.428699 sec): 2 clusters Score: Raw -175542.769885 + Penalty 749.640888 = -174793.128997 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2001.474433 sec): 3 clusters Score: Raw -174194.250736 + Penalty 1499.281776 = -172694.968960 nChanged 1050 SP:Iteration 1F (2001.515646 sec): 3 clusters Score: Raw -174826.509843 + Penalty 1499.281776 = -173327.228067 nChanged 209 SP:Iteration 2F (2001.560827 sec): 3 clusters Score: Raw -174949.942464 + Penalty 1499.281776 = -173450.660688 nChanged 163 SP:Iteration 3F (2001.599473 sec): 3 clusters Score: Raw -175064.742506 + Penalty 1499.281776 = -173565.460730 nChanged 141 SP:Iteration 4F (2001.652583 sec): 3 clusters Score: Raw -175175.494548 + Penalty 1499.281776 = -173676.212772 nChanged 140 SP:Iteration 5F (2001.703990 sec): 3 clusters Score: Raw -175273.245895 + Penalty 1499.281776 = -173773.964119 nChanged 119 SP:Iteration 6Q (2001.748050 sec): 3 clusters Score: Raw -175354.759893 + Penalty 1499.281776 = -173855.478117 nChanged 102 SP:Iteration 7Q (2001.794405 sec): 3 clusters Score: Raw -175420.514632 + Penalty 1499.281776 = -173921.232856 nChanged 98 SP:Iteration 8Q (2001.842633 sec): 3 clusters Score: Raw -175493.690822 + Penalty 1499.281776 = -173994.409046 nChanged 82 SP:Iteration 9Q (2001.897774 sec): 3 clusters Score: Raw -175544.757401 + Penalty 1499.281776 = -174045.475625 nChanged 80 SP:Iteration 10Q (2001.937769 sec): 3 clusters Score: Raw -175592.770003 + Penalty 1499.281776 = -174093.488227 nChanged 66 SP:Iteration 11Q (2001.997901 sec): 3 clusters Score: Raw -175623.467173 + Penalty 1499.281776 = -174124.185397 nChanged 47 SP:Iteration 12Q (2002.046291 sec): 3 clusters Score: Raw -175646.886003 + Penalty 1499.281776 = -174147.604227 nChanged 39 SP:Iteration 13Q (2002.096642 sec): 3 clusters Score: Raw -175660.001299 + Penalty 1499.281776 = -174160.719523 nChanged 19 SP:Iteration 14Q (2002.146047 sec): 3 clusters Score: Raw -175665.154138 + Penalty 1499.281776 = -174165.872362 nChanged 12 SP:Iteration 15Q (2002.187675 sec): 3 clusters Score: Raw -175669.007324 + Penalty 1499.281776 = -174169.725548 nChanged 15 SP:Iteration 16Q (2002.250152 sec): 3 clusters Score: Raw -175675.422426 + Penalty 1499.281776 = -174176.140650 nChanged 16 SP:Iteration 17Q (2002.291506 sec): 3 clusters Score: Raw -175682.643260 + Penalty 1499.281776 = -174183.361484 nChanged 20 SP:Iteration 18Q (2002.338483 sec): 3 clusters Score: Raw -175690.310981 + Penalty 1499.281776 = -174191.029205 nChanged 14 SP:Iteration 19Q (2002.385037 sec): 3 clusters Score: Raw -175694.718893 + Penalty 1499.281776 = -174195.437117 nChanged 16 SP:Iteration 20F (2002.434189 sec): 3 clusters Score: Raw -175699.241686 + Penalty 1499.281776 = -174199.959910 nChanged 13 SP:Iteration 21Q (2002.474007 sec): 3 clusters Score: Raw -175701.768176 + Penalty 1499.281776 = -174202.486400 nChanged 6 SP:Iteration 22Q (2002.520756 sec): 3 clusters Score: Raw -175703.077104 + Penalty 1499.281776 = -174203.795328 nChanged 4 SP:Iteration 23Q (2002.560729 sec): 3 clusters Score: Raw -175704.114716 + Penalty 1499.281776 = -174204.832940 nChanged 3 SP:Iteration 24Q (2002.606247 sec): 3 clusters Score: Raw -175705.338451 + Penalty 1499.281776 = -174206.056675 nChanged 8 SP:Iteration 25Q (2002.659175 sec): 3 clusters Score: Raw -175707.380429 + Penalty 1499.281776 = -174208.098652 nChanged 8 SP:Iteration 26Q (2002.704673 sec): 3 clusters Score: Raw -175710.480527 + Penalty 1499.281776 = -174211.198750 nChanged 13 SP:Iteration 27Q (2002.762831 sec): 3 clusters Score: Raw -175714.359875 + Penalty 1499.281776 = -174215.078099 nChanged 4 SP:Iteration 28Q (2002.811044 sec): 3 clusters Score: Raw -175715.476385 + Penalty 1499.281776 = -174216.194609 nChanged 5 SP:Iteration 29Q (2002.853218 sec): 3 clusters Score: Raw -175716.325527 + Penalty 1499.281776 = -174217.043751 nChanged 4 SP:Iteration 30Q (2002.894265 sec): 3 clusters Score: Raw -175717.857497 + Penalty 1499.281776 = -174218.575721 nChanged 7 SP:Iteration 31Q (2002.941872 sec): 3 clusters Score: Raw -175719.222373 + Penalty 1499.281776 = -174219.940597 nChanged 3 SP:Iteration 32Q (2002.991809 sec): 3 clusters Score: Raw -175719.521312 + Penalty 1499.281776 = -174220.239536 nChanged 0 SP:Iteration 33F (2003.031866 sec): 3 clusters Score: Raw -175719.521312 + Penalty 1499.281776 = -174220.239536 nChanged 0 Trying to split cluster 23 (1759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2003.063799 sec): 2 clusters Score: Raw -118329.699397 + Penalty 709.887571 = -117619.811826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2003.113943 sec): 3 clusters Score: Raw -117522.618534 + Penalty 1419.775142 = -116102.843393 nChanged 677 SP:Iteration 1F (2003.163369 sec): 3 clusters Score: Raw -117925.497784 + Penalty 1419.775142 = -116505.722642 nChanged 129 SP:Iteration 2F (2003.208515 sec): 3 clusters Score: Raw -117999.623053 + Penalty 1419.775142 = -116579.847911 nChanged 85 SP:Iteration 3Q (2003.260301 sec): 3 clusters Score: Raw -118040.592672 + Penalty 1419.775142 = -116620.817531 nChanged 63 SP:Iteration 4Q (2003.303890 sec): 3 clusters Score: Raw -118083.720090 + Penalty 1419.775142 = -116663.944949 nChanged 55 SP:Iteration 5Q (2003.347321 sec): 3 clusters Score: Raw -118120.992980 + Penalty 1419.775142 = -116701.217838 nChanged 54 SP:Iteration 6Q (2003.391457 sec): 3 clusters Score: Raw -118151.218421 + Penalty 1419.775142 = -116731.443279 nChanged 43 SP:Iteration 7Q (2003.431858 sec): 3 clusters Score: Raw -118183.994534 + Penalty 1419.775142 = -116764.219393 nChanged 54 SP:Iteration 8Q (2003.488817 sec): 3 clusters Score: Raw -118225.352418 + Penalty 1419.775142 = -116805.577276 nChanged 43 SP:Iteration 9Q (2003.534458 sec): 3 clusters Score: Raw -118248.609139 + Penalty 1419.775142 = -116828.833997 nChanged 42 SP:Iteration 10Q (2003.578983 sec): 3 clusters Score: Raw -118269.769013 + Penalty 1419.775142 = -116849.993872 nChanged 24 SP:Iteration 11Q (2003.627739 sec): 3 clusters Score: Raw -118280.175971 + Penalty 1419.775142 = -116860.400830 nChanged 22 SP:Iteration 12Q (2003.668260 sec): 3 clusters Score: Raw -118287.959094 + Penalty 1419.775142 = -116868.183952 nChanged 16 SP:Iteration 13Q (2003.712000 sec): 3 clusters Score: Raw -118297.497295 + Penalty 1419.775142 = -116877.722153 nChanged 26 SP:Iteration 14Q (2003.755789 sec): 3 clusters Score: Raw -118310.145946 + Penalty 1419.775142 = -116890.370804 nChanged 27 SP:Iteration 15Q (2003.805741 sec): 3 clusters Score: Raw -118329.017018 + Penalty 1419.775142 = -116909.241877 nChanged 25 SP:Iteration 16Q (2003.849654 sec): 3 clusters Score: Raw -118345.032342 + Penalty 1419.775142 = -116925.257201 nChanged 32 SP:Iteration 17Q (2003.895798 sec): 3 clusters Score: Raw -118367.447379 + Penalty 1419.775142 = -116947.672238 nChanged 31 SP:Iteration 18Q (2003.939372 sec): 3 clusters Score: Raw -118386.545348 + Penalty 1419.775142 = -116966.770207 nChanged 28 SP:Iteration 19Q (2003.993689 sec): 3 clusters Score: Raw -118403.179023 + Penalty 1419.775142 = -116983.403881 nChanged 26 SP:Iteration 20F (2004.032383 sec): 3 clusters Score: Raw -118414.396073 + Penalty 1419.775142 = -116994.620931 nChanged 20 SP:Iteration 21Q (2004.076425 sec): 3 clusters Score: Raw -118428.328153 + Penalty 1419.775142 = -117008.553011 nChanged 21 SP:Iteration 22Q (2004.137885 sec): 3 clusters Score: Raw -118440.087689 + Penalty 1419.775142 = -117020.312547 nChanged 21 SP:Iteration 23Q (2004.183948 sec): 3 clusters Score: Raw -118451.810842 + Penalty 1419.775142 = -117032.035700 nChanged 14 SP:Iteration 24Q (2004.231394 sec): 3 clusters Score: Raw -118458.971245 + Penalty 1419.775142 = -117039.196104 nChanged 16 SP:Iteration 25Q (2004.272307 sec): 3 clusters Score: Raw -118465.989850 + Penalty 1419.775142 = -117046.214708 nChanged 12 SP:Iteration 26Q (2004.327863 sec): 3 clusters Score: Raw -118473.172820 + Penalty 1419.775142 = -117053.397679 nChanged 11 SP:Iteration 27Q (2004.377823 sec): 3 clusters Score: Raw -118478.685130 + Penalty 1419.775142 = -117058.909989 nChanged 5 SP:Iteration 28Q (2004.427396 sec): 3 clusters Score: Raw -118480.396899 + Penalty 1419.775142 = -117060.621758 nChanged 5 SP:Iteration 29Q (2004.458144 sec): 3 clusters Score: Raw -118481.734535 + Penalty 1419.775142 = -117061.959393 nChanged 3 SP:Iteration 30Q (2004.512397 sec): 3 clusters Score: Raw -118482.438673 + Penalty 1419.775142 = -117062.663531 nChanged 0 SP:Iteration 31F (2004.547830 sec): 3 clusters Score: Raw -118482.438673 + Penalty 1419.775142 = -117062.663531 nChanged 0 Trying to split cluster 24 (7298 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2004.586880 sec): 2 clusters Score: Raw -530045.044308 + Penalty 845.058784 = -529199.985524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2004.634602 sec): 3 clusters Score: Raw -525809.734559 + Penalty 1690.117567 = -524119.616992 nChanged 3183 SP:Iteration 1F (2004.696976 sec): 3 clusters Score: Raw -527670.251203 + Penalty 1690.117567 = -525980.133636 nChanged 591 SP:Iteration 2F (2004.757642 sec): 3 clusters Score: Raw -527999.910667 + Penalty 1690.117567 = -526309.793100 nChanged 552 SP:Iteration 3F (2004.810449 sec): 3 clusters Score: Raw -528340.632600 + Penalty 1690.117567 = -526650.515033 nChanged 474 SP:Iteration 4F (2004.872195 sec): 3 clusters Score: Raw -528649.157678 + Penalty 1690.117567 = -526959.040111 nChanged 424 SP:Iteration 5F (2004.924561 sec): 3 clusters Score: Raw -528949.048455 + Penalty 1690.117567 = -527258.930888 nChanged 348 SP:Iteration 6Q (2004.980121 sec): 3 clusters Score: Raw -529230.568294 + Penalty 1690.117567 = -527540.450726 nChanged 282 SP:Iteration 7Q (2005.039320 sec): 3 clusters Score: Raw -529466.441403 + Penalty 1690.117567 = -527776.323836 nChanged 220 SP:Iteration 8Q (2005.082951 sec): 3 clusters Score: Raw -529635.138577 + Penalty 1690.117567 = -527945.021010 nChanged 145 SP:Iteration 9Q (2005.137554 sec): 3 clusters Score: Raw -529758.531197 + Penalty 1690.117567 = -528068.413629 nChanged 138 SP:Iteration 10Q (2005.190150 sec): 3 clusters Score: Raw -529904.561246 + Penalty 1690.117567 = -528214.443679 nChanged 79 SP:Iteration 11Q (2005.235439 sec): 3 clusters Score: Raw -529964.600024 + Penalty 1690.117567 = -528274.482457 nChanged 54 SP:Iteration 12Q (2005.285095 sec): 3 clusters Score: Raw -530008.870225 + Penalty 1690.117567 = -528318.752658 nChanged 51 SP:Iteration 13Q (2005.349009 sec): 3 clusters Score: Raw -530043.181396 + Penalty 1690.117567 = -528353.063829 nChanged 34 SP:Iteration 14Q (2005.393911 sec): 3 clusters Score: Raw -530065.898488 + Penalty 1690.117567 = -528375.780921 nChanged 24 SP:Iteration 15Q (2005.447387 sec): 3 clusters Score: Raw -530082.066894 + Penalty 1690.117567 = -528391.949327 nChanged 21 SP:Iteration 16Q (2005.507735 sec): 3 clusters Score: Raw -530098.536879 + Penalty 1690.117567 = -528408.419312 nChanged 19 SP:Iteration 17Q (2005.556756 sec): 3 clusters Score: Raw -530109.156577 + Penalty 1690.117567 = -528419.039009 nChanged 14 SP:Iteration 18Q (2005.601112 sec): 3 clusters Score: Raw -530121.936209 + Penalty 1690.117567 = -528431.818642 nChanged 21 SP:Iteration 19Q (2005.651698 sec): 3 clusters Score: Raw -530134.510577 + Penalty 1690.117567 = -528444.393010 nChanged 10 SP:Iteration 20F (2005.717553 sec): 3 clusters Score: Raw -530138.961783 + Penalty 1690.117567 = -528448.844216 nChanged 8 SP:Iteration 21Q (2005.771970 sec): 3 clusters Score: Raw -530142.379714 + Penalty 1690.117567 = -528452.262147 nChanged 5 SP:Iteration 22Q (2005.811713 sec): 3 clusters Score: Raw -530145.546884 + Penalty 1690.117567 = -528455.429317 nChanged 7 SP:Iteration 23Q (2005.862410 sec): 3 clusters Score: Raw -530150.184652 + Penalty 1690.117567 = -528460.067085 nChanged 4 SP:Iteration 24Q (2005.921745 sec): 3 clusters Score: Raw -530152.028511 + Penalty 1690.117567 = -528461.910943 nChanged 4 SP:Iteration 25Q (2005.974772 sec): 3 clusters Score: Raw -530154.727909 + Penalty 1690.117567 = -528464.610341 nChanged 4 SP:Iteration 26Q (2006.027610 sec): 3 clusters Score: Raw -530157.341608 + Penalty 1690.117567 = -528467.224040 nChanged 5 SP:Iteration 27Q (2006.082530 sec): 3 clusters Score: Raw -530160.095437 + Penalty 1690.117567 = -528469.977869 nChanged 7 SP:Iteration 28Q (2006.121351 sec): 3 clusters Score: Raw -530163.352660 + Penalty 1690.117567 = -528473.235092 nChanged 4 SP:Iteration 29Q (2006.188313 sec): 3 clusters Score: Raw -530166.633923 + Penalty 1690.117567 = -528476.516355 nChanged 6 SP:Iteration 30Q (2006.231133 sec): 3 clusters Score: Raw -530168.893311 + Penalty 1690.117567 = -528478.775744 nChanged 0 SP:Iteration 31F (2006.273897 sec): 3 clusters Score: Raw -530168.893311 + Penalty 1690.117567 = -528478.775744 nChanged 0 Trying to split cluster 25 (5329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2006.311717 sec): 2 clusters Score: Raw -402947.347515 + Penalty 815.187294 = -402132.160221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2006.363457 sec): 3 clusters Score: Raw -400014.225828 + Penalty 1630.374588 = -398383.851240 nChanged 2310 SP:Iteration 1F (2006.406109 sec): 3 clusters Score: Raw -401301.937276 + Penalty 1630.374588 = -399671.562688 nChanged 345 SP:Iteration 2F (2006.456793 sec): 3 clusters Score: Raw -401450.967965 + Penalty 1630.374588 = -399820.593378 nChanged 268 SP:Iteration 3F (2006.507166 sec): 3 clusters Score: Raw -401567.204923 + Penalty 1630.374588 = -399936.830336 nChanged 221 SP:Iteration 4Q (2006.555633 sec): 3 clusters Score: Raw -401671.487347 + Penalty 1630.374588 = -400041.112759 nChanged 211 SP:Iteration 5Q (2006.610436 sec): 3 clusters Score: Raw -401763.239919 + Penalty 1630.374588 = -400132.865331 nChanged 185 SP:Iteration 6Q (2006.659377 sec): 3 clusters Score: Raw -401860.069213 + Penalty 1630.374588 = -400229.694625 nChanged 189 SP:Iteration 7Q (2006.701807 sec): 3 clusters Score: Raw -401985.670016 + Penalty 1630.374588 = -400355.295428 nChanged 228 SP:Iteration 8Q (2006.759785 sec): 3 clusters Score: Raw -402166.943892 + Penalty 1630.374588 = -400536.569305 nChanged 242 SP:Iteration 9Q (2006.808471 sec): 3 clusters Score: Raw -402381.911753 + Penalty 1630.374588 = -400751.537165 nChanged 253 SP:Iteration 10Q (2006.858316 sec): 3 clusters Score: Raw -402638.781181 + Penalty 1630.374588 = -401008.406593 nChanged 239 SP:Iteration 11Q (2006.898384 sec): 3 clusters Score: Raw -402831.100475 + Penalty 1630.374588 = -401200.725887 nChanged 179 SP:Iteration 12Q (2006.956272 sec): 3 clusters Score: Raw -402960.313705 + Penalty 1630.374588 = -401329.939117 nChanged 131 SP:Iteration 13Q (2006.996551 sec): 3 clusters Score: Raw -403033.646658 + Penalty 1630.374588 = -401403.272071 nChanged 106 SP:Iteration 14Q (2007.061580 sec): 3 clusters Score: Raw -403083.445029 + Penalty 1630.374588 = -401453.070441 nChanged 72 SP:Iteration 15Q (2007.105355 sec): 3 clusters Score: Raw -403114.155498 + Penalty 1630.374588 = -401483.780911 nChanged 59 SP:Iteration 16Q (2007.165231 sec): 3 clusters Score: Raw -403136.631513 + Penalty 1630.374588 = -401506.256925 nChanged 53 SP:Iteration 17Q (2007.204843 sec): 3 clusters Score: Raw -403158.704172 + Penalty 1630.374588 = -401528.329584 nChanged 41 SP:Iteration 18Q (2007.260970 sec): 3 clusters Score: Raw -403173.257410 + Penalty 1630.374588 = -401542.882822 nChanged 37 SP:Iteration 19Q (2007.299662 sec): 3 clusters Score: Raw -403187.530963 + Penalty 1630.374588 = -401557.156375 nChanged 37 SP:Iteration 20F (2007.355938 sec): 3 clusters Score: Raw -403196.938228 + Penalty 1630.374588 = -401566.563640 nChanged 30 SP:Iteration 21Q (2007.408461 sec): 3 clusters Score: Raw -403204.933198 + Penalty 1630.374588 = -401574.558611 nChanged 31 SP:Iteration 22Q (2007.459440 sec): 3 clusters Score: Raw -403213.134860 + Penalty 1630.374588 = -401582.760273 nChanged 25 SP:Iteration 23Q (2007.498999 sec): 3 clusters Score: Raw -403220.482293 + Penalty 1630.374588 = -401590.107705 nChanged 22 SP:Iteration 24Q (2007.561268 sec): 3 clusters Score: Raw -403226.946651 + Penalty 1630.374588 = -401596.572063 nChanged 22 SP:Iteration 25Q (2007.608386 sec): 3 clusters Score: Raw -403233.373618 + Penalty 1630.374588 = -401602.999031 nChanged 26 SP:Iteration 26Q (2007.664471 sec): 3 clusters Score: Raw -403241.182494 + Penalty 1630.374588 = -401610.807907 nChanged 22 SP:Iteration 27Q (2007.716658 sec): 3 clusters Score: Raw -403247.883491 + Penalty 1630.374588 = -401617.508904 nChanged 22 SP:Iteration 28Q (2007.766464 sec): 3 clusters Score: Raw -403254.966381 + Penalty 1630.374588 = -401624.591793 nChanged 25 SP:Iteration 29Q (2007.821620 sec): 3 clusters Score: Raw -403260.017046 + Penalty 1630.374588 = -401629.642459 nChanged 14 SP:Iteration 30Q (2007.875106 sec): 3 clusters Score: Raw -403262.646679 + Penalty 1630.374588 = -401632.272092 nChanged 12 SP:Iteration 31Q (2007.921261 sec): 3 clusters Score: Raw -403265.320043 + Penalty 1630.374588 = -401634.945455 nChanged 12 SP:Iteration 32Q (2007.969398 sec): 3 clusters Score: Raw -403268.275932 + Penalty 1630.374588 = -401637.901344 nChanged 12 SP:Iteration 33Q (2008.023935 sec): 3 clusters Score: Raw -403270.958543 + Penalty 1630.374588 = -401640.583955 nChanged 7 SP:Iteration 34Q (2008.075377 sec): 3 clusters Score: Raw -403272.710966 + Penalty 1630.374588 = -401642.336379 nChanged 15 SP:Iteration 35Q (2008.124126 sec): 3 clusters Score: Raw -403276.477011 + Penalty 1630.374588 = -401646.102423 nChanged 12 SP:Iteration 36Q (2008.174478 sec): 3 clusters Score: Raw -403278.678685 + Penalty 1630.374588 = -401648.304097 nChanged 7 SP:Iteration 37Q (2008.226843 sec): 3 clusters Score: Raw -403280.234130 + Penalty 1630.374588 = -401649.859542 nChanged 5 SP:Iteration 38Q (2008.269167 sec): 3 clusters Score: Raw -403281.348946 + Penalty 1630.374588 = -401650.974358 nChanged 6 SP:Iteration 39Q (2008.329874 sec): 3 clusters Score: Raw -403282.484356 + Penalty 1630.374588 = -401652.109768 nChanged 4 SP:Iteration 40F (2008.378070 sec): 3 clusters Score: Raw -403283.438767 + Penalty 1630.374588 = -401653.064179 nChanged 5 SP:Iteration 41Q (2008.426785 sec): 3 clusters Score: Raw -403283.831427 + Penalty 1630.374588 = -401653.456840 nChanged 3 SP:Iteration 42Q (2008.480001 sec): 3 clusters Score: Raw -403284.296275 + Penalty 1630.374588 = -401653.921688 nChanged 2 SP:Iteration 43Q (2008.532235 sec): 3 clusters Score: Raw -403284.745351 + Penalty 1630.374588 = -401654.370764 nChanged 4 SP:Iteration 44Q (2008.572414 sec): 3 clusters Score: Raw -403285.203897 + Penalty 1630.374588 = -401654.829309 nChanged 4 SP:Iteration 45Q (2008.636927 sec): 3 clusters Score: Raw -403285.511325 + Penalty 1630.374588 = -401655.136738 nChanged 2 SP:Iteration 46Q (2008.687248 sec): 3 clusters Score: Raw -403285.776092 + Penalty 1630.374588 = -401655.401504 nChanged 3 SP:Iteration 47Q (2008.731122 sec): 3 clusters Score: Raw -403286.132156 + Penalty 1630.374588 = -401655.757568 nChanged 4 SP:Iteration 48Q (2008.784903 sec): 3 clusters Score: Raw -403286.603137 + Penalty 1630.374588 = -401656.228549 nChanged 3 SP:Iteration 49Q (2008.834947 sec): 3 clusters Score: Raw -403286.824993 + Penalty 1630.374588 = -401656.450405 nChanged 0 SP:Iteration 50F (2008.890249 sec): 3 clusters Score: Raw -403286.824993 + Penalty 1630.374588 = -401656.450405 nChanged 0 Trying to split cluster 26 (1619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2008.917617 sec): 2 clusters Score: Raw -84638.052527 + Penalty 702.008576 = -83936.043951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2008.961834 sec): 3 clusters Score: Raw -83893.876459 + Penalty 1404.017151 = -82489.859308 nChanged 601 SP:Iteration 1F (2009.007587 sec): 3 clusters Score: Raw -84296.655024 + Penalty 1404.017151 = -82892.637872 nChanged 156 SP:Iteration 2F (2009.047420 sec): 3 clusters Score: Raw -84428.724171 + Penalty 1404.017151 = -83024.707020 nChanged 108 SP:Iteration 3F (2009.086439 sec): 3 clusters Score: Raw -84524.073143 + Penalty 1404.017151 = -83120.055992 nChanged 95 SP:Iteration 4F (2009.143534 sec): 3 clusters Score: Raw -84604.701458 + Penalty 1404.017151 = -83200.684307 nChanged 68 SP:Iteration 5Q (2009.190874 sec): 3 clusters Score: Raw -84650.211099 + Penalty 1404.017151 = -83246.193948 nChanged 51 SP:Iteration 6Q (2009.236591 sec): 3 clusters Score: Raw -84679.905093 + Penalty 1404.017151 = -83275.887942 nChanged 29 SP:Iteration 7Q (2009.279200 sec): 3 clusters Score: Raw -84698.928489 + Penalty 1404.017151 = -83294.911338 nChanged 20 SP:Iteration 8Q (2009.324986 sec): 3 clusters Score: Raw -84710.012226 + Penalty 1404.017151 = -83305.995075 nChanged 19 SP:Iteration 9Q (2009.365028 sec): 3 clusters Score: Raw -84723.848552 + Penalty 1404.017151 = -83319.831400 nChanged 21 SP:Iteration 10Q (2009.412193 sec): 3 clusters Score: Raw -84735.718629 + Penalty 1404.017151 = -83331.701478 nChanged 14 SP:Iteration 11Q (2009.463874 sec): 3 clusters Score: Raw -84744.885066 + Penalty 1404.017151 = -83340.867915 nChanged 11 SP:Iteration 12Q (2009.503694 sec): 3 clusters Score: Raw -84749.878290 + Penalty 1404.017151 = -83345.861139 nChanged 12 SP:Iteration 13Q (2009.548374 sec): 3 clusters Score: Raw -84755.747152 + Penalty 1404.017151 = -83351.730001 nChanged 7 SP:Iteration 14Q (2009.596296 sec): 3 clusters Score: Raw -84758.240569 + Penalty 1404.017151 = -83354.223418 nChanged 4 SP:Iteration 15Q (2009.654670 sec): 3 clusters Score: Raw -84758.900727 + Penalty 1404.017151 = -83354.883576 nChanged 0 SP:Iteration 16F (2009.689462 sec): 3 clusters Score: Raw -84758.900727 + Penalty 1404.017151 = -83354.883576 nChanged 0 Trying to split cluster 27 (18181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2009.743626 sec): 2 clusters Score: Raw -1351405.254173 + Penalty 931.772575 = -1350473.481598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2009.807278 sec): 3 clusters Score: Raw -1340182.647443 + Penalty 1863.545151 = -1338319.102293 nChanged 8364 SP:Iteration 1F (2009.865644 sec): 3 clusters Score: Raw -1345002.603859 + Penalty 1863.545151 = -1343139.058708 nChanged 942 SP:Iteration 2F (2009.941368 sec): 3 clusters Score: Raw -1345400.705552 + Penalty 1863.545151 = -1343537.160401 nChanged 966 SP:Iteration 3F (2010.005244 sec): 3 clusters Score: Raw -1345820.772231 + Penalty 1863.545151 = -1343957.227080 nChanged 940 SP:Iteration 4F (2010.072542 sec): 3 clusters Score: Raw -1346248.313013 + Penalty 1863.545151 = -1344384.767862 nChanged 987 SP:Iteration 5F (2010.133915 sec): 3 clusters Score: Raw -1346801.777989 + Penalty 1863.545151 = -1344938.232838 nChanged 1050 SP:Iteration 6F (2010.191594 sec): 3 clusters Score: Raw -1347463.310955 + Penalty 1863.545151 = -1345599.765804 nChanged 1037 SP:Iteration 7F (2010.266420 sec): 3 clusters Score: Raw -1348210.434298 + Penalty 1863.545151 = -1346346.889147 nChanged 994 SP:Iteration 8F (2010.332077 sec): 3 clusters Score: Raw -1348954.160304 + Penalty 1863.545151 = -1347090.615154 nChanged 805 SP:Iteration 9Q (2010.392914 sec): 3 clusters Score: Raw -1349514.229143 + Penalty 1863.545151 = -1347650.683992 nChanged 639 SP:Iteration 10Q (2010.465545 sec): 3 clusters Score: Raw -1349915.353501 + Penalty 1863.545151 = -1348051.808350 nChanged 504 SP:Iteration 11Q (2010.532364 sec): 3 clusters Score: Raw -1350170.191712 + Penalty 1863.545151 = -1348306.646561 nChanged 362 SP:Iteration 12Q (2010.599882 sec): 3 clusters Score: Raw -1350323.778961 + Penalty 1863.545151 = -1348460.233810 nChanged 274 SP:Iteration 13Q (2010.658075 sec): 3 clusters Score: Raw -1350435.614046 + Penalty 1863.545151 = -1348572.068895 nChanged 249 SP:Iteration 14Q (2010.726496 sec): 3 clusters Score: Raw -1350529.975322 + Penalty 1863.545151 = -1348666.430172 nChanged 224 SP:Iteration 15Q (2010.794766 sec): 3 clusters Score: Raw -1350603.498061 + Penalty 1863.545151 = -1348739.952910 nChanged 200 SP:Iteration 16Q (2010.854154 sec): 3 clusters Score: Raw -1350674.631130 + Penalty 1863.545151 = -1348811.085979 nChanged 197 SP:Iteration 17Q (2010.925127 sec): 3 clusters Score: Raw -1350744.687534 + Penalty 1863.545151 = -1348881.142384 nChanged 165 SP:Iteration 18Q (2010.973456 sec): 3 clusters Score: Raw -1350803.517028 + Penalty 1863.545151 = -1348939.971877 nChanged 160 SP:Iteration 19Q (2011.035649 sec): 3 clusters Score: Raw -1350862.631417 + Penalty 1863.545151 = -1348999.086266 nChanged 173 SP:Iteration 20F (2011.103155 sec): 3 clusters Score: Raw -1350920.282944 + Penalty 1863.545151 = -1349056.737794 nChanged 156 SP:Iteration 21Q (2011.173481 sec): 3 clusters Score: Raw -1350974.809871 + Penalty 1863.545151 = -1349111.264720 nChanged 147 SP:Iteration 22Q (2011.243061 sec): 3 clusters Score: Raw -1351021.487437 + Penalty 1863.545151 = -1349157.942287 nChanged 126 SP:Iteration 23Q (2011.319113 sec): 3 clusters Score: Raw -1351062.868978 + Penalty 1863.545151 = -1349199.323828 nChanged 129 SP:Iteration 24Q (2011.374074 sec): 3 clusters Score: Raw -1351100.714131 + Penalty 1863.545151 = -1349237.168981 nChanged 117 SP:Iteration 25Q (2011.442810 sec): 3 clusters Score: Raw -1351135.174799 + Penalty 1863.545151 = -1349271.629649 nChanged 110 SP:Iteration 26Q (2011.511868 sec): 3 clusters Score: Raw -1351165.271661 + Penalty 1863.545151 = -1349301.726510 nChanged 94 SP:Iteration 27Q (2011.581374 sec): 3 clusters Score: Raw -1351191.664740 + Penalty 1863.545151 = -1349328.119589 nChanged 85 SP:Iteration 28Q (2011.651458 sec): 3 clusters Score: Raw -1351218.229416 + Penalty 1863.545151 = -1349354.684265 nChanged 84 SP:Iteration 29Q (2011.713992 sec): 3 clusters Score: Raw -1351240.698338 + Penalty 1863.545151 = -1349377.153188 nChanged 75 SP:Iteration 30Q (2011.776974 sec): 3 clusters Score: Raw -1351258.183742 + Penalty 1863.545151 = -1349394.638591 nChanged 65 SP:Iteration 31Q (2011.846103 sec): 3 clusters Score: Raw -1351273.248145 + Penalty 1863.545151 = -1349409.702994 nChanged 59 SP:Iteration 32Q (2011.906316 sec): 3 clusters Score: Raw -1351286.013566 + Penalty 1863.545151 = -1349422.468415 nChanged 58 SP:Iteration 33Q (2011.979385 sec): 3 clusters Score: Raw -1351298.736585 + Penalty 1863.545151 = -1349435.191434 nChanged 65 SP:Iteration 34Q (2012.035842 sec): 3 clusters Score: Raw -1351312.580663 + Penalty 1863.545151 = -1349449.035512 nChanged 51 SP:Iteration 35Q (2012.102443 sec): 3 clusters Score: Raw -1351325.872422 + Penalty 1863.545151 = -1349462.327271 nChanged 59 SP:Iteration 36Q (2012.176229 sec): 3 clusters Score: Raw -1351340.282468 + Penalty 1863.545151 = -1349476.737317 nChanged 50 SP:Iteration 37Q (2012.231417 sec): 3 clusters Score: Raw -1351354.538990 + Penalty 1863.545151 = -1349490.993840 nChanged 51 SP:Iteration 38Q (2012.307916 sec): 3 clusters Score: Raw -1351366.172986 + Penalty 1863.545151 = -1349502.627835 nChanged 44 SP:Iteration 39Q (2012.371614 sec): 3 clusters Score: Raw -1351378.313463 + Penalty 1863.545151 = -1349514.768313 nChanged 36 SP:Iteration 40F (2012.436823 sec): 3 clusters Score: Raw -1351386.650160 + Penalty 1863.545151 = -1349523.105009 nChanged 33 SP:Iteration 41Q (2012.502412 sec): 3 clusters Score: Raw -1351393.072097 + Penalty 1863.545151 = -1349529.526946 nChanged 31 SP:Iteration 42Q (2012.557401 sec): 3 clusters Score: Raw -1351399.099240 + Penalty 1863.545151 = -1349535.554090 nChanged 20 SP:Iteration 43Q (2012.623298 sec): 3 clusters Score: Raw -1351405.587248 + Penalty 1863.545151 = -1349542.042097 nChanged 19 SP:Iteration 44Q (2012.684190 sec): 3 clusters Score: Raw -1351410.375973 + Penalty 1863.545151 = -1349546.830822 nChanged 19 SP:Iteration 45Q (2012.746403 sec): 3 clusters Score: Raw -1351414.569040 + Penalty 1863.545151 = -1349551.023890 nChanged 31 SP:Iteration 46Q (2012.814000 sec): 3 clusters Score: Raw -1351423.578190 + Penalty 1863.545151 = -1349560.033039 nChanged 33 SP:Iteration 47Q (2012.872400 sec): 3 clusters Score: Raw -1351431.700942 + Penalty 1863.545151 = -1349568.155792 nChanged 24 SP:Iteration 48Q (2012.947027 sec): 3 clusters Score: Raw -1351437.209714 + Penalty 1863.545151 = -1349573.664563 nChanged 27 SP:Iteration 49Q (2013.012320 sec): 3 clusters Score: Raw -1351443.666562 + Penalty 1863.545151 = -1349580.121411 nChanged 19 SP:Iteration 50Q (2013.078745 sec): 3 clusters Score: Raw -1351449.028546 + Penalty 1863.545151 = -1349585.483396 nChanged 20 SP:Iteration 51Q (2013.146929 sec): 3 clusters Score: Raw -1351454.454935 + Penalty 1863.545151 = -1349590.909784 nChanged 23 SP:Iteration 52Q (2013.212795 sec): 3 clusters Score: Raw -1351463.774413 + Penalty 1863.545151 = -1349600.229262 nChanged 22 SP:Iteration 53Q (2013.268700 sec): 3 clusters Score: Raw -1351471.749690 + Penalty 1863.545151 = -1349608.204540 nChanged 19 SP:Iteration 54Q (2013.338577 sec): 3 clusters Score: Raw -1351477.838072 + Penalty 1863.545151 = -1349614.292921 nChanged 20 SP:Iteration 55Q (2013.402631 sec): 3 clusters Score: Raw -1351482.036877 + Penalty 1863.545151 = -1349618.491726 nChanged 19 SP:Iteration 56Q (2013.473879 sec): 3 clusters Score: Raw -1351487.357530 + Penalty 1863.545151 = -1349623.812379 nChanged 13 SP:Iteration 57Q (2013.540009 sec): 3 clusters Score: Raw -1351490.225379 + Penalty 1863.545151 = -1349626.680229 nChanged 9 SP:Iteration 58Q (2013.595240 sec): 3 clusters Score: Raw -1351491.588224 + Penalty 1863.545151 = -1349628.043074 nChanged 6 SP:Iteration 59Q (2013.670562 sec): 3 clusters Score: Raw -1351492.242806 + Penalty 1863.545151 = -1349628.697656 nChanged 6 SP:Iteration 60F (2013.738841 sec): 3 clusters Score: Raw -1351493.182562 + Penalty 1863.545151 = -1349629.637412 nChanged 4 SP:Iteration 61Q (2013.798579 sec): 3 clusters Score: Raw -1351493.907586 + Penalty 1863.545151 = -1349630.362435 nChanged 6 SP:Iteration 62Q (2013.867978 sec): 3 clusters Score: Raw -1351495.490874 + Penalty 1863.545151 = -1349631.945724 nChanged 7 SP:Iteration 63Q (2013.927062 sec): 3 clusters Score: Raw -1351497.201092 + Penalty 1863.545151 = -1349633.655941 nChanged 10 SP:Iteration 64Q (2013.994488 sec): 3 clusters Score: Raw -1351498.861187 + Penalty 1863.545151 = -1349635.316037 nChanged 7 SP:Iteration 65Q (2014.060708 sec): 3 clusters Score: Raw -1351500.411446 + Penalty 1863.545151 = -1349636.866295 nChanged 8 SP:Iteration 66Q (2014.114636 sec): 3 clusters Score: Raw -1351503.416560 + Penalty 1863.545151 = -1349639.871410 nChanged 10 SP:Iteration 67Q (2014.184418 sec): 3 clusters Score: Raw -1351506.772990 + Penalty 1863.545151 = -1349643.227839 nChanged 14 SP:Iteration 68Q (2014.244548 sec): 3 clusters Score: Raw -1351510.682993 + Penalty 1863.545151 = -1349647.137842 nChanged 16 SP:Iteration 69Q (2014.306146 sec): 3 clusters Score: Raw -1351514.565679 + Penalty 1863.545151 = -1349651.020528 nChanged 18 SP:Iteration 70Q (2014.370286 sec): 3 clusters Score: Raw -1351519.506068 + Penalty 1863.545151 = -1349655.960918 nChanged 12 SP:Iteration 71Q (2014.432346 sec): 3 clusters Score: Raw -1351522.486115 + Penalty 1863.545151 = -1349658.940964 nChanged 7 SP:Iteration 72Q (2014.492797 sec): 3 clusters Score: Raw -1351524.206286 + Penalty 1863.545151 = -1349660.661136 nChanged 8 SP:Iteration 73Q (2014.546652 sec): 3 clusters Score: Raw -1351525.440703 + Penalty 1863.545151 = -1349661.895552 nChanged 5 SP:Iteration 74Q (2014.614382 sec): 3 clusters Score: Raw -1351526.414219 + Penalty 1863.545151 = -1349662.869069 nChanged 5 SP:Iteration 75Q (2014.668664 sec): 3 clusters Score: Raw -1351527.583324 + Penalty 1863.545151 = -1349664.038173 nChanged 9 SP:Iteration 76Q (2014.738013 sec): 3 clusters Score: Raw -1351530.441113 + Penalty 1863.545151 = -1349666.895962 nChanged 7 SP:Iteration 77Q (2014.807461 sec): 3 clusters Score: Raw -1351532.217780 + Penalty 1863.545151 = -1349668.672630 nChanged 5 SP:Iteration 78Q (2014.872305 sec): 3 clusters Score: Raw -1351533.340334 + Penalty 1863.545151 = -1349669.795183 nChanged 6 SP:Iteration 79Q (2014.944770 sec): 3 clusters Score: Raw -1351534.498439 + Penalty 1863.545151 = -1349670.953289 nChanged 9 SP:Iteration 80F (2015.015602 sec): 3 clusters Score: Raw -1351537.024985 + Penalty 1863.545151 = -1349673.479834 nChanged 7 SP:Iteration 81Q (2015.074163 sec): 3 clusters Score: Raw -1351539.441658 + Penalty 1863.545151 = -1349675.896508 nChanged 7 SP:Iteration 82Q (2015.137896 sec): 3 clusters Score: Raw -1351541.362109 + Penalty 1863.545151 = -1349677.816958 nChanged 6 SP:Iteration 83Q (2015.210375 sec): 3 clusters Score: Raw -1351543.528695 + Penalty 1863.545151 = -1349679.983544 nChanged 10 SP:Iteration 84Q (2015.268358 sec): 3 clusters Score: Raw -1351546.427863 + Penalty 1863.545151 = -1349682.882712 nChanged 8 SP:Iteration 85Q (2015.336584 sec): 3 clusters Score: Raw -1351548.633597 + Penalty 1863.545151 = -1349685.088446 nChanged 4 SP:Iteration 86Q (2015.382670 sec): 3 clusters Score: Raw -1351549.646628 + Penalty 1863.545151 = -1349686.101478 nChanged 5 SP:Iteration 87Q (2015.452622 sec): 3 clusters Score: Raw -1351550.776626 + Penalty 1863.545151 = -1349687.231475 nChanged 4 SP:Iteration 88Q (2015.510383 sec): 3 clusters Score: Raw -1351551.826568 + Penalty 1863.545151 = -1349688.281417 nChanged 5 SP:Iteration 89Q (2015.584487 sec): 3 clusters Score: Raw -1351553.588963 + Penalty 1863.545151 = -1349690.043812 nChanged 7 SP:Iteration 90Q (2015.637525 sec): 3 clusters Score: Raw -1351556.717494 + Penalty 1863.545151 = -1349693.172343 nChanged 13 SP:Iteration 91Q (2015.703614 sec): 3 clusters Score: Raw -1351560.705503 + Penalty 1863.545151 = -1349697.160353 nChanged 12 SP:Iteration 92Q (2015.766470 sec): 3 clusters Score: Raw -1351565.304053 + Penalty 1863.545151 = -1349701.758902 nChanged 8 SP:Iteration 93Q (2015.842627 sec): 3 clusters Score: Raw -1351567.332093 + Penalty 1863.545151 = -1349703.786942 nChanged 8 SP:Iteration 94Q (2015.900033 sec): 3 clusters Score: Raw -1351569.157142 + Penalty 1863.545151 = -1349705.611992 nChanged 2 SP:Iteration 95Q (2015.965535 sec): 3 clusters Score: Raw -1351570.120965 + Penalty 1863.545151 = -1349706.575814 nChanged 4 SP:Iteration 96Q (2016.035970 sec): 3 clusters Score: Raw -1351572.432351 + Penalty 1863.545151 = -1349708.887200 nChanged 8 SP:Iteration 97Q (2016.105114 sec): 3 clusters Score: Raw -1351575.391929 + Penalty 1863.545151 = -1349711.846778 nChanged 7 SP:Iteration 98Q (2016.160910 sec): 3 clusters Score: Raw -1351579.518797 + Penalty 1863.545151 = -1349715.973646 nChanged 10 SP:Iteration 99Q (2016.221052 sec): 3 clusters Score: Raw -1351584.778333 + Penalty 1863.545151 = -1349721.233182 nChanged 12 SP:Iteration 100F (2016.282868 sec): 3 clusters Score: Raw -1351589.495679 + Penalty 1863.545151 = -1349725.950529 nChanged 13 SP:Iteration 101Q (2016.352897 sec): 3 clusters Score: Raw -1351592.995167 + Penalty 1863.545151 = -1349729.450017 nChanged 12 SP:Iteration 102Q (2016.412322 sec): 3 clusters Score: Raw -1351596.064972 + Penalty 1863.545151 = -1349732.519821 nChanged 5 SP:Iteration 103Q (2016.480828 sec): 3 clusters Score: Raw -1351597.304573 + Penalty 1863.545151 = -1349733.759422 nChanged 3 SP:Iteration 104Q (2016.545000 sec): 3 clusters Score: Raw -1351598.030035 + Penalty 1863.545151 = -1349734.484884 nChanged 4 SP:Iteration 105Q (2016.598534 sec): 3 clusters Score: Raw -1351598.648147 + Penalty 1863.545151 = -1349735.102997 nChanged 2 SP:Iteration 106Q (2016.669771 sec): 3 clusters Score: Raw -1351599.502820 + Penalty 1863.545151 = -1349735.957669 nChanged 7 SP:Iteration 107Q (2016.737616 sec): 3 clusters Score: Raw -1351602.671223 + Penalty 1863.545151 = -1349739.126073 nChanged 7 SP:Iteration 108Q (2016.803700 sec): 3 clusters Score: Raw -1351608.576137 + Penalty 1863.545151 = -1349745.030986 nChanged 7 SP:Iteration 109Q (2016.862606 sec): 3 clusters Score: Raw -1351611.499980 + Penalty 1863.545151 = -1349747.954830 nChanged 5 SP:Iteration 110Q (2016.934154 sec): 3 clusters Score: Raw -1351614.068620 + Penalty 1863.545151 = -1349750.523469 nChanged 2 SP:Iteration 111Q (2017.002521 sec): 3 clusters Score: Raw -1351614.532002 + Penalty 1863.545151 = -1349750.986851 nChanged 3 SP:Iteration 112Q (2017.055576 sec): 3 clusters Score: Raw -1351616.001012 + Penalty 1863.545151 = -1349752.455862 nChanged 6 SP:Iteration 113Q (2017.127036 sec): 3 clusters Score: Raw -1351618.512196 + Penalty 1863.545151 = -1349754.967046 nChanged 6 SP:Iteration 114Q (2017.186742 sec): 3 clusters Score: Raw -1351619.911981 + Penalty 1863.545151 = -1349756.366830 nChanged 3 SP:Iteration 115Q (2017.252355 sec): 3 clusters Score: Raw -1351621.020551 + Penalty 1863.545151 = -1349757.475401 nChanged 1 SP:Iteration 116Q (2017.317862 sec): 3 clusters Score: Raw -1351621.383473 + Penalty 1863.545151 = -1349757.838323 nChanged 1 SP:Iteration 117Q (2017.386432 sec): 3 clusters Score: Raw -1351621.610500 + Penalty 1863.545151 = -1349758.065349 nChanged 2 SP:Iteration 118Q (2017.460532 sec): 3 clusters Score: Raw -1351622.132871 + Penalty 1863.545151 = -1349758.587720 nChanged 3 SP:Iteration 119Q (2017.517930 sec): 3 clusters Score: Raw -1351623.495133 + Penalty 1863.545151 = -1349759.949983 nChanged 4 SP:Iteration 120F (2017.590404 sec): 3 clusters Score: Raw -1351624.990809 + Penalty 1863.545151 = -1349761.445658 nChanged 4 SP:Iteration 121Q (2017.655352 sec): 3 clusters Score: Raw -1351625.935512 + Penalty 1863.545151 = -1349762.390361 nChanged 3 SP:Iteration 122Q (2017.714044 sec): 3 clusters Score: Raw -1351626.748792 + Penalty 1863.545151 = -1349763.203642 nChanged 2 SP:Iteration 123Q (2017.779763 sec): 3 clusters Score: Raw -1351627.128150 + Penalty 1863.545151 = -1349763.583000 nChanged 1 SP:Iteration 124Q (2017.843880 sec): 3 clusters Score: Raw -1351627.344953 + Penalty 1863.545151 = -1349763.799803 nChanged 1 SP:Iteration 125Q (2017.898482 sec): 3 clusters Score: Raw -1351627.521966 + Penalty 1863.545151 = -1349763.976816 nChanged 1 SP:Iteration 126Q (2017.966267 sec): 3 clusters Score: Raw -1351627.663241 + Penalty 1863.545151 = -1349764.118090 nChanged 0 SP:Iteration 127F (2018.030527 sec): 3 clusters Score: Raw -1351627.663241 + Penalty 1863.545151 = -1349764.118090 nChanged 0 Trying to split cluster 28 (106927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.162430 sec): 2 clusters Score: Raw -8365495.936229 + Penalty 1100.090656 = -8364395.845574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.348544 sec): 3 clusters Score: Raw -8294523.778245 + Penalty 2200.181311 = -8292323.596934 nChanged 51857 SP:Iteration 1F (2018.514190 sec): 3 clusters Score: Raw -8326316.271216 + Penalty 2200.181311 = -8324116.089904 nChanged 5288 SP:Iteration 2Q (2018.719494 sec): 3 clusters Score: Raw -8328588.464127 + Penalty 2200.181311 = -8326388.282816 nChanged 6046 SP:Iteration 3F (2018.906433 sec): 3 clusters Score: Raw -8331751.565146 + Penalty 2200.181311 = -8329551.383835 nChanged 6760 SP:Iteration 4F (2019.078223 sec): 3 clusters Score: Raw -8335878.685061 + Penalty 2200.181311 = -8333678.503750 nChanged 7173 SP:Iteration 5F (2019.253424 sec): 3 clusters Score: Raw -8340666.833303 + Penalty 2200.181311 = -8338466.651991 nChanged 6727 SP:Iteration 6F (2019.429893 sec): 3 clusters Score: Raw -8345088.927979 + Penalty 2200.181311 = -8342888.746668 nChanged 5848 SP:Iteration 7F (2019.606803 sec): 3 clusters Score: Raw -8348564.463717 + Penalty 2200.181311 = -8346364.282406 nChanged 4560 SP:Iteration 8Q (2019.779546 sec): 3 clusters Score: Raw -8350852.743322 + Penalty 2200.181311 = -8348652.562011 nChanged 3378 SP:Iteration 9Q (2019.956836 sec): 3 clusters Score: Raw -8352296.005195 + Penalty 2200.181311 = -8350095.823884 nChanged 2661 SP:Iteration 10Q (2020.140724 sec): 3 clusters Score: Raw -8353288.273432 + Penalty 2200.181311 = -8351088.092121 nChanged 2271 SP:Iteration 11Q (2020.333146 sec): 3 clusters Score: Raw -8354123.202606 + Penalty 2200.181311 = -8351923.021295 nChanged 2152 SP:Iteration 12Q (2020.509887 sec): 3 clusters Score: Raw -8354946.084571 + Penalty 2200.181311 = -8352745.903260 nChanged 2191 SP:Iteration 13Q (2020.678880 sec): 3 clusters Score: Raw -8355766.654288 + Penalty 2200.181311 = -8353566.472977 nChanged 2109 SP:Iteration 14Q (2020.850192 sec): 3 clusters Score: Raw -8356589.776562 + Penalty 2200.181311 = -8354389.595251 nChanged 2138 SP:Iteration 15Q (2021.021036 sec): 3 clusters Score: Raw -8357461.767185 + Penalty 2200.181311 = -8355261.585874 nChanged 2165 SP:Iteration 16Q (2021.185653 sec): 3 clusters Score: Raw -8358394.012221 + Penalty 2200.181311 = -8356193.830910 nChanged 2037 SP:Iteration 17Q (2021.358203 sec): 3 clusters Score: Raw -8359280.061159 + Penalty 2200.181311 = -8357079.879848 nChanged 2031 SP:Iteration 18Q (2021.527985 sec): 3 clusters Score: Raw -8360222.405618 + Penalty 2200.181311 = -8358022.224307 nChanged 1943 SP:Iteration 19Q (2021.688293 sec): 3 clusters Score: Raw -8361187.923142 + Penalty 2200.181311 = -8358987.741831 nChanged 1842 SP:Iteration 20F (2021.865444 sec): 3 clusters Score: Raw -8362128.671847 + Penalty 2200.181311 = -8359928.490536 nChanged 1633 SP:Iteration 21Q (2022.035695 sec): 3 clusters Score: Raw -8362987.556639 + Penalty 2200.181311 = -8360787.375328 nChanged 1341 SP:Iteration 22Q (2022.202680 sec): 3 clusters Score: Raw -8363688.275919 + Penalty 2200.181311 = -8361488.094608 nChanged 1123 SP:Iteration 23Q (2022.370856 sec): 3 clusters Score: Raw -8364277.357152 + Penalty 2200.181311 = -8362077.175841 nChanged 846 SP:Iteration 24Q (2022.530700 sec): 3 clusters Score: Raw -8364711.168968 + Penalty 2200.181311 = -8362510.987657 nChanged 627 SP:Iteration 25Q (2022.688582 sec): 3 clusters Score: Raw -8365031.804654 + Penalty 2200.181311 = -8362831.623343 nChanged 432 SP:Iteration 26Q (2022.844315 sec): 3 clusters Score: Raw -8365255.225375 + Penalty 2200.181311 = -8363055.044064 nChanged 297 SP:Iteration 27Q (2022.998299 sec): 3 clusters Score: Raw -8365414.968233 + Penalty 2200.181311 = -8363214.786921 nChanged 215 SP:Iteration 28Q (2023.148500 sec): 3 clusters Score: Raw -8365533.832313 + Penalty 2200.181311 = -8363333.651002 nChanged 154 SP:Iteration 29Q (2023.300177 sec): 3 clusters Score: Raw -8365625.512322 + Penalty 2200.181311 = -8363425.331011 nChanged 101 SP:Iteration 30Q (2023.446976 sec): 3 clusters Score: Raw -8365682.371498 + Penalty 2200.181311 = -8363482.190186 nChanged 69 SP:Iteration 31Q (2023.602629 sec): 3 clusters Score: Raw -8365726.948938 + Penalty 2200.181311 = -8363526.767627 nChanged 60 SP:Iteration 32Q (2023.743583 sec): 3 clusters Score: Raw -8365762.839888 + Penalty 2200.181311 = -8363562.658577 nChanged 38 SP:Iteration 33Q (2023.897287 sec): 3 clusters Score: Raw -8365790.983034 + Penalty 2200.181311 = -8363590.801722 nChanged 35 SP:Iteration 34Q (2024.029989 sec): 3 clusters Score: Raw -8365812.517534 + Penalty 2200.181311 = -8363612.336222 nChanged 34 SP:Iteration 35Q (2024.182853 sec): 3 clusters Score: Raw -8365836.121981 + Penalty 2200.181311 = -8363635.940670 nChanged 38 SP:Iteration 36Q (2024.332359 sec): 3 clusters Score: Raw -8365857.264415 + Penalty 2200.181311 = -8363657.083104 nChanged 23 SP:Iteration 37Q (2024.493196 sec): 3 clusters Score: Raw -8365869.056196 + Penalty 2200.181311 = -8363668.874884 nChanged 26 SP:Iteration 38Q (2024.646362 sec): 3 clusters Score: Raw -8365883.246717 + Penalty 2200.181311 = -8363683.065405 nChanged 16 SP:Iteration 39Q (2024.802551 sec): 3 clusters Score: Raw -8365888.164456 + Penalty 2200.181311 = -8363687.983145 nChanged 9 SP:Iteration 40F (2024.989525 sec): 3 clusters Score: Raw -8365891.255689 + Penalty 2200.181311 = -8363691.074378 nChanged 8 SP:Iteration 41Q (2025.128247 sec): 3 clusters Score: Raw -8365894.897543 + Penalty 2200.181311 = -8363694.716232 nChanged 10 SP:Iteration 42Q (2025.256473 sec): 3 clusters Score: Raw -8365899.516443 + Penalty 2200.181311 = -8363699.335132 nChanged 13 SP:Iteration 43Q (2025.418396 sec): 3 clusters Score: Raw -8365905.823402 + Penalty 2200.181311 = -8363705.642090 nChanged 11 SP:Iteration 44Q (2025.560157 sec): 3 clusters Score: Raw -8365909.894111 + Penalty 2200.181311 = -8363709.712800 nChanged 14 SP:Iteration 45Q (2025.717946 sec): 3 clusters Score: Raw -8365918.598778 + Penalty 2200.181311 = -8363718.417467 nChanged 18 SP:Iteration 46Q (2025.866989 sec): 3 clusters Score: Raw -8365930.623076 + Penalty 2200.181311 = -8363730.441765 nChanged 19 SP:Iteration 47Q (2026.014538 sec): 3 clusters Score: Raw -8365939.306043 + Penalty 2200.181311 = -8363739.124731 nChanged 11 SP:Iteration 48Q (2026.167644 sec): 3 clusters Score: Raw -8365944.916723 + Penalty 2200.181311 = -8363744.735411 nChanged 15 SP:Iteration 49Q (2026.315049 sec): 3 clusters Score: Raw -8365953.833169 + Penalty 2200.181311 = -8363753.651857 nChanged 15 SP:Iteration 50Q (2026.464311 sec): 3 clusters Score: Raw -8365959.139056 + Penalty 2200.181311 = -8363758.957745 nChanged 7 SP:Iteration 51Q (2026.605704 sec): 3 clusters Score: Raw -8365962.158498 + Penalty 2200.181311 = -8363761.977187 nChanged 6 SP:Iteration 52Q (2026.760672 sec): 3 clusters Score: Raw -8365964.728948 + Penalty 2200.181311 = -8363764.547637 nChanged 6 SP:Iteration 53Q (2026.903990 sec): 3 clusters Score: Raw -8365968.225665 + Penalty 2200.181311 = -8363768.044354 nChanged 4 SP:Iteration 54Q (2027.050998 sec): 3 clusters Score: Raw -8365970.005383 + Penalty 2200.181311 = -8363769.824072 nChanged 6 SP:Iteration 55Q (2027.202176 sec): 3 clusters Score: Raw -8365973.649201 + Penalty 2200.181311 = -8363773.467890 nChanged 12 SP:Iteration 56Q (2027.352752 sec): 3 clusters Score: Raw -8365978.718722 + Penalty 2200.181311 = -8363778.537410 nChanged 15 SP:Iteration 57Q (2027.502632 sec): 3 clusters Score: Raw -8365984.075452 + Penalty 2200.181311 = -8363783.894140 nChanged 8 SP:Iteration 58Q (2027.659878 sec): 3 clusters Score: Raw -8365986.606548 + Penalty 2200.181311 = -8363786.425237 nChanged 4 SP:Iteration 59Q (2027.801574 sec): 3 clusters Score: Raw -8365987.274533 + Penalty 2200.181311 = -8363787.093222 nChanged 2 SP:Iteration 60F (2027.979787 sec): 3 clusters Score: Raw -8365987.706531 + Penalty 2200.181311 = -8363787.525220 nChanged 2 SP:Iteration 61Q (2028.120702 sec): 3 clusters Score: Raw -8365988.817754 + Penalty 2200.181311 = -8363788.636443 nChanged 3 SP:Iteration 62Q (2028.275679 sec): 3 clusters Score: Raw -8365989.380292 + Penalty 2200.181311 = -8363789.198981 nChanged 1 SP:Iteration 63Q (2028.419341 sec): 3 clusters Score: Raw -8365989.531011 + Penalty 2200.181311 = -8363789.349700 nChanged 0 SP:Iteration 64F (2028.602203 sec): 3 clusters Score: Raw -8365989.531011 + Penalty 2200.181311 = -8363789.349700 nChanged 0 Trying to split cluster 29 (2728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2028.632323 sec): 2 clusters Score: Raw -195183.000237 + Penalty 751.575782 = -194431.424455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2028.675194 sec): 3 clusters Score: Raw -193778.605826 + Penalty 1503.151564 = -192275.454263 nChanged 1084 SP:Iteration 1F (2028.715290 sec): 3 clusters Score: Raw -194402.186524 + Penalty 1503.151564 = -192899.034960 nChanged 226 SP:Iteration 2F (2028.770727 sec): 3 clusters Score: Raw -194563.272133 + Penalty 1503.151564 = -193060.120569 nChanged 198 SP:Iteration 3F (2028.812191 sec): 3 clusters Score: Raw -194736.614133 + Penalty 1503.151564 = -193233.462570 nChanged 181 SP:Iteration 4F (2028.852335 sec): 3 clusters Score: Raw -194915.569203 + Penalty 1503.151564 = -193412.417639 nChanged 177 SP:Iteration 5F (2028.896255 sec): 3 clusters Score: Raw -195064.340236 + Penalty 1503.151564 = -193561.188673 nChanged 140 SP:Iteration 6F (2028.939864 sec): 3 clusters Score: Raw -195174.303693 + Penalty 1503.151564 = -193671.152129 nChanged 94 SP:Iteration 7Q (2028.983987 sec): 3 clusters Score: Raw -195249.804825 + Penalty 1503.151564 = -193746.653262 nChanged 77 SP:Iteration 8Q (2029.030463 sec): 3 clusters Score: Raw -195312.247930 + Penalty 1503.151564 = -193809.096367 nChanged 72 SP:Iteration 9Q (2029.077455 sec): 3 clusters Score: Raw -195364.912955 + Penalty 1503.151564 = -193861.761391 nChanged 41 SP:Iteration 10Q (2029.125127 sec): 3 clusters Score: Raw -195396.152181 + Penalty 1503.151564 = -193893.000618 nChanged 44 SP:Iteration 11Q (2029.171598 sec): 3 clusters Score: Raw -195435.148497 + Penalty 1503.151564 = -193931.996934 nChanged 43 SP:Iteration 12Q (2029.217776 sec): 3 clusters Score: Raw -195471.483977 + Penalty 1503.151564 = -193968.332414 nChanged 31 SP:Iteration 13Q (2029.262931 sec): 3 clusters Score: Raw -195492.979443 + Penalty 1503.151564 = -193989.827879 nChanged 24 SP:Iteration 14Q (2029.307441 sec): 3 clusters Score: Raw -195503.688626 + Penalty 1503.151564 = -194000.537063 nChanged 11 SP:Iteration 15Q (2029.359158 sec): 3 clusters Score: Raw -195509.973784 + Penalty 1503.151564 = -194006.822220 nChanged 9 SP:Iteration 16Q (2029.402914 sec): 3 clusters Score: Raw -195514.700268 + Penalty 1503.151564 = -194011.548704 nChanged 7 SP:Iteration 17Q (2029.456556 sec): 3 clusters Score: Raw -195517.083250 + Penalty 1503.151564 = -194013.931686 nChanged 6 SP:Iteration 18Q (2029.505741 sec): 3 clusters Score: Raw -195518.637609 + Penalty 1503.151564 = -194015.486045 nChanged 2 SP:Iteration 19Q (2029.543092 sec): 3 clusters Score: Raw -195520.156683 + Penalty 1503.151564 = -194017.005120 nChanged 3 SP:Iteration 20F (2029.596805 sec): 3 clusters Score: Raw -195522.091605 + Penalty 1503.151564 = -194018.940041 nChanged 2 SP:Iteration 21Q (2029.640052 sec): 3 clusters Score: Raw -195522.888859 + Penalty 1503.151564 = -194019.737295 nChanged 2 SP:Iteration 22Q (2029.682722 sec): 3 clusters Score: Raw -195523.748472 + Penalty 1503.151564 = -194020.596908 nChanged 5 SP:Iteration 23Q (2029.731605 sec): 3 clusters Score: Raw -195525.735253 + Penalty 1503.151564 = -194022.583690 nChanged 1 SP:Iteration 24Q (2029.780024 sec): 3 clusters Score: Raw -195525.856142 + Penalty 1503.151564 = -194022.704578 nChanged 0 SP:Iteration 25F (2029.817030 sec): 3 clusters Score: Raw -195525.856142 + Penalty 1503.151564 = -194022.704578 nChanged 0 Trying to split cluster 30 (2336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2029.850600 sec): 2 clusters Score: Raw -153820.853572 + Penalty 736.838558 = -153084.015015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2029.891032 sec): 3 clusters Score: Raw -152645.272851 + Penalty 1473.677115 = -151171.595735 nChanged 920 SP:Iteration 1F (2029.951044 sec): 3 clusters Score: Raw -153257.579638 + Penalty 1473.677115 = -151783.902522 nChanged 211 SP:Iteration 2F (2029.996578 sec): 3 clusters Score: Raw -153437.849420 + Penalty 1473.677115 = -151964.172304 nChanged 160 SP:Iteration 3F (2030.047795 sec): 3 clusters Score: Raw -153567.282566 + Penalty 1473.677115 = -152093.605451 nChanged 124 SP:Iteration 4F (2030.082826 sec): 3 clusters Score: Raw -153664.421857 + Penalty 1473.677115 = -152190.744742 nChanged 105 SP:Iteration 5Q (2030.137636 sec): 3 clusters Score: Raw -153742.155459 + Penalty 1473.677115 = -152268.478343 nChanged 96 SP:Iteration 6Q (2030.181944 sec): 3 clusters Score: Raw -153821.087841 + Penalty 1473.677115 = -152347.410726 nChanged 90 SP:Iteration 7Q (2030.233853 sec): 3 clusters Score: Raw -153900.671862 + Penalty 1473.677115 = -152426.994746 nChanged 87 SP:Iteration 8Q (2030.276720 sec): 3 clusters Score: Raw -153986.615083 + Penalty 1473.677115 = -152512.937968 nChanged 69 SP:Iteration 9Q (2030.319023 sec): 3 clusters Score: Raw -154067.384767 + Penalty 1473.677115 = -152593.707651 nChanged 63 SP:Iteration 10Q (2030.363331 sec): 3 clusters Score: Raw -154131.642454 + Penalty 1473.677115 = -152657.965339 nChanged 51 SP:Iteration 11Q (2030.411255 sec): 3 clusters Score: Raw -154174.980598 + Penalty 1473.677115 = -152701.303483 nChanged 40 SP:Iteration 12Q (2030.461827 sec): 3 clusters Score: Raw -154209.703012 + Penalty 1473.677115 = -152736.025897 nChanged 28 SP:Iteration 13Q (2030.514907 sec): 3 clusters Score: Raw -154243.796604 + Penalty 1473.677115 = -152770.119489 nChanged 19 SP:Iteration 14Q (2030.564888 sec): 3 clusters Score: Raw -154262.685343 + Penalty 1473.677115 = -152789.008227 nChanged 14 SP:Iteration 15Q (2030.598897 sec): 3 clusters Score: Raw -154273.472599 + Penalty 1473.677115 = -152799.795484 nChanged 13 SP:Iteration 16Q (2030.641272 sec): 3 clusters Score: Raw -154284.973219 + Penalty 1473.677115 = -152811.296104 nChanged 13 SP:Iteration 17Q (2030.686226 sec): 3 clusters Score: Raw -154294.851637 + Penalty 1473.677115 = -152821.174522 nChanged 13 SP:Iteration 18Q (2030.732714 sec): 3 clusters Score: Raw -154302.573147 + Penalty 1473.677115 = -152828.896032 nChanged 10 SP:Iteration 19Q (2030.777450 sec): 3 clusters Score: Raw -154307.543023 + Penalty 1473.677115 = -152833.865908 nChanged 7 SP:Iteration 20F (2030.821670 sec): 3 clusters Score: Raw -154311.612780 + Penalty 1473.677115 = -152837.935665 nChanged 11 SP:Iteration 21Q (2030.861506 sec): 3 clusters Score: Raw -154318.516771 + Penalty 1473.677115 = -152844.839656 nChanged 13 SP:Iteration 22Q (2030.910326 sec): 3 clusters Score: Raw -154326.894141 + Penalty 1473.677115 = -152853.217025 nChanged 9 SP:Iteration 23Q (2030.964809 sec): 3 clusters Score: Raw -154331.608130 + Penalty 1473.677115 = -152857.931015 nChanged 4 SP:Iteration 24Q (2031.007386 sec): 3 clusters Score: Raw -154335.158238 + Penalty 1473.677115 = -152861.481123 nChanged 9 SP:Iteration 25Q (2031.058030 sec): 3 clusters Score: Raw -154339.591972 + Penalty 1473.677115 = -152865.914857 nChanged 6 SP:Iteration 26Q (2031.094118 sec): 3 clusters Score: Raw -154343.046592 + Penalty 1473.677115 = -152869.369477 nChanged 6 SP:Iteration 27Q (2031.138015 sec): 3 clusters Score: Raw -154345.891996 + Penalty 1473.677115 = -152872.214881 nChanged 4 SP:Iteration 28Q (2031.182053 sec): 3 clusters Score: Raw -154346.812883 + Penalty 1473.677115 = -152873.135768 nChanged 0 SP:Iteration 29F (2031.227770 sec): 3 clusters Score: Raw -154346.812883 + Penalty 1473.677115 = -152873.135768 nChanged 0 Trying to split cluster 31 (14881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2031.272094 sec): 2 clusters Score: Raw -1174898.090353 + Penalty 912.744848 = -1173985.345504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2031.343971 sec): 3 clusters Score: Raw -1165730.695349 + Penalty 1825.489697 = -1163905.205652 nChanged 6848 SP:Iteration 1F (2031.405186 sec): 3 clusters Score: Raw -1169492.428259 + Penalty 1825.489697 = -1167666.938562 nChanged 715 SP:Iteration 2Q (2031.460055 sec): 3 clusters Score: Raw -1169747.348899 + Penalty 1825.489697 = -1167921.859202 nChanged 679 SP:Iteration 3Q (2031.529041 sec): 3 clusters Score: Raw -1170014.654341 + Penalty 1825.489697 = -1168189.164644 nChanged 691 SP:Iteration 4Q (2031.588550 sec): 3 clusters Score: Raw -1170305.047130 + Penalty 1825.489697 = -1168479.557433 nChanged 720 SP:Iteration 5Q (2031.643025 sec): 3 clusters Score: Raw -1170625.419925 + Penalty 1825.489697 = -1168799.930228 nChanged 696 SP:Iteration 6Q (2031.717294 sec): 3 clusters Score: Raw -1170936.902498 + Penalty 1825.489697 = -1169111.412801 nChanged 678 SP:Iteration 7Q (2031.785867 sec): 3 clusters Score: Raw -1171285.132248 + Penalty 1825.489697 = -1169459.642551 nChanged 715 SP:Iteration 8Q (2031.842895 sec): 3 clusters Score: Raw -1171682.017127 + Penalty 1825.489697 = -1169856.527430 nChanged 701 SP:Iteration 9Q (2031.904131 sec): 3 clusters Score: Raw -1172091.756683 + Penalty 1825.489697 = -1170266.266986 nChanged 664 SP:Iteration 10Q (2031.974418 sec): 3 clusters Score: Raw -1172482.306856 + Penalty 1825.489697 = -1170656.817159 nChanged 576 SP:Iteration 11Q (2032.040138 sec): 3 clusters Score: Raw -1172773.397586 + Penalty 1825.489697 = -1170947.907889 nChanged 489 SP:Iteration 12Q (2032.094918 sec): 3 clusters Score: Raw -1172984.822917 + Penalty 1825.489697 = -1171159.333220 nChanged 348 SP:Iteration 13Q (2032.172966 sec): 3 clusters Score: Raw -1173101.412830 + Penalty 1825.489697 = -1171275.923133 nChanged 252 SP:Iteration 14Q (2032.227606 sec): 3 clusters Score: Raw -1173169.809460 + Penalty 1825.489697 = -1171344.319763 nChanged 208 SP:Iteration 15Q (2032.295411 sec): 3 clusters Score: Raw -1173222.171890 + Penalty 1825.489697 = -1171396.682193 nChanged 163 SP:Iteration 16Q (2032.367566 sec): 3 clusters Score: Raw -1173264.712297 + Penalty 1825.489697 = -1171439.222600 nChanged 156 SP:Iteration 17Q (2032.436425 sec): 3 clusters Score: Raw -1173304.043430 + Penalty 1825.489697 = -1171478.553733 nChanged 143 SP:Iteration 18Q (2032.503952 sec): 3 clusters Score: Raw -1173341.095971 + Penalty 1825.489697 = -1171515.606274 nChanged 158 SP:Iteration 19Q (2032.561537 sec): 3 clusters Score: Raw -1173383.270001 + Penalty 1825.489697 = -1171557.780304 nChanged 153 SP:Iteration 20F (2032.632154 sec): 3 clusters Score: Raw -1173417.509770 + Penalty 1825.489697 = -1171592.020073 nChanged 138 SP:Iteration 21Q (2032.686416 sec): 3 clusters Score: Raw -1173452.229046 + Penalty 1825.489697 = -1171626.739349 nChanged 145 SP:Iteration 22Q (2032.752780 sec): 3 clusters Score: Raw -1173489.359197 + Penalty 1825.489697 = -1171663.869500 nChanged 153 SP:Iteration 23Q (2032.819603 sec): 3 clusters Score: Raw -1173532.167551 + Penalty 1825.489697 = -1171706.677854 nChanged 157 SP:Iteration 24Q (2032.888477 sec): 3 clusters Score: Raw -1173576.326230 + Penalty 1825.489697 = -1171750.836533 nChanged 164 SP:Iteration 25Q (2032.951496 sec): 3 clusters Score: Raw -1173622.751368 + Penalty 1825.489697 = -1171797.261671 nChanged 157 SP:Iteration 26Q (2033.002608 sec): 3 clusters Score: Raw -1173666.727125 + Penalty 1825.489697 = -1171841.237428 nChanged 174 SP:Iteration 27Q (2033.079023 sec): 3 clusters Score: Raw -1173717.626942 + Penalty 1825.489697 = -1171892.137245 nChanged 175 SP:Iteration 28Q (2033.145957 sec): 3 clusters Score: Raw -1173768.302738 + Penalty 1825.489697 = -1171942.813041 nChanged 164 SP:Iteration 29Q (2033.205421 sec): 3 clusters Score: Raw -1173811.946868 + Penalty 1825.489697 = -1171986.457171 nChanged 164 SP:Iteration 30Q (2033.266143 sec): 3 clusters Score: Raw -1173863.848004 + Penalty 1825.489697 = -1172038.358307 nChanged 164 SP:Iteration 31Q (2033.331412 sec): 3 clusters Score: Raw -1173915.164107 + Penalty 1825.489697 = -1172089.674410 nChanged 181 SP:Iteration 32Q (2033.401087 sec): 3 clusters Score: Raw -1173975.790233 + Penalty 1825.489697 = -1172150.300536 nChanged 175 SP:Iteration 33Q (2033.453443 sec): 3 clusters Score: Raw -1174032.100430 + Penalty 1825.489697 = -1172206.610733 nChanged 147 SP:Iteration 34Q (2033.507996 sec): 3 clusters Score: Raw -1174080.384151 + Penalty 1825.489697 = -1172254.894454 nChanged 166 SP:Iteration 35Q (2033.571720 sec): 3 clusters Score: Raw -1174140.929831 + Penalty 1825.489697 = -1172315.440134 nChanged 175 SP:Iteration 36Q (2033.641704 sec): 3 clusters Score: Raw -1174208.092567 + Penalty 1825.489697 = -1172382.602870 nChanged 147 SP:Iteration 37Q (2033.707709 sec): 3 clusters Score: Raw -1174265.365398 + Penalty 1825.489697 = -1172439.875701 nChanged 159 SP:Iteration 38Q (2033.770709 sec): 3 clusters Score: Raw -1174336.243461 + Penalty 1825.489697 = -1172510.753764 nChanged 172 SP:Iteration 39Q (2033.835342 sec): 3 clusters Score: Raw -1174411.052647 + Penalty 1825.489697 = -1172585.562950 nChanged 163 SP:Iteration 40F (2033.902070 sec): 3 clusters Score: Raw -1174487.538939 + Penalty 1825.489697 = -1172662.049242 nChanged 149 SP:Iteration 41Q (2033.958944 sec): 3 clusters Score: Raw -1174563.563191 + Penalty 1825.489697 = -1172738.073494 nChanged 140 SP:Iteration 42Q (2034.022888 sec): 3 clusters Score: Raw -1174631.801122 + Penalty 1825.489697 = -1172806.311425 nChanged 121 SP:Iteration 43Q (2034.070792 sec): 3 clusters Score: Raw -1174689.744863 + Penalty 1825.489697 = -1172864.255167 nChanged 104 SP:Iteration 44Q (2034.130824 sec): 3 clusters Score: Raw -1174737.866240 + Penalty 1825.489697 = -1172912.376543 nChanged 94 SP:Iteration 45Q (2034.191569 sec): 3 clusters Score: Raw -1174778.529894 + Penalty 1825.489697 = -1172953.040197 nChanged 76 SP:Iteration 46Q (2034.252803 sec): 3 clusters Score: Raw -1174813.143578 + Penalty 1825.489697 = -1172987.653881 nChanged 67 SP:Iteration 47Q (2034.316644 sec): 3 clusters Score: Raw -1174843.060894 + Penalty 1825.489697 = -1173017.571197 nChanged 59 SP:Iteration 48Q (2034.374956 sec): 3 clusters Score: Raw -1174871.367915 + Penalty 1825.489697 = -1173045.878218 nChanged 44 SP:Iteration 49Q (2034.432949 sec): 3 clusters Score: Raw -1174890.559358 + Penalty 1825.489697 = -1173065.069661 nChanged 29 SP:Iteration 50Q (2034.490086 sec): 3 clusters Score: Raw -1174906.174609 + Penalty 1825.489697 = -1173080.684912 nChanged 30 SP:Iteration 51Q (2034.554344 sec): 3 clusters Score: Raw -1174918.666537 + Penalty 1825.489697 = -1173093.176840 nChanged 25 SP:Iteration 52Q (2034.618776 sec): 3 clusters Score: Raw -1174932.219807 + Penalty 1825.489697 = -1173106.730110 nChanged 26 SP:Iteration 53Q (2034.667843 sec): 3 clusters Score: Raw -1174947.641758 + Penalty 1825.489697 = -1173122.152061 nChanged 28 SP:Iteration 54Q (2034.731347 sec): 3 clusters Score: Raw -1174959.988560 + Penalty 1825.489697 = -1173134.498863 nChanged 21 SP:Iteration 55Q (2034.792244 sec): 3 clusters Score: Raw -1174971.961710 + Penalty 1825.489697 = -1173146.472013 nChanged 19 SP:Iteration 56Q (2034.851994 sec): 3 clusters Score: Raw -1174986.138224 + Penalty 1825.489697 = -1173160.648527 nChanged 22 SP:Iteration 57Q (2034.919784 sec): 3 clusters Score: Raw -1174997.939346 + Penalty 1825.489697 = -1173172.449649 nChanged 12 SP:Iteration 58Q (2034.979662 sec): 3 clusters Score: Raw -1175005.523420 + Penalty 1825.489697 = -1173180.033723 nChanged 12 SP:Iteration 59Q (2035.043095 sec): 3 clusters Score: Raw -1175013.316118 + Penalty 1825.489697 = -1173187.826421 nChanged 7 SP:Iteration 60F (2035.101477 sec): 3 clusters Score: Raw -1175018.183438 + Penalty 1825.489697 = -1173192.693741 nChanged 8 SP:Iteration 61Q (2035.167034 sec): 3 clusters Score: Raw -1175026.088119 + Penalty 1825.489697 = -1173200.598422 nChanged 9 SP:Iteration 62Q (2035.218394 sec): 3 clusters Score: Raw -1175032.568158 + Penalty 1825.489697 = -1173207.078461 nChanged 7 SP:Iteration 63Q (2035.280934 sec): 3 clusters Score: Raw -1175036.762533 + Penalty 1825.489697 = -1173211.272836 nChanged 5 SP:Iteration 64Q (2035.345884 sec): 3 clusters Score: Raw -1175040.222919 + Penalty 1825.489697 = -1173214.733222 nChanged 7 SP:Iteration 65Q (2035.398291 sec): 3 clusters Score: Raw -1175044.701790 + Penalty 1825.489697 = -1173219.212093 nChanged 5 SP:Iteration 66Q (2035.463054 sec): 3 clusters Score: Raw -1175047.444116 + Penalty 1825.489697 = -1173221.954419 nChanged 3 SP:Iteration 67Q (2035.524031 sec): 3 clusters Score: Raw -1175049.233448 + Penalty 1825.489697 = -1173223.743751 nChanged 6 SP:Iteration 68Q (2035.586679 sec): 3 clusters Score: Raw -1175052.130274 + Penalty 1825.489697 = -1173226.640577 nChanged 3 SP:Iteration 69Q (2035.650480 sec): 3 clusters Score: Raw -1175053.710761 + Penalty 1825.489697 = -1173228.221064 nChanged 1 SP:Iteration 70Q (2035.711663 sec): 3 clusters Score: Raw -1175054.050007 + Penalty 1825.489697 = -1173228.560310 nChanged 0 SP:Iteration 71F (2035.779769 sec): 3 clusters Score: Raw -1175054.050007 + Penalty 1825.489697 = -1173228.560310 nChanged 0 Trying to split cluster 32 (22338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2035.829070 sec): 2 clusters Score: Raw -1671901.508435 + Penalty 951.334232 = -1670950.174203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2035.899172 sec): 3 clusters Score: Raw -1657922.240532 + Penalty 1902.668463 = -1656019.572069 nChanged 10409 SP:Iteration 1F (2035.973860 sec): 3 clusters Score: Raw -1664359.167789 + Penalty 1902.668463 = -1662456.499326 nChanged 1580 SP:Iteration 2F (2036.050068 sec): 3 clusters Score: Raw -1665340.102345 + Penalty 1902.668463 = -1663437.433882 nChanged 1644 SP:Iteration 3F (2036.126766 sec): 3 clusters Score: Raw -1666538.553120 + Penalty 1902.668463 = -1664635.884657 nChanged 1582 SP:Iteration 4F (2036.203363 sec): 3 clusters Score: Raw -1667799.762552 + Penalty 1902.668463 = -1665897.094088 nChanged 1403 SP:Iteration 5F (2036.277757 sec): 3 clusters Score: Raw -1668976.120296 + Penalty 1902.668463 = -1667073.451833 nChanged 1098 SP:Iteration 6Q (2036.356170 sec): 3 clusters Score: Raw -1669898.339517 + Penalty 1902.668463 = -1667995.671054 nChanged 841 SP:Iteration 7Q (2036.422595 sec): 3 clusters Score: Raw -1670554.280798 + Penalty 1902.668463 = -1668651.612335 nChanged 601 SP:Iteration 8Q (2036.495797 sec): 3 clusters Score: Raw -1670992.565228 + Penalty 1902.668463 = -1669089.896764 nChanged 448 SP:Iteration 9Q (2036.576739 sec): 3 clusters Score: Raw -1671304.485514 + Penalty 1902.668463 = -1669401.817050 nChanged 343 SP:Iteration 10Q (2036.637087 sec): 3 clusters Score: Raw -1671524.446723 + Penalty 1902.668463 = -1669621.778260 nChanged 268 SP:Iteration 11Q (2036.701868 sec): 3 clusters Score: Raw -1671698.128805 + Penalty 1902.668463 = -1669795.460342 nChanged 220 SP:Iteration 12Q (2036.776056 sec): 3 clusters Score: Raw -1671834.145943 + Penalty 1902.668463 = -1669931.477480 nChanged 168 SP:Iteration 13Q (2036.838905 sec): 3 clusters Score: Raw -1671924.823514 + Penalty 1902.668463 = -1670022.155051 nChanged 112 SP:Iteration 14Q (2036.910444 sec): 3 clusters Score: Raw -1671971.443463 + Penalty 1902.668463 = -1670068.774999 nChanged 67 SP:Iteration 15Q (2036.991428 sec): 3 clusters Score: Raw -1672002.451170 + Penalty 1902.668463 = -1670099.782707 nChanged 56 SP:Iteration 16Q (2037.062489 sec): 3 clusters Score: Raw -1672022.532450 + Penalty 1902.668463 = -1670119.863987 nChanged 34 SP:Iteration 17Q (2037.133955 sec): 3 clusters Score: Raw -1672035.998108 + Penalty 1902.668463 = -1670133.329645 nChanged 37 SP:Iteration 18Q (2037.192229 sec): 3 clusters Score: Raw -1672049.609072 + Penalty 1902.668463 = -1670146.940609 nChanged 17 SP:Iteration 19Q (2037.273550 sec): 3 clusters Score: Raw -1672056.049380 + Penalty 1902.668463 = -1670153.380916 nChanged 17 SP:Iteration 20F (2037.346527 sec): 3 clusters Score: Raw -1672061.056170 + Penalty 1902.668463 = -1670158.387707 nChanged 18 SP:Iteration 21Q (2037.408525 sec): 3 clusters Score: Raw -1672068.715970 + Penalty 1902.668463 = -1670166.047507 nChanged 20 SP:Iteration 22Q (2037.485894 sec): 3 clusters Score: Raw -1672074.939898 + Penalty 1902.668463 = -1670172.271434 nChanged 13 SP:Iteration 23Q (2037.556376 sec): 3 clusters Score: Raw -1672079.813635 + Penalty 1902.668463 = -1670177.145172 nChanged 13 SP:Iteration 24Q (2037.618438 sec): 3 clusters Score: Raw -1672084.507001 + Penalty 1902.668463 = -1670181.838538 nChanged 11 SP:Iteration 25Q (2037.699505 sec): 3 clusters Score: Raw -1672092.265422 + Penalty 1902.668463 = -1670189.596959 nChanged 14 SP:Iteration 26Q (2037.768008 sec): 3 clusters Score: Raw -1672099.204142 + Penalty 1902.668463 = -1670196.535679 nChanged 15 SP:Iteration 27Q (2037.837566 sec): 3 clusters Score: Raw -1672106.435980 + Penalty 1902.668463 = -1670203.767517 nChanged 15 SP:Iteration 28Q (2037.908334 sec): 3 clusters Score: Raw -1672112.221871 + Penalty 1902.668463 = -1670209.553408 nChanged 6 SP:Iteration 29Q (2037.972500 sec): 3 clusters Score: Raw -1672113.637962 + Penalty 1902.668463 = -1670210.969498 nChanged 5 SP:Iteration 30Q (2038.035988 sec): 3 clusters Score: Raw -1672114.242232 + Penalty 1902.668463 = -1670211.573769 nChanged 2 SP:Iteration 31Q (2038.105788 sec): 3 clusters Score: Raw -1672114.516038 + Penalty 1902.668463 = -1670211.847575 nChanged 1 SP:Iteration 32Q (2038.179534 sec): 3 clusters Score: Raw -1672114.680970 + Penalty 1902.668463 = -1670212.012507 nChanged 0 SP:Iteration 33F (2038.255376 sec): 3 clusters Score: Raw -1672114.680970 + Penalty 1902.668463 = -1670212.012507 nChanged 0 Trying to split cluster 33 (4907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2038.282779 sec): 2 clusters Score: Raw -290806.929479 + Penalty 807.349713 = -289999.579766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.322561 sec): 3 clusters Score: Raw -288107.178381 + Penalty 1614.699427 = -286492.478954 nChanged 2052 SP:Iteration 1F (2038.385974 sec): 3 clusters Score: Raw -289180.709259 + Penalty 1614.699427 = -287566.009833 nChanged 372 SP:Iteration 2F (2038.434267 sec): 3 clusters Score: Raw -289389.378784 + Penalty 1614.699427 = -287774.679357 nChanged 340 SP:Iteration 3F (2038.480112 sec): 3 clusters Score: Raw -289627.375300 + Penalty 1614.699427 = -288012.675873 nChanged 357 SP:Iteration 4F (2038.534565 sec): 3 clusters Score: Raw -289888.643313 + Penalty 1614.699427 = -288273.943886 nChanged 341 SP:Iteration 5F (2038.582527 sec): 3 clusters Score: Raw -290150.873716 + Penalty 1614.699427 = -288536.174289 nChanged 293 SP:Iteration 6F (2038.639336 sec): 3 clusters Score: Raw -290363.877121 + Penalty 1614.699427 = -288749.177694 nChanged 225 SP:Iteration 7Q (2038.685134 sec): 3 clusters Score: Raw -290516.079358 + Penalty 1614.699427 = -288901.379932 nChanged 165 SP:Iteration 8Q (2038.733763 sec): 3 clusters Score: Raw -290620.009270 + Penalty 1614.699427 = -289005.309843 nChanged 134 SP:Iteration 9Q (2038.791264 sec): 3 clusters Score: Raw -290711.227721 + Penalty 1614.699427 = -289096.528295 nChanged 119 SP:Iteration 10Q (2038.841285 sec): 3 clusters Score: Raw -290779.033777 + Penalty 1614.699427 = -289164.334351 nChanged 77 SP:Iteration 11Q (2038.887980 sec): 3 clusters Score: Raw -290813.543449 + Penalty 1614.699427 = -289198.844023 nChanged 58 SP:Iteration 12Q (2038.942322 sec): 3 clusters Score: Raw -290841.963719 + Penalty 1614.699427 = -289227.264293 nChanged 53 SP:Iteration 13Q (2038.996900 sec): 3 clusters Score: Raw -290866.413536 + Penalty 1614.699427 = -289251.714109 nChanged 42 SP:Iteration 14Q (2039.052209 sec): 3 clusters Score: Raw -290885.961721 + Penalty 1614.699427 = -289271.262294 nChanged 36 SP:Iteration 15Q (2039.110943 sec): 3 clusters Score: Raw -290902.352642 + Penalty 1614.699427 = -289287.653215 nChanged 33 SP:Iteration 16Q (2039.165720 sec): 3 clusters Score: Raw -290917.289822 + Penalty 1614.699427 = -289302.590395 nChanged 32 SP:Iteration 17Q (2039.215093 sec): 3 clusters Score: Raw -290931.894848 + Penalty 1614.699427 = -289317.195421 nChanged 33 SP:Iteration 18Q (2039.260639 sec): 3 clusters Score: Raw -290944.994196 + Penalty 1614.699427 = -289330.294770 nChanged 27 SP:Iteration 19Q (2039.320762 sec): 3 clusters Score: Raw -290958.088571 + Penalty 1614.699427 = -289343.389144 nChanged 22 SP:Iteration 20F (2039.372449 sec): 3 clusters Score: Raw -290969.912123 + Penalty 1614.699427 = -289355.212697 nChanged 23 SP:Iteration 21Q (2039.421966 sec): 3 clusters Score: Raw -290982.532301 + Penalty 1614.699427 = -289367.832875 nChanged 21 SP:Iteration 22Q (2039.476820 sec): 3 clusters Score: Raw -290993.775172 + Penalty 1614.699427 = -289379.075745 nChanged 16 SP:Iteration 23Q (2039.530229 sec): 3 clusters Score: Raw -291002.321571 + Penalty 1614.699427 = -289387.622144 nChanged 17 SP:Iteration 24Q (2039.594078 sec): 3 clusters Score: Raw -291010.051935 + Penalty 1614.699427 = -289395.352508 nChanged 15 SP:Iteration 25Q (2039.648564 sec): 3 clusters Score: Raw -291015.899585 + Penalty 1614.699427 = -289401.200158 nChanged 17 SP:Iteration 26Q (2039.693766 sec): 3 clusters Score: Raw -291026.088728 + Penalty 1614.699427 = -289411.389301 nChanged 22 SP:Iteration 27Q (2039.742760 sec): 3 clusters Score: Raw -291054.636753 + Penalty 1614.699427 = -289439.937326 nChanged 22 SP:Iteration 28Q (2039.797157 sec): 3 clusters Score: Raw -291105.949205 + Penalty 1614.699427 = -289491.249778 nChanged 19 SP:Iteration 29Q (2039.853508 sec): 3 clusters Score: Raw -291129.406587 + Penalty 1614.699427 = -289514.707161 nChanged 19 SP:Iteration 30Q (2039.902964 sec): 3 clusters Score: Raw -291142.020515 + Penalty 1614.699427 = -289527.321089 nChanged 11 SP:Iteration 31Q (2039.944924 sec): 3 clusters Score: Raw -291146.316104 + Penalty 1614.699427 = -289531.616678 nChanged 3 SP:Iteration 32Q (2040.004378 sec): 3 clusters Score: Raw -291147.028022 + Penalty 1614.699427 = -289532.328595 nChanged 2 SP:Iteration 33Q (2040.044792 sec): 3 clusters Score: Raw -291147.963075 + Penalty 1614.699427 = -289533.263648 nChanged 2 SP:Iteration 34Q (2040.094780 sec): 3 clusters Score: Raw -291148.874979 + Penalty 1614.699427 = -289534.175552 nChanged 3 SP:Iteration 35Q (2040.147533 sec): 3 clusters Score: Raw -291149.928095 + Penalty 1614.699427 = -289535.228668 nChanged 0 SP:Iteration 36F (2040.196907 sec): 3 clusters Score: Raw -291149.928095 + Penalty 1614.699427 = -289535.228668 nChanged 0 Trying to split cluster 34 (1333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2040.223174 sec): 2 clusters Score: Raw -88338.356572 + Penalty 683.542795 = -87654.813777 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2040.278629 sec): 3 clusters Score: Raw -87757.904368 + Penalty 1367.085591 = -86390.818778 nChanged 472 SP:Iteration 1F (2040.324512 sec): 3 clusters Score: Raw -88040.284621 + Penalty 1367.085591 = -86673.199030 nChanged 85 SP:Iteration 2F (2040.366157 sec): 3 clusters Score: Raw -88098.718666 + Penalty 1367.085591 = -86731.633075 nChanged 65 SP:Iteration 3Q (2040.404440 sec): 3 clusters Score: Raw -88142.147292 + Penalty 1367.085591 = -86775.061701 nChanged 51 SP:Iteration 4Q (2040.462595 sec): 3 clusters Score: Raw -88173.820225 + Penalty 1367.085591 = -86806.734634 nChanged 38 SP:Iteration 5Q (2040.506972 sec): 3 clusters Score: Raw -88204.914894 + Penalty 1367.085591 = -86837.829303 nChanged 44 SP:Iteration 6Q (2040.548318 sec): 3 clusters Score: Raw -88239.843354 + Penalty 1367.085591 = -86872.757763 nChanged 39 SP:Iteration 7Q (2040.586639 sec): 3 clusters Score: Raw -88274.303606 + Penalty 1367.085591 = -86907.218015 nChanged 41 SP:Iteration 8Q (2040.636365 sec): 3 clusters Score: Raw -88310.344067 + Penalty 1367.085591 = -86943.258476 nChanged 41 SP:Iteration 9Q (2040.679220 sec): 3 clusters Score: Raw -88357.116205 + Penalty 1367.085591 = -86990.030614 nChanged 45 SP:Iteration 10Q (2040.727270 sec): 3 clusters Score: Raw -88403.109445 + Penalty 1367.085591 = -87036.023854 nChanged 42 SP:Iteration 11Q (2040.775967 sec): 3 clusters Score: Raw -88447.319768 + Penalty 1367.085591 = -87080.234178 nChanged 50 SP:Iteration 12Q (2040.813555 sec): 3 clusters Score: Raw -88491.068404 + Penalty 1367.085591 = -87123.982813 nChanged 41 SP:Iteration 13Q (2040.859553 sec): 3 clusters Score: Raw -88538.917641 + Penalty 1367.085591 = -87171.832050 nChanged 49 SP:Iteration 14Q (2040.908821 sec): 3 clusters Score: Raw -88615.804022 + Penalty 1367.085591 = -87248.718431 nChanged 44 SP:Iteration 15Q (2040.959399 sec): 3 clusters Score: Raw -88681.799318 + Penalty 1367.085591 = -87314.713727 nChanged 35 SP:Iteration 16Q (2041.004844 sec): 3 clusters Score: Raw -88733.873591 + Penalty 1367.085591 = -87366.788000 nChanged 30 SP:Iteration 17Q (2041.046610 sec): 3 clusters Score: Raw -88772.379632 + Penalty 1367.085591 = -87405.294041 nChanged 30 SP:Iteration 18Q (2041.091717 sec): 3 clusters Score: Raw -88801.153575 + Penalty 1367.085591 = -87434.067984 nChanged 28 SP:Iteration 19Q (2041.130124 sec): 3 clusters Score: Raw -88826.206148 + Penalty 1367.085591 = -87459.120557 nChanged 22 SP:Iteration 20F (2041.167245 sec): 3 clusters Score: Raw -88848.402226 + Penalty 1367.085591 = -87481.316635 nChanged 17 SP:Iteration 21Q (2041.209327 sec): 3 clusters Score: Raw -88863.533930 + Penalty 1367.085591 = -87496.448339 nChanged 19 SP:Iteration 22Q (2041.245488 sec): 3 clusters Score: Raw -88882.344253 + Penalty 1367.085591 = -87515.258662 nChanged 11 SP:Iteration 23Q (2041.286329 sec): 3 clusters Score: Raw -88890.667177 + Penalty 1367.085591 = -87523.581586 nChanged 9 SP:Iteration 24Q (2041.335847 sec): 3 clusters Score: Raw -88896.467055 + Penalty 1367.085591 = -87529.381464 nChanged 9 SP:Iteration 25Q (2041.373745 sec): 3 clusters Score: Raw -88901.986613 + Penalty 1367.085591 = -87534.901022 nChanged 3 SP:Iteration 26Q (2041.426509 sec): 3 clusters Score: Raw -88902.884620 + Penalty 1367.085591 = -87535.799029 nChanged 1 SP:Iteration 27Q (2041.466029 sec): 3 clusters Score: Raw -88903.557812 + Penalty 1367.085591 = -87536.472221 nChanged 1 SP:Iteration 28Q (2041.521021 sec): 3 clusters Score: Raw -88903.819418 + Penalty 1367.085591 = -87536.733827 nChanged 0 SP:Iteration 29F (2041.554869 sec): 3 clusters Score: Raw -88903.819418 + Penalty 1367.085591 = -87536.733827 nChanged 0 Trying to split cluster 35 (11482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2041.597851 sec): 2 clusters Score: Raw -834267.350741 + Penalty 888.110908 = -833379.239834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2041.650490 sec): 3 clusters Score: Raw -827316.146502 + Penalty 1776.221815 = -825539.924687 nChanged 5281 SP:Iteration 1F (2041.705967 sec): 3 clusters Score: Raw -830341.769080 + Penalty 1776.221815 = -828565.547264 nChanged 613 SP:Iteration 2F (2041.773175 sec): 3 clusters Score: Raw -830613.036464 + Penalty 1776.221815 = -828836.814648 nChanged 575 SP:Iteration 3F (2041.824386 sec): 3 clusters Score: Raw -830898.688173 + Penalty 1776.221815 = -829122.466358 nChanged 574 SP:Iteration 4Q (2041.893575 sec): 3 clusters Score: Raw -831198.882602 + Penalty 1776.221815 = -829422.660787 nChanged 561 SP:Iteration 5Q (2041.940757 sec): 3 clusters Score: Raw -831503.428867 + Penalty 1776.221815 = -829727.207051 nChanged 524 SP:Iteration 6Q (2042.001461 sec): 3 clusters Score: Raw -831817.476747 + Penalty 1776.221815 = -830041.254931 nChanged 545 SP:Iteration 7Q (2042.063096 sec): 3 clusters Score: Raw -832140.014367 + Penalty 1776.221815 = -830363.792552 nChanged 495 SP:Iteration 8Q (2042.132649 sec): 3 clusters Score: Raw -832410.817466 + Penalty 1776.221815 = -830634.595651 nChanged 454 SP:Iteration 9Q (2042.182191 sec): 3 clusters Score: Raw -832641.593630 + Penalty 1776.221815 = -830865.371815 nChanged 393 SP:Iteration 10Q (2042.243941 sec): 3 clusters Score: Raw -832818.887836 + Penalty 1776.221815 = -831042.666021 nChanged 306 SP:Iteration 11Q (2042.300281 sec): 3 clusters Score: Raw -832920.812296 + Penalty 1776.221815 = -831144.590481 nChanged 227 SP:Iteration 12Q (2042.370819 sec): 3 clusters Score: Raw -832984.578326 + Penalty 1776.221815 = -831208.356511 nChanged 167 SP:Iteration 13Q (2042.423312 sec): 3 clusters Score: Raw -833023.106955 + Penalty 1776.221815 = -831246.885139 nChanged 134 SP:Iteration 14Q (2042.481558 sec): 3 clusters Score: Raw -833050.807802 + Penalty 1776.221815 = -831274.585987 nChanged 117 SP:Iteration 15Q (2042.529897 sec): 3 clusters Score: Raw -833077.936914 + Penalty 1776.221815 = -831301.715098 nChanged 114 SP:Iteration 16Q (2042.577744 sec): 3 clusters Score: Raw -833101.617184 + Penalty 1776.221815 = -831325.395369 nChanged 104 SP:Iteration 17Q (2042.646516 sec): 3 clusters Score: Raw -833122.768429 + Penalty 1776.221815 = -831346.546614 nChanged 105 SP:Iteration 18Q (2042.700699 sec): 3 clusters Score: Raw -833140.193960 + Penalty 1776.221815 = -831363.972144 nChanged 97 SP:Iteration 19Q (2042.755350 sec): 3 clusters Score: Raw -833158.256423 + Penalty 1776.221815 = -831382.034608 nChanged 90 SP:Iteration 20F (2042.802912 sec): 3 clusters Score: Raw -833176.080153 + Penalty 1776.221815 = -831399.858337 nChanged 93 SP:Iteration 21Q (2042.859109 sec): 3 clusters Score: Raw -833194.185116 + Penalty 1776.221815 = -831417.963300 nChanged 96 SP:Iteration 22Q (2042.918398 sec): 3 clusters Score: Raw -833213.734204 + Penalty 1776.221815 = -831437.512388 nChanged 103 SP:Iteration 23Q (2042.978973 sec): 3 clusters Score: Raw -833236.562381 + Penalty 1776.221815 = -831460.340566 nChanged 109 SP:Iteration 24Q (2043.034685 sec): 3 clusters Score: Raw -833262.879848 + Penalty 1776.221815 = -831486.658032 nChanged 126 SP:Iteration 25Q (2043.082169 sec): 3 clusters Score: Raw -833299.735087 + Penalty 1776.221815 = -831523.513272 nChanged 147 SP:Iteration 26Q (2043.148083 sec): 3 clusters Score: Raw -833345.188753 + Penalty 1776.221815 = -831568.966938 nChanged 137 SP:Iteration 27Q (2043.205010 sec): 3 clusters Score: Raw -833383.761612 + Penalty 1776.221815 = -831607.539797 nChanged 137 SP:Iteration 28Q (2043.270991 sec): 3 clusters Score: Raw -833422.251154 + Penalty 1776.221815 = -831646.029339 nChanged 147 SP:Iteration 29Q (2043.322697 sec): 3 clusters Score: Raw -833470.032074 + Penalty 1776.221815 = -831693.810258 nChanged 149 SP:Iteration 30Q (2043.383703 sec): 3 clusters Score: Raw -833521.637577 + Penalty 1776.221815 = -831745.415762 nChanged 167 SP:Iteration 31Q (2043.437888 sec): 3 clusters Score: Raw -833580.313446 + Penalty 1776.221815 = -831804.091631 nChanged 170 SP:Iteration 32Q (2043.506530 sec): 3 clusters Score: Raw -833643.907844 + Penalty 1776.221815 = -831867.686029 nChanged 190 SP:Iteration 33Q (2043.551398 sec): 3 clusters Score: Raw -833720.215719 + Penalty 1776.221815 = -831943.993903 nChanged 178 SP:Iteration 34Q (2043.612563 sec): 3 clusters Score: Raw -833794.898805 + Penalty 1776.221815 = -832018.676989 nChanged 187 SP:Iteration 35Q (2043.674834 sec): 3 clusters Score: Raw -833879.859596 + Penalty 1776.221815 = -832103.637781 nChanged 175 SP:Iteration 36Q (2043.736497 sec): 3 clusters Score: Raw -833966.211132 + Penalty 1776.221815 = -832189.989317 nChanged 163 SP:Iteration 37Q (2043.781751 sec): 3 clusters Score: Raw -834061.359536 + Penalty 1776.221815 = -832285.137720 nChanged 166 SP:Iteration 38Q (2043.837504 sec): 3 clusters Score: Raw -834157.222036 + Penalty 1776.221815 = -832381.000221 nChanged 143 SP:Iteration 39Q (2043.897320 sec): 3 clusters Score: Raw -834230.540202 + Penalty 1776.221815 = -832454.318386 nChanged 113 SP:Iteration 40F (2043.966250 sec): 3 clusters Score: Raw -834287.049064 + Penalty 1776.221815 = -832510.827249 nChanged 104 SP:Iteration 41Q (2044.019380 sec): 3 clusters Score: Raw -834327.970294 + Penalty 1776.221815 = -832551.748478 nChanged 80 SP:Iteration 42Q (2044.076660 sec): 3 clusters Score: Raw -834357.000339 + Penalty 1776.221815 = -832580.778524 nChanged 66 SP:Iteration 43Q (2044.134414 sec): 3 clusters Score: Raw -834380.525265 + Penalty 1776.221815 = -832604.303450 nChanged 61 SP:Iteration 44Q (2044.181937 sec): 3 clusters Score: Raw -834402.140030 + Penalty 1776.221815 = -832625.918214 nChanged 47 SP:Iteration 45Q (2044.231138 sec): 3 clusters Score: Raw -834417.641267 + Penalty 1776.221815 = -832641.419452 nChanged 46 SP:Iteration 46Q (2044.302079 sec): 3 clusters Score: Raw -834429.636407 + Penalty 1776.221815 = -832653.414591 nChanged 44 SP:Iteration 47Q (2044.345318 sec): 3 clusters Score: Raw -834440.878905 + Penalty 1776.221815 = -832664.657090 nChanged 39 SP:Iteration 48Q (2044.406513 sec): 3 clusters Score: Raw -834451.267675 + Penalty 1776.221815 = -832675.045859 nChanged 30 SP:Iteration 49Q (2044.468183 sec): 3 clusters Score: Raw -834460.357566 + Penalty 1776.221815 = -832684.135751 nChanged 32 SP:Iteration 50Q (2044.518729 sec): 3 clusters Score: Raw -834469.693740 + Penalty 1776.221815 = -832693.471924 nChanged 31 SP:Iteration 51Q (2044.574473 sec): 3 clusters Score: Raw -834478.728842 + Penalty 1776.221815 = -832702.507026 nChanged 21 SP:Iteration 52Q (2044.634172 sec): 3 clusters Score: Raw -834484.010065 + Penalty 1776.221815 = -832707.788250 nChanged 20 SP:Iteration 53Q (2044.692222 sec): 3 clusters Score: Raw -834488.229009 + Penalty 1776.221815 = -832712.007194 nChanged 14 SP:Iteration 54Q (2044.753208 sec): 3 clusters Score: Raw -834491.752599 + Penalty 1776.221815 = -832715.530783 nChanged 18 SP:Iteration 55Q (2044.803999 sec): 3 clusters Score: Raw -834496.952380 + Penalty 1776.221815 = -832720.730564 nChanged 21 SP:Iteration 56Q (2044.859784 sec): 3 clusters Score: Raw -834502.408871 + Penalty 1776.221815 = -832726.187056 nChanged 19 SP:Iteration 57Q (2044.909589 sec): 3 clusters Score: Raw -834506.761511 + Penalty 1776.221815 = -832730.539695 nChanged 19 SP:Iteration 58Q (2044.972693 sec): 3 clusters Score: Raw -834512.349163 + Penalty 1776.221815 = -832736.127347 nChanged 23 SP:Iteration 59Q (2045.013069 sec): 3 clusters Score: Raw -834518.323722 + Penalty 1776.221815 = -832742.101907 nChanged 17 SP:Iteration 60F (2045.077561 sec): 3 clusters Score: Raw -834521.562695 + Penalty 1776.221815 = -832745.340880 nChanged 17 SP:Iteration 61Q (2045.134194 sec): 3 clusters Score: Raw -834525.482653 + Penalty 1776.221815 = -832749.260837 nChanged 11 SP:Iteration 62Q (2045.193919 sec): 3 clusters Score: Raw -834528.386853 + Penalty 1776.221815 = -832752.165038 nChanged 15 SP:Iteration 63Q (2045.251438 sec): 3 clusters Score: Raw -834532.820140 + Penalty 1776.221815 = -832756.598325 nChanged 16 SP:Iteration 64Q (2045.302952 sec): 3 clusters Score: Raw -834536.224257 + Penalty 1776.221815 = -832760.002442 nChanged 14 SP:Iteration 65Q (2045.352457 sec): 3 clusters Score: Raw -834538.612580 + Penalty 1776.221815 = -832762.390765 nChanged 14 SP:Iteration 66Q (2045.409943 sec): 3 clusters Score: Raw -834541.315071 + Penalty 1776.221815 = -832765.093256 nChanged 15 SP:Iteration 67Q (2045.474344 sec): 3 clusters Score: Raw -834543.669445 + Penalty 1776.221815 = -832767.447629 nChanged 15 SP:Iteration 68Q (2045.536411 sec): 3 clusters Score: Raw -834547.023138 + Penalty 1776.221815 = -832770.801322 nChanged 16 SP:Iteration 69Q (2045.596852 sec): 3 clusters Score: Raw -834549.944768 + Penalty 1776.221815 = -832773.722953 nChanged 13 SP:Iteration 70Q (2045.657922 sec): 3 clusters Score: Raw -834552.180268 + Penalty 1776.221815 = -832775.958453 nChanged 9 SP:Iteration 71Q (2045.706103 sec): 3 clusters Score: Raw -834553.839700 + Penalty 1776.221815 = -832777.617885 nChanged 7 SP:Iteration 72Q (2045.768425 sec): 3 clusters Score: Raw -834554.672126 + Penalty 1776.221815 = -832778.450311 nChanged 5 SP:Iteration 73Q (2045.828702 sec): 3 clusters Score: Raw -834555.237105 + Penalty 1776.221815 = -832779.015290 nChanged 0 SP:Iteration 74F (2045.886593 sec): 3 clusters Score: Raw -834555.237105 + Penalty 1776.221815 = -832779.015290 nChanged 0 Trying to split cluster 36 (902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2045.912274 sec): 2 clusters Score: Raw -60406.670228 + Penalty 646.438379 = -59760.231848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2045.957876 sec): 3 clusters Score: Raw -60132.717135 + Penalty 1292.876759 = -58839.840376 nChanged 298 SP:Iteration 1F (2045.993620 sec): 3 clusters Score: Raw -60511.008728 + Penalty 1292.876759 = -59218.131969 nChanged 106 SP:Iteration 2F (2046.031341 sec): 3 clusters Score: Raw -60724.858055 + Penalty 1292.876759 = -59431.981296 nChanged 81 SP:Iteration 3F (2046.091059 sec): 3 clusters Score: Raw -60834.809017 + Penalty 1292.876759 = -59541.932258 nChanged 38 SP:Iteration 4Q (2046.140270 sec): 3 clusters Score: Raw -60899.991840 + Penalty 1292.876759 = -59607.115081 nChanged 32 SP:Iteration 5Q (2046.183975 sec): 3 clusters Score: Raw -60960.638373 + Penalty 1292.876759 = -59667.761614 nChanged 16 SP:Iteration 6Q (2046.222749 sec): 3 clusters Score: Raw -60989.702921 + Penalty 1292.876759 = -59696.826162 nChanged 5 SP:Iteration 7Q (2046.253603 sec): 3 clusters Score: Raw -60996.967084 + Penalty 1292.876759 = -59704.090326 nChanged 9 SP:Iteration 8Q (2046.284579 sec): 3 clusters Score: Raw -61012.810174 + Penalty 1292.876759 = -59719.933415 nChanged 6 SP:Iteration 9Q (2046.314423 sec): 3 clusters Score: Raw -61023.504189 + Penalty 1292.876759 = -59730.627430 nChanged 6 SP:Iteration 10Q (2046.359209 sec): 3 clusters Score: Raw -61031.621350 + Penalty 1292.876759 = -59738.744591 nChanged 6 SP:Iteration 11Q (2046.410487 sec): 3 clusters Score: Raw -61038.626728 + Penalty 1292.876759 = -59745.749969 nChanged 3 SP:Iteration 12Q (2046.444580 sec): 3 clusters Score: Raw -61041.411977 + Penalty 1292.876759 = -59748.535218 nChanged 1 SP:Iteration 13Q (2046.486661 sec): 3 clusters Score: Raw -61042.085142 + Penalty 1292.876759 = -59749.208383 nChanged 1 SP:Iteration 14Q (2046.530156 sec): 3 clusters Score: Raw -61042.726525 + Penalty 1292.876759 = -59749.849766 nChanged 1 SP:Iteration 15Q (2046.572951 sec): 3 clusters Score: Raw -61044.876742 + Penalty 1292.876759 = -59751.999983 nChanged 2 SP:Iteration 16Q (2046.626589 sec): 3 clusters Score: Raw -61046.331299 + Penalty 1292.876759 = -59753.454540 nChanged 2 SP:Iteration 17Q (2046.661030 sec): 3 clusters Score: Raw -61047.352863 + Penalty 1292.876759 = -59754.476104 nChanged 0 SP:Iteration 18F (2046.716897 sec): 3 clusters Score: Raw -61052.263297 + Penalty 1292.876759 = -59759.386538 nChanged 1 SP:Iteration 19Q (2046.758314 sec): 3 clusters Score: Raw -61069.391069 + Penalty 1292.876759 = -59776.514310 nChanged 3 SP:Iteration 20F (2046.807605 sec): 3 clusters Score: Raw -61079.351227 + Penalty 1292.876759 = -59786.474469 nChanged 6 SP:Iteration 21Q (2046.845127 sec): 3 clusters Score: Raw -61085.428318 + Penalty 1292.876759 = -59792.551559 nChanged 4 SP:Iteration 22Q (2046.890981 sec): 3 clusters Score: Raw -61090.214342 + Penalty 1292.876759 = -59797.337583 nChanged 2 SP:Iteration 23Q (2046.940514 sec): 3 clusters Score: Raw -61091.353736 + Penalty 1292.876759 = -59798.476977 nChanged 1 SP:Iteration 24Q (2046.987137 sec): 3 clusters Score: Raw -61092.381003 + Penalty 1292.876759 = -59799.504244 nChanged 1 SP:Iteration 25Q (2047.039670 sec): 3 clusters Score: Raw -61092.917191 + Penalty 1292.876759 = -59800.040432 nChanged 0 SP:Iteration 26F (2047.078703 sec): 3 clusters Score: Raw -61092.917191 + Penalty 1292.876759 = -59800.040432 nChanged 0 Score: Raw -45956968.477340 + Penalty 54623.503038 = -45902344.974301 Splitting cluster 36 changes total score from -45902922.329872 to -45902344.974301 So it's not getting split. Trying to split cluster 37 (11059 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2060.527628 sec): 2 clusters Score: Raw -821098.359417 + Penalty 884.544986 = -820213.814431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2060.583156 sec): 3 clusters Score: Raw -814531.757566 + Penalty 1769.089972 = -812762.667594 nChanged 4971 SP:Iteration 1F (2060.628382 sec): 3 clusters Score: Raw -817301.154290 + Penalty 1769.089972 = -815532.064317 nChanged 720 SP:Iteration 2F (2060.694785 sec): 3 clusters Score: Raw -817750.988263 + Penalty 1769.089972 = -815981.898290 nChanged 867 SP:Iteration 3F (2060.747012 sec): 3 clusters Score: Raw -818471.572827 + Penalty 1769.089972 = -816702.482855 nChanged 939 SP:Iteration 4F (2060.802029 sec): 3 clusters Score: Raw -819306.379845 + Penalty 1769.089972 = -817537.289873 nChanged 842 SP:Iteration 5F (2060.847457 sec): 3 clusters Score: Raw -819998.834621 + Penalty 1769.089972 = -818229.744648 nChanged 634 SP:Iteration 6F (2060.905512 sec): 3 clusters Score: Raw -820470.905192 + Penalty 1769.089972 = -818701.815220 nChanged 505 SP:Iteration 7Q (2060.963268 sec): 3 clusters Score: Raw -820870.796714 + Penalty 1769.089972 = -819101.706742 nChanged 388 SP:Iteration 8Q (2061.030312 sec): 3 clusters Score: Raw -821194.465581 + Penalty 1769.089972 = -819425.375608 nChanged 265 SP:Iteration 9Q (2061.088076 sec): 3 clusters Score: Raw -821379.532579 + Penalty 1769.089972 = -819610.442607 nChanged 194 SP:Iteration 10Q (2061.142634 sec): 3 clusters Score: Raw -821498.943431 + Penalty 1769.089972 = -819729.853459 nChanged 152 SP:Iteration 11Q (2061.203785 sec): 3 clusters Score: Raw -821585.170191 + Penalty 1769.089972 = -819816.080218 nChanged 142 SP:Iteration 12Q (2061.253070 sec): 3 clusters Score: Raw -821664.051682 + Penalty 1769.089972 = -819894.961710 nChanged 122 SP:Iteration 13Q (2061.312208 sec): 3 clusters Score: Raw -821712.149241 + Penalty 1769.089972 = -819943.059269 nChanged 98 SP:Iteration 14Q (2061.366261 sec): 3 clusters Score: Raw -821742.377381 + Penalty 1769.089972 = -819973.287408 nChanged 52 SP:Iteration 15Q (2061.435374 sec): 3 clusters Score: Raw -821755.443635 + Penalty 1769.089972 = -819986.353663 nChanged 44 SP:Iteration 16Q (2061.483631 sec): 3 clusters Score: Raw -821764.129127 + Penalty 1769.089972 = -819995.039154 nChanged 30 SP:Iteration 17Q (2061.545281 sec): 3 clusters Score: Raw -821768.796902 + Penalty 1769.089972 = -819999.706929 nChanged 21 SP:Iteration 18Q (2061.606710 sec): 3 clusters Score: Raw -821771.989991 + Penalty 1769.089972 = -820002.900019 nChanged 15 SP:Iteration 19Q (2061.657590 sec): 3 clusters Score: Raw -821773.440271 + Penalty 1769.089972 = -820004.350299 nChanged 8 SP:Iteration 20F (2061.711643 sec): 3 clusters Score: Raw -821774.093468 + Penalty 1769.089972 = -820005.003496 nChanged 8 SP:Iteration 21Q (2061.775832 sec): 3 clusters Score: Raw -821774.805067 + Penalty 1769.089972 = -820005.715095 nChanged 6 SP:Iteration 22Q (2061.823488 sec): 3 clusters Score: Raw -821775.405109 + Penalty 1769.089972 = -820006.315136 nChanged 5 SP:Iteration 23Q (2061.888699 sec): 3 clusters Score: Raw -821775.667138 + Penalty 1769.089972 = -820006.577165 nChanged 0 SP:Iteration 24F (2061.943455 sec): 3 clusters Score: Raw -821775.667138 + Penalty 1769.089972 = -820006.577165 nChanged 0 Trying to split cluster 38 (7791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.978378 sec): 2 clusters Score: Raw -547795.192704 + Penalty 851.268828 = -546943.923876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.038950 sec): 3 clusters Score: Raw -543270.844564 + Penalty 1702.537655 = -541568.306908 nChanged 3397 SP:Iteration 1F (2062.091304 sec): 3 clusters Score: Raw -545135.658489 + Penalty 1702.537655 = -543433.120834 nChanged 476 SP:Iteration 2F (2062.143688 sec): 3 clusters Score: Raw -545350.601709 + Penalty 1702.537655 = -543648.064054 nChanged 418 SP:Iteration 3F (2062.194575 sec): 3 clusters Score: Raw -545555.633781 + Penalty 1702.537655 = -543853.096126 nChanged 402 SP:Iteration 4F (2062.250375 sec): 3 clusters Score: Raw -545775.365159 + Penalty 1702.537655 = -544072.827504 nChanged 389 SP:Iteration 5Q (2062.305913 sec): 3 clusters Score: Raw -546017.284612 + Penalty 1702.537655 = -544314.746957 nChanged 387 SP:Iteration 6Q (2062.366091 sec): 3 clusters Score: Raw -546269.965568 + Penalty 1702.537655 = -544567.427913 nChanged 409 SP:Iteration 7F (2062.404280 sec): 3 clusters Score: Raw -546564.096998 + Penalty 1702.537655 = -544861.559343 nChanged 394 SP:Iteration 8F (2062.454383 sec): 3 clusters Score: Raw -546873.703132 + Penalty 1702.537655 = -545171.165477 nChanged 328 SP:Iteration 9Q (2062.515721 sec): 3 clusters Score: Raw -547189.713205 + Penalty 1702.537655 = -545487.175550 nChanged 276 SP:Iteration 10Q (2062.558669 sec): 3 clusters Score: Raw -547428.019798 + Penalty 1702.537655 = -545725.482143 nChanged 196 SP:Iteration 11Q (2062.606960 sec): 3 clusters Score: Raw -547580.029685 + Penalty 1702.537655 = -545877.492030 nChanged 147 SP:Iteration 12Q (2062.642953 sec): 3 clusters Score: Raw -547694.924103 + Penalty 1702.537655 = -545992.386447 nChanged 109 SP:Iteration 13Q (2062.693585 sec): 3 clusters Score: Raw -547783.264622 + Penalty 1702.537655 = -546080.726966 nChanged 84 SP:Iteration 14Q (2062.735799 sec): 3 clusters Score: Raw -547854.226720 + Penalty 1702.537655 = -546151.689065 nChanged 63 SP:Iteration 15Q (2062.794019 sec): 3 clusters Score: Raw -547892.707131 + Penalty 1702.537655 = -546190.169476 nChanged 49 SP:Iteration 16Q (2062.832019 sec): 3 clusters Score: Raw -547920.404687 + Penalty 1702.537655 = -546217.867032 nChanged 33 SP:Iteration 17Q (2062.880468 sec): 3 clusters Score: Raw -547943.238183 + Penalty 1702.537655 = -546240.700528 nChanged 33 SP:Iteration 18Q (2062.939107 sec): 3 clusters Score: Raw -547968.219192 + Penalty 1702.537655 = -546265.681537 nChanged 29 SP:Iteration 19Q (2062.996760 sec): 3 clusters Score: Raw -547992.398070 + Penalty 1702.537655 = -546289.860415 nChanged 25 SP:Iteration 20F (2063.051534 sec): 3 clusters Score: Raw -548007.641480 + Penalty 1702.537655 = -546305.103825 nChanged 14 SP:Iteration 21Q (2063.098936 sec): 3 clusters Score: Raw -548016.778650 + Penalty 1702.537655 = -546314.240995 nChanged 10 SP:Iteration 22Q (2063.163778 sec): 3 clusters Score: Raw -548022.138981 + Penalty 1702.537655 = -546319.601326 nChanged 10 SP:Iteration 23Q (2063.220148 sec): 3 clusters Score: Raw -548028.287840 + Penalty 1702.537655 = -546325.750185 nChanged 12 SP:Iteration 24Q (2063.273603 sec): 3 clusters Score: Raw -548034.039926 + Penalty 1702.537655 = -546331.502271 nChanged 6 SP:Iteration 25Q (2063.330261 sec): 3 clusters Score: Raw -548039.700878 + Penalty 1702.537655 = -546337.163223 nChanged 6 SP:Iteration 26Q (2063.385514 sec): 3 clusters Score: Raw -548044.303439 + Penalty 1702.537655 = -546341.765784 nChanged 4 SP:Iteration 27Q (2063.436399 sec): 3 clusters Score: Raw -548045.656785 + Penalty 1702.537655 = -546343.119130 nChanged 2 SP:Iteration 28Q (2063.486006 sec): 3 clusters Score: Raw -548046.814799 + Penalty 1702.537655 = -546344.277144 nChanged 3 SP:Iteration 29Q (2063.539299 sec): 3 clusters Score: Raw -548049.062472 + Penalty 1702.537655 = -546346.524817 nChanged 4 SP:Iteration 30Q (2063.578377 sec): 3 clusters Score: Raw -548050.784897 + Penalty 1702.537655 = -546348.247242 nChanged 3 SP:Iteration 31Q (2063.623974 sec): 3 clusters Score: Raw -548051.696904 + Penalty 1702.537655 = -546349.159249 nChanged 1 SP:Iteration 32Q (2063.680643 sec): 3 clusters Score: Raw -548052.004542 + Penalty 1702.537655 = -546349.466887 nChanged 0 SP:Iteration 33F (2063.747864 sec): 3 clusters Score: Raw -548052.004542 + Penalty 1702.537655 = -546349.466887 nChanged 0 Trying to split cluster 39 (2238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2063.774870 sec): 2 clusters Score: Raw -174753.337216 + Penalty 732.767099 = -174020.570117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2063.819218 sec): 3 clusters Score: Raw -173704.264931 + Penalty 1465.534199 = -172238.730732 nChanged 859 SP:Iteration 1F (2063.853521 sec): 3 clusters Score: Raw -174189.430321 + Penalty 1465.534199 = -172723.896122 nChanged 195 SP:Iteration 2F (2063.896493 sec): 3 clusters Score: Raw -174325.063753 + Penalty 1465.534199 = -172859.529554 nChanged 151 SP:Iteration 3F (2063.928654 sec): 3 clusters Score: Raw -174437.991141 + Penalty 1465.534199 = -172972.456942 nChanged 127 SP:Iteration 4F (2063.971357 sec): 3 clusters Score: Raw -174531.615588 + Penalty 1465.534199 = -173066.081389 nChanged 106 SP:Iteration 5Q (2064.013298 sec): 3 clusters Score: Raw -174615.781338 + Penalty 1465.534199 = -173150.247139 nChanged 99 SP:Iteration 6Q (2064.071071 sec): 3 clusters Score: Raw -174692.371736 + Penalty 1465.534199 = -173226.837537 nChanged 90 SP:Iteration 7Q (2064.115691 sec): 3 clusters Score: Raw -174776.437433 + Penalty 1465.534199 = -173310.903234 nChanged 85 SP:Iteration 8Q (2064.152466 sec): 3 clusters Score: Raw -174854.460887 + Penalty 1465.534199 = -173388.926688 nChanged 72 SP:Iteration 9Q (2064.196608 sec): 3 clusters Score: Raw -174917.476309 + Penalty 1465.534199 = -173451.942110 nChanged 60 SP:Iteration 10Q (2064.242824 sec): 3 clusters Score: Raw -174966.224140 + Penalty 1465.534199 = -173500.689941 nChanged 47 SP:Iteration 11Q (2064.286967 sec): 3 clusters Score: Raw -175000.168735 + Penalty 1465.534199 = -173534.634536 nChanged 40 SP:Iteration 12Q (2064.334019 sec): 3 clusters Score: Raw -175027.961330 + Penalty 1465.534199 = -173562.427131 nChanged 38 SP:Iteration 13Q (2064.375772 sec): 3 clusters Score: Raw -175056.036507 + Penalty 1465.534199 = -173590.502308 nChanged 27 SP:Iteration 14Q (2064.418064 sec): 3 clusters Score: Raw -175070.553612 + Penalty 1465.534199 = -173605.019413 nChanged 19 SP:Iteration 15Q (2064.451402 sec): 3 clusters Score: Raw -175079.948633 + Penalty 1465.534199 = -173614.414434 nChanged 17 SP:Iteration 16Q (2064.491704 sec): 3 clusters Score: Raw -175089.652722 + Penalty 1465.534199 = -173624.118523 nChanged 16 SP:Iteration 17Q (2064.536639 sec): 3 clusters Score: Raw -175095.469718 + Penalty 1465.534199 = -173629.935520 nChanged 16 SP:Iteration 18Q (2064.591804 sec): 3 clusters Score: Raw -175104.192168 + Penalty 1465.534199 = -173638.657969 nChanged 6 SP:Iteration 19Q (2064.638874 sec): 3 clusters Score: Raw -175106.518302 + Penalty 1465.534199 = -173640.984103 nChanged 4 SP:Iteration 20F (2064.677906 sec): 3 clusters Score: Raw -175108.322483 + Penalty 1465.534199 = -173642.788285 nChanged 0 Trying to split cluster 40 (1023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2064.712075 sec): 2 clusters Score: Raw -49583.785692 + Penalty 658.397003 = -48925.388689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2064.753753 sec): 3 clusters Score: Raw -49219.507463 + Penalty 1316.794006 = -47902.713457 nChanged 375 SP:Iteration 1F (2064.794203 sec): 3 clusters Score: Raw -49525.139932 + Penalty 1316.794006 = -48208.345926 nChanged 107 SP:Iteration 2F (2064.830209 sec): 3 clusters Score: Raw -49632.252704 + Penalty 1316.794006 = -48315.458699 nChanged 77 SP:Iteration 3F (2064.872306 sec): 3 clusters Score: Raw -49761.612594 + Penalty 1316.794006 = -48444.818589 nChanged 75 SP:Iteration 4F (2064.910405 sec): 3 clusters Score: Raw -49906.691347 + Penalty 1316.794006 = -48589.897342 nChanged 72 SP:Iteration 5F (2064.958086 sec): 3 clusters Score: Raw -50098.377969 + Penalty 1316.794006 = -48781.583963 nChanged 49 SP:Iteration 6Q (2064.997983 sec): 3 clusters Score: Raw -50236.189502 + Penalty 1316.794006 = -48919.395497 nChanged 34 SP:Iteration 7Q (2065.045788 sec): 3 clusters Score: Raw -50273.872917 + Penalty 1316.794006 = -48957.078912 nChanged 22 SP:Iteration 8Q (2065.089518 sec): 3 clusters Score: Raw -50302.426414 + Penalty 1316.794006 = -48985.632408 nChanged 14 SP:Iteration 9Q (2065.122671 sec): 3 clusters Score: Raw -50315.879092 + Penalty 1316.794006 = -48999.085086 nChanged 5 SP:Iteration 10Q (2065.159706 sec): 3 clusters Score: Raw -50319.690132 + Penalty 1316.794006 = -49002.896127 nChanged 2 SP:Iteration 11Q (2065.197596 sec): 3 clusters Score: Raw -50320.928944 + Penalty 1316.794006 = -49004.134939 nChanged 1 SP:Iteration 12Q (2065.246360 sec): 3 clusters Score: Raw -50321.877121 + Penalty 1316.794006 = -49005.083115 nChanged 0 SP:Iteration 13F (2065.290048 sec): 3 clusters Score: Raw -50321.877121 + Penalty 1316.794006 = -49005.083115 nChanged 0 Score: Raw -45957020.321806 + Penalty 54623.503038 = -45902396.818767 Splitting cluster 40 changes total score from -45902922.329872 to -45902396.818767 So it's not getting split. Trying to split cluster 41 (148473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2078.286695 sec): 2 clusters Score: Raw -11555683.808975 + Penalty 1131.275048 = -11554552.533927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2078.528597 sec): 3 clusters Score: Raw -11456726.573906 + Penalty 2262.550096 = -11454464.023809 nChanged 72240 SP:Iteration 1F (2078.760133 sec): 3 clusters Score: Raw -11502253.762260 + Penalty 2262.550096 = -11499991.212164 nChanged 8186 SP:Iteration 2F (2078.982674 sec): 3 clusters Score: Raw -11506216.879888 + Penalty 2262.550096 = -11503954.329791 nChanged 10635 SP:Iteration 3F (2079.208114 sec): 3 clusters Score: Raw -11513082.060490 + Penalty 2262.550096 = -11510819.510393 nChanged 12647 SP:Iteration 4F (2079.436686 sec): 3 clusters Score: Raw -11523411.728365 + Penalty 2262.550096 = -11521149.178269 nChanged 12935 SP:Iteration 5F (2079.659962 sec): 3 clusters Score: Raw -11535782.302277 + Penalty 2262.550096 = -11533519.752180 nChanged 10334 SP:Iteration 6F (2079.886286 sec): 3 clusters Score: Raw -11546507.651372 + Penalty 2262.550096 = -11544245.101275 nChanged 5983 SP:Iteration 7Q (2080.120598 sec): 3 clusters Score: Raw -11552631.407365 + Penalty 2262.550096 = -11550368.857268 nChanged 2453 SP:Iteration 8Q (2080.334215 sec): 3 clusters Score: Raw -11554947.628177 + Penalty 2262.550096 = -11552685.078080 nChanged 744 SP:Iteration 9Q (2080.527788 sec): 3 clusters Score: Raw -11555588.502695 + Penalty 2262.550096 = -11553325.952598 nChanged 233 SP:Iteration 10Q (2080.722302 sec): 3 clusters Score: Raw -11555842.984756 + Penalty 2262.550096 = -11553580.434659 nChanged 85 SP:Iteration 11Q (2080.905583 sec): 3 clusters Score: Raw -11555956.787282 + Penalty 2262.550096 = -11553694.237186 nChanged 71 SP:Iteration 12Q (2081.093804 sec): 3 clusters Score: Raw -11556034.670368 + Penalty 2262.550096 = -11553772.120271 nChanged 75 SP:Iteration 13Q (2081.273545 sec): 3 clusters Score: Raw -11556113.186751 + Penalty 2262.550096 = -11553850.636655 nChanged 70 SP:Iteration 14Q (2081.450958 sec): 3 clusters Score: Raw -11556163.219427 + Penalty 2262.550096 = -11553900.669331 nChanged 47 SP:Iteration 15Q (2081.634962 sec): 3 clusters Score: Raw -11556196.814799 + Penalty 2262.550096 = -11553934.264703 nChanged 44 SP:Iteration 16Q (2081.814001 sec): 3 clusters Score: Raw -11556223.487557 + Penalty 2262.550096 = -11553960.937460 nChanged 37 SP:Iteration 17Q (2081.999880 sec): 3 clusters Score: Raw -11556242.723563 + Penalty 2262.550096 = -11553980.173466 nChanged 27 SP:Iteration 18Q (2082.180542 sec): 3 clusters Score: Raw -11556254.614458 + Penalty 2262.550096 = -11553992.064362 nChanged 23 SP:Iteration 19Q (2082.365018 sec): 3 clusters Score: Raw -11556263.642388 + Penalty 2262.550096 = -11554001.092292 nChanged 17 SP:Iteration 20F (2082.583283 sec): 3 clusters Score: Raw -11556272.692377 + Penalty 2262.550096 = -11554010.142280 nChanged 24 SP:Iteration 21Q (2082.766365 sec): 3 clusters Score: Raw -11556284.015372 + Penalty 2262.550096 = -11554021.465275 nChanged 18 SP:Iteration 22Q (2082.947378 sec): 3 clusters Score: Raw -11556293.867616 + Penalty 2262.550096 = -11554031.317520 nChanged 24 SP:Iteration 23Q (2083.128621 sec): 3 clusters Score: Raw -11556306.360642 + Penalty 2262.550096 = -11554043.810546 nChanged 32 SP:Iteration 24Q (2083.309199 sec): 3 clusters Score: Raw -11556318.463547 + Penalty 2262.550096 = -11554055.913450 nChanged 21 SP:Iteration 25Q (2083.492407 sec): 3 clusters Score: Raw -11556324.949973 + Penalty 2262.550096 = -11554062.399877 nChanged 22 SP:Iteration 26Q (2083.673908 sec): 3 clusters Score: Raw -11556334.533746 + Penalty 2262.550096 = -11554071.983650 nChanged 25 SP:Iteration 27Q (2083.848561 sec): 3 clusters Score: Raw -11556343.242995 + Penalty 2262.550096 = -11554080.692899 nChanged 18 SP:Iteration 28Q (2084.023758 sec): 3 clusters Score: Raw -11556346.934646 + Penalty 2262.550096 = -11554084.384549 nChanged 6 SP:Iteration 29Q (2084.193948 sec): 3 clusters Score: Raw -11556349.266348 + Penalty 2262.550096 = -11554086.716252 nChanged 9 SP:Iteration 30Q (2084.376306 sec): 3 clusters Score: Raw -11556352.658315 + Penalty 2262.550096 = -11554090.108219 nChanged 10 SP:Iteration 31Q (2084.559574 sec): 3 clusters Score: Raw -11556355.397325 + Penalty 2262.550096 = -11554092.847228 nChanged 9 SP:Iteration 32Q (2084.716566 sec): 3 clusters Score: Raw -11556359.401715 + Penalty 2262.550096 = -11554096.851619 nChanged 13 SP:Iteration 33Q (2084.904513 sec): 3 clusters Score: Raw -11556363.963407 + Penalty 2262.550096 = -11554101.413311 nChanged 18 SP:Iteration 34Q (2085.093316 sec): 3 clusters Score: Raw -11556370.527064 + Penalty 2262.550096 = -11554107.976967 nChanged 18 SP:Iteration 35Q (2085.277481 sec): 3 clusters Score: Raw -11556375.511174 + Penalty 2262.550096 = -11554112.961077 nChanged 16 SP:Iteration 36Q (2085.459435 sec): 3 clusters Score: Raw -11556378.996900 + Penalty 2262.550096 = -11554116.446804 nChanged 10 SP:Iteration 37Q (2085.635477 sec): 3 clusters Score: Raw -11556380.848980 + Penalty 2262.550096 = -11554118.298884 nChanged 9 SP:Iteration 38Q (2085.819338 sec): 3 clusters Score: Raw -11556383.043974 + Penalty 2262.550096 = -11554120.493878 nChanged 7 SP:Iteration 39Q (2086.006568 sec): 3 clusters Score: Raw -11556384.273109 + Penalty 2262.550096 = -11554121.723013 nChanged 8 SP:Iteration 40F (2086.226896 sec): 3 clusters Score: Raw -11556386.011113 + Penalty 2262.550096 = -11554123.461017 nChanged 6 SP:Iteration 41Q (2086.416422 sec): 3 clusters Score: Raw -11556387.211262 + Penalty 2262.550096 = -11554124.661165 nChanged 1 SP:Iteration 42Q (2086.596378 sec): 3 clusters Score: Raw -11556387.333314 + Penalty 2262.550096 = -11554124.783217 nChanged 1 SP:Iteration 43Q (2086.777944 sec): 3 clusters Score: Raw -11556387.918104 + Penalty 2262.550096 = -11554125.368008 nChanged 2 SP:Iteration 44Q (2086.966536 sec): 3 clusters Score: Raw -11556388.657380 + Penalty 2262.550096 = -11554126.107284 nChanged 2 SP:Iteration 45Q (2087.143006 sec): 3 clusters Score: Raw -11556389.021576 + Penalty 2262.550096 = -11554126.471480 nChanged 1 SP:Iteration 46Q (2087.330930 sec): 3 clusters Score: Raw -11556389.127390 + Penalty 2262.550096 = -11554126.577294 nChanged 1 SP:Iteration 47Q (2087.513711 sec): 3 clusters Score: Raw -11556389.212381 + Penalty 2262.550096 = -11554126.662285 nChanged 1 SP:Iteration 48Q (2087.693045 sec): 3 clusters Score: Raw -11556389.293767 + Penalty 2262.550096 = -11554126.743671 nChanged 0 SP:Iteration 49F (2087.920869 sec): 3 clusters Score: Raw -11556389.293767 + Penalty 2262.550096 = -11554126.743671 nChanged 0 Trying to split cluster 42 (3144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2087.947887 sec): 2 clusters Score: Raw -217119.624145 + Penalty 765.058860 = -216354.565285 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2087.994456 sec): 3 clusters Score: Raw -215435.449625 + Penalty 1530.117719 = -213905.331906 nChanged 1319 SP:Iteration 1F (2088.043436 sec): 3 clusters Score: Raw -216164.774790 + Penalty 1530.117719 = -214634.657071 nChanged 235 SP:Iteration 2F (2088.100949 sec): 3 clusters Score: Raw -216284.393387 + Penalty 1530.117719 = -214754.275668 nChanged 163 SP:Iteration 3F (2088.147336 sec): 3 clusters Score: Raw -216361.473614 + Penalty 1530.117719 = -214831.355894 nChanged 135 SP:Iteration 4Q (2088.196855 sec): 3 clusters Score: Raw -216428.217425 + Penalty 1530.117719 = -214898.099706 nChanged 124 SP:Iteration 5Q (2088.231708 sec): 3 clusters Score: Raw -216497.505369 + Penalty 1530.117719 = -214967.387650 nChanged 129 SP:Iteration 6Q (2088.278374 sec): 3 clusters Score: Raw -216563.739283 + Penalty 1530.117719 = -215033.621564 nChanged 128 SP:Iteration 7Q (2088.314625 sec): 3 clusters Score: Raw -216628.563151 + Penalty 1530.117719 = -215098.445432 nChanged 116 SP:Iteration 8Q (2088.361211 sec): 3 clusters Score: Raw -216690.167021 + Penalty 1530.117719 = -215160.049302 nChanged 118 SP:Iteration 9Q (2088.410323 sec): 3 clusters Score: Raw -216763.988453 + Penalty 1530.117719 = -215233.870734 nChanged 110 SP:Iteration 10Q (2088.456520 sec): 3 clusters Score: Raw -216842.470094 + Penalty 1530.117719 = -215312.352375 nChanged 111 SP:Iteration 11Q (2088.502585 sec): 3 clusters Score: Raw -216932.454724 + Penalty 1530.117719 = -215402.337005 nChanged 110 SP:Iteration 12Q (2088.554620 sec): 3 clusters Score: Raw -217028.952568 + Penalty 1530.117719 = -215498.834849 nChanged 94 SP:Iteration 13Q (2088.604310 sec): 3 clusters Score: Raw -217099.604040 + Penalty 1530.117719 = -215569.486321 nChanged 72 SP:Iteration 14Q (2088.652182 sec): 3 clusters Score: Raw -217154.213453 + Penalty 1530.117719 = -215624.095734 nChanged 59 SP:Iteration 15Q (2088.689847 sec): 3 clusters Score: Raw -217197.579324 + Penalty 1530.117719 = -215667.461605 nChanged 61 SP:Iteration 16Q (2088.752439 sec): 3 clusters Score: Raw -217244.930691 + Penalty 1530.117719 = -215714.812972 nChanged 50 SP:Iteration 17Q (2088.786781 sec): 3 clusters Score: Raw -217280.191805 + Penalty 1530.117719 = -215750.074085 nChanged 43 SP:Iteration 18Q (2088.842551 sec): 3 clusters Score: Raw -217317.741760 + Penalty 1530.117719 = -215787.624041 nChanged 43 SP:Iteration 19Q (2088.886053 sec): 3 clusters Score: Raw -217360.981673 + Penalty 1530.117719 = -215830.863954 nChanged 39 SP:Iteration 20F (2088.919422 sec): 3 clusters Score: Raw -217398.868831 + Penalty 1530.117719 = -215868.751112 nChanged 38 SP:Iteration 21Q (2088.965869 sec): 3 clusters Score: Raw -217425.312674 + Penalty 1530.117719 = -215895.194955 nChanged 27 SP:Iteration 22Q (2089.009775 sec): 3 clusters Score: Raw -217446.504413 + Penalty 1530.117719 = -215916.386694 nChanged 22 SP:Iteration 23Q (2089.061861 sec): 3 clusters Score: Raw -217460.290128 + Penalty 1530.117719 = -215930.172409 nChanged 8 SP:Iteration 24Q (2089.104793 sec): 3 clusters Score: Raw -217464.646960 + Penalty 1530.117719 = -215934.529241 nChanged 10 SP:Iteration 25Q (2089.154347 sec): 3 clusters Score: Raw -217470.640068 + Penalty 1530.117719 = -215940.522348 nChanged 8 SP:Iteration 26Q (2089.187765 sec): 3 clusters Score: Raw -217476.377561 + Penalty 1530.117719 = -215946.259841 nChanged 4 SP:Iteration 27Q (2089.198846 sec): 3 clusters Score: Raw -217478.055534 + Penalty 1530.117719 = -215947.937815 nChanged 4 SP:Iteration 28Q (2089.209485 sec): 3 clusters Score: Raw -217480.016619 + Penalty 1530.117719 = -215949.898900 nChanged 7 SP:Iteration 29Q (2089.220131 sec): 3 clusters Score: Raw -217483.171875 + Penalty 1530.117719 = -215953.054155 nChanged 4 SP:Iteration 30Q (2089.230738 sec): 3 clusters Score: Raw -217485.151180 + Penalty 1530.117719 = -215955.033461 nChanged 5 SP:Iteration 31Q (2089.241318 sec): 3 clusters Score: Raw -217487.358755 + Penalty 1530.117719 = -215957.241036 nChanged 4 SP:Iteration 32Q (2089.295967 sec): 3 clusters Score: Raw -217489.001148 + Penalty 1530.117719 = -215958.883429 nChanged 1 SP:Iteration 33Q (2089.332310 sec): 3 clusters Score: Raw -217489.209500 + Penalty 1530.117719 = -215959.091780 nChanged 0 SP:Iteration 34F (2089.384377 sec): 3 clusters Score: Raw -217489.209500 + Penalty 1530.117719 = -215959.091780 nChanged 0 Iteration 179Q (2095.694134 sec): 43 clusters Score: Raw -45956284.786294 + Penalty 53353.189014 = -45902931.597280 nChanged 190 Iteration 180F (2108.944819 sec): 43 clusters Score: Raw -45956294.088024 + Penalty 53353.189014 = -45902940.899010 nChanged 198 Iteration 181Q (2115.458082 sec): 43 clusters Score: Raw -45956304.083737 + Penalty 53353.189014 = -45902950.894723 nChanged 173 Iteration 182Q (2121.408220 sec): 43 clusters Score: Raw -45956313.570401 + Penalty 53353.189014 = -45902960.381387 nChanged 185 Iteration 183Q (2127.237605 sec): 43 clusters Score: Raw -45956321.333026 + Penalty 53353.189014 = -45902968.144012 nChanged 186 Iteration 184Q (2133.257365 sec): 43 clusters Score: Raw -45956328.752181 + Penalty 53353.189014 = -45902975.563167 nChanged 189 Iteration 185Q (2139.223461 sec): 43 clusters Score: Raw -45956335.832234 + Penalty 53353.189014 = -45902982.643220 nChanged 167 Iteration 186Q (2145.234891 sec): 43 clusters Score: Raw -45956342.571522 + Penalty 53353.189014 = -45902989.382508 nChanged 165 Iteration 187Q (2151.281868 sec): 43 clusters Score: Raw -45956349.321598 + Penalty 53353.189014 = -45902996.132584 nChanged 137 Iteration 188Q (2157.361160 sec): 43 clusters Score: Raw -45956354.219256 + Penalty 53353.189014 = -45903001.030242 nChanged 140 Iteration 189Q (2163.456799 sec): 43 clusters Score: Raw -45956358.638266 + Penalty 53353.189014 = -45903005.449252 nChanged 129 Iteration 190Q (2169.444065 sec): 43 clusters Score: Raw -45956363.819229 + Penalty 53353.189014 = -45903010.630215 nChanged 123 Iteration 191Q (2175.025187 sec): 43 clusters Score: Raw -45956368.757979 + Penalty 53353.189014 = -45903015.568965 nChanged 124 Iteration 192Q (2181.093356 sec): 43 clusters Score: Raw -45956374.141356 + Penalty 53353.189014 = -45903020.952341 nChanged 132 Iteration 193Q (2187.417541 sec): 43 clusters Score: Raw -45956381.039499 + Penalty 53353.189014 = -45903027.850485 nChanged 155 Iteration 194Q (2193.681301 sec): 43 clusters Score: Raw -45956387.459243 + Penalty 53353.189014 = -45903034.270229 nChanged 180 Iteration 195Q (2199.822912 sec): 43 clusters Score: Raw -45956393.705388 + Penalty 53353.189014 = -45903040.516374 nChanged 181 Iteration 196Q (2206.076793 sec): 43 clusters Score: Raw -45956400.974395 + Penalty 53353.189014 = -45903047.785381 nChanged 201 Iteration 197Q (2212.443544 sec): 43 clusters Score: Raw -45956408.360429 + Penalty 53353.189014 = -45903055.171415 nChanged 174 Iteration 198Q (2218.781334 sec): 43 clusters Score: Raw -45956416.250602 + Penalty 53353.189014 = -45903063.061588 nChanged 154 Iteration 199Q (2225.143289 sec): 43 clusters Score: Raw -45956422.382212 + Penalty 53353.189014 = -45903069.193198 nChanged 146 Iteration 200F (2238.252155 sec): 43 clusters Score: Raw -45956427.885087 + Penalty 53353.189014 = -45903074.696073 nChanged 146 Iteration 201Q (2244.409030 sec): 43 clusters Score: Raw -45956433.074305 + Penalty 53353.189014 = -45903079.885291 nChanged 151 Iteration 202Q (2250.637700 sec): 43 clusters Score: Raw -45956437.982901 + Penalty 53353.189014 = -45903084.793887 nChanged 143 Iteration 203Q (2256.423229 sec): 43 clusters Score: Raw -45956443.188314 + Penalty 53353.189014 = -45903089.999300 nChanged 143 Iteration 204Q (2262.431970 sec): 43 clusters Score: Raw -45956447.950473 + Penalty 53353.189014 = -45903094.761459 nChanged 133 Iteration 205Q (2268.699604 sec): 43 clusters Score: Raw -45956452.332349 + Penalty 53353.189014 = -45903099.143335 nChanged 126 Iteration 206Q (2274.818069 sec): 43 clusters Score: Raw -45956456.603863 + Penalty 53353.189014 = -45903103.414849 nChanged 131 Iteration 207Q (2281.139389 sec): 43 clusters Score: Raw -45956462.199522 + Penalty 53353.189014 = -45903109.010508 nChanged 147 Iteration 208Q (2287.239528 sec): 43 clusters Score: Raw -45956468.828241 + Penalty 53353.189014 = -45903115.639227 nChanged 120 Iteration 209Q (2293.442720 sec): 43 clusters Score: Raw -45956473.766268 + Penalty 53353.189014 = -45903120.577254 nChanged 114 Iteration 210Q (2299.610477 sec): 43 clusters Score: Raw -45956478.032866 + Penalty 53353.189014 = -45903124.843852 nChanged 132 Iteration 211Q (2305.686451 sec): 43 clusters Score: Raw -45956483.380267 + Penalty 53353.189014 = -45903130.191253 nChanged 141 Iteration 212Q (2311.695546 sec): 43 clusters Score: Raw -45956488.411796 + Penalty 53353.189014 = -45903135.222782 nChanged 125 Iteration 213Q (2317.788577 sec): 43 clusters Score: Raw -45956492.259631 + Penalty 53353.189014 = -45903139.070617 nChanged 101 Iteration 214Q (2323.901431 sec): 43 clusters Score: Raw -45956496.986138 + Penalty 53353.189014 = -45903143.797124 nChanged 92 Iteration 215Q (2329.647681 sec): 43 clusters Score: Raw -45956500.431712 + Penalty 53353.189014 = -45903147.242698 nChanged 95 Iteration 216Q (2335.815617 sec): 43 clusters Score: Raw -45956503.558102 + Penalty 53353.189014 = -45903150.369088 nChanged 87 Iteration 217Q (2342.093139 sec): 43 clusters Score: Raw -45956506.523969 + Penalty 53353.189014 = -45903153.334955 nChanged 85 Iteration 218Q (2348.099618 sec): 43 clusters Score: Raw -45956509.696832 + Penalty 53353.189014 = -45903156.507818 nChanged 90 Writing temp clu file Because OldScore, -45903153.334955, is greater than current (better) Score,-45903156.507818 Compute initial score before splitting: Score: Raw -45956509.696832 + Penalty 53353.189014 = -45903156.507818 Trying to split cluster 1 (13966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2348.323666 sec): 2 clusters Score: Raw -1093932.812631 + Penalty 906.716203 = -1093026.096428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2348.375887 sec): 3 clusters Score: Raw -1085520.718674 + Penalty 1813.432406 = -1083707.286268 nChanged 6223 SP:Iteration 1F (2348.434044 sec): 3 clusters Score: Raw -1089225.066735 + Penalty 1813.432406 = -1087411.634330 nChanged 890 SP:Iteration 2F (2348.491950 sec): 3 clusters Score: Raw -1089687.008200 + Penalty 1813.432406 = -1087873.575794 nChanged 905 SP:Iteration 3F (2348.555391 sec): 3 clusters Score: Raw -1090209.848323 + Penalty 1813.432406 = -1088396.415917 nChanged 921 SP:Iteration 4F (2348.614201 sec): 3 clusters Score: Raw -1090801.069014 + Penalty 1813.432406 = -1088987.636608 nChanged 895 SP:Iteration 5F (2348.667690 sec): 3 clusters Score: Raw -1091444.600399 + Penalty 1813.432406 = -1089631.167994 nChanged 803 SP:Iteration 6F (2348.726149 sec): 3 clusters Score: Raw -1092024.227699 + Penalty 1813.432406 = -1090210.795293 nChanged 637 SP:Iteration 7Q (2348.789930 sec): 3 clusters Score: Raw -1092430.685117 + Penalty 1813.432406 = -1090617.252711 nChanged 512 SP:Iteration 8Q (2348.846329 sec): 3 clusters Score: Raw -1092703.127238 + Penalty 1813.432406 = -1090889.694832 nChanged 381 SP:Iteration 9Q (2348.914174 sec): 3 clusters Score: Raw -1092870.897011 + Penalty 1813.432406 = -1091057.464605 nChanged 292 SP:Iteration 10Q (2348.970974 sec): 3 clusters Score: Raw -1092967.771239 + Penalty 1813.432406 = -1091154.338834 nChanged 198 SP:Iteration 11Q (2349.022068 sec): 3 clusters Score: Raw -1093021.360247 + Penalty 1813.432406 = -1091207.927841 nChanged 141 SP:Iteration 12Q (2349.073436 sec): 3 clusters Score: Raw -1093057.367344 + Penalty 1813.432406 = -1091243.934938 nChanged 151 SP:Iteration 13Q (2349.141465 sec): 3 clusters Score: Raw -1093099.523654 + Penalty 1813.432406 = -1091286.091248 nChanged 127 SP:Iteration 14Q (2349.192251 sec): 3 clusters Score: Raw -1093130.154431 + Penalty 1813.432406 = -1091316.722025 nChanged 127 SP:Iteration 15Q (2349.253326 sec): 3 clusters Score: Raw -1093166.359959 + Penalty 1813.432406 = -1091352.927553 nChanged 125 SP:Iteration 16Q (2349.306204 sec): 3 clusters Score: Raw -1093198.435727 + Penalty 1813.432406 = -1091385.003322 nChanged 122 SP:Iteration 17Q (2349.364510 sec): 3 clusters Score: Raw -1093232.086392 + Penalty 1813.432406 = -1091418.653986 nChanged 110 SP:Iteration 18Q (2349.430940 sec): 3 clusters Score: Raw -1093261.062975 + Penalty 1813.432406 = -1091447.630569 nChanged 121 SP:Iteration 19Q (2349.480839 sec): 3 clusters Score: Raw -1093294.551970 + Penalty 1813.432406 = -1091481.119564 nChanged 119 SP:Iteration 20F (2349.539585 sec): 3 clusters Score: Raw -1093329.300958 + Penalty 1813.432406 = -1091515.868552 nChanged 118 SP:Iteration 21Q (2349.581565 sec): 3 clusters Score: Raw -1093366.020964 + Penalty 1813.432406 = -1091552.588558 nChanged 137 SP:Iteration 22Q (2349.645060 sec): 3 clusters Score: Raw -1093419.710723 + Penalty 1813.432406 = -1091606.278317 nChanged 127 SP:Iteration 23Q (2349.691839 sec): 3 clusters Score: Raw -1093465.153779 + Penalty 1813.432406 = -1091651.721373 nChanged 137 SP:Iteration 24Q (2349.756669 sec): 3 clusters Score: Raw -1093522.413180 + Penalty 1813.432406 = -1091708.980774 nChanged 127 SP:Iteration 25Q (2349.822219 sec): 3 clusters Score: Raw -1093580.774870 + Penalty 1813.432406 = -1091767.342464 nChanged 116 SP:Iteration 26Q (2349.872609 sec): 3 clusters Score: Raw -1093623.539505 + Penalty 1813.432406 = -1091810.107099 nChanged 109 SP:Iteration 27Q (2349.940713 sec): 3 clusters Score: Raw -1093670.532642 + Penalty 1813.432406 = -1091857.100236 nChanged 119 SP:Iteration 28Q (2350.005448 sec): 3 clusters Score: Raw -1093721.532018 + Penalty 1813.432406 = -1091908.099612 nChanged 97 SP:Iteration 29Q (2350.065859 sec): 3 clusters Score: Raw -1093755.051151 + Penalty 1813.432406 = -1091941.618745 nChanged 97 SP:Iteration 30Q (2350.120047 sec): 3 clusters Score: Raw -1093796.229954 + Penalty 1813.432406 = -1091982.797548 nChanged 101 SP:Iteration 31Q (2350.187760 sec): 3 clusters Score: Raw -1093833.999276 + Penalty 1813.432406 = -1092020.566870 nChanged 95 SP:Iteration 32Q (2350.240837 sec): 3 clusters Score: Raw -1093874.625209 + Penalty 1813.432406 = -1092061.192803 nChanged 84 SP:Iteration 33Q (2350.301974 sec): 3 clusters Score: Raw -1093907.101540 + Penalty 1813.432406 = -1092093.669134 nChanged 75 SP:Iteration 34Q (2350.356088 sec): 3 clusters Score: Raw -1093935.088557 + Penalty 1813.432406 = -1092121.656152 nChanged 68 SP:Iteration 35Q (2350.421969 sec): 3 clusters Score: Raw -1093956.246383 + Penalty 1813.432406 = -1092142.813977 nChanged 64 SP:Iteration 36Q (2350.473580 sec): 3 clusters Score: Raw -1093982.138966 + Penalty 1813.432406 = -1092168.706560 nChanged 67 SP:Iteration 37Q (2350.532779 sec): 3 clusters Score: Raw -1094007.857376 + Penalty 1813.432406 = -1092194.424971 nChanged 70 SP:Iteration 38Q (2350.600462 sec): 3 clusters Score: Raw -1094031.586768 + Penalty 1813.432406 = -1092218.154362 nChanged 65 SP:Iteration 39Q (2350.662694 sec): 3 clusters Score: Raw -1094048.337805 + Penalty 1813.432406 = -1092234.905399 nChanged 51 SP:Iteration 40F (2350.728848 sec): 3 clusters Score: Raw -1094058.646370 + Penalty 1813.432406 = -1092245.213964 nChanged 45 SP:Iteration 41Q (2350.788367 sec): 3 clusters Score: Raw -1094065.843008 + Penalty 1813.432406 = -1092252.410602 nChanged 32 SP:Iteration 42Q (2350.846626 sec): 3 clusters Score: Raw -1094072.231107 + Penalty 1813.432406 = -1092258.798701 nChanged 25 SP:Iteration 43Q (2350.903835 sec): 3 clusters Score: Raw -1094077.098439 + Penalty 1813.432406 = -1092263.666033 nChanged 20 SP:Iteration 44Q (2350.957709 sec): 3 clusters Score: Raw -1094079.737579 + Penalty 1813.432406 = -1092266.305173 nChanged 11 SP:Iteration 45Q (2351.018465 sec): 3 clusters Score: Raw -1094081.186256 + Penalty 1813.432406 = -1092267.753850 nChanged 8 SP:Iteration 46Q (2351.090877 sec): 3 clusters Score: Raw -1094081.899497 + Penalty 1813.432406 = -1092268.467091 nChanged 4 SP:Iteration 47Q (2351.149249 sec): 3 clusters Score: Raw -1094082.245489 + Penalty 1813.432406 = -1092268.813083 nChanged 4 SP:Iteration 48Q (2351.211317 sec): 3 clusters Score: Raw -1094082.665177 + Penalty 1813.432406 = -1092269.232771 nChanged 4 SP:Iteration 49Q (2351.265438 sec): 3 clusters Score: Raw -1094082.982830 + Penalty 1813.432406 = -1092269.550424 nChanged 2 SP:Iteration 50Q (2351.332274 sec): 3 clusters Score: Raw -1094083.170811 + Penalty 1813.432406 = -1092269.738405 nChanged 1 SP:Iteration 51Q (2351.391233 sec): 3 clusters Score: Raw -1094083.260250 + Penalty 1813.432406 = -1092269.827845 nChanged 1 SP:Iteration 52Q (2351.442459 sec): 3 clusters Score: Raw -1094083.379700 + Penalty 1813.432406 = -1092269.947294 nChanged 1 SP:Iteration 53Q (2351.505911 sec): 3 clusters Score: Raw -1094083.422403 + Penalty 1813.432406 = -1092269.989997 nChanged 0 SP:Iteration 54F (2351.552106 sec): 3 clusters Score: Raw -1094083.422403 + Penalty 1813.432406 = -1092269.989997 nChanged 0 Trying to split cluster 2 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2351.578766 sec): 2 clusters Score: Raw -58302.908577 + Penalty 637.151922 = -57665.756655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2351.628128 sec): 3 clusters Score: Raw -58025.188648 + Penalty 1274.303844 = -56750.884804 nChanged 249 SP:Iteration 1F (2351.670614 sec): 3 clusters Score: Raw -58208.399289 + Penalty 1274.303844 = -56934.095445 nChanged 55 SP:Iteration 2F (2351.715794 sec): 3 clusters Score: Raw -58247.487012 + Penalty 1274.303844 = -56973.183168 nChanged 32 SP:Iteration 3Q (2351.762696 sec): 3 clusters Score: Raw -58270.875367 + Penalty 1274.303844 = -56996.571523 nChanged 22 SP:Iteration 4Q (2351.808876 sec): 3 clusters Score: Raw -58288.731689 + Penalty 1274.303844 = -57014.427845 nChanged 12 SP:Iteration 5Q (2351.850406 sec): 3 clusters Score: Raw -58297.894251 + Penalty 1274.303844 = -57023.590407 nChanged 14 SP:Iteration 6Q (2351.895987 sec): 3 clusters Score: Raw -58309.458923 + Penalty 1274.303844 = -57035.155079 nChanged 14 SP:Iteration 7Q (2351.944758 sec): 3 clusters Score: Raw -58318.490221 + Penalty 1274.303844 = -57044.186378 nChanged 11 SP:Iteration 8Q (2351.981138 sec): 3 clusters Score: Raw -58327.524343 + Penalty 1274.303844 = -57053.220499 nChanged 8 SP:Iteration 9Q (2352.027773 sec): 3 clusters Score: Raw -58333.051085 + Penalty 1274.303844 = -57058.747241 nChanged 11 SP:Iteration 10Q (2352.063933 sec): 3 clusters Score: Raw -58340.123153 + Penalty 1274.303844 = -57065.819310 nChanged 8 SP:Iteration 11Q (2352.101707 sec): 3 clusters Score: Raw -58346.330198 + Penalty 1274.303844 = -57072.026354 nChanged 6 SP:Iteration 12Q (2352.154995 sec): 3 clusters Score: Raw -58350.028111 + Penalty 1274.303844 = -57075.724267 nChanged 6 SP:Iteration 13Q (2352.200318 sec): 3 clusters Score: Raw -58353.918140 + Penalty 1274.303844 = -57079.614296 nChanged 8 SP:Iteration 14Q (2352.236262 sec): 3 clusters Score: Raw -58359.776741 + Penalty 1274.303844 = -57085.472897 nChanged 10 SP:Iteration 15Q (2352.278588 sec): 3 clusters Score: Raw -58366.138638 + Penalty 1274.303844 = -57091.834794 nChanged 8 SP:Iteration 16Q (2352.328400 sec): 3 clusters Score: Raw -58370.569716 + Penalty 1274.303844 = -57096.265872 nChanged 3 SP:Iteration 17Q (2352.379756 sec): 3 clusters Score: Raw -58372.223493 + Penalty 1274.303844 = -57097.919649 nChanged 3 SP:Iteration 18Q (2352.427815 sec): 3 clusters Score: Raw -58373.340238 + Penalty 1274.303844 = -57099.036394 nChanged 2 SP:Iteration 19Q (2352.467305 sec): 3 clusters Score: Raw -58373.927525 + Penalty 1274.303844 = -57099.623681 nChanged 2 SP:Iteration 20F (2352.509985 sec): 3 clusters Score: Raw -58374.360932 + Penalty 1274.303844 = -57100.057088 nChanged 1 SP:Iteration 21Q (2352.564474 sec): 3 clusters Score: Raw -58374.703886 + Penalty 1274.303844 = -57100.400042 nChanged 1 SP:Iteration 22Q (2352.600106 sec): 3 clusters Score: Raw -58375.175681 + Penalty 1274.303844 = -57100.871837 nChanged 2 SP:Iteration 23Q (2352.652716 sec): 3 clusters Score: Raw -58376.200225 + Penalty 1274.303844 = -57101.896381 nChanged 4 SP:Iteration 24Q (2352.695300 sec): 3 clusters Score: Raw -58379.546108 + Penalty 1274.303844 = -57105.242264 nChanged 5 SP:Iteration 25Q (2352.732610 sec): 3 clusters Score: Raw -58383.279234 + Penalty 1274.303844 = -57108.975390 nChanged 8 SP:Iteration 26Q (2352.774984 sec): 3 clusters Score: Raw -58391.242261 + Penalty 1274.303844 = -57116.938417 nChanged 8 SP:Iteration 27Q (2352.828077 sec): 3 clusters Score: Raw -58396.277368 + Penalty 1274.303844 = -57121.973524 nChanged 6 SP:Iteration 28Q (2352.870045 sec): 3 clusters Score: Raw -58399.630090 + Penalty 1274.303844 = -57125.326246 nChanged 4 SP:Iteration 29Q (2352.907168 sec): 3 clusters Score: Raw -58403.912794 + Penalty 1274.303844 = -57129.608950 nChanged 4 SP:Iteration 30Q (2352.960974 sec): 3 clusters Score: Raw -58406.196371 + Penalty 1274.303844 = -57131.892527 nChanged 2 SP:Iteration 31Q (2353.007355 sec): 3 clusters Score: Raw -58407.184600 + Penalty 1274.303844 = -57132.880756 nChanged 1 SP:Iteration 32Q (2353.058092 sec): 3 clusters Score: Raw -58407.854608 + Penalty 1274.303844 = -57133.550764 nChanged 0 SP:Iteration 33F (2353.088693 sec): 3 clusters Score: Raw -58407.854608 + Penalty 1274.303844 = -57133.550764 nChanged 0 Trying to split cluster 3 (9308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.124176 sec): 2 clusters Score: Raw -597814.344336 + Penalty 868.169805 = -596946.174531 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.177232 sec): 3 clusters Score: Raw -592399.593439 + Penalty 1736.339610 = -590663.253830 nChanged 4139 SP:Iteration 1F (2353.228501 sec): 3 clusters Score: Raw -594956.462850 + Penalty 1736.339610 = -593220.123241 nChanged 694 SP:Iteration 2F (2353.278223 sec): 3 clusters Score: Raw -595472.034299 + Penalty 1736.339610 = -593735.694690 nChanged 735 SP:Iteration 3F (2353.333889 sec): 3 clusters Score: Raw -596116.101760 + Penalty 1736.339610 = -594379.762151 nChanged 700 SP:Iteration 4F (2353.392066 sec): 3 clusters Score: Raw -596772.654175 + Penalty 1736.339610 = -595036.314566 nChanged 582 SP:Iteration 5F (2353.438311 sec): 3 clusters Score: Raw -597269.506410 + Penalty 1736.339610 = -595533.166800 nChanged 403 SP:Iteration 6Q (2353.493838 sec): 3 clusters Score: Raw -597623.194461 + Penalty 1736.339610 = -595886.854852 nChanged 292 SP:Iteration 7Q (2353.560646 sec): 3 clusters Score: Raw -597831.524606 + Penalty 1736.339610 = -596095.184996 nChanged 227 SP:Iteration 8Q (2353.614666 sec): 3 clusters Score: Raw -597958.889120 + Penalty 1736.339610 = -596222.549511 nChanged 170 SP:Iteration 9Q (2353.663520 sec): 3 clusters Score: Raw -598041.466797 + Penalty 1736.339610 = -596305.127187 nChanged 126 SP:Iteration 10Q (2353.727434 sec): 3 clusters Score: Raw -598098.547439 + Penalty 1736.339610 = -596362.207829 nChanged 84 SP:Iteration 11Q (2353.775741 sec): 3 clusters Score: Raw -598131.229816 + Penalty 1736.339610 = -596394.890207 nChanged 67 SP:Iteration 12Q (2353.832654 sec): 3 clusters Score: Raw -598152.861460 + Penalty 1736.339610 = -596416.521850 nChanged 56 SP:Iteration 13Q (2353.879285 sec): 3 clusters Score: Raw -598174.733106 + Penalty 1736.339610 = -596438.393497 nChanged 65 SP:Iteration 14Q (2353.940320 sec): 3 clusters Score: Raw -598192.045846 + Penalty 1736.339610 = -596455.706236 nChanged 48 SP:Iteration 15Q (2353.997065 sec): 3 clusters Score: Raw -598201.713306 + Penalty 1736.339610 = -596465.373697 nChanged 40 SP:Iteration 16Q (2354.049841 sec): 3 clusters Score: Raw -598210.826651 + Penalty 1736.339610 = -596474.487041 nChanged 26 SP:Iteration 17Q (2354.104832 sec): 3 clusters Score: Raw -598216.308389 + Penalty 1736.339610 = -596479.968779 nChanged 26 SP:Iteration 18Q (2354.153323 sec): 3 clusters Score: Raw -598221.402084 + Penalty 1736.339610 = -596485.062474 nChanged 13 SP:Iteration 19Q (2354.205959 sec): 3 clusters Score: Raw -598223.854394 + Penalty 1736.339610 = -596487.514785 nChanged 12 SP:Iteration 20F (2354.269802 sec): 3 clusters Score: Raw -598226.163823 + Penalty 1736.339610 = -596489.824214 nChanged 11 SP:Iteration 21Q (2354.325335 sec): 3 clusters Score: Raw -598228.136410 + Penalty 1736.339610 = -596491.796800 nChanged 16 SP:Iteration 22Q (2354.371451 sec): 3 clusters Score: Raw -598231.022439 + Penalty 1736.339610 = -596494.682830 nChanged 15 SP:Iteration 23Q (2354.425368 sec): 3 clusters Score: Raw -598232.846552 + Penalty 1736.339610 = -596496.506943 nChanged 11 SP:Iteration 24Q (2354.482304 sec): 3 clusters Score: Raw -598234.033905 + Penalty 1736.339610 = -596497.694296 nChanged 8 SP:Iteration 25Q (2354.540950 sec): 3 clusters Score: Raw -598235.046888 + Penalty 1736.339610 = -596498.707278 nChanged 6 SP:Iteration 26Q (2354.593581 sec): 3 clusters Score: Raw -598235.759379 + Penalty 1736.339610 = -596499.419770 nChanged 4 SP:Iteration 27Q (2354.648078 sec): 3 clusters Score: Raw -598236.311301 + Penalty 1736.339610 = -596499.971691 nChanged 3 SP:Iteration 28Q (2354.711450 sec): 3 clusters Score: Raw -598236.675093 + Penalty 1736.339610 = -596500.335483 nChanged 6 SP:Iteration 29Q (2354.755468 sec): 3 clusters Score: Raw -598237.027202 + Penalty 1736.339610 = -596500.687592 nChanged 4 SP:Iteration 30Q (2354.818001 sec): 3 clusters Score: Raw -598237.361347 + Penalty 1736.339610 = -596501.021737 nChanged 2 SP:Iteration 31Q (2354.871786 sec): 3 clusters Score: Raw -598237.589655 + Penalty 1736.339610 = -596501.250045 nChanged 3 SP:Iteration 32Q (2354.933454 sec): 3 clusters Score: Raw -598237.872849 + Penalty 1736.339610 = -596501.533239 nChanged 4 SP:Iteration 33Q (2354.984380 sec): 3 clusters Score: Raw -598238.319718 + Penalty 1736.339610 = -596501.980108 nChanged 6 SP:Iteration 34Q (2355.041857 sec): 3 clusters Score: Raw -598238.816308 + Penalty 1736.339610 = -596502.476698 nChanged 3 SP:Iteration 35Q (2355.080020 sec): 3 clusters Score: Raw -598239.531987 + Penalty 1736.339610 = -596503.192378 nChanged 6 SP:Iteration 36Q (2355.137252 sec): 3 clusters Score: Raw -598240.637352 + Penalty 1736.339610 = -596504.297742 nChanged 4 SP:Iteration 37Q (2355.199895 sec): 3 clusters Score: Raw -598241.412610 + Penalty 1736.339610 = -596505.073001 nChanged 2 SP:Iteration 38Q (2355.247875 sec): 3 clusters Score: Raw -598241.618320 + Penalty 1736.339610 = -596505.278710 nChanged 3 SP:Iteration 39Q (2355.316650 sec): 3 clusters Score: Raw -598241.928711 + Penalty 1736.339610 = -596505.589101 nChanged 4 SP:Iteration 40F (2355.366652 sec): 3 clusters Score: Raw -598242.506117 + Penalty 1736.339610 = -596506.166507 nChanged 4 SP:Iteration 41Q (2355.425979 sec): 3 clusters Score: Raw -598244.066539 + Penalty 1736.339610 = -596507.726929 nChanged 7 SP:Iteration 42Q (2355.474023 sec): 3 clusters Score: Raw -598245.937193 + Penalty 1736.339610 = -596509.597583 nChanged 8 SP:Iteration 43Q (2355.526599 sec): 3 clusters Score: Raw -598247.129691 + Penalty 1736.339610 = -596510.790081 nChanged 8 SP:Iteration 44Q (2355.592644 sec): 3 clusters Score: Raw -598248.480695 + Penalty 1736.339610 = -596512.141085 nChanged 8 SP:Iteration 45Q (2355.644718 sec): 3 clusters Score: Raw -598249.764940 + Penalty 1736.339610 = -596513.425330 nChanged 8 SP:Iteration 46Q (2355.692529 sec): 3 clusters Score: Raw -598250.881181 + Penalty 1736.339610 = -596514.541571 nChanged 6 SP:Iteration 47Q (2355.758221 sec): 3 clusters Score: Raw -598251.625782 + Penalty 1736.339610 = -596515.286173 nChanged 4 SP:Iteration 48Q (2355.811203 sec): 3 clusters Score: Raw -598251.948337 + Penalty 1736.339610 = -596515.608728 nChanged 4 SP:Iteration 49Q (2355.864603 sec): 3 clusters Score: Raw -598252.213499 + Penalty 1736.339610 = -596515.873889 nChanged 0 SP:Iteration 50F (2355.912755 sec): 3 clusters Score: Raw -598252.213499 + Penalty 1736.339610 = -596515.873889 nChanged 0 Trying to split cluster 4 (15586 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2355.960186 sec): 2 clusters Score: Raw -1154488.781981 + Penalty 917.142194 = -1153571.639788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2356.033435 sec): 3 clusters Score: Raw -1144900.078430 + Penalty 1834.284387 = -1143065.794043 nChanged 7152 SP:Iteration 1F (2356.096296 sec): 3 clusters Score: Raw -1148961.181893 + Penalty 1834.284387 = -1147126.897506 nChanged 890 SP:Iteration 2F (2356.157105 sec): 3 clusters Score: Raw -1149357.657830 + Penalty 1834.284387 = -1147523.373443 nChanged 927 SP:Iteration 3F (2356.223954 sec): 3 clusters Score: Raw -1149816.259978 + Penalty 1834.284387 = -1147981.975590 nChanged 908 SP:Iteration 4F (2356.291433 sec): 3 clusters Score: Raw -1150268.139161 + Penalty 1834.284387 = -1148433.854773 nChanged 872 SP:Iteration 5F (2356.361023 sec): 3 clusters Score: Raw -1150707.088288 + Penalty 1834.284387 = -1148872.803901 nChanged 831 SP:Iteration 6F (2356.436265 sec): 3 clusters Score: Raw -1151143.172578 + Penalty 1834.284387 = -1149308.888190 nChanged 757 SP:Iteration 7Q (2356.496956 sec): 3 clusters Score: Raw -1151561.350115 + Penalty 1834.284387 = -1149727.065728 nChanged 686 SP:Iteration 8Q (2356.567911 sec): 3 clusters Score: Raw -1151958.821006 + Penalty 1834.284387 = -1150124.536619 nChanged 656 SP:Iteration 9Q (2356.631117 sec): 3 clusters Score: Raw -1152371.448349 + Penalty 1834.284387 = -1150537.163961 nChanged 613 SP:Iteration 10Q (2356.703701 sec): 3 clusters Score: Raw -1152810.747486 + Penalty 1834.284387 = -1150976.463099 nChanged 581 SP:Iteration 11Q (2356.766734 sec): 3 clusters Score: Raw -1153166.125033 + Penalty 1834.284387 = -1151331.840645 nChanged 486 SP:Iteration 12Q (2356.826320 sec): 3 clusters Score: Raw -1153432.081992 + Penalty 1834.284387 = -1151597.797604 nChanged 376 SP:Iteration 13Q (2356.900193 sec): 3 clusters Score: Raw -1153613.410539 + Penalty 1834.284387 = -1151779.126151 nChanged 298 SP:Iteration 14Q (2356.970973 sec): 3 clusters Score: Raw -1153728.661704 + Penalty 1834.284387 = -1151894.377317 nChanged 203 SP:Iteration 15Q (2357.035478 sec): 3 clusters Score: Raw -1153799.957295 + Penalty 1834.284387 = -1151965.672907 nChanged 184 SP:Iteration 16Q (2357.091535 sec): 3 clusters Score: Raw -1153871.590440 + Penalty 1834.284387 = -1152037.306052 nChanged 167 SP:Iteration 17Q (2357.156244 sec): 3 clusters Score: Raw -1153931.587998 + Penalty 1834.284387 = -1152097.303610 nChanged 155 SP:Iteration 18Q (2357.224602 sec): 3 clusters Score: Raw -1153983.033031 + Penalty 1834.284387 = -1152148.748644 nChanged 144 SP:Iteration 19Q (2357.299005 sec): 3 clusters Score: Raw -1154031.407932 + Penalty 1834.284387 = -1152197.123545 nChanged 136 SP:Iteration 20F (2357.364154 sec): 3 clusters Score: Raw -1154071.434735 + Penalty 1834.284387 = -1152237.150348 nChanged 136 SP:Iteration 21Q (2357.428513 sec): 3 clusters Score: Raw -1154108.330792 + Penalty 1834.284387 = -1152274.046404 nChanged 126 SP:Iteration 22Q (2357.493153 sec): 3 clusters Score: Raw -1154141.102868 + Penalty 1834.284387 = -1152306.818481 nChanged 120 SP:Iteration 23Q (2357.549111 sec): 3 clusters Score: Raw -1154171.037613 + Penalty 1834.284387 = -1152336.753226 nChanged 93 SP:Iteration 24Q (2357.612708 sec): 3 clusters Score: Raw -1154188.611102 + Penalty 1834.284387 = -1152354.326715 nChanged 87 SP:Iteration 25Q (2357.672257 sec): 3 clusters Score: Raw -1154205.202341 + Penalty 1834.284387 = -1152370.917953 nChanged 64 SP:Iteration 26Q (2357.743647 sec): 3 clusters Score: Raw -1154215.606627 + Penalty 1834.284387 = -1152381.322239 nChanged 60 SP:Iteration 27Q (2357.809838 sec): 3 clusters Score: Raw -1154225.272661 + Penalty 1834.284387 = -1152390.988274 nChanged 50 SP:Iteration 28Q (2357.874958 sec): 3 clusters Score: Raw -1154233.659814 + Penalty 1834.284387 = -1152399.375427 nChanged 51 SP:Iteration 29Q (2357.935362 sec): 3 clusters Score: Raw -1154240.335027 + Penalty 1834.284387 = -1152406.050640 nChanged 44 SP:Iteration 30Q (2358.007100 sec): 3 clusters Score: Raw -1154246.637790 + Penalty 1834.284387 = -1152412.353403 nChanged 46 SP:Iteration 31Q (2358.061478 sec): 3 clusters Score: Raw -1154254.370039 + Penalty 1834.284387 = -1152420.085652 nChanged 59 SP:Iteration 32Q (2358.135488 sec): 3 clusters Score: Raw -1154263.364287 + Penalty 1834.284387 = -1152429.079900 nChanged 41 SP:Iteration 33Q (2358.199741 sec): 3 clusters Score: Raw -1154269.257125 + Penalty 1834.284387 = -1152434.972737 nChanged 40 SP:Iteration 34Q (2358.279387 sec): 3 clusters Score: Raw -1154274.182891 + Penalty 1834.284387 = -1152439.898504 nChanged 46 SP:Iteration 35Q (2358.347599 sec): 3 clusters Score: Raw -1154279.741517 + Penalty 1834.284387 = -1152445.457130 nChanged 47 SP:Iteration 36Q (2358.413900 sec): 3 clusters Score: Raw -1154286.204267 + Penalty 1834.284387 = -1152451.919879 nChanged 46 SP:Iteration 37Q (2358.478435 sec): 3 clusters Score: Raw -1154291.945777 + Penalty 1834.284387 = -1152457.661390 nChanged 33 SP:Iteration 38Q (2358.548277 sec): 3 clusters Score: Raw -1154295.806978 + Penalty 1834.284387 = -1152461.522590 nChanged 31 SP:Iteration 39Q (2358.616456 sec): 3 clusters Score: Raw -1154299.176336 + Penalty 1834.284387 = -1152464.891948 nChanged 24 SP:Iteration 40F (2358.680390 sec): 3 clusters Score: Raw -1154301.621336 + Penalty 1834.284387 = -1152467.336949 nChanged 26 SP:Iteration 41Q (2358.744618 sec): 3 clusters Score: Raw -1154304.003857 + Penalty 1834.284387 = -1152469.719469 nChanged 21 SP:Iteration 42Q (2358.798271 sec): 3 clusters Score: Raw -1154306.727227 + Penalty 1834.284387 = -1152472.442840 nChanged 28 SP:Iteration 43Q (2358.854294 sec): 3 clusters Score: Raw -1154309.335033 + Penalty 1834.284387 = -1152475.050646 nChanged 24 SP:Iteration 44Q (2358.924380 sec): 3 clusters Score: Raw -1154312.064348 + Penalty 1834.284387 = -1152477.779961 nChanged 21 SP:Iteration 45Q (2358.985313 sec): 3 clusters Score: Raw -1154314.294437 + Penalty 1834.284387 = -1152480.010050 nChanged 28 SP:Iteration 46Q (2359.037405 sec): 3 clusters Score: Raw -1154318.042817 + Penalty 1834.284387 = -1152483.758430 nChanged 32 SP:Iteration 47Q (2359.093788 sec): 3 clusters Score: Raw -1154321.298640 + Penalty 1834.284387 = -1152487.014253 nChanged 30 SP:Iteration 48Q (2359.156867 sec): 3 clusters Score: Raw -1154324.623733 + Penalty 1834.284387 = -1152490.339346 nChanged 32 SP:Iteration 49Q (2359.226252 sec): 3 clusters Score: Raw -1154329.192284 + Penalty 1834.284387 = -1152494.907897 nChanged 36 SP:Iteration 50Q (2359.294144 sec): 3 clusters Score: Raw -1154334.239282 + Penalty 1834.284387 = -1152499.954895 nChanged 34 SP:Iteration 51Q (2359.346437 sec): 3 clusters Score: Raw -1154338.336533 + Penalty 1834.284387 = -1152504.052146 nChanged 32 SP:Iteration 52Q (2359.403781 sec): 3 clusters Score: Raw -1154342.642836 + Penalty 1834.284387 = -1152508.358448 nChanged 34 SP:Iteration 53Q (2359.472474 sec): 3 clusters Score: Raw -1154346.963128 + Penalty 1834.284387 = -1152512.678741 nChanged 25 SP:Iteration 54Q (2359.527017 sec): 3 clusters Score: Raw -1154349.523643 + Penalty 1834.284387 = -1152515.239256 nChanged 24 SP:Iteration 55Q (2359.590289 sec): 3 clusters Score: Raw -1154352.266660 + Penalty 1834.284387 = -1152517.982273 nChanged 17 SP:Iteration 56Q (2359.653049 sec): 3 clusters Score: Raw -1154353.998000 + Penalty 1834.284387 = -1152519.713613 nChanged 20 SP:Iteration 57Q (2359.719932 sec): 3 clusters Score: Raw -1154356.014326 + Penalty 1834.284387 = -1152521.729938 nChanged 28 SP:Iteration 58Q (2359.775892 sec): 3 clusters Score: Raw -1154359.310983 + Penalty 1834.284387 = -1152525.026595 nChanged 33 SP:Iteration 59Q (2359.834729 sec): 3 clusters Score: Raw -1154363.302033 + Penalty 1834.284387 = -1152529.017645 nChanged 32 SP:Iteration 60F (2359.896410 sec): 3 clusters Score: Raw -1154367.790504 + Penalty 1834.284387 = -1152533.506117 nChanged 32 SP:Iteration 61Q (2359.954189 sec): 3 clusters Score: Raw -1154371.167457 + Penalty 1834.284387 = -1152536.883069 nChanged 30 SP:Iteration 62Q (2360.025068 sec): 3 clusters Score: Raw -1154374.592864 + Penalty 1834.284387 = -1152540.308476 nChanged 30 SP:Iteration 63Q (2360.090628 sec): 3 clusters Score: Raw -1154377.904914 + Penalty 1834.284387 = -1152543.620526 nChanged 31 SP:Iteration 64Q (2360.145243 sec): 3 clusters Score: Raw -1154380.825693 + Penalty 1834.284387 = -1152546.541305 nChanged 29 SP:Iteration 65Q (2360.208700 sec): 3 clusters Score: Raw -1154383.911991 + Penalty 1834.284387 = -1152549.627603 nChanged 34 SP:Iteration 66Q (2360.265126 sec): 3 clusters Score: Raw -1154388.194050 + Penalty 1834.284387 = -1152553.909663 nChanged 32 SP:Iteration 67Q (2360.326621 sec): 3 clusters Score: Raw -1154393.444224 + Penalty 1834.284387 = -1152559.159837 nChanged 43 SP:Iteration 68Q (2360.391613 sec): 3 clusters Score: Raw -1154400.212232 + Penalty 1834.284387 = -1152565.927844 nChanged 45 SP:Iteration 69Q (2360.451170 sec): 3 clusters Score: Raw -1154406.632623 + Penalty 1834.284387 = -1152572.348235 nChanged 53 SP:Iteration 70Q (2360.505616 sec): 3 clusters Score: Raw -1154415.628026 + Penalty 1834.284387 = -1152581.343639 nChanged 59 SP:Iteration 71Q (2360.573708 sec): 3 clusters Score: Raw -1154425.825439 + Penalty 1834.284387 = -1152591.541051 nChanged 61 SP:Iteration 72Q (2360.631358 sec): 3 clusters Score: Raw -1154436.235002 + Penalty 1834.284387 = -1152601.950615 nChanged 59 SP:Iteration 73Q (2360.704871 sec): 3 clusters Score: Raw -1154446.413256 + Penalty 1834.284387 = -1152612.128868 nChanged 48 SP:Iteration 74Q (2360.766354 sec): 3 clusters Score: Raw -1154454.512979 + Penalty 1834.284387 = -1152620.228591 nChanged 46 SP:Iteration 75Q (2360.829297 sec): 3 clusters Score: Raw -1154463.032863 + Penalty 1834.284387 = -1152628.748476 nChanged 52 SP:Iteration 76Q (2360.884077 sec): 3 clusters Score: Raw -1154473.832748 + Penalty 1834.284387 = -1152639.548361 nChanged 50 SP:Iteration 77Q (2360.957418 sec): 3 clusters Score: Raw -1154483.833029 + Penalty 1834.284387 = -1152649.548642 nChanged 55 SP:Iteration 78Q (2361.014703 sec): 3 clusters Score: Raw -1154495.071649 + Penalty 1834.284387 = -1152660.787261 nChanged 53 SP:Iteration 79Q (2361.075015 sec): 3 clusters Score: Raw -1154507.013108 + Penalty 1834.284387 = -1152672.728721 nChanged 54 SP:Iteration 80F (2361.142039 sec): 3 clusters Score: Raw -1154517.965481 + Penalty 1834.284387 = -1152683.681094 nChanged 46 SP:Iteration 81Q (2361.198244 sec): 3 clusters Score: Raw -1154525.987144 + Penalty 1834.284387 = -1152691.702757 nChanged 39 SP:Iteration 82Q (2361.259028 sec): 3 clusters Score: Raw -1154533.487167 + Penalty 1834.284387 = -1152699.202779 nChanged 33 SP:Iteration 83Q (2361.312774 sec): 3 clusters Score: Raw -1154539.797643 + Penalty 1834.284387 = -1152705.513255 nChanged 41 SP:Iteration 84Q (2361.375406 sec): 3 clusters Score: Raw -1154548.980882 + Penalty 1834.284387 = -1152714.696495 nChanged 39 SP:Iteration 85Q (2361.439890 sec): 3 clusters Score: Raw -1154557.008295 + Penalty 1834.284387 = -1152722.723908 nChanged 35 SP:Iteration 86Q (2361.494497 sec): 3 clusters Score: Raw -1154564.186717 + Penalty 1834.284387 = -1152729.902330 nChanged 37 SP:Iteration 87Q (2361.570266 sec): 3 clusters Score: Raw -1154570.719916 + Penalty 1834.284387 = -1152736.435529 nChanged 28 SP:Iteration 88Q (2361.634687 sec): 3 clusters Score: Raw -1154575.059929 + Penalty 1834.284387 = -1152740.775542 nChanged 31 SP:Iteration 89Q (2361.691953 sec): 3 clusters Score: Raw -1154580.217945 + Penalty 1834.284387 = -1152745.933557 nChanged 25 SP:Iteration 90Q (2361.755219 sec): 3 clusters Score: Raw -1154584.797578 + Penalty 1834.284387 = -1152750.513191 nChanged 31 SP:Iteration 91Q (2361.823430 sec): 3 clusters Score: Raw -1154590.275362 + Penalty 1834.284387 = -1152755.990974 nChanged 29 SP:Iteration 92Q (2361.883685 sec): 3 clusters Score: Raw -1154595.116097 + Penalty 1834.284387 = -1152760.831709 nChanged 32 SP:Iteration 93Q (2361.950199 sec): 3 clusters Score: Raw -1154600.802505 + Penalty 1834.284387 = -1152766.518118 nChanged 17 SP:Iteration 94Q (2362.011993 sec): 3 clusters Score: Raw -1154603.162307 + Penalty 1834.284387 = -1152768.877919 nChanged 22 SP:Iteration 95Q (2362.072760 sec): 3 clusters Score: Raw -1154606.126152 + Penalty 1834.284387 = -1152771.841765 nChanged 23 SP:Iteration 96Q (2362.135387 sec): 3 clusters Score: Raw -1154609.317139 + Penalty 1834.284387 = -1152775.032752 nChanged 16 SP:Iteration 97Q (2362.195253 sec): 3 clusters Score: Raw -1154611.291130 + Penalty 1834.284387 = -1152777.006743 nChanged 15 SP:Iteration 98Q (2362.260359 sec): 3 clusters Score: Raw -1154613.178084 + Penalty 1834.284387 = -1152778.893696 nChanged 12 SP:Iteration 99Q (2362.325173 sec): 3 clusters Score: Raw -1154614.681250 + Penalty 1834.284387 = -1152780.396863 nChanged 13 SP:Iteration 100F (2362.385564 sec): 3 clusters Score: Raw -1154616.251547 + Penalty 1834.284387 = -1152781.967160 nChanged 15 SP:Iteration 101Q (2362.452438 sec): 3 clusters Score: Raw -1154618.312949 + Penalty 1834.284387 = -1152784.028562 nChanged 17 SP:Iteration 102Q (2362.505744 sec): 3 clusters Score: Raw -1154620.886135 + Penalty 1834.284387 = -1152786.601748 nChanged 21 SP:Iteration 103Q (2362.565088 sec): 3 clusters Score: Raw -1154624.563071 + Penalty 1834.284387 = -1152790.278684 nChanged 22 SP:Iteration 104Q (2362.634989 sec): 3 clusters Score: Raw -1154629.315871 + Penalty 1834.284387 = -1152795.031484 nChanged 25 SP:Iteration 105Q (2362.684611 sec): 3 clusters Score: Raw -1154633.091748 + Penalty 1834.284387 = -1152798.807360 nChanged 17 SP:Iteration 106Q (2362.731984 sec): 3 clusters Score: Raw -1154635.288874 + Penalty 1834.284387 = -1152801.004486 nChanged 16 SP:Iteration 107Q (2362.794160 sec): 3 clusters Score: Raw -1154637.879298 + Penalty 1834.284387 = -1152803.594911 nChanged 15 SP:Iteration 108Q (2362.850707 sec): 3 clusters Score: Raw -1154640.170095 + Penalty 1834.284387 = -1152805.885708 nChanged 13 SP:Iteration 109Q (2362.916309 sec): 3 clusters Score: Raw -1154641.843861 + Penalty 1834.284387 = -1152807.559474 nChanged 12 SP:Iteration 110Q (2362.968198 sec): 3 clusters Score: Raw -1154643.685637 + Penalty 1834.284387 = -1152809.401250 nChanged 8 SP:Iteration 111Q (2363.038187 sec): 3 clusters Score: Raw -1154644.692313 + Penalty 1834.284387 = -1152810.407925 nChanged 8 SP:Iteration 112Q (2363.100527 sec): 3 clusters Score: Raw -1154645.877159 + Penalty 1834.284387 = -1152811.592772 nChanged 9 SP:Iteration 113Q (2363.160695 sec): 3 clusters Score: Raw -1154646.778580 + Penalty 1834.284387 = -1152812.494193 nChanged 5 SP:Iteration 114Q (2363.230213 sec): 3 clusters Score: Raw -1154647.281991 + Penalty 1834.284387 = -1152812.997603 nChanged 4 SP:Iteration 115Q (2363.280772 sec): 3 clusters Score: Raw -1154647.735023 + Penalty 1834.284387 = -1152813.450636 nChanged 1 SP:Iteration 116Q (2363.339157 sec): 3 clusters Score: Raw -1154647.827971 + Penalty 1834.284387 = -1152813.543584 nChanged 3 SP:Iteration 117Q (2363.400961 sec): 3 clusters Score: Raw -1154647.956161 + Penalty 1834.284387 = -1152813.671773 nChanged 1 SP:Iteration 118Q (2363.471621 sec): 3 clusters Score: Raw -1154648.271979 + Penalty 1834.284387 = -1152813.987591 nChanged 4 SP:Iteration 119Q (2363.534144 sec): 3 clusters Score: Raw -1154649.048310 + Penalty 1834.284387 = -1152814.763923 nChanged 5 SP:Iteration 120F (2363.599648 sec): 3 clusters Score: Raw -1154649.628841 + Penalty 1834.284387 = -1152815.344453 nChanged 6 SP:Iteration 121Q (2363.667747 sec): 3 clusters Score: Raw -1154650.175450 + Penalty 1834.284387 = -1152815.891063 nChanged 6 SP:Iteration 122Q (2363.713425 sec): 3 clusters Score: Raw -1154650.786154 + Penalty 1834.284387 = -1152816.501767 nChanged 6 SP:Iteration 123Q (2363.773131 sec): 3 clusters Score: Raw -1154651.475730 + Penalty 1834.284387 = -1152817.191343 nChanged 7 SP:Iteration 124Q (2363.822674 sec): 3 clusters Score: Raw -1154652.300498 + Penalty 1834.284387 = -1152818.016111 nChanged 6 SP:Iteration 125Q (2363.882178 sec): 3 clusters Score: Raw -1154653.125519 + Penalty 1834.284387 = -1152818.841132 nChanged 6 SP:Iteration 126Q (2363.949841 sec): 3 clusters Score: Raw -1154653.991746 + Penalty 1834.284387 = -1152819.707359 nChanged 7 SP:Iteration 127Q (2363.998371 sec): 3 clusters Score: Raw -1154655.325500 + Penalty 1834.284387 = -1152821.041113 nChanged 10 SP:Iteration 128Q (2364.058010 sec): 3 clusters Score: Raw -1154657.257023 + Penalty 1834.284387 = -1152822.972636 nChanged 14 SP:Iteration 129Q (2364.118981 sec): 3 clusters Score: Raw -1154659.267484 + Penalty 1834.284387 = -1152824.983096 nChanged 14 SP:Iteration 130Q (2364.176290 sec): 3 clusters Score: Raw -1154662.038234 + Penalty 1834.284387 = -1152827.753847 nChanged 12 SP:Iteration 131Q (2364.245276 sec): 3 clusters Score: Raw -1154664.420859 + Penalty 1834.284387 = -1152830.136471 nChanged 12 SP:Iteration 132Q (2364.307112 sec): 3 clusters Score: Raw -1154665.955318 + Penalty 1834.284387 = -1152831.670931 nChanged 15 SP:Iteration 133Q (2364.364361 sec): 3 clusters Score: Raw -1154667.800342 + Penalty 1834.284387 = -1152833.515955 nChanged 7 SP:Iteration 134Q (2364.423661 sec): 3 clusters Score: Raw -1154668.983299 + Penalty 1834.284387 = -1152834.698911 nChanged 7 SP:Iteration 135Q (2364.487698 sec): 3 clusters Score: Raw -1154670.218535 + Penalty 1834.284387 = -1152835.934148 nChanged 8 SP:Iteration 136Q (2364.553791 sec): 3 clusters Score: Raw -1154671.303751 + Penalty 1834.284387 = -1152837.019363 nChanged 10 SP:Iteration 137Q (2364.615642 sec): 3 clusters Score: Raw -1154672.920316 + Penalty 1834.284387 = -1152838.635928 nChanged 9 SP:Iteration 138Q (2364.671572 sec): 3 clusters Score: Raw -1154674.457488 + Penalty 1834.284387 = -1152840.173100 nChanged 7 SP:Iteration 139Q (2364.744726 sec): 3 clusters Score: Raw -1154675.580534 + Penalty 1834.284387 = -1152841.296147 nChanged 9 SP:Iteration 140F (2364.801823 sec): 3 clusters Score: Raw -1154676.726296 + Penalty 1834.284387 = -1152842.441909 nChanged 5 SP:Iteration 141Q (2364.875583 sec): 3 clusters Score: Raw -1154677.180117 + Penalty 1834.284387 = -1152842.895730 nChanged 2 SP:Iteration 142Q (2364.934551 sec): 3 clusters Score: Raw -1154677.415686 + Penalty 1834.284387 = -1152843.131298 nChanged 2 SP:Iteration 143Q (2364.996633 sec): 3 clusters Score: Raw -1154677.561239 + Penalty 1834.284387 = -1152843.276852 nChanged 2 SP:Iteration 144Q (2365.050885 sec): 3 clusters Score: Raw -1154677.631356 + Penalty 1834.284387 = -1152843.346969 nChanged 1 SP:Iteration 145Q (2365.123637 sec): 3 clusters Score: Raw -1154677.657585 + Penalty 1834.284387 = -1152843.373198 nChanged 1 SP:Iteration 146Q (2365.175354 sec): 3 clusters Score: Raw -1154677.691434 + Penalty 1834.284387 = -1152843.407046 nChanged 1 SP:Iteration 147Q (2365.239015 sec): 3 clusters Score: Raw -1154677.767702 + Penalty 1834.284387 = -1152843.483315 nChanged 1 SP:Iteration 148Q (2365.304682 sec): 3 clusters Score: Raw -1154677.982425 + Penalty 1834.284387 = -1152843.698037 nChanged 1 SP:Iteration 149Q (2365.356892 sec): 3 clusters Score: Raw -1154678.080048 + Penalty 1834.284387 = -1152843.795661 nChanged 1 SP:Iteration 150Q (2365.421091 sec): 3 clusters Score: Raw -1154678.150735 + Penalty 1834.284387 = -1152843.866348 nChanged 1 SP:Iteration 151Q (2365.484720 sec): 3 clusters Score: Raw -1154678.200302 + Penalty 1834.284387 = -1152843.915915 nChanged 0 SP:Iteration 152F (2365.543878 sec): 3 clusters Score: Raw -1154678.200302 + Penalty 1834.284387 = -1152843.915915 nChanged 0 Trying to split cluster 5 (12950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2365.589785 sec): 2 clusters Score: Raw -873741.862591 + Penalty 899.540851 = -872842.321740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2365.648489 sec): 3 clusters Score: Raw -866009.413033 + Penalty 1799.081703 = -864210.331330 nChanged 5744 SP:Iteration 1F (2365.707042 sec): 3 clusters Score: Raw -869242.096427 + Penalty 1799.081703 = -867443.014724 nChanged 773 SP:Iteration 2F (2365.770466 sec): 3 clusters Score: Raw -869583.200961 + Penalty 1799.081703 = -867784.119258 nChanged 716 SP:Iteration 3F (2365.836524 sec): 3 clusters Score: Raw -869928.354600 + Penalty 1799.081703 = -868129.272897 nChanged 696 SP:Iteration 4F (2365.888723 sec): 3 clusters Score: Raw -870308.438246 + Penalty 1799.081703 = -868509.356543 nChanged 695 SP:Iteration 5F (2365.942151 sec): 3 clusters Score: Raw -870725.648544 + Penalty 1799.081703 = -868926.566841 nChanged 698 SP:Iteration 6F (2366.000065 sec): 3 clusters Score: Raw -871148.007377 + Penalty 1799.081703 = -869348.925674 nChanged 696 SP:Iteration 7F (2366.065887 sec): 3 clusters Score: Raw -871549.943445 + Penalty 1799.081703 = -869750.861743 nChanged 641 SP:Iteration 8Q (2366.129377 sec): 3 clusters Score: Raw -871952.525091 + Penalty 1799.081703 = -870153.443388 nChanged 625 SP:Iteration 9Q (2366.177004 sec): 3 clusters Score: Raw -872284.020302 + Penalty 1799.081703 = -870484.938600 nChanged 501 SP:Iteration 10Q (2366.233871 sec): 3 clusters Score: Raw -872499.302153 + Penalty 1799.081703 = -870700.220450 nChanged 419 SP:Iteration 11Q (2366.294904 sec): 3 clusters Score: Raw -872638.082148 + Penalty 1799.081703 = -870839.000445 nChanged 310 SP:Iteration 12Q (2366.354888 sec): 3 clusters Score: Raw -872729.972322 + Penalty 1799.081703 = -870930.890620 nChanged 242 SP:Iteration 13Q (2366.421240 sec): 3 clusters Score: Raw -872789.452613 + Penalty 1799.081703 = -870990.370911 nChanged 176 SP:Iteration 14Q (2366.486939 sec): 3 clusters Score: Raw -872826.381224 + Penalty 1799.081703 = -871027.299521 nChanged 149 SP:Iteration 15Q (2366.549815 sec): 3 clusters Score: Raw -872854.462699 + Penalty 1799.081703 = -871055.380996 nChanged 118 SP:Iteration 16Q (2366.594748 sec): 3 clusters Score: Raw -872873.162796 + Penalty 1799.081703 = -871074.081093 nChanged 92 SP:Iteration 17Q (2366.661682 sec): 3 clusters Score: Raw -872888.328967 + Penalty 1799.081703 = -871089.247264 nChanged 75 SP:Iteration 18Q (2366.715651 sec): 3 clusters Score: Raw -872898.859998 + Penalty 1799.081703 = -871099.778295 nChanged 77 SP:Iteration 19Q (2366.777778 sec): 3 clusters Score: Raw -872909.053841 + Penalty 1799.081703 = -871109.972139 nChanged 70 SP:Iteration 20F (2366.836483 sec): 3 clusters Score: Raw -872916.516075 + Penalty 1799.081703 = -871117.434372 nChanged 43 SP:Iteration 21Q (2366.901585 sec): 3 clusters Score: Raw -872921.091952 + Penalty 1799.081703 = -871122.010249 nChanged 46 SP:Iteration 22Q (2366.966719 sec): 3 clusters Score: Raw -872925.039054 + Penalty 1799.081703 = -871125.957352 nChanged 35 SP:Iteration 23Q (2367.030047 sec): 3 clusters Score: Raw -872927.518348 + Penalty 1799.081703 = -871128.436646 nChanged 27 SP:Iteration 24Q (2367.094295 sec): 3 clusters Score: Raw -872929.531254 + Penalty 1799.081703 = -871130.449551 nChanged 22 SP:Iteration 25Q (2367.157547 sec): 3 clusters Score: Raw -872930.895563 + Penalty 1799.081703 = -871131.813861 nChanged 21 SP:Iteration 26Q (2367.221783 sec): 3 clusters Score: Raw -872932.600676 + Penalty 1799.081703 = -871133.518973 nChanged 29 SP:Iteration 27Q (2367.274117 sec): 3 clusters Score: Raw -872934.585320 + Penalty 1799.081703 = -871135.503617 nChanged 26 SP:Iteration 28Q (2367.327815 sec): 3 clusters Score: Raw -872936.929452 + Penalty 1799.081703 = -871137.847749 nChanged 34 SP:Iteration 29Q (2367.392122 sec): 3 clusters Score: Raw -872940.882839 + Penalty 1799.081703 = -871141.801136 nChanged 41 SP:Iteration 30Q (2367.447128 sec): 3 clusters Score: Raw -872946.212801 + Penalty 1799.081703 = -871147.131098 nChanged 52 SP:Iteration 31Q (2367.512311 sec): 3 clusters Score: Raw -872952.593919 + Penalty 1799.081703 = -871153.512216 nChanged 57 SP:Iteration 32Q (2367.567331 sec): 3 clusters Score: Raw -872960.381931 + Penalty 1799.081703 = -871161.300228 nChanged 72 SP:Iteration 33Q (2367.623050 sec): 3 clusters Score: Raw -872970.346367 + Penalty 1799.081703 = -871171.264664 nChanged 73 SP:Iteration 34Q (2367.680037 sec): 3 clusters Score: Raw -872979.692461 + Penalty 1799.081703 = -871180.610758 nChanged 73 SP:Iteration 35Q (2367.738212 sec): 3 clusters Score: Raw -872990.315258 + Penalty 1799.081703 = -871191.233555 nChanged 68 SP:Iteration 36Q (2367.809160 sec): 3 clusters Score: Raw -872999.946346 + Penalty 1799.081703 = -871200.864643 nChanged 70 SP:Iteration 37Q (2367.854412 sec): 3 clusters Score: Raw -873011.166797 + Penalty 1799.081703 = -871212.085094 nChanged 87 SP:Iteration 38Q (2367.912674 sec): 3 clusters Score: Raw -873026.228779 + Penalty 1799.081703 = -871227.147076 nChanged 90 SP:Iteration 39Q (2367.959114 sec): 3 clusters Score: Raw -873041.918939 + Penalty 1799.081703 = -871242.837236 nChanged 100 SP:Iteration 40F (2368.012013 sec): 3 clusters Score: Raw -873059.587796 + Penalty 1799.081703 = -871260.506093 nChanged 92 SP:Iteration 41Q (2368.072643 sec): 3 clusters Score: Raw -873076.184367 + Penalty 1799.081703 = -871277.102664 nChanged 88 SP:Iteration 42Q (2368.124283 sec): 3 clusters Score: Raw -873091.491930 + Penalty 1799.081703 = -871292.410228 nChanged 88 SP:Iteration 43Q (2368.188984 sec): 3 clusters Score: Raw -873108.361610 + Penalty 1799.081703 = -871309.279907 nChanged 98 SP:Iteration 44Q (2368.239921 sec): 3 clusters Score: Raw -873129.273770 + Penalty 1799.081703 = -871330.192068 nChanged 128 SP:Iteration 45Q (2368.293389 sec): 3 clusters Score: Raw -873160.258630 + Penalty 1799.081703 = -871361.176927 nChanged 129 SP:Iteration 46Q (2368.358219 sec): 3 clusters Score: Raw -873191.117448 + Penalty 1799.081703 = -871392.035745 nChanged 132 SP:Iteration 47Q (2368.407360 sec): 3 clusters Score: Raw -873225.514076 + Penalty 1799.081703 = -871426.432373 nChanged 131 SP:Iteration 48Q (2368.471067 sec): 3 clusters Score: Raw -873260.451602 + Penalty 1799.081703 = -871461.369900 nChanged 137 SP:Iteration 49Q (2368.518383 sec): 3 clusters Score: Raw -873297.539684 + Penalty 1799.081703 = -871498.457981 nChanged 158 SP:Iteration 50Q (2368.574524 sec): 3 clusters Score: Raw -873349.228897 + Penalty 1799.081703 = -871550.147195 nChanged 178 SP:Iteration 51Q (2368.629638 sec): 3 clusters Score: Raw -873411.585495 + Penalty 1799.081703 = -871612.503792 nChanged 184 SP:Iteration 52Q (2368.690051 sec): 3 clusters Score: Raw -873478.914728 + Penalty 1799.081703 = -871679.833025 nChanged 177 SP:Iteration 53Q (2368.756338 sec): 3 clusters Score: Raw -873538.457413 + Penalty 1799.081703 = -871739.375711 nChanged 160 SP:Iteration 54Q (2368.806879 sec): 3 clusters Score: Raw -873593.926762 + Penalty 1799.081703 = -871794.845059 nChanged 151 SP:Iteration 55Q (2368.866279 sec): 3 clusters Score: Raw -873641.811486 + Penalty 1799.081703 = -871842.729783 nChanged 128 SP:Iteration 56Q (2368.923756 sec): 3 clusters Score: Raw -873679.811087 + Penalty 1799.081703 = -871880.729384 nChanged 110 SP:Iteration 57Q (2368.983105 sec): 3 clusters Score: Raw -873712.133894 + Penalty 1799.081703 = -871913.052192 nChanged 106 SP:Iteration 58Q (2369.054594 sec): 3 clusters Score: Raw -873737.555244 + Penalty 1799.081703 = -871938.473541 nChanged 86 SP:Iteration 59Q (2369.117541 sec): 3 clusters Score: Raw -873758.792432 + Penalty 1799.081703 = -871959.710729 nChanged 68 SP:Iteration 60F (2369.179008 sec): 3 clusters Score: Raw -873778.122297 + Penalty 1799.081703 = -871979.040594 nChanged 73 SP:Iteration 61Q (2369.227981 sec): 3 clusters Score: Raw -873798.286811 + Penalty 1799.081703 = -871999.205109 nChanged 75 SP:Iteration 62Q (2369.285156 sec): 3 clusters Score: Raw -873818.545188 + Penalty 1799.081703 = -872019.463485 nChanged 67 SP:Iteration 63Q (2369.344615 sec): 3 clusters Score: Raw -873836.772488 + Penalty 1799.081703 = -872037.690785 nChanged 49 SP:Iteration 64Q (2369.405354 sec): 3 clusters Score: Raw -873850.146100 + Penalty 1799.081703 = -872051.064397 nChanged 51 SP:Iteration 65Q (2369.475741 sec): 3 clusters Score: Raw -873868.377386 + Penalty 1799.081703 = -872069.295683 nChanged 56 SP:Iteration 66Q (2369.523651 sec): 3 clusters Score: Raw -873890.600793 + Penalty 1799.081703 = -872091.519090 nChanged 62 SP:Iteration 67Q (2369.574802 sec): 3 clusters Score: Raw -873914.636926 + Penalty 1799.081703 = -872115.555223 nChanged 74 SP:Iteration 68Q (2369.643788 sec): 3 clusters Score: Raw -873942.317710 + Penalty 1799.081703 = -872143.236007 nChanged 55 SP:Iteration 69Q (2369.697142 sec): 3 clusters Score: Raw -873962.030684 + Penalty 1799.081703 = -872162.948981 nChanged 56 SP:Iteration 70Q (2369.748165 sec): 3 clusters Score: Raw -873980.391293 + Penalty 1799.081703 = -872181.309590 nChanged 49 SP:Iteration 71Q (2369.815835 sec): 3 clusters Score: Raw -873994.318528 + Penalty 1799.081703 = -872195.236825 nChanged 38 SP:Iteration 72Q (2369.874417 sec): 3 clusters Score: Raw -874004.456624 + Penalty 1799.081703 = -872205.374921 nChanged 33 SP:Iteration 73Q (2369.924849 sec): 3 clusters Score: Raw -874013.192219 + Penalty 1799.081703 = -872214.110516 nChanged 30 SP:Iteration 74Q (2369.984260 sec): 3 clusters Score: Raw -874020.705134 + Penalty 1799.081703 = -872221.623432 nChanged 22 SP:Iteration 75Q (2370.034064 sec): 3 clusters Score: Raw -874024.616930 + Penalty 1799.081703 = -872225.535227 nChanged 15 SP:Iteration 76Q (2370.106495 sec): 3 clusters Score: Raw -874026.808974 + Penalty 1799.081703 = -872227.727272 nChanged 12 SP:Iteration 77Q (2370.165502 sec): 3 clusters Score: Raw -874028.972625 + Penalty 1799.081703 = -872229.890922 nChanged 6 SP:Iteration 78Q (2370.226858 sec): 3 clusters Score: Raw -874031.308068 + Penalty 1799.081703 = -872232.226365 nChanged 9 SP:Iteration 79Q (2370.283023 sec): 3 clusters Score: Raw -874032.551744 + Penalty 1799.081703 = -872233.470041 nChanged 4 SP:Iteration 80F (2370.344835 sec): 3 clusters Score: Raw -874033.266598 + Penalty 1799.081703 = -872234.184895 nChanged 5 SP:Iteration 81Q (2370.394115 sec): 3 clusters Score: Raw -874034.127969 + Penalty 1799.081703 = -872235.046266 nChanged 6 SP:Iteration 82Q (2370.467041 sec): 3 clusters Score: Raw -874034.856957 + Penalty 1799.081703 = -872235.775255 nChanged 2 SP:Iteration 83Q (2370.514944 sec): 3 clusters Score: Raw -874035.109840 + Penalty 1799.081703 = -872236.028137 nChanged 2 SP:Iteration 84Q (2370.570845 sec): 3 clusters Score: Raw -874035.424698 + Penalty 1799.081703 = -872236.342995 nChanged 3 SP:Iteration 85Q (2370.628093 sec): 3 clusters Score: Raw -874036.149863 + Penalty 1799.081703 = -872237.068160 nChanged 3 SP:Iteration 86Q (2370.695080 sec): 3 clusters Score: Raw -874036.906164 + Penalty 1799.081703 = -872237.824461 nChanged 2 SP:Iteration 87Q (2370.758152 sec): 3 clusters Score: Raw -874037.368267 + Penalty 1799.081703 = -872238.286565 nChanged 3 SP:Iteration 88Q (2370.819841 sec): 3 clusters Score: Raw -874038.133084 + Penalty 1799.081703 = -872239.051381 nChanged 8 SP:Iteration 89Q (2370.881339 sec): 3 clusters Score: Raw -874039.733906 + Penalty 1799.081703 = -872240.652203 nChanged 6 SP:Iteration 90Q (2370.931887 sec): 3 clusters Score: Raw -874040.947906 + Penalty 1799.081703 = -872241.866203 nChanged 9 SP:Iteration 91Q (2370.997559 sec): 3 clusters Score: Raw -874041.987187 + Penalty 1799.081703 = -872242.905485 nChanged 2 SP:Iteration 92Q (2371.053677 sec): 3 clusters Score: Raw -874042.262366 + Penalty 1799.081703 = -872243.180663 nChanged 3 SP:Iteration 93Q (2371.113543 sec): 3 clusters Score: Raw -874042.688519 + Penalty 1799.081703 = -872243.606816 nChanged 3 SP:Iteration 94Q (2371.173305 sec): 3 clusters Score: Raw -874043.059451 + Penalty 1799.081703 = -872243.977748 nChanged 3 SP:Iteration 95Q (2371.233886 sec): 3 clusters Score: Raw -874043.914912 + Penalty 1799.081703 = -872244.833210 nChanged 2 SP:Iteration 96Q (2371.293737 sec): 3 clusters Score: Raw -874044.437498 + Penalty 1799.081703 = -872245.355795 nChanged 1 SP:Iteration 97Q (2371.341357 sec): 3 clusters Score: Raw -874044.539688 + Penalty 1799.081703 = -872245.457985 nChanged 0 SP:Iteration 98F (2371.412721 sec): 3 clusters Score: Raw -874044.539688 + Penalty 1799.081703 = -872245.457985 nChanged 0 Trying to split cluster 6 (4907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2371.440830 sec): 2 clusters Score: Raw -328605.056040 + Penalty 807.349713 = -327797.706327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2371.488525 sec): 3 clusters Score: Raw -325900.582566 + Penalty 1614.699427 = -324285.883139 nChanged 2118 SP:Iteration 1F (2371.543799 sec): 3 clusters Score: Raw -327179.892183 + Penalty 1614.699427 = -325565.192756 nChanged 391 SP:Iteration 2F (2371.585936 sec): 3 clusters Score: Raw -327463.191621 + Penalty 1614.699427 = -325848.492194 nChanged 371 SP:Iteration 3F (2371.640709 sec): 3 clusters Score: Raw -327735.583920 + Penalty 1614.699427 = -326120.884493 nChanged 303 SP:Iteration 4F (2371.683606 sec): 3 clusters Score: Raw -327923.180273 + Penalty 1614.699427 = -326308.480846 nChanged 249 SP:Iteration 5F (2371.741314 sec): 3 clusters Score: Raw -328060.054516 + Penalty 1614.699427 = -326445.355090 nChanged 185 SP:Iteration 6Q (2371.791904 sec): 3 clusters Score: Raw -328154.718402 + Penalty 1614.699427 = -326540.018975 nChanged 165 SP:Iteration 7Q (2371.848779 sec): 3 clusters Score: Raw -328232.949421 + Penalty 1614.699427 = -326618.249994 nChanged 122 SP:Iteration 8Q (2371.900117 sec): 3 clusters Score: Raw -328281.819427 + Penalty 1614.699427 = -326667.120000 nChanged 108 SP:Iteration 9Q (2371.950023 sec): 3 clusters Score: Raw -328328.694525 + Penalty 1614.699427 = -326713.995098 nChanged 106 SP:Iteration 10Q (2371.995148 sec): 3 clusters Score: Raw -328374.977734 + Penalty 1614.699427 = -326760.278307 nChanged 87 SP:Iteration 11Q (2372.042253 sec): 3 clusters Score: Raw -328411.089910 + Penalty 1614.699427 = -326796.390484 nChanged 75 SP:Iteration 12Q (2372.105525 sec): 3 clusters Score: Raw -328444.492341 + Penalty 1614.699427 = -326829.792914 nChanged 67 SP:Iteration 13Q (2372.144244 sec): 3 clusters Score: Raw -328474.938577 + Penalty 1614.699427 = -326860.239151 nChanged 65 SP:Iteration 14Q (2372.199171 sec): 3 clusters Score: Raw -328503.788437 + Penalty 1614.699427 = -326889.089010 nChanged 53 SP:Iteration 15Q (2372.252646 sec): 3 clusters Score: Raw -328524.139342 + Penalty 1614.699427 = -326909.439915 nChanged 49 SP:Iteration 16Q (2372.299741 sec): 3 clusters Score: Raw -328541.835474 + Penalty 1614.699427 = -326927.136047 nChanged 56 SP:Iteration 17Q (2372.348423 sec): 3 clusters Score: Raw -328562.045857 + Penalty 1614.699427 = -326947.346431 nChanged 58 SP:Iteration 18Q (2372.389532 sec): 3 clusters Score: Raw -328583.515947 + Penalty 1614.699427 = -326968.816520 nChanged 51 SP:Iteration 19Q (2372.444457 sec): 3 clusters Score: Raw -328606.438499 + Penalty 1614.699427 = -326991.739072 nChanged 52 SP:Iteration 20F (2372.489943 sec): 3 clusters Score: Raw -328629.578098 + Penalty 1614.699427 = -327014.878671 nChanged 44 SP:Iteration 21Q (2372.524547 sec): 3 clusters Score: Raw -328646.101654 + Penalty 1614.699427 = -327031.402227 nChanged 32 SP:Iteration 22Q (2372.573642 sec): 3 clusters Score: Raw -328657.332908 + Penalty 1614.699427 = -327042.633481 nChanged 32 SP:Iteration 23Q (2372.617542 sec): 3 clusters Score: Raw -328669.328486 + Penalty 1614.699427 = -327054.629059 nChanged 36 SP:Iteration 24Q (2372.664173 sec): 3 clusters Score: Raw -328682.437006 + Penalty 1614.699427 = -327067.737579 nChanged 38 SP:Iteration 25Q (2372.711468 sec): 3 clusters Score: Raw -328700.817872 + Penalty 1614.699427 = -327086.118445 nChanged 36 SP:Iteration 26Q (2372.759841 sec): 3 clusters Score: Raw -328717.323341 + Penalty 1614.699427 = -327102.623915 nChanged 26 SP:Iteration 27Q (2372.811197 sec): 3 clusters Score: Raw -328730.089245 + Penalty 1614.699427 = -327115.389818 nChanged 17 SP:Iteration 28Q (2372.869442 sec): 3 clusters Score: Raw -328737.755050 + Penalty 1614.699427 = -327123.055623 nChanged 20 SP:Iteration 29Q (2372.917574 sec): 3 clusters Score: Raw -328745.454961 + Penalty 1614.699427 = -327130.755534 nChanged 16 SP:Iteration 30Q (2372.957788 sec): 3 clusters Score: Raw -328752.240964 + Penalty 1614.699427 = -327137.541537 nChanged 16 SP:Iteration 31Q (2373.004799 sec): 3 clusters Score: Raw -328756.918597 + Penalty 1614.699427 = -327142.219170 nChanged 7 SP:Iteration 32Q (2373.044989 sec): 3 clusters Score: Raw -328759.861425 + Penalty 1614.699427 = -327145.161998 nChanged 5 SP:Iteration 33Q (2373.092336 sec): 3 clusters Score: Raw -328761.869705 + Penalty 1614.699427 = -327147.170279 nChanged 8 SP:Iteration 34Q (2373.136651 sec): 3 clusters Score: Raw -328764.161000 + Penalty 1614.699427 = -327149.461574 nChanged 4 SP:Iteration 35Q (2373.186320 sec): 3 clusters Score: Raw -328765.737921 + Penalty 1614.699427 = -327151.038495 nChanged 5 SP:Iteration 36Q (2373.231740 sec): 3 clusters Score: Raw -328769.772757 + Penalty 1614.699427 = -327155.073330 nChanged 4 SP:Iteration 37Q (2373.289681 sec): 3 clusters Score: Raw -328772.097450 + Penalty 1614.699427 = -327157.398024 nChanged 4 SP:Iteration 38Q (2373.331054 sec): 3 clusters Score: Raw -328773.915970 + Penalty 1614.699427 = -327159.216543 nChanged 5 SP:Iteration 39Q (2373.365627 sec): 3 clusters Score: Raw -328775.956943 + Penalty 1614.699427 = -327161.257517 nChanged 1 SP:Iteration 40F (2373.418760 sec): 3 clusters Score: Raw -328776.329974 + Penalty 1614.699427 = -327161.630547 nChanged 3 SP:Iteration 41Q (2373.455683 sec): 3 clusters Score: Raw -328777.472154 + Penalty 1614.699427 = -327162.772727 nChanged 0 SP:Iteration 42F (2373.517445 sec): 3 clusters Score: Raw -328777.472154 + Penalty 1614.699427 = -327162.772727 nChanged 0 Trying to split cluster 7 (18410 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2373.565455 sec): 2 clusters Score: Raw -1361070.401593 + Penalty 932.961681 = -1360137.439912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2373.636627 sec): 3 clusters Score: Raw -1349686.682241 + Penalty 1865.923362 = -1347820.758879 nChanged 8531 SP:Iteration 1F (2373.707108 sec): 3 clusters Score: Raw -1354680.691238 + Penalty 1865.923362 = -1352814.767876 nChanged 1108 SP:Iteration 2F (2373.765457 sec): 3 clusters Score: Raw -1355313.530272 + Penalty 1865.923362 = -1353447.606910 nChanged 1266 SP:Iteration 3F (2373.835853 sec): 3 clusters Score: Raw -1356243.141960 + Penalty 1865.923362 = -1354377.218598 nChanged 1333 SP:Iteration 4F (2373.902767 sec): 3 clusters Score: Raw -1357407.322321 + Penalty 1865.923362 = -1355541.398959 nChanged 1323 SP:Iteration 5F (2373.973046 sec): 3 clusters Score: Raw -1358637.871943 + Penalty 1865.923362 = -1356771.948581 nChanged 1158 SP:Iteration 6F (2374.040639 sec): 3 clusters Score: Raw -1359573.823617 + Penalty 1865.923362 = -1357707.900255 nChanged 824 SP:Iteration 7Q (2374.103151 sec): 3 clusters Score: Raw -1360095.152745 + Penalty 1865.923362 = -1358229.229383 nChanged 497 SP:Iteration 8Q (2374.169964 sec): 3 clusters Score: Raw -1360344.420046 + Penalty 1865.923362 = -1358478.496684 nChanged 351 SP:Iteration 9Q (2374.250011 sec): 3 clusters Score: Raw -1360505.505802 + Penalty 1865.923362 = -1358639.582440 nChanged 294 SP:Iteration 10Q (2374.316720 sec): 3 clusters Score: Raw -1360635.072431 + Penalty 1865.923362 = -1358769.149068 nChanged 273 SP:Iteration 11Q (2374.382004 sec): 3 clusters Score: Raw -1360751.820781 + Penalty 1865.923362 = -1358885.897419 nChanged 228 SP:Iteration 12Q (2374.451110 sec): 3 clusters Score: Raw -1360851.367952 + Penalty 1865.923362 = -1358985.444590 nChanged 213 SP:Iteration 13Q (2374.504390 sec): 3 clusters Score: Raw -1360951.563982 + Penalty 1865.923362 = -1359085.640620 nChanged 203 SP:Iteration 14Q (2374.579871 sec): 3 clusters Score: Raw -1361033.266497 + Penalty 1865.923362 = -1359167.343135 nChanged 174 SP:Iteration 15Q (2374.651037 sec): 3 clusters Score: Raw -1361099.230703 + Penalty 1865.923362 = -1359233.307341 nChanged 156 SP:Iteration 16Q (2374.711871 sec): 3 clusters Score: Raw -1361148.283315 + Penalty 1865.923362 = -1359282.359953 nChanged 136 SP:Iteration 17Q (2374.781063 sec): 3 clusters Score: Raw -1361187.669885 + Penalty 1865.923362 = -1359321.746522 nChanged 129 SP:Iteration 18Q (2374.863142 sec): 3 clusters Score: Raw -1361216.616687 + Penalty 1865.923362 = -1359350.693325 nChanged 94 SP:Iteration 19Q (2374.933177 sec): 3 clusters Score: Raw -1361234.751384 + Penalty 1865.923362 = -1359368.828022 nChanged 73 SP:Iteration 20F (2375.003823 sec): 3 clusters Score: Raw -1361248.405662 + Penalty 1865.923362 = -1359382.482300 nChanged 69 SP:Iteration 21Q (2375.060650 sec): 3 clusters Score: Raw -1361260.677486 + Penalty 1865.923362 = -1359394.754124 nChanged 69 SP:Iteration 22Q (2375.133211 sec): 3 clusters Score: Raw -1361273.021744 + Penalty 1865.923362 = -1359407.098381 nChanged 51 SP:Iteration 23Q (2375.204033 sec): 3 clusters Score: Raw -1361281.322336 + Penalty 1865.923362 = -1359415.398974 nChanged 42 SP:Iteration 24Q (2375.262860 sec): 3 clusters Score: Raw -1361287.589427 + Penalty 1865.923362 = -1359421.666064 nChanged 55 SP:Iteration 25Q (2375.333828 sec): 3 clusters Score: Raw -1361296.484168 + Penalty 1865.923362 = -1359430.560806 nChanged 44 SP:Iteration 26Q (2375.394676 sec): 3 clusters Score: Raw -1361301.526913 + Penalty 1865.923362 = -1359435.603551 nChanged 32 SP:Iteration 27Q (2375.472312 sec): 3 clusters Score: Raw -1361305.508279 + Penalty 1865.923362 = -1359439.584917 nChanged 32 SP:Iteration 28Q (2375.538075 sec): 3 clusters Score: Raw -1361309.369711 + Penalty 1865.923362 = -1359443.446349 nChanged 25 SP:Iteration 29Q (2375.594499 sec): 3 clusters Score: Raw -1361312.739621 + Penalty 1865.923362 = -1359446.816259 nChanged 33 SP:Iteration 30Q (2375.667369 sec): 3 clusters Score: Raw -1361317.685545 + Penalty 1865.923362 = -1359451.762182 nChanged 39 SP:Iteration 31Q (2375.727022 sec): 3 clusters Score: Raw -1361323.441510 + Penalty 1865.923362 = -1359457.518148 nChanged 31 SP:Iteration 32Q (2375.793574 sec): 3 clusters Score: Raw -1361327.495093 + Penalty 1865.923362 = -1359461.571731 nChanged 33 SP:Iteration 33Q (2375.865200 sec): 3 clusters Score: Raw -1361331.139056 + Penalty 1865.923362 = -1359465.215694 nChanged 23 SP:Iteration 34Q (2375.939061 sec): 3 clusters Score: Raw -1361333.445109 + Penalty 1865.923362 = -1359467.521747 nChanged 28 SP:Iteration 35Q (2376.004071 sec): 3 clusters Score: Raw -1361336.086248 + Penalty 1865.923362 = -1359470.162886 nChanged 21 SP:Iteration 36Q (2376.071333 sec): 3 clusters Score: Raw -1361337.972643 + Penalty 1865.923362 = -1359472.049281 nChanged 20 SP:Iteration 37Q (2376.140055 sec): 3 clusters Score: Raw -1361340.087521 + Penalty 1865.923362 = -1359474.164158 nChanged 13 SP:Iteration 38Q (2376.205781 sec): 3 clusters Score: Raw -1361341.302630 + Penalty 1865.923362 = -1359475.379268 nChanged 13 SP:Iteration 39Q (2376.276316 sec): 3 clusters Score: Raw -1361342.476081 + Penalty 1865.923362 = -1359476.552719 nChanged 14 SP:Iteration 40F (2376.335929 sec): 3 clusters Score: Raw -1361343.331530 + Penalty 1865.923362 = -1359477.408168 nChanged 12 SP:Iteration 41Q (2376.405697 sec): 3 clusters Score: Raw -1361344.173173 + Penalty 1865.923362 = -1359478.249810 nChanged 12 SP:Iteration 42Q (2376.473246 sec): 3 clusters Score: Raw -1361344.966839 + Penalty 1865.923362 = -1359479.043477 nChanged 11 SP:Iteration 43Q (2376.538860 sec): 3 clusters Score: Raw -1361345.943675 + Penalty 1865.923362 = -1359480.020313 nChanged 12 SP:Iteration 44Q (2376.608616 sec): 3 clusters Score: Raw -1361347.085599 + Penalty 1865.923362 = -1359481.162237 nChanged 13 SP:Iteration 45Q (2376.672156 sec): 3 clusters Score: Raw -1361348.538905 + Penalty 1865.923362 = -1359482.615543 nChanged 19 SP:Iteration 46Q (2376.744851 sec): 3 clusters Score: Raw -1361350.705952 + Penalty 1865.923362 = -1359484.782590 nChanged 20 SP:Iteration 47Q (2376.808676 sec): 3 clusters Score: Raw -1361352.959724 + Penalty 1865.923362 = -1359487.036362 nChanged 21 SP:Iteration 48Q (2376.875018 sec): 3 clusters Score: Raw -1361355.592977 + Penalty 1865.923362 = -1359489.669615 nChanged 22 SP:Iteration 49Q (2376.940848 sec): 3 clusters Score: Raw -1361358.398634 + Penalty 1865.923362 = -1359492.475272 nChanged 20 SP:Iteration 50Q (2377.004366 sec): 3 clusters Score: Raw -1361360.408771 + Penalty 1865.923362 = -1359494.485409 nChanged 18 SP:Iteration 51Q (2377.064154 sec): 3 clusters Score: Raw -1361362.591355 + Penalty 1865.923362 = -1359496.667992 nChanged 18 SP:Iteration 52Q (2377.124889 sec): 3 clusters Score: Raw -1361364.625014 + Penalty 1865.923362 = -1359498.701652 nChanged 15 SP:Iteration 53Q (2377.191590 sec): 3 clusters Score: Raw -1361365.829229 + Penalty 1865.923362 = -1359499.905867 nChanged 10 SP:Iteration 54Q (2377.250429 sec): 3 clusters Score: Raw -1361366.617156 + Penalty 1865.923362 = -1359500.693794 nChanged 13 SP:Iteration 55Q (2377.319046 sec): 3 clusters Score: Raw -1361367.563695 + Penalty 1865.923362 = -1359501.640333 nChanged 21 SP:Iteration 56Q (2377.388875 sec): 3 clusters Score: Raw -1361369.215260 + Penalty 1865.923362 = -1359503.291898 nChanged 13 SP:Iteration 57Q (2377.453453 sec): 3 clusters Score: Raw -1361370.040958 + Penalty 1865.923362 = -1359504.117595 nChanged 12 SP:Iteration 58Q (2377.523415 sec): 3 clusters Score: Raw -1361370.842759 + Penalty 1865.923362 = -1359504.919397 nChanged 8 SP:Iteration 59Q (2377.579494 sec): 3 clusters Score: Raw -1361371.326902 + Penalty 1865.923362 = -1359505.403540 nChanged 7 SP:Iteration 60F (2377.632385 sec): 3 clusters Score: Raw -1361371.809909 + Penalty 1865.923362 = -1359505.886547 nChanged 7 SP:Iteration 61Q (2377.702637 sec): 3 clusters Score: Raw -1361372.317748 + Penalty 1865.923362 = -1359506.394386 nChanged 5 SP:Iteration 62Q (2377.764310 sec): 3 clusters Score: Raw -1361372.820889 + Penalty 1865.923362 = -1359506.897527 nChanged 8 SP:Iteration 63Q (2377.823475 sec): 3 clusters Score: Raw -1361373.347022 + Penalty 1865.923362 = -1359507.423659 nChanged 7 SP:Iteration 64Q (2377.883292 sec): 3 clusters Score: Raw -1361373.861319 + Penalty 1865.923362 = -1359507.937957 nChanged 12 SP:Iteration 65Q (2377.946794 sec): 3 clusters Score: Raw -1361374.728585 + Penalty 1865.923362 = -1359508.805222 nChanged 9 SP:Iteration 66Q (2378.015757 sec): 3 clusters Score: Raw -1361375.382326 + Penalty 1865.923362 = -1359509.458964 nChanged 8 SP:Iteration 67Q (2378.078220 sec): 3 clusters Score: Raw -1361376.100881 + Penalty 1865.923362 = -1359510.177519 nChanged 11 SP:Iteration 68Q (2378.138087 sec): 3 clusters Score: Raw -1361376.848997 + Penalty 1865.923362 = -1359510.925635 nChanged 9 SP:Iteration 69Q (2378.200129 sec): 3 clusters Score: Raw -1361377.360176 + Penalty 1865.923362 = -1359511.436814 nChanged 5 SP:Iteration 70Q (2378.270660 sec): 3 clusters Score: Raw -1361377.728079 + Penalty 1865.923362 = -1359511.804717 nChanged 9 SP:Iteration 71Q (2378.326516 sec): 3 clusters Score: Raw -1361378.693503 + Penalty 1865.923362 = -1359512.770141 nChanged 8 SP:Iteration 72Q (2378.401502 sec): 3 clusters Score: Raw -1361379.491723 + Penalty 1865.923362 = -1359513.568361 nChanged 7 SP:Iteration 73Q (2378.458053 sec): 3 clusters Score: Raw -1361379.949941 + Penalty 1865.923362 = -1359514.026579 nChanged 6 SP:Iteration 74Q (2378.534073 sec): 3 clusters Score: Raw -1361380.229819 + Penalty 1865.923362 = -1359514.306457 nChanged 1 SP:Iteration 75Q (2378.598632 sec): 3 clusters Score: Raw -1361380.318118 + Penalty 1865.923362 = -1359514.394756 nChanged 1 SP:Iteration 76Q (2378.657192 sec): 3 clusters Score: Raw -1361380.412278 + Penalty 1865.923362 = -1359514.488916 nChanged 2 SP:Iteration 77Q (2378.725144 sec): 3 clusters Score: Raw -1361380.576207 + Penalty 1865.923362 = -1359514.652845 nChanged 2 SP:Iteration 78Q (2378.799434 sec): 3 clusters Score: Raw -1361380.719843 + Penalty 1865.923362 = -1359514.796481 nChanged 1 SP:Iteration 79Q (2378.865673 sec): 3 clusters Score: Raw -1361380.755570 + Penalty 1865.923362 = -1359514.832208 nChanged 0 SP:Iteration 80F (2378.924288 sec): 3 clusters Score: Raw -1361380.755570 + Penalty 1865.923362 = -1359514.832208 nChanged 0 Trying to split cluster 8 (8230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2378.959499 sec): 2 clusters Score: Raw -612646.820291 + Penalty 856.476423 = -611790.343868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.016484 sec): 3 clusters Score: Raw -607800.799654 + Penalty 1712.952846 = -606087.846809 nChanged 3695 SP:Iteration 1F (2379.075828 sec): 3 clusters Score: Raw -609888.999741 + Penalty 1712.952846 = -608176.046895 nChanged 563 SP:Iteration 2F (2379.128218 sec): 3 clusters Score: Raw -610211.037855 + Penalty 1712.952846 = -608498.085010 nChanged 547 SP:Iteration 3F (2379.176369 sec): 3 clusters Score: Raw -610532.816108 + Penalty 1712.952846 = -608819.863262 nChanged 552 SP:Iteration 4F (2379.233802 sec): 3 clusters Score: Raw -610872.466201 + Penalty 1712.952846 = -609159.513355 nChanged 541 SP:Iteration 5F (2379.279067 sec): 3 clusters Score: Raw -611235.466404 + Penalty 1712.952846 = -609522.513558 nChanged 477 SP:Iteration 6F (2379.342485 sec): 3 clusters Score: Raw -611526.141296 + Penalty 1712.952846 = -609813.188451 nChanged 427 SP:Iteration 7F (2379.395570 sec): 3 clusters Score: Raw -611764.380886 + Penalty 1712.952846 = -610051.428040 nChanged 332 SP:Iteration 8Q (2379.440853 sec): 3 clusters Score: Raw -611935.543972 + Penalty 1712.952846 = -610222.591126 nChanged 270 SP:Iteration 9Q (2379.504330 sec): 3 clusters Score: Raw -612064.970378 + Penalty 1712.952846 = -610352.017532 nChanged 218 SP:Iteration 10Q (2379.561956 sec): 3 clusters Score: Raw -612158.991423 + Penalty 1712.952846 = -610446.038577 nChanged 209 SP:Iteration 11Q (2379.609775 sec): 3 clusters Score: Raw -612238.286292 + Penalty 1712.952846 = -610525.333446 nChanged 156 SP:Iteration 12Q (2379.670417 sec): 3 clusters Score: Raw -612286.366663 + Penalty 1712.952846 = -610573.413817 nChanged 119 SP:Iteration 13Q (2379.734270 sec): 3 clusters Score: Raw -612318.219741 + Penalty 1712.952846 = -610605.266895 nChanged 107 SP:Iteration 14Q (2379.775483 sec): 3 clusters Score: Raw -612340.376328 + Penalty 1712.952846 = -610627.423482 nChanged 76 SP:Iteration 15Q (2379.833576 sec): 3 clusters Score: Raw -612356.981735 + Penalty 1712.952846 = -610644.028889 nChanged 62 SP:Iteration 16Q (2379.900304 sec): 3 clusters Score: Raw -612370.004040 + Penalty 1712.952846 = -610657.051194 nChanged 54 SP:Iteration 17Q (2379.952339 sec): 3 clusters Score: Raw -612382.838550 + Penalty 1712.952846 = -610669.885705 nChanged 53 SP:Iteration 18Q (2380.012214 sec): 3 clusters Score: Raw -612393.645165 + Penalty 1712.952846 = -610680.692319 nChanged 41 SP:Iteration 19Q (2380.071093 sec): 3 clusters Score: Raw -612399.968643 + Penalty 1712.952846 = -610687.015797 nChanged 35 SP:Iteration 20F (2380.127579 sec): 3 clusters Score: Raw -612403.885236 + Penalty 1712.952846 = -610690.932390 nChanged 24 SP:Iteration 21Q (2380.163795 sec): 3 clusters Score: Raw -612406.462999 + Penalty 1712.952846 = -610693.510154 nChanged 23 SP:Iteration 22Q (2380.217123 sec): 3 clusters Score: Raw -612409.509929 + Penalty 1712.952846 = -610696.557083 nChanged 28 SP:Iteration 23Q (2380.268536 sec): 3 clusters Score: Raw -612412.457928 + Penalty 1712.952846 = -610699.505082 nChanged 15 SP:Iteration 24Q (2380.322531 sec): 3 clusters Score: Raw -612413.879854 + Penalty 1712.952846 = -610700.927009 nChanged 7 SP:Iteration 25Q (2380.385997 sec): 3 clusters Score: Raw -612414.392942 + Penalty 1712.952846 = -610701.440096 nChanged 7 SP:Iteration 26Q (2380.441408 sec): 3 clusters Score: Raw -612414.913019 + Penalty 1712.952846 = -610701.960173 nChanged 7 SP:Iteration 27Q (2380.486726 sec): 3 clusters Score: Raw -612415.777091 + Penalty 1712.952846 = -610702.824246 nChanged 11 SP:Iteration 28Q (2380.535369 sec): 3 clusters Score: Raw -612417.214382 + Penalty 1712.952846 = -610704.261536 nChanged 13 SP:Iteration 29Q (2380.600653 sec): 3 clusters Score: Raw -612418.457805 + Penalty 1712.952846 = -610705.504959 nChanged 14 SP:Iteration 30Q (2380.650626 sec): 3 clusters Score: Raw -612419.869691 + Penalty 1712.952846 = -610706.916845 nChanged 14 SP:Iteration 31Q (2380.708146 sec): 3 clusters Score: Raw -612421.142643 + Penalty 1712.952846 = -610708.189797 nChanged 8 SP:Iteration 32Q (2380.763831 sec): 3 clusters Score: Raw -612421.704541 + Penalty 1712.952846 = -610708.751695 nChanged 6 SP:Iteration 33Q (2380.816455 sec): 3 clusters Score: Raw -612422.535414 + Penalty 1712.952846 = -610709.582568 nChanged 9 SP:Iteration 34Q (2380.867245 sec): 3 clusters Score: Raw -612423.690230 + Penalty 1712.952846 = -610710.737385 nChanged 13 SP:Iteration 35Q (2380.927134 sec): 3 clusters Score: Raw -612425.060803 + Penalty 1712.952846 = -610712.107957 nChanged 13 SP:Iteration 36Q (2380.987554 sec): 3 clusters Score: Raw -612426.603981 + Penalty 1712.952846 = -610713.651135 nChanged 11 SP:Iteration 37Q (2381.037353 sec): 3 clusters Score: Raw -612427.631132 + Penalty 1712.952846 = -610714.678286 nChanged 12 SP:Iteration 38Q (2381.084300 sec): 3 clusters Score: Raw -612429.249984 + Penalty 1712.952846 = -610716.297139 nChanged 13 SP:Iteration 39Q (2381.149926 sec): 3 clusters Score: Raw -612430.336133 + Penalty 1712.952846 = -610717.383287 nChanged 12 SP:Iteration 40F (2381.198891 sec): 3 clusters Score: Raw -612431.051263 + Penalty 1712.952846 = -610718.098417 nChanged 7 SP:Iteration 41Q (2381.253384 sec): 3 clusters Score: Raw -612431.581297 + Penalty 1712.952846 = -610718.628451 nChanged 12 SP:Iteration 42Q (2381.309701 sec): 3 clusters Score: Raw -612432.635902 + Penalty 1712.952846 = -610719.683056 nChanged 5 SP:Iteration 43Q (2381.368953 sec): 3 clusters Score: Raw -612433.066802 + Penalty 1712.952846 = -610720.113956 nChanged 10 SP:Iteration 44Q (2381.419743 sec): 3 clusters Score: Raw -612434.124656 + Penalty 1712.952846 = -610721.171810 nChanged 7 SP:Iteration 45Q (2381.467519 sec): 3 clusters Score: Raw -612434.742971 + Penalty 1712.952846 = -610721.790125 nChanged 6 SP:Iteration 46Q (2381.516225 sec): 3 clusters Score: Raw -612435.944333 + Penalty 1712.952846 = -610722.991487 nChanged 9 SP:Iteration 47Q (2381.568137 sec): 3 clusters Score: Raw -612437.557003 + Penalty 1712.952846 = -610724.604158 nChanged 14 SP:Iteration 48Q (2381.608184 sec): 3 clusters Score: Raw -612440.295484 + Penalty 1712.952846 = -610727.342638 nChanged 17 SP:Iteration 49Q (2381.662325 sec): 3 clusters Score: Raw -612442.292943 + Penalty 1712.952846 = -610729.340097 nChanged 14 SP:Iteration 50Q (2381.713774 sec): 3 clusters Score: Raw -612444.314991 + Penalty 1712.952846 = -610731.362145 nChanged 16 SP:Iteration 51Q (2381.772557 sec): 3 clusters Score: Raw -612447.049725 + Penalty 1712.952846 = -610734.096879 nChanged 26 SP:Iteration 52Q (2381.831008 sec): 3 clusters Score: Raw -612451.205291 + Penalty 1712.952846 = -610738.252445 nChanged 26 SP:Iteration 53Q (2381.878925 sec): 3 clusters Score: Raw -612455.897035 + Penalty 1712.952846 = -610742.944189 nChanged 20 SP:Iteration 54Q (2381.934625 sec): 3 clusters Score: Raw -612458.438199 + Penalty 1712.952846 = -610745.485353 nChanged 19 SP:Iteration 55Q (2381.993658 sec): 3 clusters Score: Raw -612460.498708 + Penalty 1712.952846 = -610747.545862 nChanged 17 SP:Iteration 56Q (2382.046448 sec): 3 clusters Score: Raw -612461.929620 + Penalty 1712.952846 = -610748.976774 nChanged 20 SP:Iteration 57Q (2382.082097 sec): 3 clusters Score: Raw -612463.851605 + Penalty 1712.952846 = -610750.898759 nChanged 14 SP:Iteration 58Q (2382.144404 sec): 3 clusters Score: Raw -612465.657962 + Penalty 1712.952846 = -610752.705116 nChanged 14 SP:Iteration 59Q (2382.187888 sec): 3 clusters Score: Raw -612467.371212 + Penalty 1712.952846 = -610754.418366 nChanged 14 SP:Iteration 60F (2382.249441 sec): 3 clusters Score: Raw -612468.951733 + Penalty 1712.952846 = -610755.998888 nChanged 21 SP:Iteration 61Q (2382.299600 sec): 3 clusters Score: Raw -612471.446468 + Penalty 1712.952846 = -610758.493622 nChanged 18 SP:Iteration 62Q (2382.365943 sec): 3 clusters Score: Raw -612472.922241 + Penalty 1712.952846 = -610759.969396 nChanged 13 SP:Iteration 63Q (2382.417079 sec): 3 clusters Score: Raw -612474.263643 + Penalty 1712.952846 = -610761.310797 nChanged 17 SP:Iteration 64Q (2382.471774 sec): 3 clusters Score: Raw -612476.347693 + Penalty 1712.952846 = -610763.394847 nChanged 20 SP:Iteration 65Q (2382.533330 sec): 3 clusters Score: Raw -612479.529736 + Penalty 1712.952846 = -610766.576890 nChanged 19 SP:Iteration 66Q (2382.576575 sec): 3 clusters Score: Raw -612481.357675 + Penalty 1712.952846 = -610768.404829 nChanged 18 SP:Iteration 67Q (2382.641917 sec): 3 clusters Score: Raw -612484.195697 + Penalty 1712.952846 = -610771.242851 nChanged 19 SP:Iteration 68Q (2382.697650 sec): 3 clusters Score: Raw -612487.564415 + Penalty 1712.952846 = -610774.611569 nChanged 26 SP:Iteration 69Q (2382.749915 sec): 3 clusters Score: Raw -612490.788083 + Penalty 1712.952846 = -610777.835237 nChanged 30 SP:Iteration 70Q (2382.811928 sec): 3 clusters Score: Raw -612495.188907 + Penalty 1712.952846 = -610782.236061 nChanged 25 SP:Iteration 71Q (2382.871175 sec): 3 clusters Score: Raw -612497.613045 + Penalty 1712.952846 = -610784.660199 nChanged 19 SP:Iteration 72Q (2382.918343 sec): 3 clusters Score: Raw -612499.692244 + Penalty 1712.952846 = -610786.739398 nChanged 13 SP:Iteration 73Q (2382.981256 sec): 3 clusters Score: Raw -612501.350568 + Penalty 1712.952846 = -610788.397722 nChanged 17 SP:Iteration 74Q (2383.042066 sec): 3 clusters Score: Raw -612503.643231 + Penalty 1712.952846 = -610790.690385 nChanged 17 SP:Iteration 75Q (2383.091813 sec): 3 clusters Score: Raw -612505.463248 + Penalty 1712.952846 = -610792.510402 nChanged 13 SP:Iteration 76Q (2383.146887 sec): 3 clusters Score: Raw -612506.323499 + Penalty 1712.952846 = -610793.370654 nChanged 10 SP:Iteration 77Q (2383.200298 sec): 3 clusters Score: Raw -612507.164976 + Penalty 1712.952846 = -610794.212131 nChanged 7 SP:Iteration 78Q (2383.245845 sec): 3 clusters Score: Raw -612507.682473 + Penalty 1712.952846 = -610794.729627 nChanged 6 SP:Iteration 79Q (2383.299350 sec): 3 clusters Score: Raw -612508.514430 + Penalty 1712.952846 = -610795.561584 nChanged 10 SP:Iteration 80F (2383.359356 sec): 3 clusters Score: Raw -612509.135129 + Penalty 1712.952846 = -610796.182284 nChanged 5 SP:Iteration 81Q (2383.407213 sec): 3 clusters Score: Raw -612509.577048 + Penalty 1712.952846 = -610796.624202 nChanged 4 SP:Iteration 82Q (2383.457078 sec): 3 clusters Score: Raw -612509.963391 + Penalty 1712.952846 = -610797.010545 nChanged 9 SP:Iteration 83Q (2383.525383 sec): 3 clusters Score: Raw -612510.608883 + Penalty 1712.952846 = -610797.656037 nChanged 6 SP:Iteration 84Q (2383.583994 sec): 3 clusters Score: Raw -612510.955543 + Penalty 1712.952846 = -610798.002697 nChanged 4 SP:Iteration 85Q (2383.644616 sec): 3 clusters Score: Raw -612511.411376 + Penalty 1712.952846 = -610798.458530 nChanged 4 SP:Iteration 86Q (2383.699075 sec): 3 clusters Score: Raw -612511.641671 + Penalty 1712.952846 = -610798.688825 nChanged 3 SP:Iteration 87Q (2383.756521 sec): 3 clusters Score: Raw -612511.905123 + Penalty 1712.952846 = -610798.952278 nChanged 3 SP:Iteration 88Q (2383.814329 sec): 3 clusters Score: Raw -612512.173093 + Penalty 1712.952846 = -610799.220248 nChanged 3 SP:Iteration 89Q (2383.862029 sec): 3 clusters Score: Raw -612512.517593 + Penalty 1712.952846 = -610799.564747 nChanged 1 SP:Iteration 90Q (2383.927621 sec): 3 clusters Score: Raw -612512.632148 + Penalty 1712.952846 = -610799.679302 nChanged 0 SP:Iteration 91F (2383.982453 sec): 3 clusters Score: Raw -612512.632148 + Penalty 1712.952846 = -610799.679302 nChanged 0 Trying to split cluster 9 (8207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2384.019503 sec): 2 clusters Score: Raw -664995.276673 + Penalty 856.210559 = -664139.066114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2384.073141 sec): 3 clusters Score: Raw -660201.103861 + Penalty 1712.421118 = -658488.682743 nChanged 3585 SP:Iteration 1F (2384.127268 sec): 3 clusters Score: Raw -662231.949566 + Penalty 1712.421118 = -660519.528448 nChanged 501 SP:Iteration 2F (2384.184096 sec): 3 clusters Score: Raw -662480.600488 + Penalty 1712.421118 = -660768.179369 nChanged 475 SP:Iteration 3F (2384.239967 sec): 3 clusters Score: Raw -662723.641302 + Penalty 1712.421118 = -661011.220183 nChanged 437 SP:Iteration 4F (2384.290164 sec): 3 clusters Score: Raw -662976.150809 + Penalty 1712.421118 = -661263.729691 nChanged 434 SP:Iteration 5F (2384.346334 sec): 3 clusters Score: Raw -663262.021451 + Penalty 1712.421118 = -661549.600332 nChanged 438 SP:Iteration 6F (2384.391996 sec): 3 clusters Score: Raw -663539.446960 + Penalty 1712.421118 = -661827.025841 nChanged 387 SP:Iteration 7Q (2384.445594 sec): 3 clusters Score: Raw -663796.520296 + Penalty 1712.421118 = -662084.099178 nChanged 336 SP:Iteration 8Q (2384.504618 sec): 3 clusters Score: Raw -663999.076674 + Penalty 1712.421118 = -662286.655556 nChanged 296 SP:Iteration 9Q (2384.563404 sec): 3 clusters Score: Raw -664187.570167 + Penalty 1712.421118 = -662475.149049 nChanged 238 SP:Iteration 10Q (2384.611266 sec): 3 clusters Score: Raw -664331.494936 + Penalty 1712.421118 = -662619.073818 nChanged 209 SP:Iteration 11Q (2384.673308 sec): 3 clusters Score: Raw -664440.935003 + Penalty 1712.421118 = -662728.513885 nChanged 154 SP:Iteration 12Q (2384.731911 sec): 3 clusters Score: Raw -664517.081274 + Penalty 1712.421118 = -662804.660156 nChanged 131 SP:Iteration 13Q (2384.772361 sec): 3 clusters Score: Raw -664589.395722 + Penalty 1712.421118 = -662876.974604 nChanged 139 SP:Iteration 14Q (2384.824343 sec): 3 clusters Score: Raw -664670.698164 + Penalty 1712.421118 = -662958.277046 nChanged 124 SP:Iteration 15Q (2384.879928 sec): 3 clusters Score: Raw -664740.185164 + Penalty 1712.421118 = -663027.764045 nChanged 94 SP:Iteration 16Q (2384.934483 sec): 3 clusters Score: Raw -664790.441516 + Penalty 1712.421118 = -663078.020398 nChanged 63 SP:Iteration 17Q (2384.994596 sec): 3 clusters Score: Raw -664822.826425 + Penalty 1712.421118 = -663110.405307 nChanged 49 SP:Iteration 18Q (2385.039156 sec): 3 clusters Score: Raw -664852.350956 + Penalty 1712.421118 = -663139.929838 nChanged 52 SP:Iteration 19Q (2385.089645 sec): 3 clusters Score: Raw -664887.889590 + Penalty 1712.421118 = -663175.468472 nChanged 44 SP:Iteration 20F (2385.145552 sec): 3 clusters Score: Raw -664920.970464 + Penalty 1712.421118 = -663208.549346 nChanged 46 SP:Iteration 21Q (2385.208587 sec): 3 clusters Score: Raw -664959.186539 + Penalty 1712.421118 = -663246.765420 nChanged 34 SP:Iteration 22Q (2385.261523 sec): 3 clusters Score: Raw -664980.907244 + Penalty 1712.421118 = -663268.486126 nChanged 22 SP:Iteration 23Q (2385.309036 sec): 3 clusters Score: Raw -664991.873572 + Penalty 1712.421118 = -663279.452453 nChanged 20 SP:Iteration 24Q (2385.366432 sec): 3 clusters Score: Raw -665003.480311 + Penalty 1712.421118 = -663291.059193 nChanged 19 SP:Iteration 25Q (2385.422553 sec): 3 clusters Score: Raw -665012.800668 + Penalty 1712.421118 = -663300.379550 nChanged 22 SP:Iteration 26Q (2385.467478 sec): 3 clusters Score: Raw -665026.421750 + Penalty 1712.421118 = -663314.000631 nChanged 19 SP:Iteration 27Q (2385.528686 sec): 3 clusters Score: Raw -665038.436392 + Penalty 1712.421118 = -663326.015274 nChanged 18 SP:Iteration 28Q (2385.587517 sec): 3 clusters Score: Raw -665050.738106 + Penalty 1712.421118 = -663338.316988 nChanged 17 SP:Iteration 29Q (2385.630260 sec): 3 clusters Score: Raw -665066.039447 + Penalty 1712.421118 = -663353.618328 nChanged 17 SP:Iteration 30Q (2385.683057 sec): 3 clusters Score: Raw -665077.059838 + Penalty 1712.421118 = -663364.638720 nChanged 12 SP:Iteration 31Q (2385.744055 sec): 3 clusters Score: Raw -665088.909680 + Penalty 1712.421118 = -663376.488562 nChanged 11 SP:Iteration 32Q (2385.785905 sec): 3 clusters Score: Raw -665098.649999 + Penalty 1712.421118 = -663386.228880 nChanged 9 SP:Iteration 33Q (2385.847572 sec): 3 clusters Score: Raw -665105.836284 + Penalty 1712.421118 = -663393.415165 nChanged 3 SP:Iteration 34Q (2385.897884 sec): 3 clusters Score: Raw -665108.339621 + Penalty 1712.421118 = -663395.918502 nChanged 3 SP:Iteration 35Q (2385.943428 sec): 3 clusters Score: Raw -665113.609933 + Penalty 1712.421118 = -663401.188815 nChanged 3 SP:Iteration 36Q (2386.005780 sec): 3 clusters Score: Raw -665114.794408 + Penalty 1712.421118 = -663402.373289 nChanged 1 SP:Iteration 37Q (2386.044091 sec): 3 clusters Score: Raw -665115.346595 + Penalty 1712.421118 = -663402.925476 nChanged 1 SP:Iteration 38Q (2386.101882 sec): 3 clusters Score: Raw -665116.077688 + Penalty 1712.421118 = -663403.656570 nChanged 2 SP:Iteration 39Q (2386.153477 sec): 3 clusters Score: Raw -665118.061835 + Penalty 1712.421118 = -663405.640717 nChanged 1 SP:Iteration 40F (2386.205309 sec): 3 clusters Score: Raw -665119.159684 + Penalty 1712.421118 = -663406.738566 nChanged 3 SP:Iteration 41Q (2386.252895 sec): 3 clusters Score: Raw -665121.022660 + Penalty 1712.421118 = -663408.601542 nChanged 2 SP:Iteration 42Q (2386.304318 sec): 3 clusters Score: Raw -665122.336582 + Penalty 1712.421118 = -663409.915464 nChanged 1 SP:Iteration 43Q (2386.350653 sec): 3 clusters Score: Raw -665122.705537 + Penalty 1712.421118 = -663410.284418 nChanged 2 SP:Iteration 44Q (2386.406835 sec): 3 clusters Score: Raw -665123.192838 + Penalty 1712.421118 = -663410.771720 nChanged 0 SP:Iteration 45F (2386.460573 sec): 3 clusters Score: Raw -665123.192838 + Penalty 1712.421118 = -663410.771720 nChanged 0 Trying to split cluster 10 (3473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2386.487579 sec): 2 clusters Score: Raw -259589.138480 + Penalty 774.513535 = -258814.624945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2386.535656 sec): 3 clusters Score: Raw -257745.618158 + Penalty 1549.027070 = -256196.591088 nChanged 1471 SP:Iteration 1F (2386.583970 sec): 3 clusters Score: Raw -258509.372788 + Penalty 1549.027070 = -256960.345718 nChanged 240 SP:Iteration 2F (2386.632805 sec): 3 clusters Score: Raw -258651.921427 + Penalty 1549.027070 = -257102.894357 nChanged 207 SP:Iteration 3F (2386.680400 sec): 3 clusters Score: Raw -258810.413040 + Penalty 1549.027070 = -257261.385969 nChanged 194 SP:Iteration 4F (2386.714824 sec): 3 clusters Score: Raw -258960.640029 + Penalty 1549.027070 = -257411.612959 nChanged 180 SP:Iteration 5F (2386.759779 sec): 3 clusters Score: Raw -259102.971127 + Penalty 1549.027070 = -257553.944057 nChanged 172 SP:Iteration 6Q (2386.805029 sec): 3 clusters Score: Raw -259216.355152 + Penalty 1549.027070 = -257667.328082 nChanged 155 SP:Iteration 7Q (2386.854606 sec): 3 clusters Score: Raw -259329.687075 + Penalty 1549.027070 = -257780.660005 nChanged 164 SP:Iteration 8Q (2386.902556 sec): 3 clusters Score: Raw -259497.963890 + Penalty 1549.027070 = -257948.936820 nChanged 175 SP:Iteration 9F (2386.948898 sec): 3 clusters Score: Raw -259649.284562 + Penalty 1549.027070 = -258100.257492 nChanged 165 SP:Iteration 10Q (2386.995704 sec): 3 clusters Score: Raw -259798.637232 + Penalty 1549.027070 = -258249.610162 nChanged 169 SP:Iteration 11Q (2387.046341 sec): 3 clusters Score: Raw -259952.291252 + Penalty 1549.027070 = -258403.264182 nChanged 134 SP:Iteration 12Q (2387.101504 sec): 3 clusters Score: Raw -260041.099551 + Penalty 1549.027070 = -258492.072481 nChanged 91 SP:Iteration 13Q (2387.151128 sec): 3 clusters Score: Raw -260091.634708 + Penalty 1549.027070 = -258542.607638 nChanged 60 SP:Iteration 14Q (2387.206071 sec): 3 clusters Score: Raw -260118.645525 + Penalty 1549.027070 = -258569.618455 nChanged 43 SP:Iteration 15Q (2387.246386 sec): 3 clusters Score: Raw -260133.305591 + Penalty 1549.027070 = -258584.278521 nChanged 39 SP:Iteration 16Q (2387.290181 sec): 3 clusters Score: Raw -260146.756707 + Penalty 1549.027070 = -258597.729637 nChanged 31 SP:Iteration 17Q (2387.343294 sec): 3 clusters Score: Raw -260154.482266 + Penalty 1549.027070 = -258605.455196 nChanged 15 SP:Iteration 18Q (2387.396415 sec): 3 clusters Score: Raw -260157.643817 + Penalty 1549.027070 = -258608.616747 nChanged 14 SP:Iteration 19Q (2387.446801 sec): 3 clusters Score: Raw -260161.762717 + Penalty 1549.027070 = -258612.735647 nChanged 12 SP:Iteration 20F (2387.498788 sec): 3 clusters Score: Raw -260166.215627 + Penalty 1549.027070 = -258617.188557 nChanged 12 SP:Iteration 21Q (2387.550240 sec): 3 clusters Score: Raw -260168.983374 + Penalty 1549.027070 = -258619.956304 nChanged 11 SP:Iteration 22Q (2387.597296 sec): 3 clusters Score: Raw -260171.768833 + Penalty 1549.027070 = -258622.741763 nChanged 11 SP:Iteration 23Q (2387.659556 sec): 3 clusters Score: Raw -260173.906932 + Penalty 1549.027070 = -258624.879862 nChanged 6 SP:Iteration 24Q (2387.703410 sec): 3 clusters Score: Raw -260175.371744 + Penalty 1549.027070 = -258626.344674 nChanged 3 SP:Iteration 25Q (2387.755707 sec): 3 clusters Score: Raw -260175.746002 + Penalty 1549.027070 = -258626.718932 nChanged 2 SP:Iteration 26Q (2387.801540 sec): 3 clusters Score: Raw -260176.112329 + Penalty 1549.027070 = -258627.085259 nChanged 1 SP:Iteration 27Q (2387.849870 sec): 3 clusters Score: Raw -260176.260719 + Penalty 1549.027070 = -258627.233649 nChanged 1 SP:Iteration 28Q (2387.899673 sec): 3 clusters Score: Raw -260176.530276 + Penalty 1549.027070 = -258627.503206 nChanged 1 SP:Iteration 29Q (2387.956123 sec): 3 clusters Score: Raw -260176.790392 + Penalty 1549.027070 = -258627.763322 nChanged 2 SP:Iteration 30Q (2388.003122 sec): 3 clusters Score: Raw -260177.562015 + Penalty 1549.027070 = -258628.534945 nChanged 4 SP:Iteration 31Q (2388.048168 sec): 3 clusters Score: Raw -260178.185506 + Penalty 1549.027070 = -258629.158436 nChanged 4 SP:Iteration 32Q (2388.099000 sec): 3 clusters Score: Raw -260178.671688 + Penalty 1549.027070 = -258629.644618 nChanged 5 SP:Iteration 33Q (2388.137428 sec): 3 clusters Score: Raw -260179.405970 + Penalty 1549.027070 = -258630.378900 nChanged 1 SP:Iteration 34Q (2388.194748 sec): 3 clusters Score: Raw -260179.495940 + Penalty 1549.027070 = -258630.468869 nChanged 1 SP:Iteration 35Q (2388.252841 sec): 3 clusters Score: Raw -260179.615518 + Penalty 1549.027070 = -258630.588448 nChanged 2 SP:Iteration 36Q (2388.301147 sec): 3 clusters Score: Raw -260179.824280 + Penalty 1549.027070 = -258630.797210 nChanged 3 SP:Iteration 37Q (2388.345944 sec): 3 clusters Score: Raw -260180.266263 + Penalty 1549.027070 = -258631.239193 nChanged 5 SP:Iteration 38Q (2388.394961 sec): 3 clusters Score: Raw -260180.839363 + Penalty 1549.027070 = -258631.812293 nChanged 5 SP:Iteration 39Q (2388.448800 sec): 3 clusters Score: Raw -260181.677870 + Penalty 1549.027070 = -258632.650800 nChanged 6 SP:Iteration 40F (2388.490428 sec): 3 clusters Score: Raw -260184.021904 + Penalty 1549.027070 = -258634.994834 nChanged 8 SP:Iteration 41Q (2388.547387 sec): 3 clusters Score: Raw -260186.571831 + Penalty 1549.027070 = -258637.544761 nChanged 8 SP:Iteration 42Q (2388.594737 sec): 3 clusters Score: Raw -260189.232474 + Penalty 1549.027070 = -258640.205404 nChanged 8 SP:Iteration 43Q (2388.633440 sec): 3 clusters Score: Raw -260190.417158 + Penalty 1549.027070 = -258641.390088 nChanged 4 SP:Iteration 44Q (2388.685775 sec): 3 clusters Score: Raw -260191.331802 + Penalty 1549.027070 = -258642.304732 nChanged 2 SP:Iteration 45Q (2388.736964 sec): 3 clusters Score: Raw -260192.242608 + Penalty 1549.027070 = -258643.215538 nChanged 3 SP:Iteration 46Q (2388.797887 sec): 3 clusters Score: Raw -260192.816200 + Penalty 1549.027070 = -258643.789130 nChanged 1 SP:Iteration 47Q (2388.852568 sec): 3 clusters Score: Raw -260192.875180 + Penalty 1549.027070 = -258643.848110 nChanged 0 SP:Iteration 48F (2388.901163 sec): 3 clusters Score: Raw -260192.875180 + Penalty 1549.027070 = -258643.848110 nChanged 0 Trying to split cluster 11 (33932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2388.963472 sec): 2 clusters Score: Raw -2373406.902939 + Penalty 991.050811 = -2372415.852128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2389.055679 sec): 3 clusters Score: Raw -2351783.918915 + Penalty 1982.101622 = -2349801.817293 nChanged 16048 SP:Iteration 1F (2389.136321 sec): 3 clusters Score: Raw -2361771.993931 + Penalty 1982.101622 = -2359789.892309 nChanged 1948 SP:Iteration 2F (2389.225855 sec): 3 clusters Score: Raw -2362778.030456 + Penalty 1982.101622 = -2360795.928834 nChanged 1994 SP:Iteration 3F (2389.313208 sec): 3 clusters Score: Raw -2363872.382472 + Penalty 1982.101622 = -2361890.280850 nChanged 1958 SP:Iteration 4F (2389.403765 sec): 3 clusters Score: Raw -2365067.615472 + Penalty 1982.101622 = -2363085.513850 nChanged 1887 SP:Iteration 5F (2389.492674 sec): 3 clusters Score: Raw -2366224.213545 + Penalty 1982.101622 = -2364242.111922 nChanged 1765 SP:Iteration 6F (2389.582904 sec): 3 clusters Score: Raw -2367248.317553 + Penalty 1982.101622 = -2365266.215931 nChanged 1593 SP:Iteration 7Q (2389.664551 sec): 3 clusters Score: Raw -2368132.915742 + Penalty 1982.101622 = -2366150.814119 nChanged 1325 SP:Iteration 8Q (2389.756556 sec): 3 clusters Score: Raw -2368708.009134 + Penalty 1982.101622 = -2366725.907512 nChanged 1011 SP:Iteration 9Q (2389.854129 sec): 3 clusters Score: Raw -2369010.107426 + Penalty 1982.101622 = -2367028.005804 nChanged 674 SP:Iteration 10Q (2389.941329 sec): 3 clusters Score: Raw -2369170.804775 + Penalty 1982.101622 = -2367188.703153 nChanged 543 SP:Iteration 11Q (2390.041287 sec): 3 clusters Score: Raw -2369281.867888 + Penalty 1982.101622 = -2367299.766266 nChanged 435 SP:Iteration 12Q (2390.118874 sec): 3 clusters Score: Raw -2369365.868431 + Penalty 1982.101622 = -2367383.766809 nChanged 399 SP:Iteration 13Q (2390.212206 sec): 3 clusters Score: Raw -2369443.842508 + Penalty 1982.101622 = -2367461.740886 nChanged 353 SP:Iteration 14Q (2390.303805 sec): 3 clusters Score: Raw -2369506.131164 + Penalty 1982.101622 = -2367524.029542 nChanged 340 SP:Iteration 15Q (2390.398583 sec): 3 clusters Score: Raw -2369569.016020 + Penalty 1982.101622 = -2367586.914398 nChanged 332 SP:Iteration 16Q (2390.478589 sec): 3 clusters Score: Raw -2369624.828909 + Penalty 1982.101622 = -2367642.727287 nChanged 314 SP:Iteration 17Q (2390.568884 sec): 3 clusters Score: Raw -2369682.353542 + Penalty 1982.101622 = -2367700.251919 nChanged 341 SP:Iteration 18Q (2390.663226 sec): 3 clusters Score: Raw -2369747.915932 + Penalty 1982.101622 = -2367765.814309 nChanged 366 SP:Iteration 19Q (2390.741082 sec): 3 clusters Score: Raw -2369820.909211 + Penalty 1982.101622 = -2367838.807589 nChanged 364 SP:Iteration 20F (2390.836186 sec): 3 clusters Score: Raw -2369893.535665 + Penalty 1982.101622 = -2367911.434043 nChanged 380 SP:Iteration 21Q (2390.922152 sec): 3 clusters Score: Raw -2369976.262951 + Penalty 1982.101622 = -2367994.161329 nChanged 432 SP:Iteration 22Q (2391.012025 sec): 3 clusters Score: Raw -2370079.647190 + Penalty 1982.101622 = -2368097.545568 nChanged 448 SP:Iteration 23Q (2391.103969 sec): 3 clusters Score: Raw -2370190.297398 + Penalty 1982.101622 = -2368208.195776 nChanged 436 SP:Iteration 24Q (2391.189481 sec): 3 clusters Score: Raw -2370296.807986 + Penalty 1982.101622 = -2368314.706364 nChanged 452 SP:Iteration 25Q (2391.280948 sec): 3 clusters Score: Raw -2370412.149664 + Penalty 1982.101622 = -2368430.048042 nChanged 453 SP:Iteration 26Q (2391.357089 sec): 3 clusters Score: Raw -2370522.952921 + Penalty 1982.101622 = -2368540.851298 nChanged 451 SP:Iteration 27Q (2391.449942 sec): 3 clusters Score: Raw -2370630.338662 + Penalty 1982.101622 = -2368648.237040 nChanged 418 SP:Iteration 28Q (2391.529350 sec): 3 clusters Score: Raw -2370730.930474 + Penalty 1982.101622 = -2368748.828852 nChanged 416 SP:Iteration 29Q (2391.627092 sec): 3 clusters Score: Raw -2370833.298717 + Penalty 1982.101622 = -2368851.197094 nChanged 422 SP:Iteration 30Q (2391.709883 sec): 3 clusters Score: Raw -2370940.238824 + Penalty 1982.101622 = -2368958.137201 nChanged 436 SP:Iteration 31Q (2391.799108 sec): 3 clusters Score: Raw -2371061.534873 + Penalty 1982.101622 = -2369079.433251 nChanged 454 SP:Iteration 32Q (2391.886262 sec): 3 clusters Score: Raw -2371193.453004 + Penalty 1982.101622 = -2369211.351382 nChanged 497 SP:Iteration 33Q (2391.974061 sec): 3 clusters Score: Raw -2371349.872185 + Penalty 1982.101622 = -2369367.770562 nChanged 497 SP:Iteration 34Q (2392.061050 sec): 3 clusters Score: Raw -2371518.975944 + Penalty 1982.101622 = -2369536.874322 nChanged 477 SP:Iteration 35Q (2392.150035 sec): 3 clusters Score: Raw -2371698.476160 + Penalty 1982.101622 = -2369716.374537 nChanged 509 SP:Iteration 36Q (2392.229579 sec): 3 clusters Score: Raw -2371910.104214 + Penalty 1982.101622 = -2369928.002592 nChanged 509 SP:Iteration 37Q (2392.308884 sec): 3 clusters Score: Raw -2372118.413410 + Penalty 1982.101622 = -2370136.311788 nChanged 461 SP:Iteration 38Q (2392.408596 sec): 3 clusters Score: Raw -2372318.933583 + Penalty 1982.101622 = -2370336.831961 nChanged 466 SP:Iteration 39Q (2392.498050 sec): 3 clusters Score: Raw -2372523.247625 + Penalty 1982.101622 = -2370541.146003 nChanged 412 SP:Iteration 40F (2392.575997 sec): 3 clusters Score: Raw -2372714.540247 + Penalty 1982.101622 = -2370732.438625 nChanged 374 SP:Iteration 41Q (2392.662413 sec): 3 clusters Score: Raw -2372898.801119 + Penalty 1982.101622 = -2370916.699497 nChanged 337 SP:Iteration 42Q (2392.750644 sec): 3 clusters Score: Raw -2373072.064357 + Penalty 1982.101622 = -2371089.962735 nChanged 289 SP:Iteration 43Q (2392.834554 sec): 3 clusters Score: Raw -2373227.302666 + Penalty 1982.101622 = -2371245.201044 nChanged 241 SP:Iteration 44Q (2392.911782 sec): 3 clusters Score: Raw -2373350.749133 + Penalty 1982.101622 = -2371368.647510 nChanged 189 SP:Iteration 45Q (2392.996948 sec): 3 clusters Score: Raw -2373462.613705 + Penalty 1982.101622 = -2371480.512083 nChanged 138 SP:Iteration 46Q (2393.077466 sec): 3 clusters Score: Raw -2373541.353786 + Penalty 1982.101622 = -2371559.252164 nChanged 91 SP:Iteration 47Q (2393.159244 sec): 3 clusters Score: Raw -2373588.101428 + Penalty 1982.101622 = -2371605.999806 nChanged 84 SP:Iteration 48Q (2393.239491 sec): 3 clusters Score: Raw -2373627.495777 + Penalty 1982.101622 = -2371645.394155 nChanged 70 SP:Iteration 49Q (2393.324004 sec): 3 clusters Score: Raw -2373659.658685 + Penalty 1982.101622 = -2371677.557063 nChanged 75 SP:Iteration 50Q (2393.405980 sec): 3 clusters Score: Raw -2373687.417731 + Penalty 1982.101622 = -2371705.316109 nChanged 54 SP:Iteration 51Q (2393.490049 sec): 3 clusters Score: Raw -2373703.357957 + Penalty 1982.101622 = -2371721.256335 nChanged 38 SP:Iteration 52Q (2393.570524 sec): 3 clusters Score: Raw -2373713.955325 + Penalty 1982.101622 = -2371731.853703 nChanged 28 SP:Iteration 53Q (2393.643928 sec): 3 clusters Score: Raw -2373725.999817 + Penalty 1982.101622 = -2371743.898194 nChanged 31 SP:Iteration 54Q (2393.730414 sec): 3 clusters Score: Raw -2373741.021401 + Penalty 1982.101622 = -2371758.919779 nChanged 33 SP:Iteration 55Q (2393.814303 sec): 3 clusters Score: Raw -2373751.263607 + Penalty 1982.101622 = -2371769.161985 nChanged 23 SP:Iteration 56Q (2393.894502 sec): 3 clusters Score: Raw -2373756.680795 + Penalty 1982.101622 = -2371774.579173 nChanged 16 SP:Iteration 57Q (2393.979339 sec): 3 clusters Score: Raw -2373759.109211 + Penalty 1982.101622 = -2371777.007589 nChanged 10 SP:Iteration 58Q (2394.058247 sec): 3 clusters Score: Raw -2373761.360424 + Penalty 1982.101622 = -2371779.258802 nChanged 11 SP:Iteration 59Q (2394.135538 sec): 3 clusters Score: Raw -2373763.579848 + Penalty 1982.101622 = -2371781.478226 nChanged 9 SP:Iteration 60F (2394.214888 sec): 3 clusters Score: Raw -2373765.667725 + Penalty 1982.101622 = -2371783.566103 nChanged 7 SP:Iteration 61Q (2394.304571 sec): 3 clusters Score: Raw -2373768.097930 + Penalty 1982.101622 = -2371785.996308 nChanged 12 SP:Iteration 62Q (2394.386673 sec): 3 clusters Score: Raw -2373772.021691 + Penalty 1982.101622 = -2371789.920069 nChanged 12 SP:Iteration 63Q (2394.460575 sec): 3 clusters Score: Raw -2373776.766979 + Penalty 1982.101622 = -2371794.665356 nChanged 11 SP:Iteration 64Q (2394.548519 sec): 3 clusters Score: Raw -2373779.537421 + Penalty 1982.101622 = -2371797.435799 nChanged 10 SP:Iteration 65Q (2394.627241 sec): 3 clusters Score: Raw -2373782.269910 + Penalty 1982.101622 = -2371800.168288 nChanged 6 SP:Iteration 66Q (2394.711352 sec): 3 clusters Score: Raw -2373784.080213 + Penalty 1982.101622 = -2371801.978590 nChanged 9 SP:Iteration 67Q (2394.787678 sec): 3 clusters Score: Raw -2373785.388143 + Penalty 1982.101622 = -2371803.286521 nChanged 4 SP:Iteration 68Q (2394.861902 sec): 3 clusters Score: Raw -2373785.838171 + Penalty 1982.101622 = -2371803.736549 nChanged 2 SP:Iteration 69Q (2394.944783 sec): 3 clusters Score: Raw -2373786.035572 + Penalty 1982.101622 = -2371803.933950 nChanged 1 SP:Iteration 70Q (2395.026372 sec): 3 clusters Score: Raw -2373786.226609 + Penalty 1982.101622 = -2371804.124986 nChanged 1 SP:Iteration 71Q (2395.111088 sec): 3 clusters Score: Raw -2373786.316712 + Penalty 1982.101622 = -2371804.215090 nChanged 1 SP:Iteration 72Q (2395.197450 sec): 3 clusters Score: Raw -2373786.378986 + Penalty 1982.101622 = -2371804.277364 nChanged 0 SP:Iteration 73F (2395.289567 sec): 3 clusters Score: Raw -2373786.378986 + Penalty 1982.101622 = -2371804.277364 nChanged 0 Trying to split cluster 12 (12944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.328442 sec): 2 clusters Score: Raw -925145.635471 + Penalty 899.496826 = -924246.138645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2395.392453 sec): 3 clusters Score: Raw -917204.451814 + Penalty 1798.993651 = -915405.458162 nChanged 5933 SP:Iteration 1F (2395.455163 sec): 3 clusters Score: Raw -920679.279484 + Penalty 1798.993651 = -918880.285833 nChanged 814 SP:Iteration 2F (2395.517973 sec): 3 clusters Score: Raw -921061.748348 + Penalty 1798.993651 = -919262.754696 nChanged 793 SP:Iteration 3F (2395.567840 sec): 3 clusters Score: Raw -921502.068705 + Penalty 1798.993651 = -919703.075054 nChanged 853 SP:Iteration 4F (2395.637177 sec): 3 clusters Score: Raw -922083.815680 + Penalty 1798.993651 = -920284.822028 nChanged 914 SP:Iteration 5F (2395.687825 sec): 3 clusters Score: Raw -922789.044815 + Penalty 1798.993651 = -920990.051164 nChanged 858 SP:Iteration 6F (2395.746646 sec): 3 clusters Score: Raw -923511.839909 + Penalty 1798.993651 = -921712.846258 nChanged 780 SP:Iteration 7F (2395.807239 sec): 3 clusters Score: Raw -924190.942980 + Penalty 1798.993651 = -922391.949328 nChanged 546 SP:Iteration 8Q (2395.875558 sec): 3 clusters Score: Raw -924687.109063 + Penalty 1798.993651 = -922888.115412 nChanged 328 SP:Iteration 9Q (2395.944022 sec): 3 clusters Score: Raw -924983.284663 + Penalty 1798.993651 = -923184.291011 nChanged 167 SP:Iteration 10Q (2396.006710 sec): 3 clusters Score: Raw -925136.803032 + Penalty 1798.993651 = -923337.809381 nChanged 81 SP:Iteration 11Q (2396.071638 sec): 3 clusters Score: Raw -925213.026651 + Penalty 1798.993651 = -923414.032999 nChanged 46 SP:Iteration 12Q (2396.133216 sec): 3 clusters Score: Raw -925255.729452 + Penalty 1798.993651 = -923456.735800 nChanged 24 SP:Iteration 13Q (2396.185599 sec): 3 clusters Score: Raw -925274.355106 + Penalty 1798.993651 = -923475.361454 nChanged 12 SP:Iteration 14Q (2396.235324 sec): 3 clusters Score: Raw -925282.839089 + Penalty 1798.993651 = -923483.845437 nChanged 10 SP:Iteration 15Q (2396.297336 sec): 3 clusters Score: Raw -925289.618347 + Penalty 1798.993651 = -923490.624695 nChanged 6 SP:Iteration 16Q (2396.360313 sec): 3 clusters Score: Raw -925293.672535 + Penalty 1798.993651 = -923494.678883 nChanged 6 SP:Iteration 17Q (2396.421727 sec): 3 clusters Score: Raw -925300.180765 + Penalty 1798.993651 = -923501.187113 nChanged 5 SP:Iteration 18Q (2396.468175 sec): 3 clusters Score: Raw -925303.968439 + Penalty 1798.993651 = -923504.974787 nChanged 4 SP:Iteration 19Q (2396.533013 sec): 3 clusters Score: Raw -925308.332379 + Penalty 1798.993651 = -923509.338727 nChanged 5 SP:Iteration 20F (2396.585429 sec): 3 clusters Score: Raw -925313.731389 + Penalty 1798.993651 = -923514.737737 nChanged 5 SP:Iteration 21Q (2396.647711 sec): 3 clusters Score: Raw -925318.326155 + Penalty 1798.993651 = -923519.332503 nChanged 4 SP:Iteration 22Q (2396.702284 sec): 3 clusters Score: Raw -925321.250821 + Penalty 1798.993651 = -923522.257170 nChanged 0 SP:Iteration 23F (2396.765006 sec): 3 clusters Score: Raw -925321.250821 + Penalty 1798.993651 = -923522.257170 nChanged 0 Trying to split cluster 13 (16391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2396.812978 sec): 2 clusters Score: Raw -1114598.080903 + Penalty 921.926330 = -1113676.154573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.871761 sec): 3 clusters Score: Raw -1104513.817425 + Penalty 1843.852660 = -1102669.964765 nChanged 7502 SP:Iteration 1F (2396.946468 sec): 3 clusters Score: Raw -1108661.385410 + Penalty 1843.852660 = -1106817.532750 nChanged 740 SP:Iteration 2Q (2397.005339 sec): 3 clusters Score: Raw -1108924.067006 + Penalty 1843.852660 = -1107080.214346 nChanged 753 SP:Iteration 3Q (2397.071760 sec): 3 clusters Score: Raw -1109249.144971 + Penalty 1843.852660 = -1107405.292311 nChanged 850 SP:Iteration 4F (2397.149668 sec): 3 clusters Score: Raw -1109678.639066 + Penalty 1843.852660 = -1107834.786406 nChanged 935 SP:Iteration 5F (2397.209351 sec): 3 clusters Score: Raw -1110221.793354 + Penalty 1843.852660 = -1108377.940695 nChanged 974 SP:Iteration 6F (2397.280923 sec): 3 clusters Score: Raw -1110854.051831 + Penalty 1843.852660 = -1109010.199171 nChanged 947 SP:Iteration 7F (2397.347614 sec): 3 clusters Score: Raw -1111536.395655 + Penalty 1843.852660 = -1109692.542995 nChanged 914 SP:Iteration 8F (2397.415483 sec): 3 clusters Score: Raw -1112280.917841 + Penalty 1843.852660 = -1110437.065181 nChanged 814 SP:Iteration 9Q (2397.470076 sec): 3 clusters Score: Raw -1112964.669399 + Penalty 1843.852660 = -1111120.816740 nChanged 674 SP:Iteration 10Q (2397.536274 sec): 3 clusters Score: Raw -1113492.005805 + Penalty 1843.852660 = -1111648.153145 nChanged 519 SP:Iteration 11Q (2397.592913 sec): 3 clusters Score: Raw -1113831.577646 + Penalty 1843.852660 = -1111987.724986 nChanged 374 SP:Iteration 12Q (2397.656825 sec): 3 clusters Score: Raw -1114072.984343 + Penalty 1843.852660 = -1112229.131684 nChanged 321 SP:Iteration 13Q (2397.726781 sec): 3 clusters Score: Raw -1114271.908057 + Penalty 1843.852660 = -1112428.055397 nChanged 227 SP:Iteration 14Q (2397.790284 sec): 3 clusters Score: Raw -1114396.338368 + Penalty 1843.852660 = -1112552.485709 nChanged 182 SP:Iteration 15Q (2397.854178 sec): 3 clusters Score: Raw -1114494.476899 + Penalty 1843.852660 = -1112650.624239 nChanged 146 SP:Iteration 16Q (2397.915489 sec): 3 clusters Score: Raw -1114567.413243 + Penalty 1843.852660 = -1112723.560583 nChanged 118 SP:Iteration 17Q (2397.971048 sec): 3 clusters Score: Raw -1114613.141137 + Penalty 1843.852660 = -1112769.288478 nChanged 102 SP:Iteration 18Q (2398.036629 sec): 3 clusters Score: Raw -1114654.587783 + Penalty 1843.852660 = -1112810.735124 nChanged 88 SP:Iteration 19Q (2398.095995 sec): 3 clusters Score: Raw -1114690.223425 + Penalty 1843.852660 = -1112846.370765 nChanged 74 SP:Iteration 20F (2398.170333 sec): 3 clusters Score: Raw -1114715.719589 + Penalty 1843.852660 = -1112871.866929 nChanged 65 SP:Iteration 21Q (2398.222928 sec): 3 clusters Score: Raw -1114739.760490 + Penalty 1843.852660 = -1112895.907831 nChanged 57 SP:Iteration 22Q (2398.287993 sec): 3 clusters Score: Raw -1114759.860544 + Penalty 1843.852660 = -1112916.007884 nChanged 40 SP:Iteration 23Q (2398.344250 sec): 3 clusters Score: Raw -1114774.637175 + Penalty 1843.852660 = -1112930.784516 nChanged 37 SP:Iteration 24Q (2398.395602 sec): 3 clusters Score: Raw -1114793.249015 + Penalty 1843.852660 = -1112949.396356 nChanged 41 SP:Iteration 25Q (2398.452036 sec): 3 clusters Score: Raw -1114808.514912 + Penalty 1843.852660 = -1112964.662253 nChanged 33 SP:Iteration 26Q (2398.520906 sec): 3 clusters Score: Raw -1114818.639757 + Penalty 1843.852660 = -1112974.787097 nChanged 26 SP:Iteration 27Q (2398.574298 sec): 3 clusters Score: Raw -1114827.642410 + Penalty 1843.852660 = -1112983.789750 nChanged 28 SP:Iteration 28Q (2398.637796 sec): 3 clusters Score: Raw -1114838.379796 + Penalty 1843.852660 = -1112994.527136 nChanged 20 SP:Iteration 29Q (2398.702362 sec): 3 clusters Score: Raw -1114843.507830 + Penalty 1843.852660 = -1112999.655170 nChanged 14 SP:Iteration 30Q (2398.767643 sec): 3 clusters Score: Raw -1114847.174419 + Penalty 1843.852660 = -1113003.321760 nChanged 15 SP:Iteration 31Q (2398.830008 sec): 3 clusters Score: Raw -1114852.139230 + Penalty 1843.852660 = -1113008.286570 nChanged 13 SP:Iteration 32Q (2398.890785 sec): 3 clusters Score: Raw -1114858.294895 + Penalty 1843.852660 = -1113014.442235 nChanged 16 SP:Iteration 33Q (2398.950667 sec): 3 clusters Score: Raw -1114867.659282 + Penalty 1843.852660 = -1113023.806622 nChanged 17 SP:Iteration 34Q (2399.014872 sec): 3 clusters Score: Raw -1114875.756973 + Penalty 1843.852660 = -1113031.904313 nChanged 17 SP:Iteration 35Q (2399.079935 sec): 3 clusters Score: Raw -1114884.384244 + Penalty 1843.852660 = -1113040.531584 nChanged 19 SP:Iteration 36Q (2399.144754 sec): 3 clusters Score: Raw -1114891.309188 + Penalty 1843.852660 = -1113047.456528 nChanged 14 SP:Iteration 37Q (2399.200237 sec): 3 clusters Score: Raw -1114896.854197 + Penalty 1843.852660 = -1113053.001538 nChanged 12 SP:Iteration 38Q (2399.275316 sec): 3 clusters Score: Raw -1114902.453387 + Penalty 1843.852660 = -1113058.600727 nChanged 9 SP:Iteration 39Q (2399.326657 sec): 3 clusters Score: Raw -1114906.780716 + Penalty 1843.852660 = -1113062.928056 nChanged 11 SP:Iteration 40F (2399.399389 sec): 3 clusters Score: Raw -1114912.239904 + Penalty 1843.852660 = -1113068.387244 nChanged 23 SP:Iteration 41Q (2399.458766 sec): 3 clusters Score: Raw -1114924.066186 + Penalty 1843.852660 = -1113080.213527 nChanged 18 SP:Iteration 42Q (2399.520274 sec): 3 clusters Score: Raw -1114932.271638 + Penalty 1843.852660 = -1113088.418979 nChanged 20 SP:Iteration 43Q (2399.582494 sec): 3 clusters Score: Raw -1114941.375324 + Penalty 1843.852660 = -1113097.522664 nChanged 20 SP:Iteration 44Q (2399.647476 sec): 3 clusters Score: Raw -1114950.446292 + Penalty 1843.852660 = -1113106.593632 nChanged 16 SP:Iteration 45Q (2399.702137 sec): 3 clusters Score: Raw -1114957.584127 + Penalty 1843.852660 = -1113113.731467 nChanged 12 SP:Iteration 46Q (2399.767812 sec): 3 clusters Score: Raw -1114961.472957 + Penalty 1843.852660 = -1113117.620297 nChanged 15 SP:Iteration 47Q (2399.833697 sec): 3 clusters Score: Raw -1114965.675438 + Penalty 1843.852660 = -1113121.822778 nChanged 12 SP:Iteration 48Q (2399.899086 sec): 3 clusters Score: Raw -1114969.704532 + Penalty 1843.852660 = -1113125.851872 nChanged 13 SP:Iteration 49Q (2399.954930 sec): 3 clusters Score: Raw -1114974.070604 + Penalty 1843.852660 = -1113130.217944 nChanged 13 SP:Iteration 50Q (2400.025895 sec): 3 clusters Score: Raw -1114979.978493 + Penalty 1843.852660 = -1113136.125833 nChanged 13 SP:Iteration 51Q (2400.093617 sec): 3 clusters Score: Raw -1114984.852930 + Penalty 1843.852660 = -1113141.000270 nChanged 14 SP:Iteration 52Q (2400.154577 sec): 3 clusters Score: Raw -1114989.282214 + Penalty 1843.852660 = -1113145.429555 nChanged 9 SP:Iteration 53Q (2400.213899 sec): 3 clusters Score: Raw -1114992.874192 + Penalty 1843.852660 = -1113149.021532 nChanged 8 SP:Iteration 54Q (2400.285844 sec): 3 clusters Score: Raw -1114995.264580 + Penalty 1843.852660 = -1113151.411920 nChanged 5 SP:Iteration 55Q (2400.339300 sec): 3 clusters Score: Raw -1114997.189933 + Penalty 1843.852660 = -1113153.337273 nChanged 4 SP:Iteration 56Q (2400.401721 sec): 3 clusters Score: Raw -1114998.297620 + Penalty 1843.852660 = -1113154.444960 nChanged 8 SP:Iteration 57Q (2400.475929 sec): 3 clusters Score: Raw -1115000.205367 + Penalty 1843.852660 = -1113156.352707 nChanged 6 SP:Iteration 58Q (2400.541353 sec): 3 clusters Score: Raw -1115001.993867 + Penalty 1843.852660 = -1113158.141207 nChanged 3 SP:Iteration 59Q (2400.608854 sec): 3 clusters Score: Raw -1115003.012892 + Penalty 1843.852660 = -1113159.160233 nChanged 4 SP:Iteration 60F (2400.669219 sec): 3 clusters Score: Raw -1115004.202238 + Penalty 1843.852660 = -1113160.349579 nChanged 5 SP:Iteration 61Q (2400.727486 sec): 3 clusters Score: Raw -1115006.302412 + Penalty 1843.852660 = -1113162.449752 nChanged 8 SP:Iteration 62Q (2400.795568 sec): 3 clusters Score: Raw -1115009.282246 + Penalty 1843.852660 = -1113165.429586 nChanged 2 SP:Iteration 63Q (2400.859200 sec): 3 clusters Score: Raw -1115009.948738 + Penalty 1843.852660 = -1113166.096078 nChanged 1 SP:Iteration 64Q (2400.924659 sec): 3 clusters Score: Raw -1115010.217886 + Penalty 1843.852660 = -1113166.365226 nChanged 0 SP:Iteration 65F (2400.990305 sec): 3 clusters Score: Raw -1115010.217886 + Penalty 1843.852660 = -1113166.365226 nChanged 0 Trying to split cluster 14 (9737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2401.021867 sec): 2 clusters Score: Raw -626960.585542 + Penalty 872.450392 = -626088.135150 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2401.089631 sec): 3 clusters Score: Raw -621191.165681 + Penalty 1744.900785 = -619446.264896 nChanged 4420 SP:Iteration 1F (2401.148097 sec): 3 clusters Score: Raw -623907.476389 + Penalty 1744.900785 = -622162.575605 nChanged 681 SP:Iteration 2F (2401.194970 sec): 3 clusters Score: Raw -624245.128735 + Penalty 1744.900785 = -622500.227950 nChanged 601 SP:Iteration 3F (2401.251091 sec): 3 clusters Score: Raw -624588.232815 + Penalty 1744.900785 = -622843.332030 nChanged 587 SP:Iteration 4F (2401.307571 sec): 3 clusters Score: Raw -624951.269343 + Penalty 1744.900785 = -623206.368558 nChanged 586 SP:Iteration 5F (2401.363257 sec): 3 clusters Score: Raw -625390.474218 + Penalty 1744.900785 = -623645.573433 nChanged 578 SP:Iteration 6F (2401.419084 sec): 3 clusters Score: Raw -625881.202006 + Penalty 1744.900785 = -624136.301222 nChanged 550 SP:Iteration 7F (2401.485680 sec): 3 clusters Score: Raw -626391.127584 + Penalty 1744.900785 = -624646.226799 nChanged 448 SP:Iteration 8Q (2401.543278 sec): 3 clusters Score: Raw -626775.775210 + Penalty 1744.900785 = -625030.874425 nChanged 309 SP:Iteration 9Q (2401.597371 sec): 3 clusters Score: Raw -627017.340694 + Penalty 1744.900785 = -625272.439909 nChanged 205 SP:Iteration 10Q (2401.645043 sec): 3 clusters Score: Raw -627186.520913 + Penalty 1744.900785 = -625441.620128 nChanged 145 SP:Iteration 11Q (2401.706383 sec): 3 clusters Score: Raw -627283.914376 + Penalty 1744.900785 = -625539.013591 nChanged 108 SP:Iteration 12Q (2401.765434 sec): 3 clusters Score: Raw -627342.185503 + Penalty 1744.900785 = -625597.284718 nChanged 75 SP:Iteration 13Q (2401.818001 sec): 3 clusters Score: Raw -627382.270592 + Penalty 1744.900785 = -625637.369807 nChanged 55 SP:Iteration 14Q (2401.866474 sec): 3 clusters Score: Raw -627408.163612 + Penalty 1744.900785 = -625663.262827 nChanged 46 SP:Iteration 15Q (2401.919426 sec): 3 clusters Score: Raw -627428.169791 + Penalty 1744.900785 = -625683.269006 nChanged 44 SP:Iteration 16Q (2401.975122 sec): 3 clusters Score: Raw -627442.606649 + Penalty 1744.900785 = -625697.705864 nChanged 24 SP:Iteration 17Q (2402.030708 sec): 3 clusters Score: Raw -627450.198182 + Penalty 1744.900785 = -625705.297397 nChanged 16 SP:Iteration 18Q (2402.080300 sec): 3 clusters Score: Raw -627454.390922 + Penalty 1744.900785 = -625709.490138 nChanged 12 SP:Iteration 19Q (2402.134538 sec): 3 clusters Score: Raw -627457.479696 + Penalty 1744.900785 = -625712.578911 nChanged 8 SP:Iteration 20F (2402.187660 sec): 3 clusters Score: Raw -627458.870528 + Penalty 1744.900785 = -625713.969743 nChanged 8 SP:Iteration 21Q (2402.250045 sec): 3 clusters Score: Raw -627461.450723 + Penalty 1744.900785 = -625716.549939 nChanged 8 SP:Iteration 22Q (2402.299289 sec): 3 clusters Score: Raw -627462.884827 + Penalty 1744.900785 = -625717.984042 nChanged 4 SP:Iteration 23Q (2402.356307 sec): 3 clusters Score: Raw -627463.605805 + Penalty 1744.900785 = -625718.705021 nChanged 2 SP:Iteration 24Q (2402.417320 sec): 3 clusters Score: Raw -627463.827831 + Penalty 1744.900785 = -625718.927046 nChanged 1 SP:Iteration 25Q (2402.474842 sec): 3 clusters Score: Raw -627463.908869 + Penalty 1744.900785 = -625719.008084 nChanged 1 SP:Iteration 26Q (2402.534388 sec): 3 clusters Score: Raw -627464.028421 + Penalty 1744.900785 = -625719.127636 nChanged 0 SP:Iteration 27F (2402.581469 sec): 3 clusters Score: Raw -627464.028421 + Penalty 1744.900785 = -625719.127636 nChanged 0 Trying to split cluster 15 (6614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2402.617936 sec): 2 clusters Score: Raw -468968.984713 + Penalty 835.709670 = -468133.275043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2402.668924 sec): 3 clusters Score: Raw -465200.597032 + Penalty 1671.419340 = -463529.177692 nChanged 2905 SP:Iteration 1F (2402.716624 sec): 3 clusters Score: Raw -466952.830016 + Penalty 1671.419340 = -465281.410676 nChanged 559 SP:Iteration 2F (2402.767654 sec): 3 clusters Score: Raw -467424.274017 + Penalty 1671.419340 = -465752.854677 nChanged 559 SP:Iteration 3F (2402.828536 sec): 3 clusters Score: Raw -467970.984247 + Penalty 1671.419340 = -466299.564907 nChanged 544 SP:Iteration 4F (2402.882172 sec): 3 clusters Score: Raw -468552.125865 + Penalty 1671.419340 = -466880.706525 nChanged 478 SP:Iteration 5F (2402.936984 sec): 3 clusters Score: Raw -468961.297908 + Penalty 1671.419340 = -467289.878568 nChanged 354 SP:Iteration 6F (2402.993346 sec): 3 clusters Score: Raw -469170.716286 + Penalty 1671.419340 = -467499.296946 nChanged 235 SP:Iteration 7Q (2403.036262 sec): 3 clusters Score: Raw -469276.482693 + Penalty 1671.419340 = -467605.063354 nChanged 157 SP:Iteration 8Q (2403.098791 sec): 3 clusters Score: Raw -469354.594473 + Penalty 1671.419340 = -467683.175133 nChanged 137 SP:Iteration 9Q (2403.153600 sec): 3 clusters Score: Raw -469430.364202 + Penalty 1671.419340 = -467758.944862 nChanged 114 SP:Iteration 10Q (2403.204721 sec): 3 clusters Score: Raw -469498.492536 + Penalty 1671.419340 = -467827.073196 nChanged 107 SP:Iteration 11Q (2403.256205 sec): 3 clusters Score: Raw -469555.017346 + Penalty 1671.419340 = -467883.598007 nChanged 76 SP:Iteration 12Q (2403.296607 sec): 3 clusters Score: Raw -469588.292688 + Penalty 1671.419340 = -467916.873349 nChanged 52 SP:Iteration 13Q (2403.354645 sec): 3 clusters Score: Raw -469613.621914 + Penalty 1671.419340 = -467942.202574 nChanged 46 SP:Iteration 14Q (2403.403612 sec): 3 clusters Score: Raw -469633.635978 + Penalty 1671.419340 = -467962.216638 nChanged 45 SP:Iteration 15Q (2403.452883 sec): 3 clusters Score: Raw -469650.826103 + Penalty 1671.419340 = -467979.406763 nChanged 43 SP:Iteration 16Q (2403.498543 sec): 3 clusters Score: Raw -469664.445999 + Penalty 1671.419340 = -467993.026659 nChanged 34 SP:Iteration 17Q (2403.560686 sec): 3 clusters Score: Raw -469671.930233 + Penalty 1671.419340 = -468000.510893 nChanged 23 SP:Iteration 18Q (2403.602296 sec): 3 clusters Score: Raw -469677.820688 + Penalty 1671.419340 = -468006.401348 nChanged 26 SP:Iteration 19Q (2403.651667 sec): 3 clusters Score: Raw -469684.965610 + Penalty 1671.419340 = -468013.546270 nChanged 23 SP:Iteration 20F (2403.703529 sec): 3 clusters Score: Raw -469690.402605 + Penalty 1671.419340 = -468018.983265 nChanged 21 SP:Iteration 21Q (2403.759672 sec): 3 clusters Score: Raw -469695.212647 + Penalty 1671.419340 = -468023.793307 nChanged 26 SP:Iteration 22Q (2403.810183 sec): 3 clusters Score: Raw -469701.731062 + Penalty 1671.419340 = -468030.311722 nChanged 22 SP:Iteration 23Q (2403.862075 sec): 3 clusters Score: Raw -469706.702794 + Penalty 1671.419340 = -468035.283454 nChanged 24 SP:Iteration 24Q (2403.899420 sec): 3 clusters Score: Raw -469712.541140 + Penalty 1671.419340 = -468041.121800 nChanged 29 SP:Iteration 25Q (2403.945534 sec): 3 clusters Score: Raw -469721.808643 + Penalty 1671.419340 = -468050.389303 nChanged 29 SP:Iteration 26Q (2403.994126 sec): 3 clusters Score: Raw -469729.709136 + Penalty 1671.419340 = -468058.289796 nChanged 30 SP:Iteration 27Q (2404.033177 sec): 3 clusters Score: Raw -469737.573200 + Penalty 1671.419340 = -468066.153860 nChanged 30 SP:Iteration 28Q (2404.089370 sec): 3 clusters Score: Raw -469745.766458 + Penalty 1671.419340 = -468074.347118 nChanged 34 SP:Iteration 29Q (2404.142045 sec): 3 clusters Score: Raw -469754.341214 + Penalty 1671.419340 = -468082.921874 nChanged 20 SP:Iteration 30Q (2404.193102 sec): 3 clusters Score: Raw -469758.574516 + Penalty 1671.419340 = -468087.155176 nChanged 13 SP:Iteration 31Q (2404.250984 sec): 3 clusters Score: Raw -469760.454753 + Penalty 1671.419340 = -468089.035413 nChanged 6 SP:Iteration 32Q (2404.294953 sec): 3 clusters Score: Raw -469761.279351 + Penalty 1671.419340 = -468089.860012 nChanged 4 SP:Iteration 33Q (2404.347546 sec): 3 clusters Score: Raw -469761.640960 + Penalty 1671.419340 = -468090.221620 nChanged 3 SP:Iteration 34Q (2404.402255 sec): 3 clusters Score: Raw -469762.120838 + Penalty 1671.419340 = -468090.701499 nChanged 7 SP:Iteration 35Q (2404.446739 sec): 3 clusters Score: Raw -469762.850588 + Penalty 1671.419340 = -468091.431248 nChanged 4 SP:Iteration 36Q (2404.509933 sec): 3 clusters Score: Raw -469763.356365 + Penalty 1671.419340 = -468091.937025 nChanged 5 SP:Iteration 37Q (2404.564520 sec): 3 clusters Score: Raw -469764.144384 + Penalty 1671.419340 = -468092.725045 nChanged 3 SP:Iteration 38Q (2404.612364 sec): 3 clusters Score: Raw -469764.440517 + Penalty 1671.419340 = -468093.021177 nChanged 3 SP:Iteration 39Q (2404.666569 sec): 3 clusters Score: Raw -469764.986463 + Penalty 1671.419340 = -468093.567123 nChanged 3 SP:Iteration 40F (2404.715791 sec): 3 clusters Score: Raw -469765.278775 + Penalty 1671.419340 = -468093.859435 nChanged 2 SP:Iteration 41Q (2404.773763 sec): 3 clusters Score: Raw -469765.403986 + Penalty 1671.419340 = -468093.984647 nChanged 1 SP:Iteration 42Q (2404.810052 sec): 3 clusters Score: Raw -469765.661379 + Penalty 1671.419340 = -468094.242040 nChanged 2 SP:Iteration 43Q (2404.874215 sec): 3 clusters Score: Raw -469765.847497 + Penalty 1671.419340 = -468094.428157 nChanged 0 SP:Iteration 44F (2404.929349 sec): 3 clusters Score: Raw -469765.847497 + Penalty 1671.419340 = -468094.428157 nChanged 0 Trying to split cluster 16 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2404.955153 sec): 2 clusters Score: Raw -204788.832737 + Penalty 749.640888 = -204039.191849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2405.003904 sec): 3 clusters Score: Raw -203432.059392 + Penalty 1499.281776 = -201932.777616 nChanged 1046 SP:Iteration 1F (2405.042889 sec): 3 clusters Score: Raw -204064.301573 + Penalty 1499.281776 = -202565.019797 nChanged 261 SP:Iteration 2F (2405.103299 sec): 3 clusters Score: Raw -204255.896684 + Penalty 1499.281776 = -202756.614908 nChanged 181 SP:Iteration 3F (2405.145947 sec): 3 clusters Score: Raw -204376.156798 + Penalty 1499.281776 = -202876.875022 nChanged 123 SP:Iteration 4Q (2405.196747 sec): 3 clusters Score: Raw -204451.155731 + Penalty 1499.281776 = -202951.873955 nChanged 100 SP:Iteration 5Q (2405.234884 sec): 3 clusters Score: Raw -204514.479501 + Penalty 1499.281776 = -203015.197725 nChanged 97 SP:Iteration 6Q (2405.295030 sec): 3 clusters Score: Raw -204578.860518 + Penalty 1499.281776 = -203079.578742 nChanged 82 SP:Iteration 7Q (2405.343340 sec): 3 clusters Score: Raw -204633.261491 + Penalty 1499.281776 = -203133.979715 nChanged 67 SP:Iteration 8Q (2405.383580 sec): 3 clusters Score: Raw -204683.716871 + Penalty 1499.281776 = -203184.435095 nChanged 71 SP:Iteration 9Q (2405.439221 sec): 3 clusters Score: Raw -204721.081889 + Penalty 1499.281776 = -203221.800113 nChanged 52 SP:Iteration 10Q (2405.490487 sec): 3 clusters Score: Raw -204748.902417 + Penalty 1499.281776 = -203249.620641 nChanged 56 SP:Iteration 11Q (2405.535446 sec): 3 clusters Score: Raw -204796.699944 + Penalty 1499.281776 = -203297.418168 nChanged 66 SP:Iteration 12Q (2405.574063 sec): 3 clusters Score: Raw -204851.638938 + Penalty 1499.281776 = -203352.357162 nChanged 73 SP:Iteration 13Q (2405.619403 sec): 3 clusters Score: Raw -204905.343974 + Penalty 1499.281776 = -203406.062197 nChanged 57 SP:Iteration 14Q (2405.667519 sec): 3 clusters Score: Raw -204955.560894 + Penalty 1499.281776 = -203456.279118 nChanged 59 SP:Iteration 15Q (2405.702969 sec): 3 clusters Score: Raw -204994.232561 + Penalty 1499.281776 = -203494.950785 nChanged 44 SP:Iteration 16Q (2405.747512 sec): 3 clusters Score: Raw -205024.637008 + Penalty 1499.281776 = -203525.355232 nChanged 39 SP:Iteration 17Q (2405.797718 sec): 3 clusters Score: Raw -205048.454979 + Penalty 1499.281776 = -203549.173203 nChanged 29 SP:Iteration 18Q (2405.837635 sec): 3 clusters Score: Raw -205065.709652 + Penalty 1499.281776 = -203566.427876 nChanged 24 SP:Iteration 19Q (2405.880979 sec): 3 clusters Score: Raw -205074.420902 + Penalty 1499.281776 = -203575.139126 nChanged 16 SP:Iteration 20F (2405.935886 sec): 3 clusters Score: Raw -205082.118272 + Penalty 1499.281776 = -203582.836496 nChanged 20 SP:Iteration 21Q (2405.986870 sec): 3 clusters Score: Raw -205093.782261 + Penalty 1499.281776 = -203594.500485 nChanged 29 SP:Iteration 22Q (2406.032619 sec): 3 clusters Score: Raw -205113.906548 + Penalty 1499.281776 = -203614.624772 nChanged 35 SP:Iteration 23Q (2406.083319 sec): 3 clusters Score: Raw -205139.406799 + Penalty 1499.281776 = -203640.125022 nChanged 36 SP:Iteration 24Q (2406.134792 sec): 3 clusters Score: Raw -205161.734206 + Penalty 1499.281776 = -203662.452430 nChanged 23 SP:Iteration 25Q (2406.170973 sec): 3 clusters Score: Raw -205174.019129 + Penalty 1499.281776 = -203674.737353 nChanged 16 SP:Iteration 26Q (2406.230738 sec): 3 clusters Score: Raw -205185.031713 + Penalty 1499.281776 = -203685.749936 nChanged 17 SP:Iteration 27Q (2406.267597 sec): 3 clusters Score: Raw -205192.775955 + Penalty 1499.281776 = -203693.494178 nChanged 19 SP:Iteration 28Q (2406.316630 sec): 3 clusters Score: Raw -205199.510569 + Penalty 1499.281776 = -203700.228793 nChanged 11 SP:Iteration 29Q (2406.363292 sec): 3 clusters Score: Raw -205202.518234 + Penalty 1499.281776 = -203703.236458 nChanged 6 SP:Iteration 30Q (2406.405251 sec): 3 clusters Score: Raw -205204.264390 + Penalty 1499.281776 = -203704.982614 nChanged 5 SP:Iteration 31Q (2406.447543 sec): 3 clusters Score: Raw -205205.238629 + Penalty 1499.281776 = -203705.956853 nChanged 0 SP:Iteration 32F (2406.501718 sec): 3 clusters Score: Raw -205205.238629 + Penalty 1499.281776 = -203705.956853 nChanged 0 Trying to split cluster 17 (930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2406.522173 sec): 2 clusters Score: Raw -59331.019598 + Penalty 649.342536 = -58681.677062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2406.568411 sec): 3 clusters Score: Raw -58982.627269 + Penalty 1298.685071 = -57683.942198 nChanged 320 SP:Iteration 1F (2406.620919 sec): 3 clusters Score: Raw -59259.496573 + Penalty 1298.685071 = -57960.811501 nChanged 89 SP:Iteration 2F (2406.663292 sec): 3 clusters Score: Raw -59350.135570 + Penalty 1298.685071 = -58051.450499 nChanged 62 SP:Iteration 3F (2406.715080 sec): 3 clusters Score: Raw -59429.571132 + Penalty 1298.685071 = -58130.886061 nChanged 56 SP:Iteration 4F (2406.756937 sec): 3 clusters Score: Raw -59487.462319 + Penalty 1298.685071 = -58188.777248 nChanged 35 SP:Iteration 5Q (2406.802890 sec): 3 clusters Score: Raw -59520.510268 + Penalty 1298.685071 = -58221.825197 nChanged 20 SP:Iteration 6Q (2406.839142 sec): 3 clusters Score: Raw -59538.262784 + Penalty 1298.685071 = -58239.577713 nChanged 11 SP:Iteration 7Q (2406.886887 sec): 3 clusters Score: Raw -59543.786555 + Penalty 1298.685071 = -58245.101483 nChanged 10 SP:Iteration 8Q (2406.929470 sec): 3 clusters Score: Raw -59549.608069 + Penalty 1298.685071 = -58250.922998 nChanged 8 SP:Iteration 9Q (2406.968742 sec): 3 clusters Score: Raw -59552.929055 + Penalty 1298.685071 = -58254.243984 nChanged 3 SP:Iteration 10Q (2407.013114 sec): 3 clusters Score: Raw -59553.971451 + Penalty 1298.685071 = -58255.286379 nChanged 3 SP:Iteration 11Q (2407.050963 sec): 3 clusters Score: Raw -59555.937508 + Penalty 1298.685071 = -58257.252437 nChanged 0 SP:Iteration 12F (2407.097168 sec): 3 clusters Score: Raw -59555.937508 + Penalty 1298.685071 = -58257.252437 nChanged 0 Trying to split cluster 18 (5600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2407.129995 sec): 2 clusters Score: Raw -343087.703354 + Penalty 819.899578 = -342267.803776 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2407.172571 sec): 3 clusters Score: Raw -339949.097443 + Penalty 1639.799157 = -338309.298287 nChanged 2455 SP:Iteration 1F (2407.236260 sec): 3 clusters Score: Raw -341453.802840 + Penalty 1639.799157 = -339814.003683 nChanged 449 SP:Iteration 2F (2407.284731 sec): 3 clusters Score: Raw -341749.185529 + Penalty 1639.799157 = -340109.386372 nChanged 342 SP:Iteration 3F (2407.332193 sec): 3 clusters Score: Raw -341945.972993 + Penalty 1639.799157 = -340306.173836 nChanged 286 SP:Iteration 4F (2407.386694 sec): 3 clusters Score: Raw -342105.379316 + Penalty 1639.799157 = -340465.580160 nChanged 237 SP:Iteration 5Q (2407.431240 sec): 3 clusters Score: Raw -342210.235923 + Penalty 1639.799157 = -340570.436766 nChanged 172 SP:Iteration 6Q (2407.483467 sec): 3 clusters Score: Raw -342278.348324 + Penalty 1639.799157 = -340638.549167 nChanged 149 SP:Iteration 7Q (2407.539580 sec): 3 clusters Score: Raw -342341.911274 + Penalty 1639.799157 = -340702.112117 nChanged 131 SP:Iteration 8Q (2407.585587 sec): 3 clusters Score: Raw -342388.112063 + Penalty 1639.799157 = -340748.312906 nChanged 117 SP:Iteration 9Q (2407.634557 sec): 3 clusters Score: Raw -342427.306106 + Penalty 1639.799157 = -340787.506950 nChanged 94 SP:Iteration 10Q (2407.691767 sec): 3 clusters Score: Raw -342459.390788 + Penalty 1639.799157 = -340819.591631 nChanged 99 SP:Iteration 11Q (2407.743104 sec): 3 clusters Score: Raw -342495.102085 + Penalty 1639.799157 = -340855.302929 nChanged 119 SP:Iteration 12Q (2407.797431 sec): 3 clusters Score: Raw -342544.883017 + Penalty 1639.799157 = -340905.083860 nChanged 119 SP:Iteration 13Q (2407.849007 sec): 3 clusters Score: Raw -342597.077946 + Penalty 1639.799157 = -340957.278789 nChanged 122 SP:Iteration 14Q (2407.903341 sec): 3 clusters Score: Raw -342644.084364 + Penalty 1639.799157 = -341004.285207 nChanged 111 SP:Iteration 15Q (2407.957687 sec): 3 clusters Score: Raw -342693.660118 + Penalty 1639.799157 = -341053.860962 nChanged 105 SP:Iteration 16Q (2408.010452 sec): 3 clusters Score: Raw -342752.022452 + Penalty 1639.799157 = -341112.223296 nChanged 119 SP:Iteration 17Q (2408.057775 sec): 3 clusters Score: Raw -342820.006488 + Penalty 1639.799157 = -341180.207331 nChanged 125 SP:Iteration 18Q (2408.099824 sec): 3 clusters Score: Raw -342902.111711 + Penalty 1639.799157 = -341262.312555 nChanged 126 SP:Iteration 19Q (2408.149789 sec): 3 clusters Score: Raw -342969.138205 + Penalty 1639.799157 = -341329.339048 nChanged 107 SP:Iteration 20F (2408.201584 sec): 3 clusters Score: Raw -343026.868374 + Penalty 1639.799157 = -341387.069217 nChanged 106 SP:Iteration 21Q (2408.264558 sec): 3 clusters Score: Raw -343095.508095 + Penalty 1639.799157 = -341455.708938 nChanged 100 SP:Iteration 22Q (2408.310346 sec): 3 clusters Score: Raw -343154.207733 + Penalty 1639.799157 = -341514.408576 nChanged 93 SP:Iteration 23Q (2408.368563 sec): 3 clusters Score: Raw -343207.551327 + Penalty 1639.799157 = -341567.752170 nChanged 73 SP:Iteration 24Q (2408.424076 sec): 3 clusters Score: Raw -343249.886224 + Penalty 1639.799157 = -341610.087068 nChanged 67 SP:Iteration 25Q (2408.473668 sec): 3 clusters Score: Raw -343295.891957 + Penalty 1639.799157 = -341656.092801 nChanged 60 SP:Iteration 26Q (2408.526275 sec): 3 clusters Score: Raw -343335.301274 + Penalty 1639.799157 = -341695.502118 nChanged 50 SP:Iteration 27Q (2408.566335 sec): 3 clusters Score: Raw -343360.006522 + Penalty 1639.799157 = -341720.207366 nChanged 35 SP:Iteration 28Q (2408.620884 sec): 3 clusters Score: Raw -343378.285104 + Penalty 1639.799157 = -341738.485948 nChanged 26 SP:Iteration 29Q (2408.670638 sec): 3 clusters Score: Raw -343389.932345 + Penalty 1639.799157 = -341750.133188 nChanged 19 SP:Iteration 30Q (2408.720570 sec): 3 clusters Score: Raw -343395.949116 + Penalty 1639.799157 = -341756.149959 nChanged 10 SP:Iteration 31Q (2408.770923 sec): 3 clusters Score: Raw -343399.341183 + Penalty 1639.799157 = -341759.542026 nChanged 10 SP:Iteration 32Q (2408.825457 sec): 3 clusters Score: Raw -343404.383568 + Penalty 1639.799157 = -341764.584412 nChanged 7 SP:Iteration 33Q (2408.879022 sec): 3 clusters Score: Raw -343407.211067 + Penalty 1639.799157 = -341767.411910 nChanged 5 SP:Iteration 34Q (2408.923645 sec): 3 clusters Score: Raw -343408.929532 + Penalty 1639.799157 = -341769.130376 nChanged 5 SP:Iteration 35Q (2408.975438 sec): 3 clusters Score: Raw -343410.555357 + Penalty 1639.799157 = -341770.756200 nChanged 5 SP:Iteration 36Q (2409.025302 sec): 3 clusters Score: Raw -343413.023098 + Penalty 1639.799157 = -341773.223941 nChanged 5 SP:Iteration 37Q (2409.081023 sec): 3 clusters Score: Raw -343415.470496 + Penalty 1639.799157 = -341775.671340 nChanged 5 SP:Iteration 38Q (2409.134912 sec): 3 clusters Score: Raw -343417.082765 + Penalty 1639.799157 = -341777.283608 nChanged 0 SP:Iteration 39F (2409.191132 sec): 3 clusters Score: Raw -343417.082765 + Penalty 1639.799157 = -341777.283608 nChanged 0 Trying to split cluster 19 (71226 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2409.292001 sec): 2 clusters Score: Raw -5295070.699183 + Penalty 1061.493254 = -5294009.205929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2409.417980 sec): 3 clusters Score: Raw -5248553.915650 + Penalty 2122.986508 = -5246430.929142 nChanged 34280 SP:Iteration 1F (2409.558451 sec): 3 clusters Score: Raw -5269919.492593 + Penalty 2122.986508 = -5267796.506085 nChanged 3060 SP:Iteration 2Q (2409.710280 sec): 3 clusters Score: Raw -5270998.092723 + Penalty 2122.986508 = -5268875.106215 nChanged 3269 SP:Iteration 3Q (2409.849713 sec): 3 clusters Score: Raw -5272293.854943 + Penalty 2122.986508 = -5270170.868436 nChanged 3478 SP:Iteration 4Q (2409.992405 sec): 3 clusters Score: Raw -5273814.980289 + Penalty 2122.986508 = -5271691.993781 nChanged 3693 SP:Iteration 5F (2410.128645 sec): 3 clusters Score: Raw -5275551.242558 + Penalty 2122.986508 = -5273428.256050 nChanged 3596 SP:Iteration 6F (2410.255456 sec): 3 clusters Score: Raw -5277470.283775 + Penalty 2122.986508 = -5275347.297267 nChanged 3580 SP:Iteration 7F (2410.390794 sec): 3 clusters Score: Raw -5279712.020118 + Penalty 2122.986508 = -5277589.033610 nChanged 3412 SP:Iteration 8Q (2410.539446 sec): 3 clusters Score: Raw -5281913.549659 + Penalty 2122.986508 = -5279790.563151 nChanged 2928 SP:Iteration 9Q (2410.679487 sec): 3 clusters Score: Raw -5283565.296046 + Penalty 2122.986508 = -5281442.309538 nChanged 2234 SP:Iteration 10Q (2410.825064 sec): 3 clusters Score: Raw -5284569.421746 + Penalty 2122.986508 = -5282446.435238 nChanged 1660 SP:Iteration 11Q (2410.961669 sec): 3 clusters Score: Raw -5285185.084670 + Penalty 2122.986508 = -5283062.098162 nChanged 1413 SP:Iteration 12Q (2411.096749 sec): 3 clusters Score: Raw -5285665.075643 + Penalty 2122.986508 = -5283542.089135 nChanged 1452 SP:Iteration 13Q (2411.230535 sec): 3 clusters Score: Raw -5286176.830513 + Penalty 2122.986508 = -5284053.844005 nChanged 1480 SP:Iteration 14Q (2411.354505 sec): 3 clusters Score: Raw -5286730.892622 + Penalty 2122.986508 = -5284607.906114 nChanged 1482 SP:Iteration 15Q (2411.492110 sec): 3 clusters Score: Raw -5287322.675082 + Penalty 2122.986508 = -5285199.688574 nChanged 1536 SP:Iteration 16Q (2411.619562 sec): 3 clusters Score: Raw -5287974.480825 + Penalty 2122.986508 = -5285851.494317 nChanged 1537 SP:Iteration 17Q (2411.742889 sec): 3 clusters Score: Raw -5288680.392260 + Penalty 2122.986508 = -5286557.405752 nChanged 1557 SP:Iteration 18Q (2411.873172 sec): 3 clusters Score: Raw -5289462.362711 + Penalty 2122.986508 = -5287339.376204 nChanged 1507 SP:Iteration 19Q (2412.015030 sec): 3 clusters Score: Raw -5290271.766500 + Penalty 2122.986508 = -5288148.779992 nChanged 1429 SP:Iteration 20F (2412.144730 sec): 3 clusters Score: Raw -5291117.328054 + Penalty 2122.986508 = -5288994.341546 nChanged 1325 SP:Iteration 21Q (2412.266831 sec): 3 clusters Score: Raw -5291952.574508 + Penalty 2122.986508 = -5289829.588000 nChanged 1176 SP:Iteration 22Q (2412.392882 sec): 3 clusters Score: Raw -5292728.622146 + Penalty 2122.986508 = -5290605.635638 nChanged 1004 SP:Iteration 23Q (2412.510363 sec): 3 clusters Score: Raw -5293461.216856 + Penalty 2122.986508 = -5291338.230348 nChanged 795 SP:Iteration 24Q (2412.626458 sec): 3 clusters Score: Raw -5294050.844856 + Penalty 2122.986508 = -5291927.858349 nChanged 553 SP:Iteration 25Q (2412.742706 sec): 3 clusters Score: Raw -5294438.503973 + Penalty 2122.986508 = -5292315.517465 nChanged 375 SP:Iteration 26Q (2412.860275 sec): 3 clusters Score: Raw -5294686.908106 + Penalty 2122.986508 = -5292563.921598 nChanged 251 SP:Iteration 27Q (2412.975318 sec): 3 clusters Score: Raw -5294846.967042 + Penalty 2122.986508 = -5292723.980535 nChanged 161 SP:Iteration 28Q (2413.095592 sec): 3 clusters Score: Raw -5294937.431698 + Penalty 2122.986508 = -5292814.445190 nChanged 115 SP:Iteration 29Q (2413.211082 sec): 3 clusters Score: Raw -5295002.744985 + Penalty 2122.986508 = -5292879.758477 nChanged 79 SP:Iteration 30Q (2413.339126 sec): 3 clusters Score: Raw -5295053.791816 + Penalty 2122.986508 = -5292930.805308 nChanged 58 SP:Iteration 31Q (2413.452687 sec): 3 clusters Score: Raw -5295085.989794 + Penalty 2122.986508 = -5292963.003286 nChanged 44 SP:Iteration 32Q (2413.578013 sec): 3 clusters Score: Raw -5295109.701320 + Penalty 2122.986508 = -5292986.714813 nChanged 39 SP:Iteration 33Q (2413.690357 sec): 3 clusters Score: Raw -5295128.311800 + Penalty 2122.986508 = -5293005.325292 nChanged 20 SP:Iteration 34Q (2413.801522 sec): 3 clusters Score: Raw -5295141.484080 + Penalty 2122.986508 = -5293018.497572 nChanged 23 SP:Iteration 35Q (2413.920609 sec): 3 clusters Score: Raw -5295154.354526 + Penalty 2122.986508 = -5293031.368018 nChanged 24 SP:Iteration 36Q (2414.041283 sec): 3 clusters Score: Raw -5295170.675761 + Penalty 2122.986508 = -5293047.689253 nChanged 16 SP:Iteration 37Q (2414.159026 sec): 3 clusters Score: Raw -5295181.868509 + Penalty 2122.986508 = -5293058.882001 nChanged 15 SP:Iteration 38Q (2414.268273 sec): 3 clusters Score: Raw -5295190.413689 + Penalty 2122.986508 = -5293067.427181 nChanged 16 SP:Iteration 39Q (2414.387389 sec): 3 clusters Score: Raw -5295199.505902 + Penalty 2122.986508 = -5293076.519394 nChanged 14 SP:Iteration 40F (2414.518546 sec): 3 clusters Score: Raw -5295207.606720 + Penalty 2122.986508 = -5293084.620212 nChanged 10 SP:Iteration 41Q (2414.639273 sec): 3 clusters Score: Raw -5295214.065834 + Penalty 2122.986508 = -5293091.079326 nChanged 11 SP:Iteration 42Q (2414.765013 sec): 3 clusters Score: Raw -5295219.018476 + Penalty 2122.986508 = -5293096.031969 nChanged 6 SP:Iteration 43Q (2414.892065 sec): 3 clusters Score: Raw -5295221.999606 + Penalty 2122.986508 = -5293099.013098 nChanged 7 SP:Iteration 44Q (2415.007615 sec): 3 clusters Score: Raw -5295225.618083 + Penalty 2122.986508 = -5293102.631575 nChanged 9 SP:Iteration 45Q (2415.116764 sec): 3 clusters Score: Raw -5295230.990389 + Penalty 2122.986508 = -5293108.003881 nChanged 7 SP:Iteration 46Q (2415.220417 sec): 3 clusters Score: Raw -5295235.307044 + Penalty 2122.986508 = -5293112.320536 nChanged 10 SP:Iteration 47Q (2415.332198 sec): 3 clusters Score: Raw -5295239.742557 + Penalty 2122.986508 = -5293116.756049 nChanged 5 SP:Iteration 48Q (2415.452038 sec): 3 clusters Score: Raw -5295243.350298 + Penalty 2122.986508 = -5293120.363791 nChanged 3 SP:Iteration 49Q (2415.572040 sec): 3 clusters Score: Raw -5295245.518023 + Penalty 2122.986508 = -5293122.531515 nChanged 2 SP:Iteration 50Q (2415.682947 sec): 3 clusters Score: Raw -5295246.436493 + Penalty 2122.986508 = -5293123.449985 nChanged 3 SP:Iteration 51Q (2415.802833 sec): 3 clusters Score: Raw -5295247.481072 + Penalty 2122.986508 = -5293124.494565 nChanged 1 SP:Iteration 52Q (2415.923579 sec): 3 clusters Score: Raw -5295247.861020 + Penalty 2122.986508 = -5293124.874513 nChanged 1 SP:Iteration 53Q (2416.044271 sec): 3 clusters Score: Raw -5295248.831249 + Penalty 2122.986508 = -5293125.844741 nChanged 2 SP:Iteration 54Q (2416.150809 sec): 3 clusters Score: Raw -5295251.073046 + Penalty 2122.986508 = -5293128.086538 nChanged 4 SP:Iteration 55Q (2416.278219 sec): 3 clusters Score: Raw -5295253.179945 + Penalty 2122.986508 = -5293130.193437 nChanged 0 SP:Iteration 56F (2416.412581 sec): 3 clusters Score: Raw -5295253.179945 + Penalty 2122.986508 = -5293130.193437 nChanged 0 Trying to split cluster 20 (1773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.447221 sec): 2 clusters Score: Raw -99027.475126 + Penalty 710.640689 = -98316.834436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.492424 sec): 3 clusters Score: Raw -98223.387421 + Penalty 1421.281378 = -96802.106043 nChanged 693 SP:Iteration 1F (2416.524199 sec): 3 clusters Score: Raw -98940.036518 + Penalty 1421.281378 = -97518.755139 nChanged 205 SP:Iteration 2F (2416.576419 sec): 3 clusters Score: Raw -99220.014920 + Penalty 1421.281378 = -97798.733542 nChanged 135 SP:Iteration 3F (2416.628207 sec): 3 clusters Score: Raw -99398.577357 + Penalty 1421.281378 = -97977.295979 nChanged 107 SP:Iteration 4F (2416.670107 sec): 3 clusters Score: Raw -99558.638061 + Penalty 1421.281378 = -98137.356683 nChanged 71 SP:Iteration 5Q (2416.722501 sec): 3 clusters Score: Raw -99671.313570 + Penalty 1421.281378 = -98250.032192 nChanged 59 SP:Iteration 6Q (2416.771982 sec): 3 clusters Score: Raw -99743.383308 + Penalty 1421.281378 = -98322.101930 nChanged 29 SP:Iteration 7Q (2416.821415 sec): 3 clusters Score: Raw -99768.323340 + Penalty 1421.281378 = -98347.041962 nChanged 22 SP:Iteration 8Q (2416.862175 sec): 3 clusters Score: Raw -99790.440362 + Penalty 1421.281378 = -98369.158983 nChanged 23 SP:Iteration 9Q (2416.911064 sec): 3 clusters Score: Raw -99816.044392 + Penalty 1421.281378 = -98394.763014 nChanged 16 SP:Iteration 10Q (2416.964245 sec): 3 clusters Score: Raw -99836.712248 + Penalty 1421.281378 = -98415.430870 nChanged 12 SP:Iteration 11Q (2417.014695 sec): 3 clusters Score: Raw -99844.544512 + Penalty 1421.281378 = -98423.263134 nChanged 8 SP:Iteration 12Q (2417.062612 sec): 3 clusters Score: Raw -99851.313570 + Penalty 1421.281378 = -98430.032191 nChanged 6 SP:Iteration 13Q (2417.097926 sec): 3 clusters Score: Raw -99854.087239 + Penalty 1421.281378 = -98432.805861 nChanged 5 SP:Iteration 14Q (2417.144383 sec): 3 clusters Score: Raw -99856.752700 + Penalty 1421.281378 = -98435.471322 nChanged 1 SP:Iteration 15Q (2417.192214 sec): 3 clusters Score: Raw -99857.542683 + Penalty 1421.281378 = -98436.261305 nChanged 3 SP:Iteration 16Q (2417.238259 sec): 3 clusters Score: Raw -99859.071721 + Penalty 1421.281378 = -98437.790343 nChanged 6 SP:Iteration 17Q (2417.290449 sec): 3 clusters Score: Raw -99862.281985 + Penalty 1421.281378 = -98441.000607 nChanged 3 SP:Iteration 18Q (2417.329113 sec): 3 clusters Score: Raw -99863.092600 + Penalty 1421.281378 = -98441.811222 nChanged 2 SP:Iteration 19Q (2417.382811 sec): 3 clusters Score: Raw -99864.814549 + Penalty 1421.281378 = -98443.533171 nChanged 2 SP:Iteration 20F (2417.417238 sec): 3 clusters Score: Raw -99865.928996 + Penalty 1421.281378 = -98444.647618 nChanged 3 SP:Iteration 21Q (2417.476295 sec): 3 clusters Score: Raw -99866.495169 + Penalty 1421.281378 = -98445.213791 nChanged 1 SP:Iteration 22Q (2417.510704 sec): 3 clusters Score: Raw -99866.930408 + Penalty 1421.281378 = -98445.649029 nChanged 3 SP:Iteration 23Q (2417.557204 sec): 3 clusters Score: Raw -99867.944905 + Penalty 1421.281378 = -98446.663527 nChanged 2 SP:Iteration 24Q (2417.600667 sec): 3 clusters Score: Raw -99868.983172 + Penalty 1421.281378 = -98447.701793 nChanged 0 SP:Iteration 25F (2417.640386 sec): 3 clusters Score: Raw -99868.983172 + Penalty 1421.281378 = -98447.701793 nChanged 0 Score: Raw -45957353.763964 + Penalty 54623.503038 = -45902730.260926 Splitting cluster 20 changes total score from -45903156.507818 to -45902730.260926 So it's not getting split. Trying to split cluster 21 (5160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2431.069416 sec): 2 clusters Score: Raw -386401.965544 + Penalty 812.125727 = -385589.839817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2431.109869 sec): 3 clusters Score: Raw -383533.549444 + Penalty 1624.251453 = -381909.297991 nChanged 2182 SP:Iteration 1F (2431.164794 sec): 3 clusters Score: Raw -384829.339546 + Penalty 1624.251453 = -383205.088093 nChanged 347 SP:Iteration 2F (2431.221942 sec): 3 clusters Score: Raw -385036.133543 + Penalty 1624.251453 = -383411.882090 nChanged 306 SP:Iteration 3F (2431.276036 sec): 3 clusters Score: Raw -385205.913300 + Penalty 1624.251453 = -383581.661847 nChanged 270 SP:Iteration 4F (2431.318889 sec): 3 clusters Score: Raw -385389.453216 + Penalty 1624.251453 = -383765.201763 nChanged 275 SP:Iteration 5F (2431.373173 sec): 3 clusters Score: Raw -385576.213195 + Penalty 1624.251453 = -383951.961742 nChanged 252 SP:Iteration 6Q (2431.416592 sec): 3 clusters Score: Raw -385761.728009 + Penalty 1624.251453 = -384137.476555 nChanged 224 SP:Iteration 7Q (2431.466541 sec): 3 clusters Score: Raw -385911.180722 + Penalty 1624.251453 = -384286.929269 nChanged 188 SP:Iteration 8Q (2431.512857 sec): 3 clusters Score: Raw -386021.329910 + Penalty 1624.251453 = -384397.078457 nChanged 143 SP:Iteration 9Q (2431.576631 sec): 3 clusters Score: Raw -386090.595078 + Penalty 1624.251453 = -384466.343624 nChanged 107 SP:Iteration 10Q (2431.629937 sec): 3 clusters Score: Raw -386130.436269 + Penalty 1624.251453 = -384506.184816 nChanged 89 SP:Iteration 11Q (2431.684095 sec): 3 clusters Score: Raw -386166.202554 + Penalty 1624.251453 = -384541.951100 nChanged 89 SP:Iteration 12Q (2431.739005 sec): 3 clusters Score: Raw -386194.653214 + Penalty 1624.251453 = -384570.401761 nChanged 71 SP:Iteration 13Q (2431.783692 sec): 3 clusters Score: Raw -386217.074012 + Penalty 1624.251453 = -384592.822559 nChanged 65 SP:Iteration 14Q (2431.832014 sec): 3 clusters Score: Raw -386237.835848 + Penalty 1624.251453 = -384613.584395 nChanged 51 SP:Iteration 15Q (2431.888855 sec): 3 clusters Score: Raw -386251.097161 + Penalty 1624.251453 = -384626.845708 nChanged 39 SP:Iteration 16Q (2431.933833 sec): 3 clusters Score: Raw -386261.078734 + Penalty 1624.251453 = -384636.827281 nChanged 24 SP:Iteration 17Q (2431.993286 sec): 3 clusters Score: Raw -386268.040147 + Penalty 1624.251453 = -384643.788694 nChanged 31 SP:Iteration 18Q (2432.047860 sec): 3 clusters Score: Raw -386274.998582 + Penalty 1624.251453 = -384650.747129 nChanged 32 SP:Iteration 19Q (2432.093364 sec): 3 clusters Score: Raw -386281.931274 + Penalty 1624.251453 = -384657.679821 nChanged 32 SP:Iteration 20F (2432.148653 sec): 3 clusters Score: Raw -386288.719724 + Penalty 1624.251453 = -384664.468271 nChanged 34 SP:Iteration 21Q (2432.194845 sec): 3 clusters Score: Raw -386297.756817 + Penalty 1624.251453 = -384673.505364 nChanged 32 SP:Iteration 22Q (2432.259567 sec): 3 clusters Score: Raw -386303.131857 + Penalty 1624.251453 = -384678.880404 nChanged 19 SP:Iteration 23Q (2432.310608 sec): 3 clusters Score: Raw -386305.683858 + Penalty 1624.251453 = -384681.432405 nChanged 12 SP:Iteration 24Q (2432.353815 sec): 3 clusters Score: Raw -386306.937662 + Penalty 1624.251453 = -384682.686209 nChanged 10 SP:Iteration 25Q (2432.408953 sec): 3 clusters Score: Raw -386308.141206 + Penalty 1624.251453 = -384683.889753 nChanged 10 SP:Iteration 26Q (2432.464701 sec): 3 clusters Score: Raw -386309.232418 + Penalty 1624.251453 = -384684.980965 nChanged 5 SP:Iteration 27Q (2432.517134 sec): 3 clusters Score: Raw -386309.626624 + Penalty 1624.251453 = -384685.375171 nChanged 6 SP:Iteration 28Q (2432.565169 sec): 3 clusters Score: Raw -386310.154001 + Penalty 1624.251453 = -384685.902548 nChanged 5 SP:Iteration 29Q (2432.620533 sec): 3 clusters Score: Raw -386310.829216 + Penalty 1624.251453 = -384686.577763 nChanged 10 SP:Iteration 30Q (2432.664536 sec): 3 clusters Score: Raw -386311.984284 + Penalty 1624.251453 = -384687.732831 nChanged 7 SP:Iteration 31Q (2432.714043 sec): 3 clusters Score: Raw -386312.681807 + Penalty 1624.251453 = -384688.430354 nChanged 9 SP:Iteration 32Q (2432.773469 sec): 3 clusters Score: Raw -386313.429217 + Penalty 1624.251453 = -384689.177764 nChanged 4 SP:Iteration 33Q (2432.811776 sec): 3 clusters Score: Raw -386313.883930 + Penalty 1624.251453 = -384689.632477 nChanged 4 SP:Iteration 34Q (2432.857647 sec): 3 clusters Score: Raw -386314.571633 + Penalty 1624.251453 = -384690.320180 nChanged 3 SP:Iteration 35Q (2432.913274 sec): 3 clusters Score: Raw -386315.208018 + Penalty 1624.251453 = -384690.956565 nChanged 5 SP:Iteration 36Q (2432.967772 sec): 3 clusters Score: Raw -386315.985970 + Penalty 1624.251453 = -384691.734517 nChanged 6 SP:Iteration 37Q (2433.016453 sec): 3 clusters Score: Raw -386316.875679 + Penalty 1624.251453 = -384692.624226 nChanged 5 SP:Iteration 38Q (2433.067623 sec): 3 clusters Score: Raw -386317.560968 + Penalty 1624.251453 = -384693.309515 nChanged 5 SP:Iteration 39Q (2433.116012 sec): 3 clusters Score: Raw -386318.159839 + Penalty 1624.251453 = -384693.908386 nChanged 3 SP:Iteration 40F (2433.171145 sec): 3 clusters Score: Raw -386318.528738 + Penalty 1624.251453 = -384694.277285 nChanged 3 SP:Iteration 41Q (2433.220380 sec): 3 clusters Score: Raw -386318.623523 + Penalty 1624.251453 = -384694.372070 nChanged 1 SP:Iteration 42Q (2433.269869 sec): 3 clusters Score: Raw -386318.671880 + Penalty 1624.251453 = -384694.420427 nChanged 2 SP:Iteration 43Q (2433.334268 sec): 3 clusters Score: Raw -386318.862980 + Penalty 1624.251453 = -384694.611527 nChanged 2 SP:Iteration 44Q (2433.386787 sec): 3 clusters Score: Raw -386319.074728 + Penalty 1624.251453 = -384694.823275 nChanged 4 SP:Iteration 45Q (2433.439742 sec): 3 clusters Score: Raw -386319.449960 + Penalty 1624.251453 = -384695.198507 nChanged 2 SP:Iteration 46Q (2433.485023 sec): 3 clusters Score: Raw -386319.672012 + Penalty 1624.251453 = -384695.420559 nChanged 5 SP:Iteration 47Q (2433.531729 sec): 3 clusters Score: Raw -386320.230662 + Penalty 1624.251453 = -384695.979208 nChanged 3 SP:Iteration 48Q (2433.595640 sec): 3 clusters Score: Raw -386320.689208 + Penalty 1624.251453 = -384696.437755 nChanged 3 SP:Iteration 49Q (2433.635549 sec): 3 clusters Score: Raw -386321.285644 + Penalty 1624.251453 = -384697.034190 nChanged 5 SP:Iteration 50Q (2433.697242 sec): 3 clusters Score: Raw -386321.941419 + Penalty 1624.251453 = -384697.689966 nChanged 7 SP:Iteration 51Q (2433.750806 sec): 3 clusters Score: Raw -386322.787532 + Penalty 1624.251453 = -384698.536079 nChanged 3 SP:Iteration 52Q (2433.800315 sec): 3 clusters Score: Raw -386323.152453 + Penalty 1624.251453 = -384698.901000 nChanged 2 SP:Iteration 53Q (2433.836157 sec): 3 clusters Score: Raw -386323.407152 + Penalty 1624.251453 = -384699.155699 nChanged 2 SP:Iteration 54Q (2433.890482 sec): 3 clusters Score: Raw -386323.934518 + Penalty 1624.251453 = -384699.683065 nChanged 3 SP:Iteration 55Q (2433.944380 sec): 3 clusters Score: Raw -386324.337420 + Penalty 1624.251453 = -384700.085967 nChanged 4 SP:Iteration 56Q (2433.993924 sec): 3 clusters Score: Raw -386324.786490 + Penalty 1624.251453 = -384700.535037 nChanged 4 SP:Iteration 57Q (2434.054862 sec): 3 clusters Score: Raw -386325.757268 + Penalty 1624.251453 = -384701.505814 nChanged 6 SP:Iteration 58Q (2434.103689 sec): 3 clusters Score: Raw -386326.532223 + Penalty 1624.251453 = -384702.280770 nChanged 7 SP:Iteration 59Q (2434.155719 sec): 3 clusters Score: Raw -386327.763331 + Penalty 1624.251453 = -384703.511878 nChanged 9 SP:Iteration 60F (2434.205430 sec): 3 clusters Score: Raw -386329.738549 + Penalty 1624.251453 = -384705.487096 nChanged 9 SP:Iteration 61Q (2434.257875 sec): 3 clusters Score: Raw -386331.349364 + Penalty 1624.251453 = -384707.097911 nChanged 11 SP:Iteration 62Q (2434.311702 sec): 3 clusters Score: Raw -386333.347290 + Penalty 1624.251453 = -384709.095837 nChanged 10 SP:Iteration 63Q (2434.375969 sec): 3 clusters Score: Raw -386335.543445 + Penalty 1624.251453 = -384711.291992 nChanged 15 SP:Iteration 64Q (2434.418179 sec): 3 clusters Score: Raw -386338.998720 + Penalty 1624.251453 = -384714.747267 nChanged 15 SP:Iteration 65Q (2434.472026 sec): 3 clusters Score: Raw -386343.789362 + Penalty 1624.251453 = -384719.537909 nChanged 20 SP:Iteration 66Q (2434.535218 sec): 3 clusters Score: Raw -386350.286612 + Penalty 1624.251453 = -384726.035159 nChanged 20 SP:Iteration 67Q (2434.592120 sec): 3 clusters Score: Raw -386355.609347 + Penalty 1624.251453 = -384731.357894 nChanged 20 SP:Iteration 68Q (2434.641895 sec): 3 clusters Score: Raw -386360.910921 + Penalty 1624.251453 = -384736.659468 nChanged 24 SP:Iteration 69Q (2434.700090 sec): 3 clusters Score: Raw -386366.010767 + Penalty 1624.251453 = -384741.759314 nChanged 23 SP:Iteration 70Q (2434.749433 sec): 3 clusters Score: Raw -386371.332319 + Penalty 1624.251453 = -384747.080866 nChanged 17 SP:Iteration 71Q (2434.799344 sec): 3 clusters Score: Raw -386376.308223 + Penalty 1624.251453 = -384752.056770 nChanged 19 SP:Iteration 72Q (2434.857362 sec): 3 clusters Score: Raw -386379.494733 + Penalty 1624.251453 = -384755.243280 nChanged 19 SP:Iteration 73Q (2434.912634 sec): 3 clusters Score: Raw -386383.231889 + Penalty 1624.251453 = -384758.980436 nChanged 15 SP:Iteration 74Q (2434.963416 sec): 3 clusters Score: Raw -386386.646760 + Penalty 1624.251453 = -384762.395307 nChanged 18 SP:Iteration 75Q (2435.004881 sec): 3 clusters Score: Raw -386391.729918 + Penalty 1624.251453 = -384767.478465 nChanged 19 SP:Iteration 76Q (2435.063766 sec): 3 clusters Score: Raw -386396.606707 + Penalty 1624.251453 = -384772.355254 nChanged 24 SP:Iteration 77Q (2435.118112 sec): 3 clusters Score: Raw -386401.792330 + Penalty 1624.251453 = -384777.540876 nChanged 16 SP:Iteration 78Q (2435.162756 sec): 3 clusters Score: Raw -386404.565756 + Penalty 1624.251453 = -384780.314303 nChanged 14 SP:Iteration 79Q (2435.222864 sec): 3 clusters Score: Raw -386407.460226 + Penalty 1624.251453 = -384783.208773 nChanged 16 SP:Iteration 80F (2435.269030 sec): 3 clusters Score: Raw -386410.457066 + Penalty 1624.251453 = -384786.205613 nChanged 11 SP:Iteration 81Q (2435.314547 sec): 3 clusters Score: Raw -386412.987042 + Penalty 1624.251453 = -384788.735589 nChanged 11 SP:Iteration 82Q (2435.373510 sec): 3 clusters Score: Raw -386416.048169 + Penalty 1624.251453 = -384791.796716 nChanged 9 SP:Iteration 83Q (2435.423127 sec): 3 clusters Score: Raw -386418.543364 + Penalty 1624.251453 = -384794.291911 nChanged 15 SP:Iteration 84Q (2435.485813 sec): 3 clusters Score: Raw -386421.966764 + Penalty 1624.251453 = -384797.715311 nChanged 12 SP:Iteration 85Q (2435.539544 sec): 3 clusters Score: Raw -386423.608310 + Penalty 1624.251453 = -384799.356857 nChanged 10 SP:Iteration 86Q (2435.594257 sec): 3 clusters Score: Raw -386424.586472 + Penalty 1624.251453 = -384800.335019 nChanged 3 SP:Iteration 87Q (2435.643079 sec): 3 clusters Score: Raw -386425.040093 + Penalty 1624.251453 = -384800.788640 nChanged 4 SP:Iteration 88Q (2435.691013 sec): 3 clusters Score: Raw -386425.725231 + Penalty 1624.251453 = -384801.473778 nChanged 4 SP:Iteration 89Q (2435.749026 sec): 3 clusters Score: Raw -386426.471707 + Penalty 1624.251453 = -384802.220254 nChanged 3 SP:Iteration 90Q (2435.789428 sec): 3 clusters Score: Raw -386426.927420 + Penalty 1624.251453 = -384802.675967 nChanged 5 SP:Iteration 91Q (2435.845799 sec): 3 clusters Score: Raw -386427.980555 + Penalty 1624.251453 = -384803.729102 nChanged 5 SP:Iteration 92Q (2435.898425 sec): 3 clusters Score: Raw -386428.498375 + Penalty 1624.251453 = -384804.246921 nChanged 6 SP:Iteration 93Q (2435.954705 sec): 3 clusters Score: Raw -386429.108082 + Penalty 1624.251453 = -384804.856629 nChanged 3 SP:Iteration 94Q (2436.009404 sec): 3 clusters Score: Raw -386429.362594 + Penalty 1624.251453 = -384805.111141 nChanged 2 SP:Iteration 95Q (2436.064256 sec): 3 clusters Score: Raw -386429.527294 + Penalty 1624.251453 = -384805.275841 nChanged 4 SP:Iteration 96Q (2436.117337 sec): 3 clusters Score: Raw -386430.085082 + Penalty 1624.251453 = -384805.833629 nChanged 5 SP:Iteration 97Q (2436.169051 sec): 3 clusters Score: Raw -386431.401572 + Penalty 1624.251453 = -384807.150119 nChanged 9 SP:Iteration 98Q (2436.212363 sec): 3 clusters Score: Raw -386433.014915 + Penalty 1624.251453 = -384808.763461 nChanged 11 SP:Iteration 99Q (2436.261647 sec): 3 clusters Score: Raw -386434.496007 + Penalty 1624.251453 = -384810.244554 nChanged 10 SP:Iteration 100F (2436.312478 sec): 3 clusters Score: Raw -386436.068107 + Penalty 1624.251453 = -384811.816654 nChanged 8 SP:Iteration 101Q (2436.372970 sec): 3 clusters Score: Raw -386437.456127 + Penalty 1624.251453 = -384813.204674 nChanged 13 SP:Iteration 102Q (2436.424535 sec): 3 clusters Score: Raw -386439.827017 + Penalty 1624.251453 = -384815.575564 nChanged 9 SP:Iteration 103Q (2436.463056 sec): 3 clusters Score: Raw -386441.609804 + Penalty 1624.251453 = -384817.358351 nChanged 10 SP:Iteration 104Q (2436.518966 sec): 3 clusters Score: Raw -386443.704439 + Penalty 1624.251453 = -384819.452986 nChanged 8 SP:Iteration 105Q (2436.564013 sec): 3 clusters Score: Raw -386445.044429 + Penalty 1624.251453 = -384820.792976 nChanged 7 SP:Iteration 106Q (2436.604354 sec): 3 clusters Score: Raw -386445.963032 + Penalty 1624.251453 = -384821.711579 nChanged 4 SP:Iteration 107Q (2436.664517 sec): 3 clusters Score: Raw -386446.374571 + Penalty 1624.251453 = -384822.123118 nChanged 2 SP:Iteration 108Q (2436.715505 sec): 3 clusters Score: Raw -386446.522668 + Penalty 1624.251453 = -384822.271215 nChanged 1 SP:Iteration 109Q (2436.762879 sec): 3 clusters Score: Raw -386446.681393 + Penalty 1624.251453 = -384822.429940 nChanged 4 SP:Iteration 110Q (2436.811251 sec): 3 clusters Score: Raw -386447.194571 + Penalty 1624.251453 = -384822.943118 nChanged 1 SP:Iteration 111Q (2436.865076 sec): 3 clusters Score: Raw -386447.331703 + Penalty 1624.251453 = -384823.080250 nChanged 1 SP:Iteration 112Q (2436.920359 sec): 3 clusters Score: Raw -386447.409932 + Penalty 1624.251453 = -384823.158479 nChanged 2 SP:Iteration 113Q (2436.971523 sec): 3 clusters Score: Raw -386447.613477 + Penalty 1624.251453 = -384823.362023 nChanged 0 SP:Iteration 114F (2437.026688 sec): 3 clusters Score: Raw -386447.613477 + Penalty 1624.251453 = -384823.362023 nChanged 0 Trying to split cluster 22 (2685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2437.054935 sec): 2 clusters Score: Raw -176334.427423 + Penalty 750.066421 = -175584.361002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2437.104221 sec): 3 clusters Score: Raw -174972.065287 + Penalty 1500.132841 = -173471.932446 nChanged 1107 SP:Iteration 1F (2437.156803 sec): 3 clusters Score: Raw -175629.482290 + Penalty 1500.132841 = -174129.349448 nChanged 224 SP:Iteration 2F (2437.210963 sec): 3 clusters Score: Raw -175787.250455 + Penalty 1500.132841 = -174287.117614 nChanged 173 SP:Iteration 3F (2437.257385 sec): 3 clusters Score: Raw -175910.380462 + Penalty 1500.132841 = -174410.247620 nChanged 147 SP:Iteration 4F (2437.316179 sec): 3 clusters Score: Raw -176017.789959 + Penalty 1500.132841 = -174517.657118 nChanged 144 SP:Iteration 5F (2437.358724 sec): 3 clusters Score: Raw -176129.717116 + Penalty 1500.132841 = -174629.584274 nChanged 136 SP:Iteration 6F (2437.422820 sec): 3 clusters Score: Raw -176244.784571 + Penalty 1500.132841 = -174744.651730 nChanged 118 SP:Iteration 7Q (2437.461462 sec): 3 clusters Score: Raw -176325.893723 + Penalty 1500.132841 = -174825.760881 nChanged 81 SP:Iteration 8Q (2437.514049 sec): 3 clusters Score: Raw -176374.457254 + Penalty 1500.132841 = -174874.324412 nChanged 58 SP:Iteration 9Q (2437.565867 sec): 3 clusters Score: Raw -176403.313398 + Penalty 1500.132841 = -174903.180556 nChanged 46 SP:Iteration 10Q (2437.622394 sec): 3 clusters Score: Raw -176427.668582 + Penalty 1500.132841 = -174927.535741 nChanged 41 SP:Iteration 11Q (2437.672852 sec): 3 clusters Score: Raw -176445.229356 + Penalty 1500.132841 = -174945.096515 nChanged 27 SP:Iteration 12Q (2437.725930 sec): 3 clusters Score: Raw -176454.709905 + Penalty 1500.132841 = -174954.577063 nChanged 19 SP:Iteration 13Q (2437.773854 sec): 3 clusters Score: Raw -176460.871974 + Penalty 1500.132841 = -174960.739133 nChanged 12 SP:Iteration 14Q (2437.814873 sec): 3 clusters Score: Raw -176465.672042 + Penalty 1500.132841 = -174965.539201 nChanged 12 SP:Iteration 15Q (2437.865295 sec): 3 clusters Score: Raw -176469.435472 + Penalty 1500.132841 = -174969.302631 nChanged 8 SP:Iteration 16Q (2437.904512 sec): 3 clusters Score: Raw -176471.586782 + Penalty 1500.132841 = -174971.453941 nChanged 8 SP:Iteration 17Q (2437.950983 sec): 3 clusters Score: Raw -176474.376065 + Penalty 1500.132841 = -174974.243224 nChanged 6 SP:Iteration 18Q (2437.995409 sec): 3 clusters Score: Raw -176476.087867 + Penalty 1500.132841 = -174975.955025 nChanged 7 SP:Iteration 19Q (2438.051750 sec): 3 clusters Score: Raw -176477.932627 + Penalty 1500.132841 = -174977.799785 nChanged 6 SP:Iteration 20F (2438.103135 sec): 3 clusters Score: Raw -176479.177485 + Penalty 1500.132841 = -174979.044643 nChanged 2 SP:Iteration 21Q (2438.143538 sec): 3 clusters Score: Raw -176479.390789 + Penalty 1500.132841 = -174979.257948 nChanged 1 SP:Iteration 22Q (2438.193646 sec): 3 clusters Score: Raw -176479.585202 + Penalty 1500.132841 = -174979.452360 nChanged 0 SP:Iteration 23F (2438.244330 sec): 3 clusters Score: Raw -176479.585202 + Penalty 1500.132841 = -174979.452360 nChanged 0 Trying to split cluster 23 (1760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2438.276042 sec): 2 clusters Score: Raw -118413.862829 + Penalty 709.941563 = -117703.921266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2438.323280 sec): 3 clusters Score: Raw -117580.412765 + Penalty 1419.883127 = -116160.529639 nChanged 677 SP:Iteration 1F (2438.372131 sec): 3 clusters Score: Raw -117977.823074 + Penalty 1419.883127 = -116557.939947 nChanged 120 SP:Iteration 2F (2438.407145 sec): 3 clusters Score: Raw -118034.087849 + Penalty 1419.883127 = -116614.204722 nChanged 76 SP:Iteration 3Q (2438.452728 sec): 3 clusters Score: Raw -118079.994330 + Penalty 1419.883127 = -116660.111203 nChanged 68 SP:Iteration 4Q (2438.499486 sec): 3 clusters Score: Raw -118136.049330 + Penalty 1419.883127 = -116716.166204 nChanged 74 SP:Iteration 5Q (2438.538143 sec): 3 clusters Score: Raw -118185.574111 + Penalty 1419.883127 = -116765.690984 nChanged 70 SP:Iteration 6Q (2438.579797 sec): 3 clusters Score: Raw -118233.872337 + Penalty 1419.883127 = -116813.989210 nChanged 84 SP:Iteration 7Q (2438.635050 sec): 3 clusters Score: Raw -118291.253787 + Penalty 1419.883127 = -116871.370661 nChanged 74 SP:Iteration 8Q (2438.683701 sec): 3 clusters Score: Raw -118335.089608 + Penalty 1419.883127 = -116915.206481 nChanged 48 SP:Iteration 9Q (2438.727807 sec): 3 clusters Score: Raw -118360.880120 + Penalty 1419.883127 = -116940.996993 nChanged 37 SP:Iteration 10Q (2438.764517 sec): 3 clusters Score: Raw -118380.498355 + Penalty 1419.883127 = -116960.615228 nChanged 40 SP:Iteration 11Q (2438.813097 sec): 3 clusters Score: Raw -118405.736198 + Penalty 1419.883127 = -116985.853071 nChanged 46 SP:Iteration 12Q (2438.859976 sec): 3 clusters Score: Raw -118440.285149 + Penalty 1419.883127 = -117020.402022 nChanged 48 SP:Iteration 13Q (2438.904984 sec): 3 clusters Score: Raw -118470.169694 + Penalty 1419.883127 = -117050.286568 nChanged 37 SP:Iteration 14Q (2438.945198 sec): 3 clusters Score: Raw -118488.495002 + Penalty 1419.883127 = -117068.611876 nChanged 27 SP:Iteration 15Q (2438.999836 sec): 3 clusters Score: Raw -118502.150163 + Penalty 1419.883127 = -117082.267036 nChanged 26 SP:Iteration 16Q (2439.041441 sec): 3 clusters Score: Raw -118514.416395 + Penalty 1419.883127 = -117094.533269 nChanged 23 SP:Iteration 17Q (2439.096466 sec): 3 clusters Score: Raw -118526.917576 + Penalty 1419.883127 = -117107.034449 nChanged 16 SP:Iteration 18Q (2439.134419 sec): 3 clusters Score: Raw -118533.703063 + Penalty 1419.883127 = -117113.819936 nChanged 17 SP:Iteration 19Q (2439.173976 sec): 3 clusters Score: Raw -118540.279206 + Penalty 1419.883127 = -117120.396080 nChanged 15 SP:Iteration 20F (2439.232086 sec): 3 clusters Score: Raw -118549.418129 + Penalty 1419.883127 = -117129.535003 nChanged 11 SP:Iteration 21Q (2439.259023 sec): 3 clusters Score: Raw -118556.425475 + Penalty 1419.883127 = -117136.542348 nChanged 10 SP:Iteration 22Q (2439.308955 sec): 3 clusters Score: Raw -118561.653758 + Penalty 1419.883127 = -117141.770631 nChanged 5 SP:Iteration 23Q (2439.357654 sec): 3 clusters Score: Raw -118564.803496 + Penalty 1419.883127 = -117144.920369 nChanged 7 SP:Iteration 24Q (2439.401924 sec): 3 clusters Score: Raw -118567.930420 + Penalty 1419.883127 = -117148.047293 nChanged 8 SP:Iteration 25Q (2439.453211 sec): 3 clusters Score: Raw -118573.333997 + Penalty 1419.883127 = -117153.450870 nChanged 7 SP:Iteration 26Q (2439.502026 sec): 3 clusters Score: Raw -118576.315889 + Penalty 1419.883127 = -117156.432762 nChanged 8 SP:Iteration 27Q (2439.548702 sec): 3 clusters Score: Raw -118579.988115 + Penalty 1419.883127 = -117160.104989 nChanged 5 SP:Iteration 28Q (2439.592114 sec): 3 clusters Score: Raw -118583.564110 + Penalty 1419.883127 = -117163.680983 nChanged 4 SP:Iteration 29Q (2439.628490 sec): 3 clusters Score: Raw -118585.907634 + Penalty 1419.883127 = -117166.024507 nChanged 5 SP:Iteration 30Q (2439.659683 sec): 3 clusters Score: Raw -118589.710070 + Penalty 1419.883127 = -117169.826943 nChanged 5 SP:Iteration 31Q (2439.717685 sec): 3 clusters Score: Raw -118592.699251 + Penalty 1419.883127 = -117172.816125 nChanged 2 SP:Iteration 32Q (2439.765305 sec): 3 clusters Score: Raw -118593.478751 + Penalty 1419.883127 = -117173.595625 nChanged 0 SP:Iteration 33F (2439.809482 sec): 3 clusters Score: Raw -118593.478751 + Penalty 1419.883127 = -117173.595625 nChanged 0 Trying to split cluster 24 (7277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2439.834358 sec): 2 clusters Score: Raw -528540.015212 + Penalty 844.785027 = -527695.230185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2439.896944 sec): 3 clusters Score: Raw -524279.746061 + Penalty 1689.570054 = -522590.176007 nChanged 3223 SP:Iteration 1F (2439.950334 sec): 3 clusters Score: Raw -526006.341481 + Penalty 1689.570054 = -524316.771427 nChanged 411 SP:Iteration 2F (2440.003551 sec): 3 clusters Score: Raw -526182.553486 + Penalty 1689.570054 = -524492.983432 nChanged 384 SP:Iteration 3F (2440.049127 sec): 3 clusters Score: Raw -526366.779199 + Penalty 1689.570054 = -524677.209145 nChanged 386 SP:Iteration 4F (2440.101013 sec): 3 clusters Score: Raw -526574.822210 + Penalty 1689.570054 = -524885.252156 nChanged 381 SP:Iteration 5F (2440.157483 sec): 3 clusters Score: Raw -526782.485258 + Penalty 1689.570054 = -525092.915204 nChanged 364 SP:Iteration 6F (2440.210659 sec): 3 clusters Score: Raw -527002.466966 + Penalty 1689.570054 = -525312.896912 nChanged 358 SP:Iteration 7Q (2440.258619 sec): 3 clusters Score: Raw -527221.010348 + Penalty 1689.570054 = -525531.440294 nChanged 333 SP:Iteration 8Q (2440.311142 sec): 3 clusters Score: Raw -527440.250134 + Penalty 1689.570054 = -525750.680080 nChanged 312 SP:Iteration 9Q (2440.365763 sec): 3 clusters Score: Raw -527641.480590 + Penalty 1689.570054 = -525951.910536 nChanged 280 SP:Iteration 10Q (2440.400479 sec): 3 clusters Score: Raw -527808.881142 + Penalty 1689.570054 = -526119.311088 nChanged 207 SP:Iteration 11Q (2440.457913 sec): 3 clusters Score: Raw -527901.421121 + Penalty 1689.570054 = -526211.851067 nChanged 152 SP:Iteration 12Q (2440.506590 sec): 3 clusters Score: Raw -527964.858398 + Penalty 1689.570054 = -526275.288344 nChanged 125 SP:Iteration 13Q (2440.574588 sec): 3 clusters Score: Raw -528017.422455 + Penalty 1689.570054 = -526327.852401 nChanged 117 SP:Iteration 14Q (2440.628516 sec): 3 clusters Score: Raw -528058.891890 + Penalty 1689.570054 = -526369.321836 nChanged 83 SP:Iteration 15Q (2440.672815 sec): 3 clusters Score: Raw -528082.865782 + Penalty 1689.570054 = -526393.295728 nChanged 61 SP:Iteration 16Q (2440.732991 sec): 3 clusters Score: Raw -528100.612377 + Penalty 1689.570054 = -526411.042323 nChanged 60 SP:Iteration 17Q (2440.784330 sec): 3 clusters Score: Raw -528118.339447 + Penalty 1689.570054 = -526428.769393 nChanged 65 SP:Iteration 18Q (2440.845799 sec): 3 clusters Score: Raw -528138.087271 + Penalty 1689.570054 = -526448.517217 nChanged 68 SP:Iteration 19Q (2440.891965 sec): 3 clusters Score: Raw -528159.453036 + Penalty 1689.570054 = -526469.882982 nChanged 61 SP:Iteration 20F (2440.959391 sec): 3 clusters Score: Raw -528178.590156 + Penalty 1689.570054 = -526489.020102 nChanged 69 SP:Iteration 21Q (2441.016704 sec): 3 clusters Score: Raw -528200.126967 + Penalty 1689.570054 = -526510.556913 nChanged 61 SP:Iteration 22Q (2441.073269 sec): 3 clusters Score: Raw -528218.455276 + Penalty 1689.570054 = -526528.885222 nChanged 53 SP:Iteration 23Q (2441.122421 sec): 3 clusters Score: Raw -528239.578586 + Penalty 1689.570054 = -526550.008532 nChanged 60 SP:Iteration 24Q (2441.166343 sec): 3 clusters Score: Raw -528264.118628 + Penalty 1689.570054 = -526574.548574 nChanged 65 SP:Iteration 25Q (2441.207663 sec): 3 clusters Score: Raw -528290.824859 + Penalty 1689.570054 = -526601.254805 nChanged 61 SP:Iteration 26Q (2441.266426 sec): 3 clusters Score: Raw -528317.342525 + Penalty 1689.570054 = -526627.772471 nChanged 61 SP:Iteration 27Q (2441.322141 sec): 3 clusters Score: Raw -528338.013206 + Penalty 1689.570054 = -526648.443152 nChanged 52 SP:Iteration 28Q (2441.366469 sec): 3 clusters Score: Raw -528357.226233 + Penalty 1689.570054 = -526667.656179 nChanged 51 SP:Iteration 29Q (2441.409373 sec): 3 clusters Score: Raw -528377.317211 + Penalty 1689.570054 = -526687.747157 nChanged 49 SP:Iteration 30Q (2441.461777 sec): 3 clusters Score: Raw -528399.600568 + Penalty 1689.570054 = -526710.030514 nChanged 48 SP:Iteration 31Q (2441.515088 sec): 3 clusters Score: Raw -528421.514669 + Penalty 1689.570054 = -526731.944615 nChanged 48 SP:Iteration 32Q (2441.560017 sec): 3 clusters Score: Raw -528441.327164 + Penalty 1689.570054 = -526751.757110 nChanged 40 SP:Iteration 33Q (2441.612253 sec): 3 clusters Score: Raw -528455.681931 + Penalty 1689.570054 = -526766.111877 nChanged 30 SP:Iteration 34Q (2441.661648 sec): 3 clusters Score: Raw -528465.839712 + Penalty 1689.570054 = -526776.269658 nChanged 35 SP:Iteration 35Q (2441.718784 sec): 3 clusters Score: Raw -528477.827088 + Penalty 1689.570054 = -526788.257034 nChanged 33 SP:Iteration 36Q (2441.764828 sec): 3 clusters Score: Raw -528492.811365 + Penalty 1689.570054 = -526803.241311 nChanged 30 SP:Iteration 37Q (2441.825331 sec): 3 clusters Score: Raw -528502.581664 + Penalty 1689.570054 = -526813.011610 nChanged 30 SP:Iteration 38Q (2441.877689 sec): 3 clusters Score: Raw -528512.023518 + Penalty 1689.570054 = -526822.453464 nChanged 19 SP:Iteration 39Q (2441.930978 sec): 3 clusters Score: Raw -528518.065844 + Penalty 1689.570054 = -526828.495790 nChanged 19 SP:Iteration 40F (2441.991008 sec): 3 clusters Score: Raw -528523.228650 + Penalty 1689.570054 = -526833.658596 nChanged 15 SP:Iteration 41Q (2442.047214 sec): 3 clusters Score: Raw -528526.567073 + Penalty 1689.570054 = -526836.997019 nChanged 8 SP:Iteration 42Q (2442.103603 sec): 3 clusters Score: Raw -528527.967123 + Penalty 1689.570054 = -526838.397069 nChanged 6 SP:Iteration 43Q (2442.159844 sec): 3 clusters Score: Raw -528528.690385 + Penalty 1689.570054 = -526839.120331 nChanged 4 SP:Iteration 44Q (2442.198645 sec): 3 clusters Score: Raw -528529.918929 + Penalty 1689.570054 = -526840.348875 nChanged 4 SP:Iteration 45Q (2442.258357 sec): 3 clusters Score: Raw -528530.842449 + Penalty 1689.570054 = -526841.272395 nChanged 2 SP:Iteration 46Q (2442.317474 sec): 3 clusters Score: Raw -528531.329020 + Penalty 1689.570054 = -526841.758966 nChanged 0 SP:Iteration 47F (2442.357339 sec): 3 clusters Score: Raw -528531.329020 + Penalty 1689.570054 = -526841.758966 nChanged 0 Trying to split cluster 25 (5360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2442.395802 sec): 2 clusters Score: Raw -405190.878864 + Penalty 815.738329 = -404375.140535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2442.453077 sec): 3 clusters Score: Raw -402157.211584 + Penalty 1631.476658 = -400525.734925 nChanged 2280 SP:Iteration 1F (2442.496215 sec): 3 clusters Score: Raw -403473.047451 + Penalty 1631.476658 = -401841.570792 nChanged 475 SP:Iteration 2F (2442.544864 sec): 3 clusters Score: Raw -403856.644760 + Penalty 1631.476658 = -402225.168102 nChanged 467 SP:Iteration 3F (2442.607619 sec): 3 clusters Score: Raw -404229.497652 + Penalty 1631.476658 = -402598.020993 nChanged 393 SP:Iteration 4F (2442.649737 sec): 3 clusters Score: Raw -404518.923712 + Penalty 1631.476658 = -402887.447054 nChanged 310 SP:Iteration 5F (2442.701498 sec): 3 clusters Score: Raw -404699.961632 + Penalty 1631.476658 = -403068.484974 nChanged 253 SP:Iteration 6Q (2442.743198 sec): 3 clusters Score: Raw -404836.039005 + Penalty 1631.476658 = -403204.562347 nChanged 178 SP:Iteration 7Q (2442.795085 sec): 3 clusters Score: Raw -404918.294279 + Penalty 1631.476658 = -403286.817621 nChanged 143 SP:Iteration 8Q (2442.858077 sec): 3 clusters Score: Raw -404982.276932 + Penalty 1631.476658 = -403350.800274 nChanged 120 SP:Iteration 9Q (2442.899238 sec): 3 clusters Score: Raw -405037.598463 + Penalty 1631.476658 = -403406.121804 nChanged 133 SP:Iteration 10Q (2442.950330 sec): 3 clusters Score: Raw -405105.574131 + Penalty 1631.476658 = -403474.097472 nChanged 129 SP:Iteration 11Q (2443.008864 sec): 3 clusters Score: Raw -405177.062851 + Penalty 1631.476658 = -403545.586192 nChanged 112 SP:Iteration 12Q (2443.063563 sec): 3 clusters Score: Raw -405225.093287 + Penalty 1631.476658 = -403593.616629 nChanged 91 SP:Iteration 13Q (2443.112768 sec): 3 clusters Score: Raw -405270.629753 + Penalty 1631.476658 = -403639.153095 nChanged 84 SP:Iteration 14Q (2443.163420 sec): 3 clusters Score: Raw -405313.265559 + Penalty 1631.476658 = -403681.788901 nChanged 80 SP:Iteration 15Q (2443.210316 sec): 3 clusters Score: Raw -405356.622029 + Penalty 1631.476658 = -403725.145371 nChanged 79 SP:Iteration 16Q (2443.271532 sec): 3 clusters Score: Raw -405394.555823 + Penalty 1631.476658 = -403763.079165 nChanged 66 SP:Iteration 17Q (2443.311849 sec): 3 clusters Score: Raw -405428.248487 + Penalty 1631.476658 = -403796.771829 nChanged 50 SP:Iteration 18Q (2443.369079 sec): 3 clusters Score: Raw -405452.453312 + Penalty 1631.476658 = -403820.976654 nChanged 46 SP:Iteration 19Q (2443.425617 sec): 3 clusters Score: Raw -405472.946514 + Penalty 1631.476658 = -403841.469856 nChanged 34 SP:Iteration 20F (2443.465413 sec): 3 clusters Score: Raw -405488.586143 + Penalty 1631.476658 = -403857.109485 nChanged 35 SP:Iteration 21Q (2443.515138 sec): 3 clusters Score: Raw -405504.319456 + Penalty 1631.476658 = -403872.842798 nChanged 33 SP:Iteration 22Q (2443.559143 sec): 3 clusters Score: Raw -405523.672731 + Penalty 1631.476658 = -403892.196073 nChanged 34 SP:Iteration 23Q (2443.618074 sec): 3 clusters Score: Raw -405541.195182 + Penalty 1631.476658 = -403909.718524 nChanged 29 SP:Iteration 24Q (2443.673264 sec): 3 clusters Score: Raw -405554.811488 + Penalty 1631.476658 = -403923.334829 nChanged 18 SP:Iteration 25Q (2443.716493 sec): 3 clusters Score: Raw -405561.439249 + Penalty 1631.476658 = -403929.962590 nChanged 18 SP:Iteration 26Q (2443.775022 sec): 3 clusters Score: Raw -405567.569920 + Penalty 1631.476658 = -403936.093262 nChanged 9 SP:Iteration 27Q (2443.817844 sec): 3 clusters Score: Raw -405570.479381 + Penalty 1631.476658 = -403939.002722 nChanged 13 SP:Iteration 28Q (2443.868710 sec): 3 clusters Score: Raw -405574.881058 + Penalty 1631.476658 = -403943.404400 nChanged 8 SP:Iteration 29Q (2443.916070 sec): 3 clusters Score: Raw -405577.274769 + Penalty 1631.476658 = -403945.798111 nChanged 4 SP:Iteration 30Q (2443.959706 sec): 3 clusters Score: Raw -405577.902047 + Penalty 1631.476658 = -403946.425388 nChanged 1 SP:Iteration 31Q (2444.009140 sec): 3 clusters Score: Raw -405578.274500 + Penalty 1631.476658 = -403946.797842 nChanged 0 SP:Iteration 32F (2444.062813 sec): 3 clusters Score: Raw -405578.274500 + Penalty 1631.476658 = -403946.797842 nChanged 0 Trying to split cluster 26 (1682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2444.093258 sec): 2 clusters Score: Raw -88122.279442 + Penalty 705.635190 = -87416.644253 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2444.135998 sec): 3 clusters Score: Raw -87271.134651 + Penalty 1411.270380 = -85859.864272 nChanged 662 SP:Iteration 1F (2444.170901 sec): 3 clusters Score: Raw -87681.946205 + Penalty 1411.270380 = -86270.675825 nChanged 138 SP:Iteration 2F (2444.216109 sec): 3 clusters Score: Raw -87798.879755 + Penalty 1411.270380 = -86387.609375 nChanged 121 SP:Iteration 3F (2444.260034 sec): 3 clusters Score: Raw -87911.843312 + Penalty 1411.270380 = -86500.572933 nChanged 95 SP:Iteration 4F (2444.305584 sec): 3 clusters Score: Raw -88005.506183 + Penalty 1411.270380 = -86594.235804 nChanged 93 SP:Iteration 5F (2444.349144 sec): 3 clusters Score: Raw -88100.899892 + Penalty 1411.270380 = -86689.629512 nChanged 104 SP:Iteration 6F (2444.394102 sec): 3 clusters Score: Raw -88188.542158 + Penalty 1411.270380 = -86777.271778 nChanged 75 SP:Iteration 7Q (2444.438813 sec): 3 clusters Score: Raw -88245.081694 + Penalty 1411.270380 = -86833.811315 nChanged 59 SP:Iteration 8Q (2444.483879 sec): 3 clusters Score: Raw -88288.769200 + Penalty 1411.270380 = -86877.498820 nChanged 52 SP:Iteration 9Q (2444.529078 sec): 3 clusters Score: Raw -88335.155247 + Penalty 1411.270380 = -86923.884867 nChanged 50 SP:Iteration 10Q (2444.578432 sec): 3 clusters Score: Raw -88378.970719 + Penalty 1411.270380 = -86967.700339 nChanged 39 SP:Iteration 11Q (2444.624859 sec): 3 clusters Score: Raw -88422.033499 + Penalty 1411.270380 = -87010.763119 nChanged 38 SP:Iteration 12Q (2444.656864 sec): 3 clusters Score: Raw -88474.597288 + Penalty 1411.270380 = -87063.326909 nChanged 26 SP:Iteration 13Q (2444.706640 sec): 3 clusters Score: Raw -88515.243992 + Penalty 1411.270380 = -87103.973613 nChanged 26 SP:Iteration 14Q (2444.741805 sec): 3 clusters Score: Raw -88537.426268 + Penalty 1411.270380 = -87126.155888 nChanged 16 SP:Iteration 15Q (2444.782010 sec): 3 clusters Score: Raw -88546.630500 + Penalty 1411.270380 = -87135.360120 nChanged 11 SP:Iteration 16Q (2444.833109 sec): 3 clusters Score: Raw -88551.772827 + Penalty 1411.270380 = -87140.502447 nChanged 5 SP:Iteration 17Q (2444.882733 sec): 3 clusters Score: Raw -88553.899540 + Penalty 1411.270380 = -87142.629160 nChanged 4 SP:Iteration 18Q (2444.918949 sec): 3 clusters Score: Raw -88556.408245 + Penalty 1411.270380 = -87145.137865 nChanged 1 SP:Iteration 19Q (2444.966899 sec): 3 clusters Score: Raw -88556.865261 + Penalty 1411.270380 = -87145.594882 nChanged 1 SP:Iteration 20F (2445.010453 sec): 3 clusters Score: Raw -88557.329421 + Penalty 1411.270380 = -87146.059041 nChanged 0 Trying to split cluster 27 (18847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2445.058040 sec): 2 clusters Score: Raw -1401144.721716 + Penalty 935.190358 = -1400209.531358 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2445.120093 sec): 3 clusters Score: Raw -1389339.900680 + Penalty 1870.380716 = -1387469.519965 nChanged 8765 SP:Iteration 1F (2445.195561 sec): 3 clusters Score: Raw -1394435.045865 + Penalty 1870.380716 = -1392564.665149 nChanged 1136 SP:Iteration 2F (2445.253767 sec): 3 clusters Score: Raw -1395004.624643 + Penalty 1870.380716 = -1393134.243927 nChanged 1214 SP:Iteration 3F (2445.328418 sec): 3 clusters Score: Raw -1395747.504974 + Penalty 1870.380716 = -1393877.124258 nChanged 1337 SP:Iteration 4F (2445.392415 sec): 3 clusters Score: Raw -1396734.360829 + Penalty 1870.380716 = -1394863.980113 nChanged 1414 SP:Iteration 5F (2445.455027 sec): 3 clusters Score: Raw -1397885.912096 + Penalty 1870.380716 = -1396015.531380 nChanged 1253 SP:Iteration 6F (2445.534391 sec): 3 clusters Score: Raw -1399030.684939 + Penalty 1870.380716 = -1397160.304224 nChanged 1017 SP:Iteration 7F (2445.602803 sec): 3 clusters Score: Raw -1399944.901420 + Penalty 1870.380716 = -1398074.520704 nChanged 682 SP:Iteration 8Q (2445.673549 sec): 3 clusters Score: Raw -1400557.305359 + Penalty 1870.380716 = -1398686.924643 nChanged 395 SP:Iteration 9Q (2445.743460 sec): 3 clusters Score: Raw -1400906.818269 + Penalty 1870.380716 = -1399036.437553 nChanged 206 SP:Iteration 10Q (2445.807359 sec): 3 clusters Score: Raw -1401075.505723 + Penalty 1870.380716 = -1399205.125008 nChanged 109 SP:Iteration 11Q (2445.865301 sec): 3 clusters Score: Raw -1401171.509793 + Penalty 1870.380716 = -1399301.129078 nChanged 88 SP:Iteration 12Q (2445.936900 sec): 3 clusters Score: Raw -1401232.885533 + Penalty 1870.380716 = -1399362.504817 nChanged 47 SP:Iteration 13Q (2445.998405 sec): 3 clusters Score: Raw -1401269.579971 + Penalty 1870.380716 = -1399399.199255 nChanged 44 SP:Iteration 14Q (2446.050197 sec): 3 clusters Score: Raw -1401310.299666 + Penalty 1870.380716 = -1399439.918950 nChanged 31 SP:Iteration 15Q (2446.115348 sec): 3 clusters Score: Raw -1401338.580937 + Penalty 1870.380716 = -1399468.200221 nChanged 24 SP:Iteration 16Q (2446.172499 sec): 3 clusters Score: Raw -1401355.420675 + Penalty 1870.380716 = -1399485.039960 nChanged 13 SP:Iteration 17Q (2446.234988 sec): 3 clusters Score: Raw -1401363.687314 + Penalty 1870.380716 = -1399493.306598 nChanged 10 SP:Iteration 18Q (2446.296627 sec): 3 clusters Score: Raw -1401378.766670 + Penalty 1870.380716 = -1399508.385955 nChanged 10 SP:Iteration 19Q (2446.361681 sec): 3 clusters Score: Raw -1401386.769296 + Penalty 1870.380716 = -1399516.388581 nChanged 4 SP:Iteration 20F (2446.431681 sec): 3 clusters Score: Raw -1401388.927860 + Penalty 1870.380716 = -1399518.547145 nChanged 6 SP:Iteration 21Q (2446.487435 sec): 3 clusters Score: Raw -1401392.653485 + Penalty 1870.380716 = -1399522.272770 nChanged 2 SP:Iteration 22Q (2446.557727 sec): 3 clusters Score: Raw -1401394.765275 + Penalty 1870.380716 = -1399524.384559 nChanged 3 SP:Iteration 23Q (2446.612725 sec): 3 clusters Score: Raw -1401397.593266 + Penalty 1870.380716 = -1399527.212550 nChanged 4 SP:Iteration 24Q (2446.684080 sec): 3 clusters Score: Raw -1401399.238554 + Penalty 1870.380716 = -1399528.857839 nChanged 6 SP:Iteration 25Q (2446.751624 sec): 3 clusters Score: Raw -1401404.849006 + Penalty 1870.380716 = -1399534.468291 nChanged 5 SP:Iteration 26Q (2446.811757 sec): 3 clusters Score: Raw -1401412.164928 + Penalty 1870.380716 = -1399541.784213 nChanged 5 SP:Iteration 27Q (2446.870125 sec): 3 clusters Score: Raw -1401415.896258 + Penalty 1870.380716 = -1399545.515543 nChanged 3 SP:Iteration 28Q (2446.931599 sec): 3 clusters Score: Raw -1401417.147306 + Penalty 1870.380716 = -1399546.766591 nChanged 2 SP:Iteration 29Q (2447.004051 sec): 3 clusters Score: Raw -1401417.756406 + Penalty 1870.380716 = -1399547.375690 nChanged 0 SP:Iteration 30F (2447.063607 sec): 3 clusters Score: Raw -1401417.756406 + Penalty 1870.380716 = -1399547.375690 nChanged 0 Trying to split cluster 28 (106852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2447.208816 sec): 2 clusters Score: Raw -8359979.621835 + Penalty 1100.023998 = -8358879.597837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2447.383543 sec): 3 clusters Score: Raw -8289095.277407 + Penalty 2200.047996 = -8286895.229411 nChanged 51700 SP:Iteration 1F (2447.560381 sec): 3 clusters Score: Raw -8320134.419491 + Penalty 2200.047996 = -8317934.371495 nChanged 4020 SP:Iteration 2Q (2447.757034 sec): 3 clusters Score: Raw -8321297.365582 + Penalty 2200.047996 = -8319097.317586 nChanged 4316 SP:Iteration 3Q (2447.943549 sec): 3 clusters Score: Raw -8322718.049142 + Penalty 2200.047996 = -8320518.001146 nChanged 4811 SP:Iteration 4Q (2448.137401 sec): 3 clusters Score: Raw -8324581.678354 + Penalty 2200.047996 = -8322381.630359 nChanged 5313 SP:Iteration 5Q (2448.328546 sec): 3 clusters Score: Raw -8327112.613291 + Penalty 2200.047996 = -8324912.565295 nChanged 5829 SP:Iteration 6F (2448.496830 sec): 3 clusters Score: Raw -8330607.277108 + Penalty 2200.047996 = -8328407.229112 nChanged 6310 SP:Iteration 7F (2448.658980 sec): 3 clusters Score: Raw -8335193.862208 + Penalty 2200.047996 = -8332993.814212 nChanged 6406 SP:Iteration 8F (2448.822058 sec): 3 clusters Score: Raw -8339959.504761 + Penalty 2200.047996 = -8337759.456765 nChanged 5571 SP:Iteration 9F (2449.010059 sec): 3 clusters Score: Raw -8343543.214996 + Penalty 2200.047996 = -8341343.167000 nChanged 4215 SP:Iteration 10Q (2449.190525 sec): 3 clusters Score: Raw -8345532.426660 + Penalty 2200.047996 = -8343332.378664 nChanged 2880 SP:Iteration 11Q (2449.366287 sec): 3 clusters Score: Raw -8346632.285192 + Penalty 2200.047996 = -8344432.237196 nChanged 2391 SP:Iteration 12Q (2449.531996 sec): 3 clusters Score: Raw -8347546.898221 + Penalty 2200.047996 = -8345346.850225 nChanged 2338 SP:Iteration 13Q (2449.706900 sec): 3 clusters Score: Raw -8348505.327529 + Penalty 2200.047996 = -8346305.279533 nChanged 2421 SP:Iteration 14Q (2449.885131 sec): 3 clusters Score: Raw -8349589.448322 + Penalty 2200.047996 = -8347389.400326 nChanged 2464 SP:Iteration 15Q (2450.059383 sec): 3 clusters Score: Raw -8350808.792410 + Penalty 2200.047996 = -8348608.744414 nChanged 2466 SP:Iteration 16Q (2450.229754 sec): 3 clusters Score: Raw -8352133.185854 + Penalty 2200.047996 = -8349933.137858 nChanged 2393 SP:Iteration 17Q (2450.405265 sec): 3 clusters Score: Raw -8353540.833866 + Penalty 2200.047996 = -8351340.785870 nChanged 2199 SP:Iteration 18Q (2450.572205 sec): 3 clusters Score: Raw -8354946.103154 + Penalty 2200.047996 = -8352746.055158 nChanged 1939 SP:Iteration 19Q (2450.716089 sec): 3 clusters Score: Raw -8356224.494608 + Penalty 2200.047996 = -8354024.446613 nChanged 1620 SP:Iteration 20F (2450.889113 sec): 3 clusters Score: Raw -8357229.662377 + Penalty 2200.047996 = -8355029.614381 nChanged 1304 SP:Iteration 21Q (2451.044301 sec): 3 clusters Score: Raw -8357999.852868 + Penalty 2200.047996 = -8355799.804872 nChanged 1029 SP:Iteration 22Q (2451.202999 sec): 3 clusters Score: Raw -8358576.641149 + Penalty 2200.047996 = -8356376.593153 nChanged 806 SP:Iteration 23Q (2451.368420 sec): 3 clusters Score: Raw -8359010.307679 + Penalty 2200.047996 = -8356810.259683 nChanged 595 SP:Iteration 24Q (2451.522539 sec): 3 clusters Score: Raw -8359309.978484 + Penalty 2200.047996 = -8357109.930488 nChanged 504 SP:Iteration 25Q (2451.681787 sec): 3 clusters Score: Raw -8359564.838641 + Penalty 2200.047996 = -8357364.790646 nChanged 416 SP:Iteration 26Q (2451.823498 sec): 3 clusters Score: Raw -8359766.609250 + Penalty 2200.047996 = -8357566.561254 nChanged 312 SP:Iteration 27Q (2451.979650 sec): 3 clusters Score: Raw -8359906.342395 + Penalty 2200.047996 = -8357706.294399 nChanged 211 SP:Iteration 28Q (2452.128618 sec): 3 clusters Score: Raw -8360009.384712 + Penalty 2200.047996 = -8357809.336716 nChanged 174 SP:Iteration 29Q (2452.290946 sec): 3 clusters Score: Raw -8360085.718413 + Penalty 2200.047996 = -8357885.670417 nChanged 128 SP:Iteration 30Q (2452.433106 sec): 3 clusters Score: Raw -8360146.658833 + Penalty 2200.047996 = -8357946.610838 nChanged 108 SP:Iteration 31Q (2452.583093 sec): 3 clusters Score: Raw -8360190.564073 + Penalty 2200.047996 = -8357990.516077 nChanged 86 SP:Iteration 32Q (2452.729443 sec): 3 clusters Score: Raw -8360224.715789 + Penalty 2200.047996 = -8358024.667793 nChanged 72 SP:Iteration 33Q (2452.878459 sec): 3 clusters Score: Raw -8360251.264186 + Penalty 2200.047996 = -8358051.216190 nChanged 49 SP:Iteration 34Q (2453.034342 sec): 3 clusters Score: Raw -8360269.971689 + Penalty 2200.047996 = -8358069.923693 nChanged 42 SP:Iteration 35Q (2453.188672 sec): 3 clusters Score: Raw -8360284.258183 + Penalty 2200.047996 = -8358084.210187 nChanged 36 SP:Iteration 36Q (2453.339762 sec): 3 clusters Score: Raw -8360295.497891 + Penalty 2200.047996 = -8358095.449895 nChanged 37 SP:Iteration 37Q (2453.497231 sec): 3 clusters Score: Raw -8360308.724210 + Penalty 2200.047996 = -8358108.676215 nChanged 27 SP:Iteration 38Q (2453.639959 sec): 3 clusters Score: Raw -8360318.069832 + Penalty 2200.047996 = -8358118.021836 nChanged 27 SP:Iteration 39Q (2453.795501 sec): 3 clusters Score: Raw -8360329.587095 + Penalty 2200.047996 = -8358129.539099 nChanged 30 SP:Iteration 40F (2453.965513 sec): 3 clusters Score: Raw -8360338.735519 + Penalty 2200.047996 = -8358138.687523 nChanged 21 SP:Iteration 41Q (2454.135860 sec): 3 clusters Score: Raw -8360343.863254 + Penalty 2200.047996 = -8358143.815258 nChanged 10 SP:Iteration 42Q (2454.292233 sec): 3 clusters Score: Raw -8360345.789583 + Penalty 2200.047996 = -8358145.741587 nChanged 3 SP:Iteration 43Q (2454.448854 sec): 3 clusters Score: Raw -8360346.544057 + Penalty 2200.047996 = -8358146.496061 nChanged 2 SP:Iteration 44Q (2454.595448 sec): 3 clusters Score: Raw -8360346.899813 + Penalty 2200.047996 = -8358146.851817 nChanged 2 SP:Iteration 45Q (2454.776009 sec): 3 clusters Score: Raw -8360347.262579 + Penalty 2200.047996 = -8358147.214583 nChanged 0 SP:Iteration 46F (2454.970232 sec): 3 clusters Score: Raw -8360347.262579 + Penalty 2200.047996 = -8358147.214583 nChanged 0 Trying to split cluster 29 (2729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2455.003274 sec): 2 clusters Score: Raw -195237.785833 + Penalty 751.610599 = -194486.175233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2455.040766 sec): 3 clusters Score: Raw -193835.647751 + Penalty 1503.221199 = -192332.426552 nChanged 1114 SP:Iteration 1F (2455.086212 sec): 3 clusters Score: Raw -194501.001699 + Penalty 1503.221199 = -192997.780501 nChanged 217 SP:Iteration 2F (2455.129065 sec): 3 clusters Score: Raw -194642.748866 + Penalty 1503.221199 = -193139.527667 nChanged 154 SP:Iteration 3F (2455.176205 sec): 3 clusters Score: Raw -194744.377474 + Penalty 1503.221199 = -193241.156275 nChanged 146 SP:Iteration 4F (2455.231599 sec): 3 clusters Score: Raw -194842.193331 + Penalty 1503.221199 = -193338.972132 nChanged 143 SP:Iteration 5F (2455.270509 sec): 3 clusters Score: Raw -194953.819502 + Penalty 1503.221199 = -193450.598303 nChanged 138 SP:Iteration 6F (2455.324840 sec): 3 clusters Score: Raw -195048.608738 + Penalty 1503.221199 = -193545.387539 nChanged 125 SP:Iteration 7Q (2455.374057 sec): 3 clusters Score: Raw -195147.573859 + Penalty 1503.221199 = -193644.352660 nChanged 115 SP:Iteration 8Q (2455.422144 sec): 3 clusters Score: Raw -195227.070400 + Penalty 1503.221199 = -193723.849201 nChanged 74 SP:Iteration 9Q (2455.466612 sec): 3 clusters Score: Raw -195276.984445 + Penalty 1503.221199 = -193773.763246 nChanged 64 SP:Iteration 10Q (2455.515400 sec): 3 clusters Score: Raw -195310.475139 + Penalty 1503.221199 = -193807.253940 nChanged 46 SP:Iteration 11Q (2455.565902 sec): 3 clusters Score: Raw -195336.650054 + Penalty 1503.221199 = -193833.428855 nChanged 47 SP:Iteration 12Q (2455.615927 sec): 3 clusters Score: Raw -195366.412243 + Penalty 1503.221199 = -193863.191044 nChanged 41 SP:Iteration 13Q (2455.658059 sec): 3 clusters Score: Raw -195383.669785 + Penalty 1503.221199 = -193880.448586 nChanged 33 SP:Iteration 14Q (2455.713255 sec): 3 clusters Score: Raw -195393.630484 + Penalty 1503.221199 = -193890.409285 nChanged 20 SP:Iteration 15Q (2455.763612 sec): 3 clusters Score: Raw -195399.300374 + Penalty 1503.221199 = -193896.079176 nChanged 15 SP:Iteration 16Q (2455.806473 sec): 3 clusters Score: Raw -195404.008920 + Penalty 1503.221199 = -193900.787722 nChanged 15 SP:Iteration 17Q (2455.853493 sec): 3 clusters Score: Raw -195408.124516 + Penalty 1503.221199 = -193904.903317 nChanged 10 SP:Iteration 18Q (2455.900220 sec): 3 clusters Score: Raw -195410.172407 + Penalty 1503.221199 = -193906.951208 nChanged 9 SP:Iteration 19Q (2455.946221 sec): 3 clusters Score: Raw -195412.325191 + Penalty 1503.221199 = -193909.103992 nChanged 10 SP:Iteration 20F (2455.992895 sec): 3 clusters Score: Raw -195414.510775 + Penalty 1503.221199 = -193911.289576 nChanged 8 SP:Iteration 21Q (2456.035797 sec): 3 clusters Score: Raw -195415.863175 + Penalty 1503.221199 = -193912.641976 nChanged 3 SP:Iteration 22Q (2456.087437 sec): 3 clusters Score: Raw -195416.390161 + Penalty 1503.221199 = -193913.168962 nChanged 3 SP:Iteration 23Q (2456.124950 sec): 3 clusters Score: Raw -195416.854266 + Penalty 1503.221199 = -193913.633067 nChanged 1 SP:Iteration 24Q (2456.180467 sec): 3 clusters Score: Raw -195416.932272 + Penalty 1503.221199 = -193913.711073 nChanged 0 SP:Iteration 25F (2456.216658 sec): 3 clusters Score: Raw -195416.932272 + Penalty 1503.221199 = -193913.711073 nChanged 0 Trying to split cluster 30 (2472 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2456.242897 sec): 2 clusters Score: Raw -162958.294768 + Penalty 742.214368 = -162216.080401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2456.288909 sec): 3 clusters Score: Raw -161712.915222 + Penalty 1484.428736 = -160228.486487 nChanged 965 SP:Iteration 1F (2456.328873 sec): 3 clusters Score: Raw -162236.485246 + Penalty 1484.428736 = -160752.056510 nChanged 178 SP:Iteration 2F (2456.375023 sec): 3 clusters Score: Raw -162344.964161 + Penalty 1484.428736 = -160860.535425 nChanged 149 SP:Iteration 3F (2456.428742 sec): 3 clusters Score: Raw -162419.790624 + Penalty 1484.428736 = -160935.361889 nChanged 103 SP:Iteration 4Q (2456.479714 sec): 3 clusters Score: Raw -162487.456813 + Penalty 1484.428736 = -161003.028078 nChanged 95 SP:Iteration 5Q (2456.519307 sec): 3 clusters Score: Raw -162548.859619 + Penalty 1484.428736 = -161064.430884 nChanged 89 SP:Iteration 6Q (2456.575992 sec): 3 clusters Score: Raw -162608.921480 + Penalty 1484.428736 = -161124.492745 nChanged 88 SP:Iteration 7Q (2456.620187 sec): 3 clusters Score: Raw -162705.880089 + Penalty 1484.428736 = -161221.451353 nChanged 130 SP:Iteration 8F (2456.664978 sec): 3 clusters Score: Raw -162842.822822 + Penalty 1484.428736 = -161358.394087 nChanged 128 SP:Iteration 9F (2456.725318 sec): 3 clusters Score: Raw -162983.366802 + Penalty 1484.428736 = -161498.938066 nChanged 134 SP:Iteration 10F (2456.764691 sec): 3 clusters Score: Raw -163135.457808 + Penalty 1484.428736 = -161651.029073 nChanged 108 SP:Iteration 11Q (2456.823216 sec): 3 clusters Score: Raw -163214.035651 + Penalty 1484.428736 = -161729.606916 nChanged 70 SP:Iteration 12Q (2456.873950 sec): 3 clusters Score: Raw -163257.611043 + Penalty 1484.428736 = -161773.182307 nChanged 47 SP:Iteration 13Q (2456.907901 sec): 3 clusters Score: Raw -163281.865718 + Penalty 1484.428736 = -161797.436982 nChanged 38 SP:Iteration 14Q (2456.952834 sec): 3 clusters Score: Raw -163303.685654 + Penalty 1484.428736 = -161819.256918 nChanged 25 SP:Iteration 15Q (2456.998396 sec): 3 clusters Score: Raw -163315.686594 + Penalty 1484.428736 = -161831.257858 nChanged 26 SP:Iteration 16Q (2457.054182 sec): 3 clusters Score: Raw -163326.814623 + Penalty 1484.428736 = -161842.385888 nChanged 18 SP:Iteration 17Q (2457.081527 sec): 3 clusters Score: Raw -163333.316441 + Penalty 1484.428736 = -161848.887706 nChanged 11 SP:Iteration 18Q (2457.123423 sec): 3 clusters Score: Raw -163338.263553 + Penalty 1484.428736 = -161853.834817 nChanged 6 SP:Iteration 19Q (2457.166387 sec): 3 clusters Score: Raw -163340.683926 + Penalty 1484.428736 = -161856.255190 nChanged 4 SP:Iteration 20F (2457.222118 sec): 3 clusters Score: Raw -163341.245365 + Penalty 1484.428736 = -161856.816629 nChanged 0 Trying to split cluster 31 (14912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2457.263388 sec): 2 clusters Score: Raw -1177294.372779 + Penalty 912.942546 = -1176381.430233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2457.332943 sec): 3 clusters Score: Raw -1168146.375437 + Penalty 1825.885092 = -1166320.490345 nChanged 6819 SP:Iteration 1F (2457.391637 sec): 3 clusters Score: Raw -1172323.033523 + Penalty 1825.885092 = -1170497.148431 nChanged 928 SP:Iteration 2F (2457.453545 sec): 3 clusters Score: Raw -1172849.469934 + Penalty 1825.885092 = -1171023.584842 nChanged 1027 SP:Iteration 3F (2457.526749 sec): 3 clusters Score: Raw -1173564.894538 + Penalty 1825.885092 = -1171739.009446 nChanged 1129 SP:Iteration 4F (2457.593669 sec): 3 clusters Score: Raw -1174492.532852 + Penalty 1825.885092 = -1172666.647760 nChanged 1103 SP:Iteration 5F (2457.640794 sec): 3 clusters Score: Raw -1175504.612011 + Penalty 1825.885092 = -1173678.726919 nChanged 881 SP:Iteration 6F (2457.704016 sec): 3 clusters Score: Raw -1176344.420872 + Penalty 1825.885092 = -1174518.535780 nChanged 538 SP:Iteration 7Q (2457.771901 sec): 3 clusters Score: Raw -1176848.012452 + Penalty 1825.885092 = -1175022.127360 nChanged 288 SP:Iteration 8Q (2457.831646 sec): 3 clusters Score: Raw -1177079.244923 + Penalty 1825.885092 = -1175253.359831 nChanged 172 SP:Iteration 9Q (2457.889885 sec): 3 clusters Score: Raw -1177228.926805 + Penalty 1825.885092 = -1175403.041713 nChanged 92 SP:Iteration 10Q (2457.957208 sec): 3 clusters Score: Raw -1177308.568674 + Penalty 1825.885092 = -1175482.683582 nChanged 42 SP:Iteration 11Q (2458.011307 sec): 3 clusters Score: Raw -1177349.972501 + Penalty 1825.885092 = -1175524.087409 nChanged 29 SP:Iteration 12Q (2458.083719 sec): 3 clusters Score: Raw -1177377.904313 + Penalty 1825.885092 = -1175552.019221 nChanged 16 SP:Iteration 13Q (2458.141672 sec): 3 clusters Score: Raw -1177394.310015 + Penalty 1825.885092 = -1175568.424923 nChanged 9 SP:Iteration 14Q (2458.203792 sec): 3 clusters Score: Raw -1177402.126811 + Penalty 1825.885092 = -1175576.241719 nChanged 6 SP:Iteration 15Q (2458.260606 sec): 3 clusters Score: Raw -1177411.367650 + Penalty 1825.885092 = -1175585.482558 nChanged 6 SP:Iteration 16Q (2458.325819 sec): 3 clusters Score: Raw -1177416.557295 + Penalty 1825.885092 = -1175590.672203 nChanged 5 SP:Iteration 17Q (2458.375161 sec): 3 clusters Score: Raw -1177422.312759 + Penalty 1825.885092 = -1175596.427667 nChanged 7 SP:Iteration 18Q (2458.447803 sec): 3 clusters Score: Raw -1177428.860600 + Penalty 1825.885092 = -1175602.975508 nChanged 4 SP:Iteration 19Q (2458.504131 sec): 3 clusters Score: Raw -1177431.431850 + Penalty 1825.885092 = -1175605.546758 nChanged 1 SP:Iteration 20F (2458.567219 sec): 3 clusters Score: Raw -1177432.711655 + Penalty 1825.885092 = -1175606.826563 nChanged 1 SP:Iteration 21Q (2458.629057 sec): 3 clusters Score: Raw -1177434.470385 + Penalty 1825.885092 = -1175608.585293 nChanged 3 SP:Iteration 22Q (2458.689766 sec): 3 clusters Score: Raw -1177436.353302 + Penalty 1825.885092 = -1175610.468210 nChanged 1 SP:Iteration 23Q (2458.738765 sec): 3 clusters Score: Raw -1177436.921752 + Penalty 1825.885092 = -1175611.036660 nChanged 1 SP:Iteration 24Q (2458.807573 sec): 3 clusters Score: Raw -1177437.706181 + Penalty 1825.885092 = -1175611.821089 nChanged 0 SP:Iteration 25F (2458.871511 sec): 3 clusters Score: Raw -1177437.706181 + Penalty 1825.885092 = -1175611.821089 nChanged 0 Trying to split cluster 32 (22335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.920436 sec): 2 clusters Score: Raw -1671928.017720 + Penalty 951.321472 = -1670976.696248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2458.994941 sec): 3 clusters Score: Raw -1657931.862564 + Penalty 1902.642944 = -1656029.219620 nChanged 10331 SP:Iteration 1F (2459.062820 sec): 3 clusters Score: Raw -1664017.410783 + Penalty 1902.642944 = -1662114.767838 nChanged 1198 SP:Iteration 2F (2459.124590 sec): 3 clusters Score: Raw -1664538.530470 + Penalty 1902.642944 = -1662635.887526 nChanged 1220 SP:Iteration 3F (2459.206543 sec): 3 clusters Score: Raw -1665143.437040 + Penalty 1902.642944 = -1663240.794096 nChanged 1276 SP:Iteration 4F (2459.279382 sec): 3 clusters Score: Raw -1665848.289407 + Penalty 1902.642944 = -1663945.646463 nChanged 1247 SP:Iteration 5F (2459.353806 sec): 3 clusters Score: Raw -1666661.118234 + Penalty 1902.642944 = -1664758.475289 nChanged 1226 SP:Iteration 6F (2459.424663 sec): 3 clusters Score: Raw -1667511.993919 + Penalty 1902.642944 = -1665609.350974 nChanged 1140 SP:Iteration 7F (2459.492406 sec): 3 clusters Score: Raw -1668289.866190 + Penalty 1902.642944 = -1666387.223245 nChanged 1024 SP:Iteration 8Q (2459.566421 sec): 3 clusters Score: Raw -1669000.419486 + Penalty 1902.642944 = -1667097.776541 nChanged 860 SP:Iteration 9Q (2459.634730 sec): 3 clusters Score: Raw -1669538.690644 + Penalty 1902.642944 = -1667636.047700 nChanged 713 SP:Iteration 10Q (2459.709192 sec): 3 clusters Score: Raw -1669918.467737 + Penalty 1902.642944 = -1668015.824793 nChanged 546 SP:Iteration 11Q (2459.793639 sec): 3 clusters Score: Raw -1670181.546616 + Penalty 1902.642944 = -1668278.903671 nChanged 457 SP:Iteration 12Q (2459.868968 sec): 3 clusters Score: Raw -1670370.801449 + Penalty 1902.642944 = -1668468.158504 nChanged 399 SP:Iteration 13Q (2459.944575 sec): 3 clusters Score: Raw -1670526.886906 + Penalty 1902.642944 = -1668624.243961 nChanged 332 SP:Iteration 14Q (2460.008168 sec): 3 clusters Score: Raw -1670647.470293 + Penalty 1902.642944 = -1668744.827348 nChanged 305 SP:Iteration 15Q (2460.079899 sec): 3 clusters Score: Raw -1670765.421043 + Penalty 1902.642944 = -1668862.778099 nChanged 292 SP:Iteration 16Q (2460.164675 sec): 3 clusters Score: Raw -1670890.369813 + Penalty 1902.642944 = -1668987.726868 nChanged 295 SP:Iteration 17Q (2460.218166 sec): 3 clusters Score: Raw -1671023.277090 + Penalty 1902.642944 = -1669120.634146 nChanged 280 SP:Iteration 18Q (2460.294881 sec): 3 clusters Score: Raw -1671156.774585 + Penalty 1902.642944 = -1669254.131641 nChanged 270 SP:Iteration 19Q (2460.368473 sec): 3 clusters Score: Raw -1671282.801583 + Penalty 1902.642944 = -1669380.158638 nChanged 271 SP:Iteration 20F (2460.435100 sec): 3 clusters Score: Raw -1671394.087378 + Penalty 1902.642944 = -1669491.444433 nChanged 247 SP:Iteration 21Q (2460.502156 sec): 3 clusters Score: Raw -1671492.656670 + Penalty 1902.642944 = -1669590.013725 nChanged 208 SP:Iteration 22Q (2460.566290 sec): 3 clusters Score: Raw -1671564.153905 + Penalty 1902.642944 = -1669661.510960 nChanged 163 SP:Iteration 23Q (2460.640662 sec): 3 clusters Score: Raw -1671616.662156 + Penalty 1902.642944 = -1669714.019212 nChanged 148 SP:Iteration 24Q (2460.707945 sec): 3 clusters Score: Raw -1671670.059319 + Penalty 1902.642944 = -1669767.416374 nChanged 161 SP:Iteration 25Q (2460.783227 sec): 3 clusters Score: Raw -1671724.815813 + Penalty 1902.642944 = -1669822.172869 nChanged 158 SP:Iteration 26Q (2460.843241 sec): 3 clusters Score: Raw -1671775.212911 + Penalty 1902.642944 = -1669872.569966 nChanged 136 SP:Iteration 27Q (2460.920496 sec): 3 clusters Score: Raw -1671817.081607 + Penalty 1902.642944 = -1669914.438663 nChanged 125 SP:Iteration 28Q (2460.989636 sec): 3 clusters Score: Raw -1671854.257726 + Penalty 1902.642944 = -1669951.614782 nChanged 112 SP:Iteration 29Q (2461.053812 sec): 3 clusters Score: Raw -1671890.354852 + Penalty 1902.642944 = -1669987.711908 nChanged 111 SP:Iteration 30Q (2461.122674 sec): 3 clusters Score: Raw -1671928.722761 + Penalty 1902.642944 = -1670026.079816 nChanged 95 SP:Iteration 31Q (2461.183816 sec): 3 clusters Score: Raw -1671956.290206 + Penalty 1902.642944 = -1670053.647261 nChanged 81 SP:Iteration 32Q (2461.249090 sec): 3 clusters Score: Raw -1671983.761012 + Penalty 1902.642944 = -1670081.118067 nChanged 78 SP:Iteration 33Q (2461.323572 sec): 3 clusters Score: Raw -1672008.492267 + Penalty 1902.642944 = -1670105.849323 nChanged 72 SP:Iteration 34Q (2461.398934 sec): 3 clusters Score: Raw -1672034.558851 + Penalty 1902.642944 = -1670131.915907 nChanged 61 SP:Iteration 35Q (2461.473354 sec): 3 clusters Score: Raw -1672056.522882 + Penalty 1902.642944 = -1670153.879938 nChanged 47 SP:Iteration 36Q (2461.534117 sec): 3 clusters Score: Raw -1672071.605514 + Penalty 1902.642944 = -1670168.962569 nChanged 35 SP:Iteration 37Q (2461.609074 sec): 3 clusters Score: Raw -1672083.477293 + Penalty 1902.642944 = -1670180.834348 nChanged 36 SP:Iteration 38Q (2461.681379 sec): 3 clusters Score: Raw -1672092.913238 + Penalty 1902.642944 = -1670190.270293 nChanged 28 SP:Iteration 39Q (2461.750273 sec): 3 clusters Score: Raw -1672100.592840 + Penalty 1902.642944 = -1670197.949895 nChanged 25 SP:Iteration 40F (2461.821604 sec): 3 clusters Score: Raw -1672107.386988 + Penalty 1902.642944 = -1670204.744044 nChanged 21 SP:Iteration 41Q (2461.886491 sec): 3 clusters Score: Raw -1672113.921849 + Penalty 1902.642944 = -1670211.278905 nChanged 14 SP:Iteration 42Q (2461.948171 sec): 3 clusters Score: Raw -1672119.361953 + Penalty 1902.642944 = -1670216.719009 nChanged 19 SP:Iteration 43Q (2462.011708 sec): 3 clusters Score: Raw -1672126.065472 + Penalty 1902.642944 = -1670223.422527 nChanged 24 SP:Iteration 44Q (2462.080512 sec): 3 clusters Score: Raw -1672134.415501 + Penalty 1902.642944 = -1670231.772556 nChanged 28 SP:Iteration 45Q (2462.138453 sec): 3 clusters Score: Raw -1672141.932788 + Penalty 1902.642944 = -1670239.289844 nChanged 21 SP:Iteration 46Q (2462.203928 sec): 3 clusters Score: Raw -1672149.215136 + Penalty 1902.642944 = -1670246.572191 nChanged 21 SP:Iteration 47Q (2462.270156 sec): 3 clusters Score: Raw -1672156.657524 + Penalty 1902.642944 = -1670254.014579 nChanged 16 SP:Iteration 48Q (2462.331627 sec): 3 clusters Score: Raw -1672160.198858 + Penalty 1902.642944 = -1670257.555914 nChanged 12 SP:Iteration 49Q (2462.399422 sec): 3 clusters Score: Raw -1672164.168836 + Penalty 1902.642944 = -1670261.525891 nChanged 14 SP:Iteration 50Q (2462.468022 sec): 3 clusters Score: Raw -1672167.572345 + Penalty 1902.642944 = -1670264.929400 nChanged 14 SP:Iteration 51Q (2462.532812 sec): 3 clusters Score: Raw -1672171.860870 + Penalty 1902.642944 = -1670269.217925 nChanged 10 SP:Iteration 52Q (2462.610191 sec): 3 clusters Score: Raw -1672174.418935 + Penalty 1902.642944 = -1670271.775991 nChanged 7 SP:Iteration 53Q (2462.675418 sec): 3 clusters Score: Raw -1672176.286705 + Penalty 1902.642944 = -1670273.643761 nChanged 11 SP:Iteration 54Q (2462.738145 sec): 3 clusters Score: Raw -1672180.260120 + Penalty 1902.642944 = -1670277.617175 nChanged 7 SP:Iteration 55Q (2462.806376 sec): 3 clusters Score: Raw -1672184.193879 + Penalty 1902.642944 = -1670281.550935 nChanged 12 SP:Iteration 56Q (2462.880109 sec): 3 clusters Score: Raw -1672188.180372 + Penalty 1902.642944 = -1670285.537427 nChanged 7 SP:Iteration 57Q (2462.936920 sec): 3 clusters Score: Raw -1672190.771923 + Penalty 1902.642944 = -1670288.128979 nChanged 9 SP:Iteration 58Q (2462.999842 sec): 3 clusters Score: Raw -1672193.386789 + Penalty 1902.642944 = -1670290.743845 nChanged 6 SP:Iteration 59Q (2463.072684 sec): 3 clusters Score: Raw -1672195.465289 + Penalty 1902.642944 = -1670292.822344 nChanged 5 SP:Iteration 60F (2463.149693 sec): 3 clusters Score: Raw -1672196.832568 + Penalty 1902.642944 = -1670294.189624 nChanged 4 SP:Iteration 61Q (2463.212412 sec): 3 clusters Score: Raw -1672197.639993 + Penalty 1902.642944 = -1670294.997048 nChanged 1 SP:Iteration 62Q (2463.270789 sec): 3 clusters Score: Raw -1672197.769343 + Penalty 1902.642944 = -1670295.126398 nChanged 1 SP:Iteration 63Q (2463.332692 sec): 3 clusters Score: Raw -1672197.982723 + Penalty 1902.642944 = -1670295.339778 nChanged 1 SP:Iteration 64Q (2463.412143 sec): 3 clusters Score: Raw -1672198.194061 + Penalty 1902.642944 = -1670295.551116 nChanged 0 SP:Iteration 65F (2463.480648 sec): 3 clusters Score: Raw -1672198.194061 + Penalty 1902.642944 = -1670295.551116 nChanged 0 Trying to split cluster 33 (4960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2463.515192 sec): 2 clusters Score: Raw -294414.448734 + Penalty 808.370297 = -293606.078437 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2463.564016 sec): 3 clusters Score: Raw -291734.336388 + Penalty 1616.740594 = -290117.595794 nChanged 2119 SP:Iteration 1F (2463.618381 sec): 3 clusters Score: Raw -293130.220270 + Penalty 1616.740594 = -291513.479677 nChanged 480 SP:Iteration 2F (2463.671106 sec): 3 clusters Score: Raw -293531.481584 + Penalty 1616.740594 = -291914.740990 nChanged 398 SP:Iteration 3F (2463.716541 sec): 3 clusters Score: Raw -293843.999662 + Penalty 1616.740594 = -292227.259068 nChanged 336 SP:Iteration 4F (2463.767059 sec): 3 clusters Score: Raw -294074.771792 + Penalty 1616.740594 = -292458.031198 nChanged 198 SP:Iteration 5Q (2463.808963 sec): 3 clusters Score: Raw -294181.927685 + Penalty 1616.740594 = -292565.187091 nChanged 150 SP:Iteration 6Q (2463.858554 sec): 3 clusters Score: Raw -294252.633201 + Penalty 1616.740594 = -292635.892607 nChanged 121 SP:Iteration 7Q (2463.916769 sec): 3 clusters Score: Raw -294300.441284 + Penalty 1616.740594 = -292683.700691 nChanged 94 SP:Iteration 8Q (2463.963236 sec): 3 clusters Score: Raw -294335.561923 + Penalty 1616.740594 = -292718.821330 nChanged 69 SP:Iteration 9Q (2464.011232 sec): 3 clusters Score: Raw -294359.012044 + Penalty 1616.740594 = -292742.271450 nChanged 66 SP:Iteration 10Q (2464.065399 sec): 3 clusters Score: Raw -294386.055041 + Penalty 1616.740594 = -292769.314447 nChanged 65 SP:Iteration 11Q (2464.118167 sec): 3 clusters Score: Raw -294408.085888 + Penalty 1616.740594 = -292791.345294 nChanged 50 SP:Iteration 12Q (2464.173749 sec): 3 clusters Score: Raw -294423.517767 + Penalty 1616.740594 = -292806.777173 nChanged 35 SP:Iteration 13Q (2464.224751 sec): 3 clusters Score: Raw -294436.269428 + Penalty 1616.740594 = -292819.528834 nChanged 43 SP:Iteration 14Q (2464.284612 sec): 3 clusters Score: Raw -294451.070720 + Penalty 1616.740594 = -292834.330127 nChanged 37 SP:Iteration 15Q (2464.335421 sec): 3 clusters Score: Raw -294466.366690 + Penalty 1616.740594 = -292849.626097 nChanged 40 SP:Iteration 16Q (2464.386676 sec): 3 clusters Score: Raw -294480.989282 + Penalty 1616.740594 = -292864.248688 nChanged 39 SP:Iteration 17Q (2464.445917 sec): 3 clusters Score: Raw -294498.567929 + Penalty 1616.740594 = -292881.827335 nChanged 37 SP:Iteration 18Q (2464.495415 sec): 3 clusters Score: Raw -294509.550364 + Penalty 1616.740594 = -292892.809771 nChanged 15 SP:Iteration 19Q (2464.544220 sec): 3 clusters Score: Raw -294514.267170 + Penalty 1616.740594 = -292897.526577 nChanged 11 SP:Iteration 20F (2464.595363 sec): 3 clusters Score: Raw -294517.375696 + Penalty 1616.740594 = -292900.635102 nChanged 7 SP:Iteration 21Q (2464.649704 sec): 3 clusters Score: Raw -294520.558564 + Penalty 1616.740594 = -292903.817970 nChanged 12 SP:Iteration 22Q (2464.695277 sec): 3 clusters Score: Raw -294525.308412 + Penalty 1616.740594 = -292908.567818 nChanged 8 SP:Iteration 23Q (2464.743301 sec): 3 clusters Score: Raw -294528.040441 + Penalty 1616.740594 = -292911.299847 nChanged 9 SP:Iteration 24Q (2464.791710 sec): 3 clusters Score: Raw -294530.367799 + Penalty 1616.740594 = -292913.627205 nChanged 10 SP:Iteration 25Q (2464.844227 sec): 3 clusters Score: Raw -294533.526392 + Penalty 1616.740594 = -292916.785798 nChanged 7 SP:Iteration 26Q (2464.899837 sec): 3 clusters Score: Raw -294535.107546 + Penalty 1616.740594 = -292918.366952 nChanged 8 SP:Iteration 27Q (2464.944020 sec): 3 clusters Score: Raw -294538.049856 + Penalty 1616.740594 = -292921.309262 nChanged 9 SP:Iteration 28Q (2464.996514 sec): 3 clusters Score: Raw -294540.667343 + Penalty 1616.740594 = -292923.926750 nChanged 8 SP:Iteration 29Q (2465.045763 sec): 3 clusters Score: Raw -294542.988170 + Penalty 1616.740594 = -292926.247576 nChanged 6 SP:Iteration 30Q (2465.097081 sec): 3 clusters Score: Raw -294545.573252 + Penalty 1616.740594 = -292928.832658 nChanged 10 SP:Iteration 31Q (2465.147932 sec): 3 clusters Score: Raw -294548.527200 + Penalty 1616.740594 = -292931.786606 nChanged 3 SP:Iteration 32Q (2465.192189 sec): 3 clusters Score: Raw -294548.891672 + Penalty 1616.740594 = -292932.151078 nChanged 1 SP:Iteration 33Q (2465.243677 sec): 3 clusters Score: Raw -294548.986819 + Penalty 1616.740594 = -292932.246225 nChanged 0 SP:Iteration 34F (2465.287815 sec): 3 clusters Score: Raw -294548.986819 + Penalty 1616.740594 = -292932.246225 nChanged 0 Trying to split cluster 34 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2465.317586 sec): 2 clusters Score: Raw -87879.199943 + Penalty 683.042606 = -87196.157337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2465.354484 sec): 3 clusters Score: Raw -87350.667334 + Penalty 1366.085212 = -85984.582121 nChanged 468 SP:Iteration 1F (2465.412915 sec): 3 clusters Score: Raw -87682.393807 + Penalty 1366.085212 = -86316.308594 nChanged 111 SP:Iteration 2F (2465.450051 sec): 3 clusters Score: Raw -87774.118436 + Penalty 1366.085212 = -86408.033223 nChanged 79 SP:Iteration 3F (2465.496290 sec): 3 clusters Score: Raw -87825.185399 + Penalty 1366.085212 = -86459.100186 nChanged 47 SP:Iteration 4Q (2465.544806 sec): 3 clusters Score: Raw -87869.887855 + Penalty 1366.085212 = -86503.802643 nChanged 45 SP:Iteration 5Q (2465.588416 sec): 3 clusters Score: Raw -87910.242284 + Penalty 1366.085212 = -86544.157071 nChanged 30 SP:Iteration 6Q (2465.635360 sec): 3 clusters Score: Raw -87931.321856 + Penalty 1366.085212 = -86565.236643 nChanged 24 SP:Iteration 7Q (2465.688541 sec): 3 clusters Score: Raw -87950.611429 + Penalty 1366.085212 = -86584.526216 nChanged 20 SP:Iteration 8Q (2465.729631 sec): 3 clusters Score: Raw -87963.626832 + Penalty 1366.085212 = -86597.541620 nChanged 14 SP:Iteration 9Q (2465.787613 sec): 3 clusters Score: Raw -87969.995161 + Penalty 1366.085212 = -86603.909949 nChanged 10 SP:Iteration 10Q (2465.831907 sec): 3 clusters Score: Raw -87977.567366 + Penalty 1366.085212 = -86611.482153 nChanged 16 SP:Iteration 11Q (2465.882251 sec): 3 clusters Score: Raw -87990.142125 + Penalty 1366.085212 = -86624.056913 nChanged 14 SP:Iteration 12Q (2465.928229 sec): 3 clusters Score: Raw -87999.233582 + Penalty 1366.085212 = -86633.148369 nChanged 12 SP:Iteration 13Q (2465.961135 sec): 3 clusters Score: Raw -88007.390384 + Penalty 1366.085212 = -86641.305171 nChanged 12 SP:Iteration 14Q (2466.002809 sec): 3 clusters Score: Raw -88020.059388 + Penalty 1366.085212 = -86653.974175 nChanged 13 SP:Iteration 15Q (2466.052658 sec): 3 clusters Score: Raw -88029.911611 + Penalty 1366.085212 = -86663.826399 nChanged 12 SP:Iteration 16Q (2466.100213 sec): 3 clusters Score: Raw -88038.484653 + Penalty 1366.085212 = -86672.399440 nChanged 13 SP:Iteration 17Q (2466.134665 sec): 3 clusters Score: Raw -88049.728213 + Penalty 1366.085212 = -86683.643001 nChanged 16 SP:Iteration 18Q (2466.178926 sec): 3 clusters Score: Raw -88065.075765 + Penalty 1366.085212 = -86698.990553 nChanged 18 SP:Iteration 19Q (2466.215156 sec): 3 clusters Score: Raw -88084.458335 + Penalty 1366.085212 = -86718.373122 nChanged 22 SP:Iteration 20F (2466.270370 sec): 3 clusters Score: Raw -88114.034311 + Penalty 1366.085212 = -86747.949098 nChanged 30 SP:Iteration 21Q (2466.302347 sec): 3 clusters Score: Raw -88147.945645 + Penalty 1366.085212 = -86781.860433 nChanged 30 SP:Iteration 22Q (2466.343165 sec): 3 clusters Score: Raw -88184.589201 + Penalty 1366.085212 = -86818.503989 nChanged 35 SP:Iteration 23Q (2466.390610 sec): 3 clusters Score: Raw -88223.014983 + Penalty 1366.085212 = -86856.929770 nChanged 31 SP:Iteration 24Q (2466.438454 sec): 3 clusters Score: Raw -88261.078821 + Penalty 1366.085212 = -86894.993608 nChanged 38 SP:Iteration 25Q (2466.488364 sec): 3 clusters Score: Raw -88309.905632 + Penalty 1366.085212 = -86943.820419 nChanged 38 SP:Iteration 26Q (2466.541690 sec): 3 clusters Score: Raw -88366.369086 + Penalty 1366.085212 = -87000.283873 nChanged 26 SP:Iteration 27Q (2466.578411 sec): 3 clusters Score: Raw -88392.148163 + Penalty 1366.085212 = -87026.062950 nChanged 17 SP:Iteration 28Q (2466.632735 sec): 3 clusters Score: Raw -88405.891481 + Penalty 1366.085212 = -87039.806269 nChanged 13 SP:Iteration 29Q (2466.677829 sec): 3 clusters Score: Raw -88413.147212 + Penalty 1366.085212 = -87047.062000 nChanged 11 SP:Iteration 30Q (2466.717554 sec): 3 clusters Score: Raw -88421.017264 + Penalty 1366.085212 = -87054.932051 nChanged 4 SP:Iteration 31Q (2466.765521 sec): 3 clusters Score: Raw -88425.083491 + Penalty 1366.085212 = -87058.998279 nChanged 3 SP:Iteration 32Q (2466.811795 sec): 3 clusters Score: Raw -88427.273926 + Penalty 1366.085212 = -87061.188713 nChanged 5 SP:Iteration 33Q (2466.867181 sec): 3 clusters Score: Raw -88430.316971 + Penalty 1366.085212 = -87064.231759 nChanged 0 SP:Iteration 34F (2466.908539 sec): 3 clusters Score: Raw -88430.316971 + Penalty 1366.085212 = -87064.231759 nChanged 0 Trying to split cluster 35 (10941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2466.955671 sec): 2 clusters Score: Raw -795860.141970 + Penalty 883.525886 = -794976.616085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2467.008072 sec): 3 clusters Score: Raw -789339.173563 + Penalty 1767.051771 = -787572.121792 nChanged 4966 SP:Iteration 1F (2467.059239 sec): 3 clusters Score: Raw -792430.049508 + Penalty 1767.051771 = -790662.997737 nChanged 740 SP:Iteration 2F (2467.123042 sec): 3 clusters Score: Raw -792882.862480 + Penalty 1767.051771 = -791115.810708 nChanged 721 SP:Iteration 3F (2467.175782 sec): 3 clusters Score: Raw -793352.090416 + Penalty 1767.051771 = -791585.038645 nChanged 688 SP:Iteration 4F (2467.231596 sec): 3 clusters Score: Raw -793836.412578 + Penalty 1767.051771 = -792069.360807 nChanged 626 SP:Iteration 5F (2467.287359 sec): 3 clusters Score: Raw -794215.904204 + Penalty 1767.051771 = -792448.852433 nChanged 418 SP:Iteration 6Q (2467.341721 sec): 3 clusters Score: Raw -794414.337402 + Penalty 1767.051771 = -792647.285630 nChanged 312 SP:Iteration 7Q (2467.405303 sec): 3 clusters Score: Raw -794534.862762 + Penalty 1767.051771 = -792767.810991 nChanged 207 SP:Iteration 8Q (2467.456719 sec): 3 clusters Score: Raw -794594.951918 + Penalty 1767.051771 = -792827.900147 nChanged 150 SP:Iteration 9Q (2467.504153 sec): 3 clusters Score: Raw -794636.516512 + Penalty 1767.051771 = -792869.464741 nChanged 115 SP:Iteration 10Q (2467.572118 sec): 3 clusters Score: Raw -794663.622396 + Penalty 1767.051771 = -792896.570625 nChanged 110 SP:Iteration 11Q (2467.631363 sec): 3 clusters Score: Raw -794691.345151 + Penalty 1767.051771 = -792924.293380 nChanged 118 SP:Iteration 12Q (2467.690979 sec): 3 clusters Score: Raw -794720.403411 + Penalty 1767.051771 = -792953.351640 nChanged 120 SP:Iteration 13Q (2467.748522 sec): 3 clusters Score: Raw -794750.548933 + Penalty 1767.051771 = -792983.497162 nChanged 121 SP:Iteration 14Q (2467.808854 sec): 3 clusters Score: Raw -794781.613703 + Penalty 1767.051771 = -793014.561932 nChanged 117 SP:Iteration 15Q (2467.862126 sec): 3 clusters Score: Raw -794809.373779 + Penalty 1767.051771 = -793042.322007 nChanged 105 SP:Iteration 16Q (2467.921140 sec): 3 clusters Score: Raw -794834.986026 + Penalty 1767.051771 = -793067.934254 nChanged 132 SP:Iteration 17Q (2467.984013 sec): 3 clusters Score: Raw -794870.729975 + Penalty 1767.051771 = -793103.678204 nChanged 117 SP:Iteration 18Q (2468.047662 sec): 3 clusters Score: Raw -794898.756439 + Penalty 1767.051771 = -793131.704668 nChanged 122 SP:Iteration 19Q (2468.107303 sec): 3 clusters Score: Raw -794931.486800 + Penalty 1767.051771 = -793164.435029 nChanged 124 SP:Iteration 20F (2468.171998 sec): 3 clusters Score: Raw -794964.657951 + Penalty 1767.051771 = -793197.606180 nChanged 128 SP:Iteration 21Q (2468.228423 sec): 3 clusters Score: Raw -795000.989963 + Penalty 1767.051771 = -793233.938192 nChanged 109 SP:Iteration 22Q (2468.282441 sec): 3 clusters Score: Raw -795029.058234 + Penalty 1767.051771 = -793262.006463 nChanged 107 SP:Iteration 23Q (2468.352988 sec): 3 clusters Score: Raw -795058.509433 + Penalty 1767.051771 = -793291.457662 nChanged 121 SP:Iteration 24Q (2468.402732 sec): 3 clusters Score: Raw -795090.734230 + Penalty 1767.051771 = -793323.682459 nChanged 111 SP:Iteration 25Q (2468.471943 sec): 3 clusters Score: Raw -795123.631175 + Penalty 1767.051771 = -793356.579404 nChanged 129 SP:Iteration 26Q (2468.527086 sec): 3 clusters Score: Raw -795163.364601 + Penalty 1767.051771 = -793396.312830 nChanged 125 SP:Iteration 27Q (2468.588288 sec): 3 clusters Score: Raw -795210.746756 + Penalty 1767.051771 = -793443.694985 nChanged 129 SP:Iteration 28Q (2468.639520 sec): 3 clusters Score: Raw -795261.403792 + Penalty 1767.051771 = -793494.352021 nChanged 131 SP:Iteration 29Q (2468.702800 sec): 3 clusters Score: Raw -795322.897195 + Penalty 1767.051771 = -793555.845424 nChanged 165 SP:Iteration 30Q (2468.762218 sec): 3 clusters Score: Raw -795399.321239 + Penalty 1767.051771 = -793632.269468 nChanged 152 SP:Iteration 31Q (2468.822187 sec): 3 clusters Score: Raw -795469.033979 + Penalty 1767.051771 = -793701.982208 nChanged 114 SP:Iteration 32Q (2468.877404 sec): 3 clusters Score: Raw -795518.453589 + Penalty 1767.051771 = -793751.401818 nChanged 109 SP:Iteration 33Q (2468.930333 sec): 3 clusters Score: Raw -795568.274276 + Penalty 1767.051771 = -793801.222505 nChanged 97 SP:Iteration 34Q (2468.982795 sec): 3 clusters Score: Raw -795608.886806 + Penalty 1767.051771 = -793841.835035 nChanged 83 SP:Iteration 35Q (2469.032850 sec): 3 clusters Score: Raw -795642.482682 + Penalty 1767.051771 = -793875.430911 nChanged 58 SP:Iteration 36Q (2469.096348 sec): 3 clusters Score: Raw -795663.261360 + Penalty 1767.051771 = -793896.209588 nChanged 58 SP:Iteration 37Q (2469.146427 sec): 3 clusters Score: Raw -795682.368205 + Penalty 1767.051771 = -793915.316434 nChanged 58 SP:Iteration 38Q (2469.207653 sec): 3 clusters Score: Raw -795701.173810 + Penalty 1767.051771 = -793934.122039 nChanged 55 SP:Iteration 39Q (2469.269739 sec): 3 clusters Score: Raw -795723.118836 + Penalty 1767.051771 = -793956.067064 nChanged 63 SP:Iteration 40F (2469.326452 sec): 3 clusters Score: Raw -795756.474440 + Penalty 1767.051771 = -793989.422668 nChanged 59 SP:Iteration 41Q (2469.388579 sec): 3 clusters Score: Raw -795784.530601 + Penalty 1767.051771 = -794017.478830 nChanged 52 SP:Iteration 42Q (2469.432844 sec): 3 clusters Score: Raw -795805.421380 + Penalty 1767.051771 = -794038.369609 nChanged 41 SP:Iteration 43Q (2469.496065 sec): 3 clusters Score: Raw -795825.988328 + Penalty 1767.051771 = -794058.936557 nChanged 38 SP:Iteration 44Q (2469.551738 sec): 3 clusters Score: Raw -795848.790152 + Penalty 1767.051771 = -794081.738381 nChanged 32 SP:Iteration 45Q (2469.614726 sec): 3 clusters Score: Raw -795864.931682 + Penalty 1767.051771 = -794097.879911 nChanged 36 SP:Iteration 46Q (2469.667012 sec): 3 clusters Score: Raw -795888.396443 + Penalty 1767.051771 = -794121.344672 nChanged 25 SP:Iteration 47Q (2469.714887 sec): 3 clusters Score: Raw -795899.805173 + Penalty 1767.051771 = -794132.753402 nChanged 22 SP:Iteration 48Q (2469.782933 sec): 3 clusters Score: Raw -795910.981587 + Penalty 1767.051771 = -794143.929816 nChanged 32 SP:Iteration 49Q (2469.840443 sec): 3 clusters Score: Raw -795931.520521 + Penalty 1767.051771 = -794164.468750 nChanged 38 SP:Iteration 50Q (2469.890928 sec): 3 clusters Score: Raw -795956.644359 + Penalty 1767.051771 = -794189.592588 nChanged 35 SP:Iteration 51Q (2469.950844 sec): 3 clusters Score: Raw -795976.214403 + Penalty 1767.051771 = -794209.162632 nChanged 23 SP:Iteration 52Q (2470.007344 sec): 3 clusters Score: Raw -795989.307537 + Penalty 1767.051771 = -794222.255766 nChanged 12 SP:Iteration 53Q (2470.055030 sec): 3 clusters Score: Raw -795994.209490 + Penalty 1767.051771 = -794227.157719 nChanged 9 SP:Iteration 54Q (2470.112878 sec): 3 clusters Score: Raw -795998.240235 + Penalty 1767.051771 = -794231.188463 nChanged 6 SP:Iteration 55Q (2470.168987 sec): 3 clusters Score: Raw -796000.240299 + Penalty 1767.051771 = -794233.188528 nChanged 4 SP:Iteration 56Q (2470.224593 sec): 3 clusters Score: Raw -796001.086689 + Penalty 1767.051771 = -794234.034918 nChanged 3 SP:Iteration 57Q (2470.273935 sec): 3 clusters Score: Raw -796002.221981 + Penalty 1767.051771 = -794235.170210 nChanged 2 SP:Iteration 58Q (2470.332830 sec): 3 clusters Score: Raw -796002.596400 + Penalty 1767.051771 = -794235.544629 nChanged 2 SP:Iteration 59Q (2470.378393 sec): 3 clusters Score: Raw -796003.169016 + Penalty 1767.051771 = -794236.117244 nChanged 3 SP:Iteration 60F (2470.437936 sec): 3 clusters Score: Raw -796003.789013 + Penalty 1767.051771 = -794236.737242 nChanged 3 SP:Iteration 61Q (2470.498329 sec): 3 clusters Score: Raw -796005.190746 + Penalty 1767.051771 = -794238.138975 nChanged 5 SP:Iteration 62Q (2470.539865 sec): 3 clusters Score: Raw -796007.808890 + Penalty 1767.051771 = -794240.757118 nChanged 5 SP:Iteration 63Q (2470.605120 sec): 3 clusters Score: Raw -796010.724627 + Penalty 1767.051771 = -794243.672856 nChanged 4 SP:Iteration 64Q (2470.653714 sec): 3 clusters Score: Raw -796013.426564 + Penalty 1767.051771 = -794246.374792 nChanged 8 SP:Iteration 65Q (2470.713172 sec): 3 clusters Score: Raw -796016.567903 + Penalty 1767.051771 = -794249.516132 nChanged 6 SP:Iteration 66Q (2470.775466 sec): 3 clusters Score: Raw -796019.460060 + Penalty 1767.051771 = -794252.408289 nChanged 6 SP:Iteration 67Q (2470.824988 sec): 3 clusters Score: Raw -796021.686394 + Penalty 1767.051771 = -794254.634623 nChanged 3 SP:Iteration 68Q (2470.883644 sec): 3 clusters Score: Raw -796022.251961 + Penalty 1767.051771 = -794255.200190 nChanged 2 SP:Iteration 69Q (2470.940076 sec): 3 clusters Score: Raw -796023.015004 + Penalty 1767.051771 = -794255.963233 nChanged 3 SP:Iteration 70Q (2471.003941 sec): 3 clusters Score: Raw -796023.939050 + Penalty 1767.051771 = -794256.887279 nChanged 2 SP:Iteration 71Q (2471.055978 sec): 3 clusters Score: Raw -796025.136628 + Penalty 1767.051771 = -794258.084857 nChanged 3 SP:Iteration 72Q (2471.122293 sec): 3 clusters Score: Raw -796027.073236 + Penalty 1767.051771 = -794260.021465 nChanged 2 SP:Iteration 73Q (2471.176550 sec): 3 clusters Score: Raw -796028.556724 + Penalty 1767.051771 = -794261.504953 nChanged 5 SP:Iteration 74Q (2471.229079 sec): 3 clusters Score: Raw -796030.681815 + Penalty 1767.051771 = -794263.630044 nChanged 2 SP:Iteration 75Q (2471.286757 sec): 3 clusters Score: Raw -796032.148087 + Penalty 1767.051771 = -794265.096316 nChanged 3 SP:Iteration 76Q (2471.344517 sec): 3 clusters Score: Raw -796033.106064 + Penalty 1767.051771 = -794266.054293 nChanged 2 SP:Iteration 77Q (2471.390387 sec): 3 clusters Score: Raw -796034.982330 + Penalty 1767.051771 = -794267.930559 nChanged 4 SP:Iteration 78Q (2471.447171 sec): 3 clusters Score: Raw -796037.072643 + Penalty 1767.051771 = -794270.020872 nChanged 4 SP:Iteration 79Q (2471.512077 sec): 3 clusters Score: Raw -796040.496151 + Penalty 1767.051771 = -794273.444380 nChanged 7 SP:Iteration 80F (2471.569506 sec): 3 clusters Score: Raw -796043.963694 + Penalty 1767.051771 = -794276.911923 nChanged 5 SP:Iteration 81Q (2471.629736 sec): 3 clusters Score: Raw -796046.428641 + Penalty 1767.051771 = -794279.376869 nChanged 7 SP:Iteration 82Q (2471.685744 sec): 3 clusters Score: Raw -796050.081321 + Penalty 1767.051771 = -794283.029550 nChanged 4 SP:Iteration 83Q (2471.726295 sec): 3 clusters Score: Raw -796051.524805 + Penalty 1767.051771 = -794284.473034 nChanged 3 SP:Iteration 84Q (2471.791432 sec): 3 clusters Score: Raw -796052.499538 + Penalty 1767.051771 = -794285.447767 nChanged 3 SP:Iteration 85Q (2471.852029 sec): 3 clusters Score: Raw -796053.587952 + Penalty 1767.051771 = -794286.536181 nChanged 2 SP:Iteration 86Q (2471.908058 sec): 3 clusters Score: Raw -796054.233844 + Penalty 1767.051771 = -794287.182073 nChanged 1 SP:Iteration 87Q (2471.960250 sec): 3 clusters Score: Raw -796054.340300 + Penalty 1767.051771 = -794287.288529 nChanged 0 SP:Iteration 88F (2472.013906 sec): 3 clusters Score: Raw -796054.340300 + Penalty 1767.051771 = -794287.288529 nChanged 0 Trying to split cluster 36 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2472.050364 sec): 2 clusters Score: Raw -58980.664552 + Penalty 643.984565 = -58336.679987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2472.095581 sec): 3 clusters Score: Raw -58694.321263 + Penalty 1287.969131 = -57406.352132 nChanged 289 SP:Iteration 1F (2472.137780 sec): 3 clusters Score: Raw -58999.853630 + Penalty 1287.969131 = -57711.884500 nChanged 94 SP:Iteration 2F (2472.176032 sec): 3 clusters Score: Raw -59124.483273 + Penalty 1287.969131 = -57836.514143 nChanged 67 SP:Iteration 3F (2472.223784 sec): 3 clusters Score: Raw -59204.531503 + Penalty 1287.969131 = -57916.562372 nChanged 43 SP:Iteration 4Q (2472.255863 sec): 3 clusters Score: Raw -59273.481284 + Penalty 1287.969131 = -57985.512154 nChanged 31 SP:Iteration 5Q (2472.311728 sec): 3 clusters Score: Raw -59313.374892 + Penalty 1287.969131 = -58025.405762 nChanged 24 SP:Iteration 6Q (2472.352336 sec): 3 clusters Score: Raw -59340.252253 + Penalty 1287.969131 = -58052.283122 nChanged 19 SP:Iteration 7Q (2472.396104 sec): 3 clusters Score: Raw -59358.294857 + Penalty 1287.969131 = -58070.325727 nChanged 17 SP:Iteration 8Q (2472.431898 sec): 3 clusters Score: Raw -59376.439821 + Penalty 1287.969131 = -58088.470690 nChanged 9 SP:Iteration 9Q (2472.481487 sec): 3 clusters Score: Raw -59383.757184 + Penalty 1287.969131 = -58095.788053 nChanged 8 SP:Iteration 10Q (2472.527585 sec): 3 clusters Score: Raw -59389.928877 + Penalty 1287.969131 = -58101.959746 nChanged 3 SP:Iteration 11Q (2472.578954 sec): 3 clusters Score: Raw -59393.651360 + Penalty 1287.969131 = -58105.682230 nChanged 1 SP:Iteration 12Q (2472.612380 sec): 3 clusters Score: Raw -59393.976064 + Penalty 1287.969131 = -58106.006934 nChanged 0 SP:Iteration 13F (2472.662678 sec): 3 clusters Score: Raw -59393.976064 + Penalty 1287.969131 = -58106.006934 nChanged 0 Trying to split cluster 37 (11072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2472.693193 sec): 2 clusters Score: Raw -821999.267692 + Penalty 884.656594 = -821114.611097 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2472.764583 sec): 3 clusters Score: Raw -815361.027695 + Penalty 1769.313189 = -813591.714507 nChanged 4974 SP:Iteration 1F (2472.820213 sec): 3 clusters Score: Raw -818432.426652 + Penalty 1769.313189 = -816663.113463 nChanged 880 SP:Iteration 2F (2472.872307 sec): 3 clusters Score: Raw -819176.590478 + Penalty 1769.313189 = -817407.277289 nChanged 967 SP:Iteration 3F (2472.927423 sec): 3 clusters Score: Raw -820058.168387 + Penalty 1769.313189 = -818288.855199 nChanged 909 SP:Iteration 4F (2472.981770 sec): 3 clusters Score: Raw -820850.857884 + Penalty 1769.313189 = -819081.544696 nChanged 712 SP:Iteration 5F (2473.035935 sec): 3 clusters Score: Raw -821458.653318 + Penalty 1769.313189 = -819689.340129 nChanged 584 SP:Iteration 6F (2473.106563 sec): 3 clusters Score: Raw -821919.490165 + Penalty 1769.313189 = -820150.176977 nChanged 397 SP:Iteration 7Q (2473.168529 sec): 3 clusters Score: Raw -822167.969751 + Penalty 1769.313189 = -820398.656562 nChanged 259 SP:Iteration 8Q (2473.230156 sec): 3 clusters Score: Raw -822277.486029 + Penalty 1769.313189 = -820508.172840 nChanged 159 SP:Iteration 9Q (2473.288636 sec): 3 clusters Score: Raw -822346.154263 + Penalty 1769.313189 = -820576.841074 nChanged 129 SP:Iteration 10Q (2473.348067 sec): 3 clusters Score: Raw -822408.168337 + Penalty 1769.313189 = -820638.855149 nChanged 119 SP:Iteration 11Q (2473.405432 sec): 3 clusters Score: Raw -822457.252460 + Penalty 1769.313189 = -820687.939271 nChanged 122 SP:Iteration 12Q (2473.462674 sec): 3 clusters Score: Raw -822507.587565 + Penalty 1769.313189 = -820738.274376 nChanged 126 SP:Iteration 13Q (2473.516995 sec): 3 clusters Score: Raw -822561.989720 + Penalty 1769.313189 = -820792.676531 nChanged 106 SP:Iteration 14Q (2473.575553 sec): 3 clusters Score: Raw -822601.858707 + Penalty 1769.313189 = -820832.545519 nChanged 91 SP:Iteration 15Q (2473.633326 sec): 3 clusters Score: Raw -822633.795394 + Penalty 1769.313189 = -820864.482205 nChanged 70 SP:Iteration 16Q (2473.691784 sec): 3 clusters Score: Raw -822653.170832 + Penalty 1769.313189 = -820883.857643 nChanged 45 SP:Iteration 17Q (2473.740278 sec): 3 clusters Score: Raw -822661.347065 + Penalty 1769.313189 = -820892.033876 nChanged 26 SP:Iteration 18Q (2473.800770 sec): 3 clusters Score: Raw -822665.422438 + Penalty 1769.313189 = -820896.109249 nChanged 19 SP:Iteration 19Q (2473.861403 sec): 3 clusters Score: Raw -822667.538065 + Penalty 1769.313189 = -820898.224877 nChanged 18 SP:Iteration 20F (2473.910934 sec): 3 clusters Score: Raw -822669.458820 + Penalty 1769.313189 = -820900.145631 nChanged 12 SP:Iteration 21Q (2473.973496 sec): 3 clusters Score: Raw -822670.586465 + Penalty 1769.313189 = -820901.273276 nChanged 9 SP:Iteration 22Q (2474.026261 sec): 3 clusters Score: Raw -822671.487014 + Penalty 1769.313189 = -820902.173825 nChanged 3 SP:Iteration 23Q (2474.078766 sec): 3 clusters Score: Raw -822671.642641 + Penalty 1769.313189 = -820902.329452 nChanged 2 SP:Iteration 24Q (2474.136967 sec): 3 clusters Score: Raw -822671.749597 + Penalty 1769.313189 = -820902.436408 nChanged 4 SP:Iteration 25Q (2474.205857 sec): 3 clusters Score: Raw -822672.020409 + Penalty 1769.313189 = -820902.707221 nChanged 6 SP:Iteration 26Q (2474.262873 sec): 3 clusters Score: Raw -822672.484749 + Penalty 1769.313189 = -820903.171561 nChanged 3 SP:Iteration 27Q (2474.323999 sec): 3 clusters Score: Raw -822672.741441 + Penalty 1769.313189 = -820903.428253 nChanged 1 SP:Iteration 28Q (2474.380143 sec): 3 clusters Score: Raw -822672.807701 + Penalty 1769.313189 = -820903.494512 nChanged 0 SP:Iteration 29F (2474.433778 sec): 3 clusters Score: Raw -822672.807701 + Penalty 1769.313189 = -820903.494512 nChanged 0 Trying to split cluster 38 (7752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2474.472337 sec): 2 clusters Score: Raw -545223.925091 + Penalty 850.792085 = -544373.133007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2474.530617 sec): 3 clusters Score: Raw -540720.647608 + Penalty 1701.584169 = -539019.063439 nChanged 3396 SP:Iteration 1F (2474.575661 sec): 3 clusters Score: Raw -542588.461819 + Penalty 1701.584169 = -540886.877650 nChanged 593 SP:Iteration 2F (2474.631404 sec): 3 clusters Score: Raw -542907.930363 + Penalty 1701.584169 = -541206.346194 nChanged 514 SP:Iteration 3F (2474.686925 sec): 3 clusters Score: Raw -543195.466509 + Penalty 1701.584169 = -541493.882340 nChanged 461 SP:Iteration 4F (2474.733618 sec): 3 clusters Score: Raw -543422.588064 + Penalty 1701.584169 = -541721.003895 nChanged 426 SP:Iteration 5F (2474.794026 sec): 3 clusters Score: Raw -543643.220139 + Penalty 1701.584169 = -541941.635970 nChanged 389 SP:Iteration 6F (2474.850155 sec): 3 clusters Score: Raw -543843.695032 + Penalty 1701.584169 = -542142.110863 nChanged 321 SP:Iteration 7Q (2474.901109 sec): 3 clusters Score: Raw -544019.848000 + Penalty 1701.584169 = -542318.263831 nChanged 296 SP:Iteration 8Q (2474.947571 sec): 3 clusters Score: Raw -544190.496619 + Penalty 1701.584169 = -542488.912450 nChanged 273 SP:Iteration 9Q (2475.012302 sec): 3 clusters Score: Raw -544347.284214 + Penalty 1701.584169 = -542645.700045 nChanged 249 SP:Iteration 10Q (2475.058077 sec): 3 clusters Score: Raw -544453.233905 + Penalty 1701.584169 = -542751.649736 nChanged 169 SP:Iteration 11Q (2475.109099 sec): 3 clusters Score: Raw -544512.916466 + Penalty 1701.584169 = -542811.332297 nChanged 136 SP:Iteration 12Q (2475.168165 sec): 3 clusters Score: Raw -544555.209973 + Penalty 1701.584169 = -542853.625803 nChanged 99 SP:Iteration 13Q (2475.218613 sec): 3 clusters Score: Raw -544576.996187 + Penalty 1701.584169 = -542875.412018 nChanged 75 SP:Iteration 14Q (2475.264585 sec): 3 clusters Score: Raw -544594.297825 + Penalty 1701.584169 = -542892.713656 nChanged 53 SP:Iteration 15Q (2475.310028 sec): 3 clusters Score: Raw -544609.744593 + Penalty 1701.584169 = -542908.160423 nChanged 62 SP:Iteration 16Q (2475.367479 sec): 3 clusters Score: Raw -544627.340395 + Penalty 1701.584169 = -542925.756226 nChanged 64 SP:Iteration 17Q (2475.417860 sec): 3 clusters Score: Raw -544643.300457 + Penalty 1701.584169 = -542941.716287 nChanged 56 SP:Iteration 18Q (2475.471800 sec): 3 clusters Score: Raw -544655.262438 + Penalty 1701.584169 = -542953.678269 nChanged 45 SP:Iteration 19Q (2475.520525 sec): 3 clusters Score: Raw -544668.842714 + Penalty 1701.584169 = -542967.258545 nChanged 56 SP:Iteration 20F (2475.574262 sec): 3 clusters Score: Raw -544689.458402 + Penalty 1701.584169 = -542987.874233 nChanged 57 SP:Iteration 21Q (2475.615301 sec): 3 clusters Score: Raw -544722.657980 + Penalty 1701.584169 = -543021.073811 nChanged 72 SP:Iteration 22Q (2475.665208 sec): 3 clusters Score: Raw -544798.318809 + Penalty 1701.584169 = -543096.734640 nChanged 95 SP:Iteration 23Q (2475.716053 sec): 3 clusters Score: Raw -544889.262816 + Penalty 1701.584169 = -543187.678647 nChanged 102 SP:Iteration 24Q (2475.769166 sec): 3 clusters Score: Raw -544961.283304 + Penalty 1701.584169 = -543259.699135 nChanged 89 SP:Iteration 25Q (2475.823191 sec): 3 clusters Score: Raw -544996.483331 + Penalty 1701.584169 = -543294.899162 nChanged 79 SP:Iteration 26Q (2475.873624 sec): 3 clusters Score: Raw -545023.232508 + Penalty 1701.584169 = -543321.648339 nChanged 72 SP:Iteration 27Q (2475.934269 sec): 3 clusters Score: Raw -545046.590685 + Penalty 1701.584169 = -543345.006516 nChanged 73 SP:Iteration 28Q (2475.990998 sec): 3 clusters Score: Raw -545068.789341 + Penalty 1701.584169 = -543367.205172 nChanged 61 SP:Iteration 29Q (2476.048349 sec): 3 clusters Score: Raw -545086.912303 + Penalty 1701.584169 = -543385.328134 nChanged 50 SP:Iteration 30Q (2476.092935 sec): 3 clusters Score: Raw -545097.663435 + Penalty 1701.584169 = -543396.079266 nChanged 41 SP:Iteration 31Q (2476.153811 sec): 3 clusters Score: Raw -545106.389985 + Penalty 1701.584169 = -543404.805816 nChanged 37 SP:Iteration 32Q (2476.200675 sec): 3 clusters Score: Raw -545114.688303 + Penalty 1701.584169 = -543413.104134 nChanged 31 SP:Iteration 33Q (2476.246836 sec): 3 clusters Score: Raw -545121.123923 + Penalty 1701.584169 = -543419.539754 nChanged 32 SP:Iteration 34Q (2476.298296 sec): 3 clusters Score: Raw -545127.257651 + Penalty 1701.584169 = -543425.673482 nChanged 26 SP:Iteration 35Q (2476.354400 sec): 3 clusters Score: Raw -545133.890109 + Penalty 1701.584169 = -543432.305940 nChanged 31 SP:Iteration 36Q (2476.406578 sec): 3 clusters Score: Raw -545143.027482 + Penalty 1701.584169 = -543441.443313 nChanged 29 SP:Iteration 37Q (2476.454291 sec): 3 clusters Score: Raw -545152.838085 + Penalty 1701.584169 = -543451.253916 nChanged 27 SP:Iteration 38Q (2476.517413 sec): 3 clusters Score: Raw -545160.205513 + Penalty 1701.584169 = -543458.621344 nChanged 34 SP:Iteration 39Q (2476.561729 sec): 3 clusters Score: Raw -545168.071527 + Penalty 1701.584169 = -543466.487358 nChanged 24 SP:Iteration 40F (2476.621568 sec): 3 clusters Score: Raw -545173.239244 + Penalty 1701.584169 = -543471.655074 nChanged 24 SP:Iteration 41Q (2476.675449 sec): 3 clusters Score: Raw -545177.603827 + Penalty 1701.584169 = -543476.019658 nChanged 23 SP:Iteration 42Q (2476.730274 sec): 3 clusters Score: Raw -545181.560634 + Penalty 1701.584169 = -543479.976465 nChanged 25 SP:Iteration 43Q (2476.782619 sec): 3 clusters Score: Raw -545187.464838 + Penalty 1701.584169 = -543485.880669 nChanged 28 SP:Iteration 44Q (2476.830275 sec): 3 clusters Score: Raw -545195.961568 + Penalty 1701.584169 = -543494.377399 nChanged 38 SP:Iteration 45Q (2476.892107 sec): 3 clusters Score: Raw -545207.671616 + Penalty 1701.584169 = -543506.087447 nChanged 42 SP:Iteration 46Q (2476.949943 sec): 3 clusters Score: Raw -545220.664387 + Penalty 1701.584169 = -543519.080218 nChanged 40 SP:Iteration 47Q (2477.007236 sec): 3 clusters Score: Raw -545233.314775 + Penalty 1701.584169 = -543531.730606 nChanged 38 SP:Iteration 48Q (2477.055099 sec): 3 clusters Score: Raw -545243.218424 + Penalty 1701.584169 = -543541.634255 nChanged 26 SP:Iteration 49Q (2477.104074 sec): 3 clusters Score: Raw -545249.448061 + Penalty 1701.584169 = -543547.863891 nChanged 21 SP:Iteration 50Q (2477.150593 sec): 3 clusters Score: Raw -545254.356243 + Penalty 1701.584169 = -543552.772074 nChanged 19 SP:Iteration 51Q (2477.198811 sec): 3 clusters Score: Raw -545259.455560 + Penalty 1701.584169 = -543557.871391 nChanged 17 SP:Iteration 52Q (2477.262336 sec): 3 clusters Score: Raw -545263.497893 + Penalty 1701.584169 = -543561.913724 nChanged 16 SP:Iteration 53Q (2477.311916 sec): 3 clusters Score: Raw -545267.057131 + Penalty 1701.584169 = -543565.472961 nChanged 16 SP:Iteration 54Q (2477.364120 sec): 3 clusters Score: Raw -545269.998748 + Penalty 1701.584169 = -543568.414579 nChanged 19 SP:Iteration 55Q (2477.419288 sec): 3 clusters Score: Raw -545274.050405 + Penalty 1701.584169 = -543572.466236 nChanged 14 SP:Iteration 56Q (2477.471427 sec): 3 clusters Score: Raw -545277.277017 + Penalty 1701.584169 = -543575.692848 nChanged 13 SP:Iteration 57Q (2477.525067 sec): 3 clusters Score: Raw -545279.597047 + Penalty 1701.584169 = -543578.012878 nChanged 12 SP:Iteration 58Q (2477.581251 sec): 3 clusters Score: Raw -545281.753667 + Penalty 1701.584169 = -543580.169497 nChanged 9 SP:Iteration 59Q (2477.626166 sec): 3 clusters Score: Raw -545283.328629 + Penalty 1701.584169 = -543581.744460 nChanged 10 SP:Iteration 60F (2477.678927 sec): 3 clusters Score: Raw -545284.918490 + Penalty 1701.584169 = -543583.334321 nChanged 6 SP:Iteration 61Q (2477.735846 sec): 3 clusters Score: Raw -545286.117608 + Penalty 1701.584169 = -543584.533439 nChanged 6 SP:Iteration 62Q (2477.779566 sec): 3 clusters Score: Raw -545287.350600 + Penalty 1701.584169 = -543585.766431 nChanged 6 SP:Iteration 63Q (2477.843523 sec): 3 clusters Score: Raw -545288.550591 + Penalty 1701.584169 = -543586.966422 nChanged 10 SP:Iteration 64Q (2477.893578 sec): 3 clusters Score: Raw -545290.804432 + Penalty 1701.584169 = -543589.220263 nChanged 6 SP:Iteration 65Q (2477.941960 sec): 3 clusters Score: Raw -545291.791240 + Penalty 1701.584169 = -543590.207071 nChanged 2 SP:Iteration 66Q (2478.004570 sec): 3 clusters Score: Raw -545291.936627 + Penalty 1701.584169 = -543590.352458 nChanged 2 SP:Iteration 67Q (2478.062088 sec): 3 clusters Score: Raw -545292.106099 + Penalty 1701.584169 = -543590.521930 nChanged 3 SP:Iteration 68Q (2478.112556 sec): 3 clusters Score: Raw -545292.770174 + Penalty 1701.584169 = -543591.186005 nChanged 4 SP:Iteration 69Q (2478.172860 sec): 3 clusters Score: Raw -545293.157805 + Penalty 1701.584169 = -543591.573636 nChanged 2 SP:Iteration 70Q (2478.213381 sec): 3 clusters Score: Raw -545293.289472 + Penalty 1701.584169 = -543591.705303 nChanged 2 SP:Iteration 71Q (2478.265564 sec): 3 clusters Score: Raw -545293.424060 + Penalty 1701.584169 = -543591.839891 nChanged 4 SP:Iteration 72Q (2478.332162 sec): 3 clusters Score: Raw -545293.777197 + Penalty 1701.584169 = -543592.193027 nChanged 4 SP:Iteration 73Q (2478.388142 sec): 3 clusters Score: Raw -545294.727060 + Penalty 1701.584169 = -543593.142891 nChanged 4 SP:Iteration 74Q (2478.429229 sec): 3 clusters Score: Raw -545295.407641 + Penalty 1701.584169 = -543593.823472 nChanged 4 SP:Iteration 75Q (2478.494331 sec): 3 clusters Score: Raw -545295.947383 + Penalty 1701.584169 = -543594.363214 nChanged 1 SP:Iteration 76Q (2478.553112 sec): 3 clusters Score: Raw -545296.146321 + Penalty 1701.584169 = -543594.562152 nChanged 1 SP:Iteration 77Q (2478.599452 sec): 3 clusters Score: Raw -545296.415445 + Penalty 1701.584169 = -543594.831276 nChanged 3 SP:Iteration 78Q (2478.663161 sec): 3 clusters Score: Raw -545296.888828 + Penalty 1701.584169 = -543595.304659 nChanged 3 SP:Iteration 79Q (2478.713235 sec): 3 clusters Score: Raw -545297.372580 + Penalty 1701.584169 = -543595.788411 nChanged 3 SP:Iteration 80F (2478.771073 sec): 3 clusters Score: Raw -545297.745012 + Penalty 1701.584169 = -543596.160843 nChanged 2 SP:Iteration 81Q (2478.812107 sec): 3 clusters Score: Raw -545297.839409 + Penalty 1701.584169 = -543596.255240 nChanged 2 SP:Iteration 82Q (2478.864338 sec): 3 clusters Score: Raw -545298.236804 + Penalty 1701.584169 = -543596.652635 nChanged 1 SP:Iteration 83Q (2478.917487 sec): 3 clusters Score: Raw -545298.380460 + Penalty 1701.584169 = -543596.796291 nChanged 1 SP:Iteration 84Q (2478.979270 sec): 3 clusters Score: Raw -545298.554841 + Penalty 1701.584169 = -543596.970672 nChanged 1 SP:Iteration 85Q (2479.027196 sec): 3 clusters Score: Raw -545298.608368 + Penalty 1701.584169 = -543597.024199 nChanged 1 SP:Iteration 86Q (2479.085780 sec): 3 clusters Score: Raw -545298.657158 + Penalty 1701.584169 = -543597.072989 nChanged 1 SP:Iteration 87Q (2479.141315 sec): 3 clusters Score: Raw -545298.808550 + Penalty 1701.584169 = -543597.224380 nChanged 4 SP:Iteration 88Q (2479.191912 sec): 3 clusters Score: Raw -545299.250787 + Penalty 1701.584169 = -543597.666618 nChanged 5 SP:Iteration 89Q (2479.249968 sec): 3 clusters Score: Raw -545300.572552 + Penalty 1701.584169 = -543598.988383 nChanged 7 SP:Iteration 90Q (2479.303622 sec): 3 clusters Score: Raw -545302.601353 + Penalty 1701.584169 = -543601.017184 nChanged 9 SP:Iteration 91Q (2479.350185 sec): 3 clusters Score: Raw -545304.671991 + Penalty 1701.584169 = -543603.087822 nChanged 11 SP:Iteration 92Q (2479.406606 sec): 3 clusters Score: Raw -545306.928179 + Penalty 1701.584169 = -543605.344009 nChanged 9 SP:Iteration 93Q (2479.473024 sec): 3 clusters Score: Raw -545308.744112 + Penalty 1701.584169 = -543607.159943 nChanged 5 SP:Iteration 94Q (2479.526594 sec): 3 clusters Score: Raw -545309.775387 + Penalty 1701.584169 = -543608.191218 nChanged 1 SP:Iteration 95Q (2479.577329 sec): 3 clusters Score: Raw -545309.925027 + Penalty 1701.584169 = -543608.340857 nChanged 1 SP:Iteration 96Q (2479.626121 sec): 3 clusters Score: Raw -545310.172602 + Penalty 1701.584169 = -543608.588433 nChanged 2 SP:Iteration 97Q (2479.683027 sec): 3 clusters Score: Raw -545310.605042 + Penalty 1701.584169 = -543609.020873 nChanged 2 SP:Iteration 98Q (2479.725246 sec): 3 clusters Score: Raw -545310.905579 + Penalty 1701.584169 = -543609.321410 nChanged 2 SP:Iteration 99Q (2479.781806 sec): 3 clusters Score: Raw -545311.222264 + Penalty 1701.584169 = -543609.638095 nChanged 2 SP:Iteration 100F (2479.833303 sec): 3 clusters Score: Raw -545311.333680 + Penalty 1701.584169 = -543609.749511 nChanged 0 Trying to split cluster 39 (2249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2479.861289 sec): 2 clusters Score: Raw -175587.424373 + Penalty 733.232890 = -174854.191482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2479.901483 sec): 3 clusters Score: Raw -174460.471255 + Penalty 1466.465781 = -172994.005474 nChanged 910 SP:Iteration 1F (2479.947850 sec): 3 clusters Score: Raw -175061.603642 + Penalty 1466.465781 = -173595.137861 nChanged 219 SP:Iteration 2F (2479.996941 sec): 3 clusters Score: Raw -175286.820271 + Penalty 1466.465781 = -173820.354490 nChanged 182 SP:Iteration 3F (2480.050905 sec): 3 clusters Score: Raw -175465.995527 + Penalty 1466.465781 = -173999.529746 nChanged 166 SP:Iteration 4F (2480.102370 sec): 3 clusters Score: Raw -175632.275285 + Penalty 1466.465781 = -174165.809504 nChanged 122 SP:Iteration 5F (2480.148590 sec): 3 clusters Score: Raw -175721.953857 + Penalty 1466.465781 = -174255.488077 nChanged 90 SP:Iteration 6Q (2480.192256 sec): 3 clusters Score: Raw -175796.963866 + Penalty 1466.465781 = -174330.498086 nChanged 69 SP:Iteration 7Q (2480.241130 sec): 3 clusters Score: Raw -175839.792845 + Penalty 1466.465781 = -174373.327064 nChanged 43 SP:Iteration 8Q (2480.283830 sec): 3 clusters Score: Raw -175863.512741 + Penalty 1466.465781 = -174397.046961 nChanged 34 SP:Iteration 9Q (2480.327534 sec): 3 clusters Score: Raw -175879.363773 + Penalty 1466.465781 = -174412.897992 nChanged 22 SP:Iteration 10Q (2480.367181 sec): 3 clusters Score: Raw -175890.610045 + Penalty 1466.465781 = -174424.144264 nChanged 18 SP:Iteration 11Q (2480.403124 sec): 3 clusters Score: Raw -175897.298607 + Penalty 1466.465781 = -174430.832826 nChanged 13 SP:Iteration 12Q (2480.454852 sec): 3 clusters Score: Raw -175901.935707 + Penalty 1466.465781 = -174435.469926 nChanged 15 SP:Iteration 13Q (2480.492447 sec): 3 clusters Score: Raw -175909.603380 + Penalty 1466.465781 = -174443.137599 nChanged 21 SP:Iteration 14Q (2480.527129 sec): 3 clusters Score: Raw -175922.034336 + Penalty 1466.465781 = -174455.568555 nChanged 17 SP:Iteration 15Q (2480.572691 sec): 3 clusters Score: Raw -175932.640340 + Penalty 1466.465781 = -174466.174559 nChanged 19 SP:Iteration 16Q (2480.624939 sec): 3 clusters Score: Raw -175942.826023 + Penalty 1466.465781 = -174476.360243 nChanged 7 SP:Iteration 17Q (2480.666306 sec): 3 clusters Score: Raw -175945.367483 + Penalty 1466.465781 = -174478.901702 nChanged 6 SP:Iteration 18Q (2480.705967 sec): 3 clusters Score: Raw -175947.042659 + Penalty 1466.465781 = -174480.576878 nChanged 5 SP:Iteration 19Q (2480.755110 sec): 3 clusters Score: Raw -175949.359055 + Penalty 1466.465781 = -174482.893274 nChanged 6 SP:Iteration 20F (2480.794856 sec): 3 clusters Score: Raw -175951.597634 + Penalty 1466.465781 = -174485.131853 nChanged 5 SP:Iteration 21Q (2480.850280 sec): 3 clusters Score: Raw -175953.730774 + Penalty 1466.465781 = -174487.264993 nChanged 3 SP:Iteration 22Q (2480.896633 sec): 3 clusters Score: Raw -175954.328876 + Penalty 1466.465781 = -174487.863095 nChanged 4 SP:Iteration 23Q (2480.941013 sec): 3 clusters Score: Raw -175955.367328 + Penalty 1466.465781 = -174488.901547 nChanged 4 SP:Iteration 24Q (2480.973828 sec): 3 clusters Score: Raw -175956.524949 + Penalty 1466.465781 = -174490.059168 nChanged 1 SP:Iteration 25Q (2481.011120 sec): 3 clusters Score: Raw -175956.840028 + Penalty 1466.465781 = -174490.374247 nChanged 2 SP:Iteration 26Q (2481.057482 sec): 3 clusters Score: Raw -175957.677119 + Penalty 1466.465781 = -174491.211338 nChanged 3 SP:Iteration 27Q (2481.112549 sec): 3 clusters Score: Raw -175959.094071 + Penalty 1466.465781 = -174492.628290 nChanged 3 SP:Iteration 28Q (2481.161866 sec): 3 clusters Score: Raw -175960.653055 + Penalty 1466.465781 = -174494.187274 nChanged 3 SP:Iteration 29Q (2481.204151 sec): 3 clusters Score: Raw -175962.978099 + Penalty 1466.465781 = -174496.512318 nChanged 1 SP:Iteration 30Q (2481.241965 sec): 3 clusters Score: Raw -175963.495255 + Penalty 1466.465781 = -174497.029474 nChanged 0 SP:Iteration 31F (2481.297622 sec): 3 clusters Score: Raw -175963.495255 + Penalty 1466.465781 = -174497.029474 nChanged 0 Trying to split cluster 40 (1054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2481.324922 sec): 2 clusters Score: Raw -51169.639006 + Penalty 661.233034 = -50508.405971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2481.370447 sec): 3 clusters Score: Raw -50785.657337 + Penalty 1322.466069 = -49463.191269 nChanged 384 SP:Iteration 1F (2481.402735 sec): 3 clusters Score: Raw -51086.654525 + Penalty 1322.466069 = -49764.188457 nChanged 102 SP:Iteration 2F (2481.447635 sec): 3 clusters Score: Raw -51158.463837 + Penalty 1322.466069 = -49835.997769 nChanged 50 SP:Iteration 3Q (2481.491555 sec): 3 clusters Score: Raw -51204.113857 + Penalty 1322.466069 = -49881.647789 nChanged 50 SP:Iteration 4Q (2481.533846 sec): 3 clusters Score: Raw -51254.068608 + Penalty 1322.466069 = -49931.602540 nChanged 42 SP:Iteration 5Q (2481.576333 sec): 3 clusters Score: Raw -51304.906754 + Penalty 1322.466069 = -49982.440685 nChanged 48 SP:Iteration 6Q (2481.611254 sec): 3 clusters Score: Raw -51341.188574 + Penalty 1322.466069 = -50018.722505 nChanged 44 SP:Iteration 7Q (2481.655313 sec): 3 clusters Score: Raw -51376.240605 + Penalty 1322.466069 = -50053.774537 nChanged 46 SP:Iteration 8Q (2481.699205 sec): 3 clusters Score: Raw -51416.637985 + Penalty 1322.466069 = -50094.171917 nChanged 43 SP:Iteration 9Q (2481.750169 sec): 3 clusters Score: Raw -51455.745284 + Penalty 1322.466069 = -50133.279215 nChanged 40 SP:Iteration 10Q (2481.803109 sec): 3 clusters Score: Raw -51498.243017 + Penalty 1322.466069 = -50175.776948 nChanged 42 SP:Iteration 11Q (2481.841215 sec): 3 clusters Score: Raw -51546.911851 + Penalty 1322.466069 = -50224.445783 nChanged 36 SP:Iteration 12Q (2481.895650 sec): 3 clusters Score: Raw -51592.378073 + Penalty 1322.466069 = -50269.912005 nChanged 33 SP:Iteration 13Q (2481.942651 sec): 3 clusters Score: Raw -51627.696235 + Penalty 1322.466069 = -50305.230167 nChanged 20 SP:Iteration 14Q (2481.983061 sec): 3 clusters Score: Raw -51646.730318 + Penalty 1322.466069 = -50324.264249 nChanged 10 SP:Iteration 15Q (2482.019277 sec): 3 clusters Score: Raw -51652.935807 + Penalty 1322.466069 = -50330.469738 nChanged 3 SP:Iteration 16Q (2482.058595 sec): 3 clusters Score: Raw -51654.392156 + Penalty 1322.466069 = -50331.926087 nChanged 3 SP:Iteration 17Q (2482.101325 sec): 3 clusters Score: Raw -51656.347259 + Penalty 1322.466069 = -50333.881190 nChanged 4 SP:Iteration 18Q (2482.156653 sec): 3 clusters Score: Raw -51659.715782 + Penalty 1322.466069 = -50337.249713 nChanged 5 SP:Iteration 19Q (2482.206476 sec): 3 clusters Score: Raw -51664.157139 + Penalty 1322.466069 = -50341.691071 nChanged 3 SP:Iteration 20F (2482.245054 sec): 3 clusters Score: Raw -51725.510663 + Penalty 1322.466069 = -50403.044595 nChanged 10 SP:Iteration 21Q (2482.295737 sec): 3 clusters Score: Raw -51873.419065 + Penalty 1322.466069 = -50550.952997 nChanged 22 SP:Iteration 22Q (2482.332811 sec): 3 clusters Score: Raw -51923.162693 + Penalty 1322.466069 = -50600.696624 nChanged 13 SP:Iteration 23Q (2482.379191 sec): 3 clusters Score: Raw -51938.665486 + Penalty 1322.466069 = -50616.199417 nChanged 8 SP:Iteration 24Q (2482.435979 sec): 3 clusters Score: Raw -51947.481329 + Penalty 1322.466069 = -50625.015261 nChanged 5 SP:Iteration 25Q (2482.475292 sec): 3 clusters Score: Raw -51951.202803 + Penalty 1322.466069 = -50628.736734 nChanged 1 SP:Iteration 26Q (2482.517527 sec): 3 clusters Score: Raw -51952.222561 + Penalty 1322.466069 = -50629.756493 nChanged 0 SP:Iteration 27F (2482.563188 sec): 3 clusters Score: Raw -51952.222561 + Penalty 1322.466069 = -50629.756493 nChanged 0 Score: Raw -45957294.839473 + Penalty 54623.503038 = -45902671.336435 Splitting cluster 40 changes total score from -45903156.507818 to -45902671.336435 So it's not getting split. Trying to split cluster 41 (148369 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2496.135785 sec): 2 clusters Score: Raw -11547777.806973 + Penalty 1131.208481 = -11546646.598492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2496.366237 sec): 3 clusters Score: Raw -11448870.574810 + Penalty 2262.416962 = -11446608.157849 nChanged 72150 SP:Iteration 1F (2496.605533 sec): 3 clusters Score: Raw -11492731.739289 + Penalty 2262.416962 = -11490469.322328 nChanged 7107 SP:Iteration 2Q (2496.842662 sec): 3 clusters Score: Raw -11495617.436218 + Penalty 2262.416962 = -11493355.019256 nChanged 8235 SP:Iteration 3F (2497.068915 sec): 3 clusters Score: Raw -11499779.267909 + Penalty 2262.416962 = -11497516.850947 nChanged 9228 SP:Iteration 4F (2497.295793 sec): 3 clusters Score: Raw -11505495.375067 + Penalty 2262.416962 = -11503232.958105 nChanged 9659 SP:Iteration 5F (2497.524880 sec): 3 clusters Score: Raw -11512519.068856 + Penalty 2262.416962 = -11510256.651894 nChanged 9271 SP:Iteration 6F (2497.752940 sec): 3 clusters Score: Raw -11520122.845049 + Penalty 2262.416962 = -11517860.428088 nChanged 8060 SP:Iteration 7F (2497.982146 sec): 3 clusters Score: Raw -11526532.090213 + Penalty 2262.416962 = -11524269.673251 nChanged 6128 SP:Iteration 8Q (2498.207505 sec): 3 clusters Score: Raw -11530167.212201 + Penalty 2262.416962 = -11527904.795239 nChanged 4010 SP:Iteration 9Q (2498.429383 sec): 3 clusters Score: Raw -11531915.962370 + Penalty 2262.416962 = -11529653.545408 nChanged 2784 SP:Iteration 10Q (2498.661789 sec): 3 clusters Score: Raw -11533050.702805 + Penalty 2262.416962 = -11530788.285843 nChanged 2440 SP:Iteration 11Q (2498.882623 sec): 3 clusters Score: Raw -11534031.789369 + Penalty 2262.416962 = -11531769.372407 nChanged 2394 SP:Iteration 12Q (2499.108062 sec): 3 clusters Score: Raw -11534975.297862 + Penalty 2262.416962 = -11532712.880900 nChanged 2374 SP:Iteration 13Q (2499.331423 sec): 3 clusters Score: Raw -11535926.557907 + Penalty 2262.416962 = -11533664.140945 nChanged 2326 SP:Iteration 14Q (2499.556258 sec): 3 clusters Score: Raw -11536858.943481 + Penalty 2262.416962 = -11534596.526519 nChanged 2194 SP:Iteration 15Q (2499.774644 sec): 3 clusters Score: Raw -11537719.858942 + Penalty 2262.416962 = -11535457.441980 nChanged 2154 SP:Iteration 16Q (2499.996554 sec): 3 clusters Score: Raw -11538568.087799 + Penalty 2262.416962 = -11536305.670837 nChanged 2062 SP:Iteration 17Q (2500.213792 sec): 3 clusters Score: Raw -11539378.824719 + Penalty 2262.416962 = -11537116.407758 nChanged 1940 SP:Iteration 18Q (2500.429306 sec): 3 clusters Score: Raw -11540153.561359 + Penalty 2262.416962 = -11537891.144397 nChanged 1871 SP:Iteration 19Q (2500.637546 sec): 3 clusters Score: Raw -11540938.547032 + Penalty 2262.416962 = -11538676.130070 nChanged 1804 SP:Iteration 20F (2500.865823 sec): 3 clusters Score: Raw -11541702.293432 + Penalty 2262.416962 = -11539439.876471 nChanged 1668 SP:Iteration 21Q (2501.083141 sec): 3 clusters Score: Raw -11542410.576748 + Penalty 2262.416962 = -11540148.159786 nChanged 1532 SP:Iteration 22Q (2501.291532 sec): 3 clusters Score: Raw -11543085.745979 + Penalty 2262.416962 = -11540823.329017 nChanged 1540 SP:Iteration 23Q (2501.475733 sec): 3 clusters Score: Raw -11543819.616904 + Penalty 2262.416962 = -11541557.199942 nChanged 1393 SP:Iteration 24Q (2501.660187 sec): 3 clusters Score: Raw -11544509.821819 + Penalty 2262.416962 = -11542247.404857 nChanged 1274 SP:Iteration 25Q (2501.863613 sec): 3 clusters Score: Raw -11545158.482408 + Penalty 2262.416962 = -11542896.065447 nChanged 1114 SP:Iteration 26Q (2502.060739 sec): 3 clusters Score: Raw -11545729.219381 + Penalty 2262.416962 = -11543466.802419 nChanged 944 SP:Iteration 27Q (2502.263409 sec): 3 clusters Score: Raw -11546207.635481 + Penalty 2262.416962 = -11543945.218520 nChanged 815 SP:Iteration 28Q (2502.459512 sec): 3 clusters Score: Raw -11546615.651177 + Penalty 2262.416962 = -11544353.234216 nChanged 667 SP:Iteration 29Q (2502.655829 sec): 3 clusters Score: Raw -11546966.125049 + Penalty 2262.416962 = -11544703.708088 nChanged 510 SP:Iteration 30Q (2502.849280 sec): 3 clusters Score: Raw -11547225.535026 + Penalty 2262.416962 = -11544963.118065 nChanged 395 SP:Iteration 31Q (2503.046903 sec): 3 clusters Score: Raw -11547414.306001 + Penalty 2262.416962 = -11545151.889039 nChanged 293 SP:Iteration 32Q (2503.248118 sec): 3 clusters Score: Raw -11547555.785198 + Penalty 2262.416962 = -11545293.368237 nChanged 241 SP:Iteration 33Q (2503.442035 sec): 3 clusters Score: Raw -11547660.082897 + Penalty 2262.416962 = -11545397.665936 nChanged 163 SP:Iteration 34Q (2503.631326 sec): 3 clusters Score: Raw -11547723.542603 + Penalty 2262.416962 = -11545461.125641 nChanged 122 SP:Iteration 35Q (2503.822475 sec): 3 clusters Score: Raw -11547771.382731 + Penalty 2262.416962 = -11545508.965769 nChanged 98 SP:Iteration 36Q (2504.013686 sec): 3 clusters Score: Raw -11547815.424935 + Penalty 2262.416962 = -11545553.007973 nChanged 65 SP:Iteration 37Q (2504.200855 sec): 3 clusters Score: Raw -11547846.862455 + Penalty 2262.416962 = -11545584.445494 nChanged 57 SP:Iteration 38Q (2504.390149 sec): 3 clusters Score: Raw -11547871.109887 + Penalty 2262.416962 = -11545608.692925 nChanged 43 SP:Iteration 39Q (2504.580866 sec): 3 clusters Score: Raw -11547887.952115 + Penalty 2262.416962 = -11545625.535154 nChanged 37 SP:Iteration 40F (2504.816978 sec): 3 clusters Score: Raw -11547905.381197 + Penalty 2262.416962 = -11545642.964235 nChanged 44 SP:Iteration 41Q (2505.010909 sec): 3 clusters Score: Raw -11547921.298383 + Penalty 2262.416962 = -11545658.881421 nChanged 26 SP:Iteration 42Q (2505.204870 sec): 3 clusters Score: Raw -11547931.194673 + Penalty 2262.416962 = -11545668.777711 nChanged 27 SP:Iteration 43Q (2505.401236 sec): 3 clusters Score: Raw -11547939.132766 + Penalty 2262.416962 = -11545676.715805 nChanged 14 SP:Iteration 44Q (2505.580503 sec): 3 clusters Score: Raw -11547944.986004 + Penalty 2262.416962 = -11545682.569042 nChanged 16 SP:Iteration 45Q (2505.774007 sec): 3 clusters Score: Raw -11547949.798202 + Penalty 2262.416962 = -11545687.381241 nChanged 14 SP:Iteration 46Q (2505.972978 sec): 3 clusters Score: Raw -11547956.169355 + Penalty 2262.416962 = -11545693.752394 nChanged 11 SP:Iteration 47Q (2506.166817 sec): 3 clusters Score: Raw -11547960.128719 + Penalty 2262.416962 = -11545697.711757 nChanged 8 SP:Iteration 48Q (2506.356503 sec): 3 clusters Score: Raw -11547964.405808 + Penalty 2262.416962 = -11545701.988847 nChanged 5 SP:Iteration 49Q (2506.550627 sec): 3 clusters Score: Raw -11547965.466076 + Penalty 2262.416962 = -11545703.049114 nChanged 1 SP:Iteration 50Q (2506.742895 sec): 3 clusters Score: Raw -11547965.859663 + Penalty 2262.416962 = -11545703.442701 nChanged 1 SP:Iteration 51Q (2506.929415 sec): 3 clusters Score: Raw -11547966.544710 + Penalty 2262.416962 = -11545704.127748 nChanged 2 SP:Iteration 52Q (2507.131124 sec): 3 clusters Score: Raw -11547967.165060 + Penalty 2262.416962 = -11545704.748098 nChanged 1 SP:Iteration 53Q (2507.314655 sec): 3 clusters Score: Raw -11547967.359585 + Penalty 2262.416962 = -11545704.942624 nChanged 0 SP:Iteration 54F (2507.541294 sec): 3 clusters Score: Raw -11547967.359585 + Penalty 2262.416962 = -11545704.942624 nChanged 0 Trying to split cluster 42 (3241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2507.571008 sec): 2 clusters Score: Raw -223822.887874 + Penalty 767.945534 = -223054.942340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2507.624257 sec): 3 clusters Score: Raw -222148.441002 + Penalty 1535.891069 = -220612.549933 nChanged 1311 SP:Iteration 1F (2507.667359 sec): 3 clusters Score: Raw -222972.261683 + Penalty 1535.891069 = -221436.370615 nChanged 302 SP:Iteration 2F (2507.715327 sec): 3 clusters Score: Raw -223158.593756 + Penalty 1535.891069 = -221622.702688 nChanged 217 SP:Iteration 3F (2507.762706 sec): 3 clusters Score: Raw -223274.586532 + Penalty 1535.891069 = -221738.695463 nChanged 149 SP:Iteration 4Q (2507.798627 sec): 3 clusters Score: Raw -223366.794530 + Penalty 1535.891069 = -221830.903462 nChanged 144 SP:Iteration 5Q (2507.849206 sec): 3 clusters Score: Raw -223463.782415 + Penalty 1535.891069 = -221927.891346 nChanged 140 SP:Iteration 6Q (2507.890937 sec): 3 clusters Score: Raw -223549.403020 + Penalty 1535.891069 = -222013.511952 nChanged 114 SP:Iteration 7Q (2507.946663 sec): 3 clusters Score: Raw -223614.481965 + Penalty 1535.891069 = -222078.590897 nChanged 105 SP:Iteration 8Q (2507.994982 sec): 3 clusters Score: Raw -223666.618605 + Penalty 1535.891069 = -222130.727536 nChanged 77 SP:Iteration 9Q (2508.038335 sec): 3 clusters Score: Raw -223703.351755 + Penalty 1535.891069 = -222167.460687 nChanged 70 SP:Iteration 10Q (2508.089512 sec): 3 clusters Score: Raw -223731.379212 + Penalty 1535.891069 = -222195.488143 nChanged 58 SP:Iteration 11Q (2508.143948 sec): 3 clusters Score: Raw -223759.116810 + Penalty 1535.891069 = -222223.225741 nChanged 49 SP:Iteration 12Q (2508.191140 sec): 3 clusters Score: Raw -223781.378633 + Penalty 1535.891069 = -222245.487564 nChanged 42 SP:Iteration 13Q (2508.238640 sec): 3 clusters Score: Raw -223800.823707 + Penalty 1535.891069 = -222264.932638 nChanged 40 SP:Iteration 14Q (2508.288118 sec): 3 clusters Score: Raw -223822.194562 + Penalty 1535.891069 = -222286.303494 nChanged 36 SP:Iteration 15Q (2508.329015 sec): 3 clusters Score: Raw -223838.094662 + Penalty 1535.891069 = -222302.203594 nChanged 31 SP:Iteration 16Q (2508.377339 sec): 3 clusters Score: Raw -223849.571458 + Penalty 1535.891069 = -222313.680389 nChanged 27 SP:Iteration 17Q (2508.422574 sec): 3 clusters Score: Raw -223857.928864 + Penalty 1535.891069 = -222322.037795 nChanged 23 SP:Iteration 18Q (2508.478513 sec): 3 clusters Score: Raw -223866.824430 + Penalty 1535.891069 = -222330.933362 nChanged 22 SP:Iteration 19Q (2508.515862 sec): 3 clusters Score: Raw -223874.285550 + Penalty 1535.891069 = -222338.394481 nChanged 22 SP:Iteration 20F (2508.563032 sec): 3 clusters Score: Raw -223880.865830 + Penalty 1535.891069 = -222344.974762 nChanged 22 SP:Iteration 21Q (2508.613694 sec): 3 clusters Score: Raw -223887.878112 + Penalty 1535.891069 = -222351.987043 nChanged 17 SP:Iteration 22Q (2508.666074 sec): 3 clusters Score: Raw -223893.581694 + Penalty 1535.891069 = -222357.690625 nChanged 19 SP:Iteration 23Q (2508.718774 sec): 3 clusters Score: Raw -223902.455486 + Penalty 1535.891069 = -222366.564417 nChanged 25 SP:Iteration 24Q (2508.768594 sec): 3 clusters Score: Raw -223913.397205 + Penalty 1535.891069 = -222377.506137 nChanged 29 SP:Iteration 25Q (2508.816776 sec): 3 clusters Score: Raw -223927.914515 + Penalty 1535.891069 = -222392.023447 nChanged 32 SP:Iteration 26Q (2508.868614 sec): 3 clusters Score: Raw -223945.754026 + Penalty 1535.891069 = -222409.862958 nChanged 35 SP:Iteration 27Q (2508.923600 sec): 3 clusters Score: Raw -223963.638721 + Penalty 1535.891069 = -222427.747652 nChanged 35 SP:Iteration 28Q (2508.970187 sec): 3 clusters Score: Raw -223982.007136 + Penalty 1535.891069 = -222446.116067 nChanged 34 SP:Iteration 29Q (2509.016295 sec): 3 clusters Score: Raw -223998.591044 + Penalty 1535.891069 = -222462.699975 nChanged 27 SP:Iteration 30Q (2509.063093 sec): 3 clusters Score: Raw -224010.800695 + Penalty 1535.891069 = -222474.909626 nChanged 21 SP:Iteration 31Q (2509.115082 sec): 3 clusters Score: Raw -224022.557386 + Penalty 1535.891069 = -222486.666317 nChanged 26 SP:Iteration 32Q (2509.164106 sec): 3 clusters Score: Raw -224042.379514 + Penalty 1535.891069 = -222506.488445 nChanged 25 SP:Iteration 33Q (2509.223645 sec): 3 clusters Score: Raw -224061.057283 + Penalty 1535.891069 = -222525.166215 nChanged 26 SP:Iteration 34Q (2509.269364 sec): 3 clusters Score: Raw -224085.149963 + Penalty 1535.891069 = -222549.258895 nChanged 26 SP:Iteration 35Q (2509.319247 sec): 3 clusters Score: Raw -224108.576316 + Penalty 1535.891069 = -222572.685247 nChanged 31 SP:Iteration 36Q (2509.369362 sec): 3 clusters Score: Raw -224130.571099 + Penalty 1535.891069 = -222594.680030 nChanged 18 SP:Iteration 37Q (2509.417495 sec): 3 clusters Score: Raw -224142.851219 + Penalty 1535.891069 = -222606.960151 nChanged 13 SP:Iteration 38Q (2509.465299 sec): 3 clusters Score: Raw -224148.087430 + Penalty 1535.891069 = -222612.196362 nChanged 8 SP:Iteration 39Q (2509.505368 sec): 3 clusters Score: Raw -224153.307380 + Penalty 1535.891069 = -222617.416311 nChanged 9 SP:Iteration 40F (2509.555109 sec): 3 clusters Score: Raw -224158.171239 + Penalty 1535.891069 = -222622.280171 nChanged 9 SP:Iteration 41Q (2509.599387 sec): 3 clusters Score: Raw -224162.945409 + Penalty 1535.891069 = -222627.054340 nChanged 7 SP:Iteration 42Q (2509.651793 sec): 3 clusters Score: Raw -224166.196736 + Penalty 1535.891069 = -222630.305667 nChanged 3 SP:Iteration 43Q (2509.708669 sec): 3 clusters Score: Raw -224168.639776 + Penalty 1535.891069 = -222632.748707 nChanged 5 SP:Iteration 44Q (2509.755780 sec): 3 clusters Score: Raw -224171.112783 + Penalty 1535.891069 = -222635.221714 nChanged 6 SP:Iteration 45Q (2509.802525 sec): 3 clusters Score: Raw -224173.953679 + Penalty 1535.891069 = -222638.062610 nChanged 3 SP:Iteration 46Q (2509.849650 sec): 3 clusters Score: Raw -224174.760371 + Penalty 1535.891069 = -222638.869302 nChanged 1 SP:Iteration 47Q (2509.893986 sec): 3 clusters Score: Raw -224175.179503 + Penalty 1535.891069 = -222639.288434 nChanged 0 SP:Iteration 48F (2509.941992 sec): 3 clusters Score: Raw -224175.179503 + Penalty 1535.891069 = -222639.288434 nChanged 0 Iteration 219Q (2516.532859 sec): 43 clusters Score: Raw -45956512.791273 + Penalty 53353.189014 = -45903159.602259 nChanged 80 Iteration 220F (2529.828549 sec): 43 clusters Score: Raw -45956515.450259 + Penalty 53353.189014 = -45903162.261245 nChanged 77 Iteration 221Q (2536.040410 sec): 43 clusters Score: Raw -45956518.282033 + Penalty 53353.189014 = -45903165.093019 nChanged 77 Iteration 222Q (2541.958996 sec): 43 clusters Score: Raw -45956520.403605 + Penalty 53353.189014 = -45903167.214591 nChanged 68 Iteration 223Q (2548.046774 sec): 43 clusters Score: Raw -45956524.240930 + Penalty 53353.189014 = -45903171.051916 nChanged 59 Iteration 224Q (2554.120125 sec): 43 clusters Score: Raw -45956527.217666 + Penalty 53353.189014 = -45903174.028652 nChanged 51 Iteration 225Q (2560.306005 sec): 43 clusters Score: Raw -45956529.565812 + Penalty 53353.189014 = -45903176.376798 nChanged 49 Iteration 226Q (2566.367309 sec): 43 clusters Score: Raw -45956530.853761 + Penalty 53353.189014 = -45903177.664747 nChanged 37 Iteration 227Q (2572.610508 sec): 43 clusters Score: Raw -45956532.014019 + Penalty 53353.189014 = -45903178.825005 nChanged 41 Iteration 228Q (2578.721691 sec): 43 clusters Score: Raw -45956533.101465 + Penalty 53353.189014 = -45903179.912451 nChanged 42 Iteration 229Q (2584.833740 sec): 43 clusters Score: Raw -45956534.822853 + Penalty 53353.189014 = -45903181.633839 nChanged 49 Iteration 230Q (2590.624530 sec): 43 clusters Score: Raw -45956536.130556 + Penalty 53353.189014 = -45903182.941542 nChanged 41 Iteration 231Q (2596.545287 sec): 43 clusters Score: Raw -45956536.820738 + Penalty 53353.189014 = -45903183.631724 nChanged 34 Iteration 232Q (2602.621895 sec): 43 clusters Score: Raw -45956537.391655 + Penalty 53353.189014 = -45903184.202641 nChanged 34 Iteration 233Q (2608.679671 sec): 43 clusters Score: Raw -45956538.104207 + Penalty 53353.189014 = -45903184.915193 nChanged 37 Iteration 234Q (2614.907468 sec): 43 clusters Score: Raw -45956539.119264 + Penalty 53353.189014 = -45903185.930250 nChanged 38 Iteration 235Q (2621.189705 sec): 43 clusters Score: Raw -45956539.999472 + Penalty 53353.189014 = -45903186.810458 nChanged 36 Iteration 236Q (2627.333831 sec): 43 clusters Score: Raw -45956540.812674 + Penalty 53353.189014 = -45903187.623660 nChanged 38 Iteration 237Q (2633.460097 sec): 43 clusters Score: Raw -45956541.566710 + Penalty 53353.189014 = -45903188.377696 nChanged 41 Iteration 238Q (2639.715236 sec): 43 clusters Score: Raw -45956542.551234 + Penalty 53353.189014 = -45903189.362220 nChanged 41 Iteration 239Q (2645.950571 sec): 43 clusters Score: Raw -45956543.644124 + Penalty 53353.189014 = -45903190.455110 nChanged 33 Iteration 240F (2659.075963 sec): 43 clusters Score: Raw -45956544.224185 + Penalty 53353.189014 = -45903191.035171 nChanged 33 Iteration 241Q (2664.962466 sec): 43 clusters Score: Raw -45956544.914942 + Penalty 53353.189014 = -45903191.725928 nChanged 33 Iteration 242Q (2670.808990 sec): 43 clusters Score: Raw -45956545.863941 + Penalty 53353.189014 = -45903192.674927 nChanged 41 Iteration 243Q (2676.996662 sec): 43 clusters Score: Raw -45956546.915416 + Penalty 53353.189014 = -45903193.726402 nChanged 37 Iteration 244Q (2683.381353 sec): 43 clusters Score: Raw -45956547.490998 + Penalty 53353.189014 = -45903194.301984 nChanged 29 Iteration 245Q (2689.663696 sec): 43 clusters Score: Raw -45956547.868808 + Penalty 53353.189014 = -45903194.679794 nChanged 22 Iteration 246Q (2695.902717 sec): 43 clusters Score: Raw -45956548.201083 + Penalty 53353.189014 = -45903195.012068 nChanged 30 Iteration 247Q (2701.987511 sec): 43 clusters Score: Raw -45956548.660434 + Penalty 53353.189014 = -45903195.471420 nChanged 29 Iteration 248Q (2708.043048 sec): 43 clusters Score: Raw -45956548.956270 + Penalty 53353.189014 = -45903195.767256 nChanged 38 Iteration 249Q (2714.448228 sec): 43 clusters Score: Raw -45956549.602178 + Penalty 53353.189014 = -45903196.413164 nChanged 38 Iteration 250Q (2720.851575 sec): 43 clusters Score: Raw -45956550.212484 + Penalty 53353.189014 = -45903197.023470 nChanged 38 Iteration 251Q (2726.858783 sec): 43 clusters Score: Raw -45956550.726557 + Penalty 53353.189014 = -45903197.537543 nChanged 34 Iteration 252Q (2732.900149 sec): 43 clusters Score: Raw -45956551.375933 + Penalty 53353.189014 = -45903198.186919 nChanged 36 Iteration 253Q (2738.976262 sec): 43 clusters Score: Raw -45956552.069958 + Penalty 53353.189014 = -45903198.880944 nChanged 54 Iteration 254Q (2744.998862 sec): 43 clusters Score: Raw -45956553.179935 + Penalty 53353.189014 = -45903199.990921 nChanged 49 Iteration 255Q (2751.264309 sec): 43 clusters Score: Raw -45956554.384985 + Penalty 53353.189014 = -45903201.195971 nChanged 66 Iteration 256Q (2757.182332 sec): 43 clusters Score: Raw -45956555.788209 + Penalty 53353.189014 = -45903202.599195 nChanged 67 Iteration 257Q (2763.348980 sec): 43 clusters Score: Raw -45956557.240960 + Penalty 53353.189014 = -45903204.051946 nChanged 66 Iteration 258Q (2769.550949 sec): 43 clusters Score: Raw -45956558.477821 + Penalty 53353.189014 = -45903205.288807 nChanged 83 Writing temp clu file Because OldScore, -45903204.051946, is greater than current (better) Score,-45903205.288807 Compute initial score before splitting: Score: Raw -45956558.477821 + Penalty 53353.189014 = -45903205.288807 Trying to split cluster 1 (13969 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2769.764671 sec): 2 clusters Score: Raw -1094187.047162 + Penalty 906.736607 = -1093280.310554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2769.820947 sec): 3 clusters Score: Raw -1085574.837401 + Penalty 1813.473215 = -1083761.364186 nChanged 6465 SP:Iteration 1F (2769.880226 sec): 3 clusters Score: Raw -1089299.810376 + Penalty 1813.473215 = -1087486.337161 nChanged 659 SP:Iteration 2Q (2769.943960 sec): 3 clusters Score: Raw -1089537.211364 + Penalty 1813.473215 = -1087723.738149 nChanged 652 SP:Iteration 3Q (2769.994649 sec): 3 clusters Score: Raw -1089771.680383 + Penalty 1813.473215 = -1087958.207169 nChanged 617 SP:Iteration 4Q (2770.055782 sec): 3 clusters Score: Raw -1090008.928303 + Penalty 1813.473215 = -1088195.455088 nChanged 583 SP:Iteration 5Q (2770.121577 sec): 3 clusters Score: Raw -1090231.903365 + Penalty 1813.473215 = -1088418.430150 nChanged 587 SP:Iteration 6Q (2770.170182 sec): 3 clusters Score: Raw -1090516.835276 + Penalty 1813.473215 = -1088703.362061 nChanged 654 SP:Iteration 7Q (2770.235458 sec): 3 clusters Score: Raw -1090864.126591 + Penalty 1813.473215 = -1089050.653376 nChanged 669 SP:Iteration 8Q (2770.284477 sec): 3 clusters Score: Raw -1091261.823076 + Penalty 1813.473215 = -1089448.349861 nChanged 688 SP:Iteration 9Q (2770.351826 sec): 3 clusters Score: Raw -1091719.766618 + Penalty 1813.473215 = -1089906.293403 nChanged 694 SP:Iteration 10Q (2770.415201 sec): 3 clusters Score: Raw -1092177.834003 + Penalty 1813.473215 = -1090364.360788 nChanged 622 SP:Iteration 11Q (2770.470486 sec): 3 clusters Score: Raw -1092520.515445 + Penalty 1813.473215 = -1090707.042231 nChanged 490 SP:Iteration 12Q (2770.526890 sec): 3 clusters Score: Raw -1092751.155607 + Penalty 1813.473215 = -1090937.682392 nChanged 384 SP:Iteration 13Q (2770.578993 sec): 3 clusters Score: Raw -1092894.383377 + Penalty 1813.473215 = -1091080.910162 nChanged 297 SP:Iteration 14Q (2770.652152 sec): 3 clusters Score: Raw -1093005.372934 + Penalty 1813.473215 = -1091191.899719 nChanged 247 SP:Iteration 15Q (2770.703442 sec): 3 clusters Score: Raw -1093091.567315 + Penalty 1813.473215 = -1091278.094100 nChanged 211 SP:Iteration 16Q (2770.769139 sec): 3 clusters Score: Raw -1093151.868959 + Penalty 1813.473215 = -1091338.395744 nChanged 205 SP:Iteration 17Q (2770.828777 sec): 3 clusters Score: Raw -1093213.774163 + Penalty 1813.473215 = -1091400.300948 nChanged 175 SP:Iteration 18Q (2770.885962 sec): 3 clusters Score: Raw -1093256.807676 + Penalty 1813.473215 = -1091443.334461 nChanged 137 SP:Iteration 19Q (2770.948961 sec): 3 clusters Score: Raw -1093287.884845 + Penalty 1813.473215 = -1091474.411630 nChanged 136 SP:Iteration 20F (2771.008599 sec): 3 clusters Score: Raw -1093318.129311 + Penalty 1813.473215 = -1091504.656096 nChanged 127 SP:Iteration 21Q (2771.077246 sec): 3 clusters Score: Raw -1093351.364445 + Penalty 1813.473215 = -1091537.891230 nChanged 154 SP:Iteration 22Q (2771.134822 sec): 3 clusters Score: Raw -1093396.530143 + Penalty 1813.473215 = -1091583.056928 nChanged 167 SP:Iteration 23Q (2771.194039 sec): 3 clusters Score: Raw -1093446.362043 + Penalty 1813.473215 = -1091632.888828 nChanged 156 SP:Iteration 24Q (2771.258605 sec): 3 clusters Score: Raw -1093488.074014 + Penalty 1813.473215 = -1091674.600800 nChanged 145 SP:Iteration 25Q (2771.315206 sec): 3 clusters Score: Raw -1093523.453652 + Penalty 1813.473215 = -1091709.980437 nChanged 112 SP:Iteration 26Q (2771.383407 sec): 3 clusters Score: Raw -1093545.162805 + Penalty 1813.473215 = -1091731.689591 nChanged 111 SP:Iteration 27Q (2771.439178 sec): 3 clusters Score: Raw -1093567.426212 + Penalty 1813.473215 = -1091753.952997 nChanged 89 SP:Iteration 28Q (2771.503747 sec): 3 clusters Score: Raw -1093585.460802 + Penalty 1813.473215 = -1091771.987587 nChanged 101 SP:Iteration 29Q (2771.561849 sec): 3 clusters Score: Raw -1093604.754880 + Penalty 1813.473215 = -1091791.281665 nChanged 92 SP:Iteration 30Q (2771.614319 sec): 3 clusters Score: Raw -1093625.468846 + Penalty 1813.473215 = -1091811.995631 nChanged 93 SP:Iteration 31Q (2771.683616 sec): 3 clusters Score: Raw -1093645.594669 + Penalty 1813.473215 = -1091832.121454 nChanged 93 SP:Iteration 32Q (2771.731512 sec): 3 clusters Score: Raw -1093664.715310 + Penalty 1813.473215 = -1091851.242095 nChanged 89 SP:Iteration 33Q (2771.800814 sec): 3 clusters Score: Raw -1093680.756897 + Penalty 1813.473215 = -1091867.283682 nChanged 93 SP:Iteration 34Q (2771.855146 sec): 3 clusters Score: Raw -1093704.273291 + Penalty 1813.473215 = -1091890.800076 nChanged 108 SP:Iteration 35Q (2771.919693 sec): 3 clusters Score: Raw -1093730.405323 + Penalty 1813.473215 = -1091916.932108 nChanged 107 SP:Iteration 36Q (2771.984194 sec): 3 clusters Score: Raw -1093758.741118 + Penalty 1813.473215 = -1091945.267903 nChanged 106 SP:Iteration 37Q (2772.047120 sec): 3 clusters Score: Raw -1093788.695646 + Penalty 1813.473215 = -1091975.222431 nChanged 93 SP:Iteration 38Q (2772.122554 sec): 3 clusters Score: Raw -1093809.774448 + Penalty 1813.473215 = -1091996.301233 nChanged 90 SP:Iteration 39Q (2772.190093 sec): 3 clusters Score: Raw -1093836.373390 + Penalty 1813.473215 = -1092022.900176 nChanged 113 SP:Iteration 40F (2772.247349 sec): 3 clusters Score: Raw -1093871.799297 + Penalty 1813.473215 = -1092058.326082 nChanged 110 SP:Iteration 41Q (2772.314151 sec): 3 clusters Score: Raw -1093906.579074 + Penalty 1813.473215 = -1092093.105859 nChanged 108 SP:Iteration 42Q (2772.369380 sec): 3 clusters Score: Raw -1093937.430965 + Penalty 1813.473215 = -1092123.957750 nChanged 102 SP:Iteration 43Q (2772.431395 sec): 3 clusters Score: Raw -1093965.234885 + Penalty 1813.473215 = -1092151.761670 nChanged 104 SP:Iteration 44Q (2772.493873 sec): 3 clusters Score: Raw -1093988.068965 + Penalty 1813.473215 = -1092174.595750 nChanged 81 SP:Iteration 45Q (2772.567380 sec): 3 clusters Score: Raw -1094002.556571 + Penalty 1813.473215 = -1092189.083356 nChanged 60 SP:Iteration 46Q (2772.618166 sec): 3 clusters Score: Raw -1094010.825508 + Penalty 1813.473215 = -1092197.352293 nChanged 60 SP:Iteration 47Q (2772.693147 sec): 3 clusters Score: Raw -1094019.162642 + Penalty 1813.473215 = -1092205.689427 nChanged 44 SP:Iteration 48Q (2772.754493 sec): 3 clusters Score: Raw -1094025.515934 + Penalty 1813.473215 = -1092212.042720 nChanged 37 SP:Iteration 49Q (2772.817409 sec): 3 clusters Score: Raw -1094030.045173 + Penalty 1813.473215 = -1092216.571959 nChanged 44 SP:Iteration 50Q (2772.886613 sec): 3 clusters Score: Raw -1094035.773454 + Penalty 1813.473215 = -1092222.300240 nChanged 42 SP:Iteration 51Q (2772.951031 sec): 3 clusters Score: Raw -1094041.624720 + Penalty 1813.473215 = -1092228.151505 nChanged 34 SP:Iteration 52Q (2773.018648 sec): 3 clusters Score: Raw -1094047.511501 + Penalty 1813.473215 = -1092234.038286 nChanged 35 SP:Iteration 53Q (2773.082539 sec): 3 clusters Score: Raw -1094052.888464 + Penalty 1813.473215 = -1092239.415249 nChanged 31 SP:Iteration 54Q (2773.139781 sec): 3 clusters Score: Raw -1094056.126401 + Penalty 1813.473215 = -1092242.653187 nChanged 30 SP:Iteration 55Q (2773.204480 sec): 3 clusters Score: Raw -1094059.044239 + Penalty 1813.473215 = -1092245.571024 nChanged 24 SP:Iteration 56Q (2773.278671 sec): 3 clusters Score: Raw -1094060.994593 + Penalty 1813.473215 = -1092247.521378 nChanged 14 SP:Iteration 57Q (2773.338837 sec): 3 clusters Score: Raw -1094061.818002 + Penalty 1813.473215 = -1092248.344787 nChanged 13 SP:Iteration 58Q (2773.387505 sec): 3 clusters Score: Raw -1094062.792205 + Penalty 1813.473215 = -1092249.318990 nChanged 12 SP:Iteration 59Q (2773.457611 sec): 3 clusters Score: Raw -1094063.672444 + Penalty 1813.473215 = -1092250.199229 nChanged 13 SP:Iteration 60F (2773.526878 sec): 3 clusters Score: Raw -1094064.142781 + Penalty 1813.473215 = -1092250.669566 nChanged 6 SP:Iteration 61Q (2773.593219 sec): 3 clusters Score: Raw -1094064.450464 + Penalty 1813.473215 = -1092250.977250 nChanged 7 SP:Iteration 62Q (2773.656668 sec): 3 clusters Score: Raw -1094064.719155 + Penalty 1813.473215 = -1092251.245940 nChanged 4 SP:Iteration 63Q (2773.725082 sec): 3 clusters Score: Raw -1094064.981250 + Penalty 1813.473215 = -1092251.508035 nChanged 5 SP:Iteration 64Q (2773.781581 sec): 3 clusters Score: Raw -1094065.307693 + Penalty 1813.473215 = -1092251.834478 nChanged 3 SP:Iteration 65Q (2773.848784 sec): 3 clusters Score: Raw -1094065.449604 + Penalty 1813.473215 = -1092251.976389 nChanged 2 SP:Iteration 66Q (2773.909077 sec): 3 clusters Score: Raw -1094065.501073 + Penalty 1813.473215 = -1092252.027858 nChanged 1 SP:Iteration 67Q (2773.966893 sec): 3 clusters Score: Raw -1094065.515276 + Penalty 1813.473215 = -1092252.042061 nChanged 1 SP:Iteration 68Q (2774.044414 sec): 3 clusters Score: Raw -1094065.584067 + Penalty 1813.473215 = -1092252.110852 nChanged 0 SP:Iteration 69F (2774.107155 sec): 3 clusters Score: Raw -1094065.584067 + Penalty 1813.473215 = -1092252.110852 nChanged 0 Trying to split cluster 2 (818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2774.138146 sec): 2 clusters Score: Raw -58302.908577 + Penalty 637.151922 = -57665.756655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2774.189174 sec): 3 clusters Score: Raw -58024.928753 + Penalty 1274.303844 = -56750.624910 nChanged 238 SP:Iteration 1F (2774.227582 sec): 3 clusters Score: Raw -58213.954220 + Penalty 1274.303844 = -56939.650376 nChanged 68 SP:Iteration 2F (2774.282908 sec): 3 clusters Score: Raw -58282.239265 + Penalty 1274.303844 = -57007.935421 nChanged 42 SP:Iteration 3F (2774.333471 sec): 3 clusters Score: Raw -58333.272436 + Penalty 1274.303844 = -57058.968593 nChanged 26 SP:Iteration 4Q (2774.370650 sec): 3 clusters Score: Raw -58392.891720 + Penalty 1274.303844 = -57118.587876 nChanged 30 SP:Iteration 5Q (2774.431363 sec): 3 clusters Score: Raw -58496.809415 + Penalty 1274.303844 = -57222.505571 nChanged 35 SP:Iteration 6Q (2774.465019 sec): 3 clusters Score: Raw -58590.995920 + Penalty 1274.303844 = -57316.692076 nChanged 41 SP:Iteration 7F (2774.507928 sec): 3 clusters Score: Raw -58649.961394 + Penalty 1274.303844 = -57375.657550 nChanged 33 SP:Iteration 8Q (2774.556493 sec): 3 clusters Score: Raw -58708.049365 + Penalty 1274.303844 = -57433.745521 nChanged 34 SP:Iteration 9Q (2774.609162 sec): 3 clusters Score: Raw -58757.695438 + Penalty 1274.303844 = -57483.391594 nChanged 32 SP:Iteration 10Q (2774.657586 sec): 3 clusters Score: Raw -58799.979615 + Penalty 1274.303844 = -57525.675771 nChanged 16 SP:Iteration 11Q (2774.701592 sec): 3 clusters Score: Raw -58818.228536 + Penalty 1274.303844 = -57543.924692 nChanged 11 SP:Iteration 12Q (2774.735403 sec): 3 clusters Score: Raw -58827.376271 + Penalty 1274.303844 = -57553.072427 nChanged 4 SP:Iteration 13Q (2774.797433 sec): 3 clusters Score: Raw -58830.135430 + Penalty 1274.303844 = -57555.831586 nChanged 1 SP:Iteration 14Q (2774.842426 sec): 3 clusters Score: Raw -58830.376841 + Penalty 1274.303844 = -57556.072997 nChanged 0 SP:Iteration 15F (2774.894156 sec): 3 clusters Score: Raw -58830.376841 + Penalty 1274.303844 = -57556.072997 nChanged 0 Trying to split cluster 3 (9225 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2774.929822 sec): 2 clusters Score: Raw -592389.213071 + Penalty 867.318885 = -591521.894187 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2774.978135 sec): 3 clusters Score: Raw -586916.984471 + Penalty 1734.637769 = -585182.346702 nChanged 4161 SP:Iteration 1F (2775.045110 sec): 3 clusters Score: Raw -589197.619018 + Penalty 1734.637769 = -587462.981249 nChanged 526 SP:Iteration 2F (2775.101129 sec): 3 clusters Score: Raw -589421.958187 + Penalty 1734.637769 = -587687.320418 nChanged 482 SP:Iteration 3F (2775.155187 sec): 3 clusters Score: Raw -589631.180358 + Penalty 1734.637769 = -587896.542589 nChanged 449 SP:Iteration 4Q (2775.208042 sec): 3 clusters Score: Raw -589859.247638 + Penalty 1734.637769 = -588124.609869 nChanged 467 SP:Iteration 5F (2775.269958 sec): 3 clusters Score: Raw -590164.723820 + Penalty 1734.637769 = -588430.086051 nChanged 526 SP:Iteration 6F (2775.325489 sec): 3 clusters Score: Raw -590570.189552 + Penalty 1734.637769 = -588835.551783 nChanged 628 SP:Iteration 7F (2775.377006 sec): 3 clusters Score: Raw -591084.557310 + Penalty 1734.637769 = -589349.919541 nChanged 588 SP:Iteration 8F (2775.416477 sec): 3 clusters Score: Raw -591533.224884 + Penalty 1734.637769 = -589798.587115 nChanged 488 SP:Iteration 9F (2775.480667 sec): 3 clusters Score: Raw -591854.888761 + Penalty 1734.637769 = -590120.250991 nChanged 366 SP:Iteration 10Q (2775.526488 sec): 3 clusters Score: Raw -592043.394182 + Penalty 1734.637769 = -590308.756413 nChanged 279 SP:Iteration 11Q (2775.582957 sec): 3 clusters Score: Raw -592152.818277 + Penalty 1734.637769 = -590418.180508 nChanged 205 SP:Iteration 12Q (2775.652629 sec): 3 clusters Score: Raw -592225.272692 + Penalty 1734.637769 = -590490.634923 nChanged 179 SP:Iteration 13Q (2775.708198 sec): 3 clusters Score: Raw -592286.214374 + Penalty 1734.637769 = -590551.576605 nChanged 147 SP:Iteration 14Q (2775.767372 sec): 3 clusters Score: Raw -592329.545380 + Penalty 1734.637769 = -590594.907611 nChanged 113 SP:Iteration 15Q (2775.832237 sec): 3 clusters Score: Raw -592358.629475 + Penalty 1734.637769 = -590623.991706 nChanged 90 SP:Iteration 16Q (2775.891122 sec): 3 clusters Score: Raw -592382.914251 + Penalty 1734.637769 = -590648.276481 nChanged 89 SP:Iteration 17Q (2775.933961 sec): 3 clusters Score: Raw -592402.357139 + Penalty 1734.637769 = -590667.719370 nChanged 73 SP:Iteration 18Q (2775.988598 sec): 3 clusters Score: Raw -592417.635559 + Penalty 1734.637769 = -590682.997790 nChanged 62 SP:Iteration 19Q (2776.055598 sec): 3 clusters Score: Raw -592430.187299 + Penalty 1734.637769 = -590695.549530 nChanged 54 SP:Iteration 20F (2776.110308 sec): 3 clusters Score: Raw -592439.354629 + Penalty 1734.637769 = -590704.716860 nChanged 49 SP:Iteration 21Q (2776.172740 sec): 3 clusters Score: Raw -592448.297620 + Penalty 1734.637769 = -590713.659851 nChanged 38 SP:Iteration 22Q (2776.222162 sec): 3 clusters Score: Raw -592453.353985 + Penalty 1734.637769 = -590718.716215 nChanged 26 SP:Iteration 23Q (2776.291005 sec): 3 clusters Score: Raw -592456.254227 + Penalty 1734.637769 = -590721.616458 nChanged 26 SP:Iteration 24Q (2776.350310 sec): 3 clusters Score: Raw -592458.926784 + Penalty 1734.637769 = -590724.289015 nChanged 24 SP:Iteration 25Q (2776.411406 sec): 3 clusters Score: Raw -592461.548572 + Penalty 1734.637769 = -590726.910803 nChanged 24 SP:Iteration 26Q (2776.465343 sec): 3 clusters Score: Raw -592464.237503 + Penalty 1734.637769 = -590729.599734 nChanged 12 SP:Iteration 27Q (2776.518180 sec): 3 clusters Score: Raw -592465.262436 + Penalty 1734.637769 = -590730.624667 nChanged 7 SP:Iteration 28Q (2776.572256 sec): 3 clusters Score: Raw -592465.939984 + Penalty 1734.637769 = -590731.302215 nChanged 7 SP:Iteration 29Q (2776.627685 sec): 3 clusters Score: Raw -592466.355532 + Penalty 1734.637769 = -590731.717763 nChanged 4 SP:Iteration 30Q (2776.685410 sec): 3 clusters Score: Raw -592466.542265 + Penalty 1734.637769 = -590731.904496 nChanged 2 SP:Iteration 31Q (2776.742390 sec): 3 clusters Score: Raw -592466.759389 + Penalty 1734.637769 = -590732.121620 nChanged 3 SP:Iteration 32Q (2776.800290 sec): 3 clusters Score: Raw -592467.076791 + Penalty 1734.637769 = -590732.439022 nChanged 2 SP:Iteration 33Q (2776.851477 sec): 3 clusters Score: Raw -592467.172276 + Penalty 1734.637769 = -590732.534507 nChanged 0 SP:Iteration 34F (2776.912843 sec): 3 clusters Score: Raw -592467.172276 + Penalty 1734.637769 = -590732.534507 nChanged 0 Trying to split cluster 4 (15531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2776.964017 sec): 2 clusters Score: Raw -1150385.310465 + Penalty 916.806364 = -1149468.504101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2777.025962 sec): 3 clusters Score: Raw -1140757.161258 + Penalty 1833.612728 = -1138923.548530 nChanged 7209 SP:Iteration 1F (2777.094222 sec): 3 clusters Score: Raw -1144856.259880 + Penalty 1833.612728 = -1143022.647152 nChanged 825 SP:Iteration 2F (2777.162216 sec): 3 clusters Score: Raw -1145242.087938 + Penalty 1833.612728 = -1143408.475210 nChanged 874 SP:Iteration 3F (2777.227980 sec): 3 clusters Score: Raw -1145746.218959 + Penalty 1833.612728 = -1143912.606231 nChanged 897 SP:Iteration 4F (2777.298411 sec): 3 clusters Score: Raw -1146315.655477 + Penalty 1833.612728 = -1144482.042749 nChanged 942 SP:Iteration 5F (2777.363952 sec): 3 clusters Score: Raw -1146969.980089 + Penalty 1833.612728 = -1145136.367360 nChanged 922 SP:Iteration 6F (2777.425655 sec): 3 clusters Score: Raw -1147647.496300 + Penalty 1833.612728 = -1145813.883572 nChanged 891 SP:Iteration 7F (2777.494652 sec): 3 clusters Score: Raw -1148235.946922 + Penalty 1833.612728 = -1146402.334194 nChanged 690 SP:Iteration 8Q (2777.556922 sec): 3 clusters Score: Raw -1148604.103079 + Penalty 1833.612728 = -1146770.490350 nChanged 510 SP:Iteration 9Q (2777.612066 sec): 3 clusters Score: Raw -1148802.585773 + Penalty 1833.612728 = -1146968.973045 nChanged 364 SP:Iteration 10Q (2777.689222 sec): 3 clusters Score: Raw -1148933.862916 + Penalty 1833.612728 = -1147100.250188 nChanged 298 SP:Iteration 11Q (2777.749032 sec): 3 clusters Score: Raw -1149044.448874 + Penalty 1833.612728 = -1147210.836146 nChanged 262 SP:Iteration 12Q (2777.823651 sec): 3 clusters Score: Raw -1149150.768910 + Penalty 1833.612728 = -1147317.156182 nChanged 280 SP:Iteration 13Q (2777.894709 sec): 3 clusters Score: Raw -1149280.255532 + Penalty 1833.612728 = -1147446.642804 nChanged 285 SP:Iteration 14Q (2777.954183 sec): 3 clusters Score: Raw -1149416.361467 + Penalty 1833.612728 = -1147582.748739 nChanged 277 SP:Iteration 15Q (2778.020146 sec): 3 clusters Score: Raw -1149560.471255 + Penalty 1833.612728 = -1147726.858527 nChanged 300 SP:Iteration 16Q (2778.084999 sec): 3 clusters Score: Raw -1149728.695401 + Penalty 1833.612728 = -1147895.082673 nChanged 270 SP:Iteration 17Q (2778.152034 sec): 3 clusters Score: Raw -1149872.092961 + Penalty 1833.612728 = -1148038.480233 nChanged 234 SP:Iteration 18Q (2778.231001 sec): 3 clusters Score: Raw -1149975.763454 + Penalty 1833.612728 = -1148142.150726 nChanged 203 SP:Iteration 19Q (2778.292099 sec): 3 clusters Score: Raw -1150051.582473 + Penalty 1833.612728 = -1148217.969745 nChanged 157 SP:Iteration 20F (2778.350919 sec): 3 clusters Score: Raw -1150109.082310 + Penalty 1833.612728 = -1148275.469582 nChanged 137 SP:Iteration 21Q (2778.418311 sec): 3 clusters Score: Raw -1150148.331664 + Penalty 1833.612728 = -1148314.718935 nChanged 110 SP:Iteration 22Q (2778.484020 sec): 3 clusters Score: Raw -1150177.901555 + Penalty 1833.612728 = -1148344.288827 nChanged 114 SP:Iteration 23Q (2778.559582 sec): 3 clusters Score: Raw -1150211.174843 + Penalty 1833.612728 = -1148377.562115 nChanged 115 SP:Iteration 24Q (2778.616147 sec): 3 clusters Score: Raw -1150245.301987 + Penalty 1833.612728 = -1148411.689259 nChanged 101 SP:Iteration 25Q (2778.688026 sec): 3 clusters Score: Raw -1150273.669950 + Penalty 1833.612728 = -1148440.057221 nChanged 100 SP:Iteration 26Q (2778.754105 sec): 3 clusters Score: Raw -1150301.738802 + Penalty 1833.612728 = -1148468.126074 nChanged 90 SP:Iteration 27Q (2778.823059 sec): 3 clusters Score: Raw -1150326.135469 + Penalty 1833.612728 = -1148492.522741 nChanged 76 SP:Iteration 28Q (2778.878235 sec): 3 clusters Score: Raw -1150343.729265 + Penalty 1833.612728 = -1148510.116536 nChanged 72 SP:Iteration 29Q (2778.944259 sec): 3 clusters Score: Raw -1150359.662487 + Penalty 1833.612728 = -1148526.049759 nChanged 65 SP:Iteration 30Q (2779.009701 sec): 3 clusters Score: Raw -1150376.721445 + Penalty 1833.612728 = -1148543.108717 nChanged 65 SP:Iteration 31Q (2779.070425 sec): 3 clusters Score: Raw -1150392.902169 + Penalty 1833.612728 = -1148559.289441 nChanged 58 SP:Iteration 32Q (2779.148180 sec): 3 clusters Score: Raw -1150408.058025 + Penalty 1833.612728 = -1148574.445297 nChanged 62 SP:Iteration 33Q (2779.214141 sec): 3 clusters Score: Raw -1150425.476863 + Penalty 1833.612728 = -1148591.864134 nChanged 63 SP:Iteration 34Q (2779.268430 sec): 3 clusters Score: Raw -1150440.843452 + Penalty 1833.612728 = -1148607.230724 nChanged 50 SP:Iteration 35Q (2779.337836 sec): 3 clusters Score: Raw -1150452.451710 + Penalty 1833.612728 = -1148618.838982 nChanged 50 SP:Iteration 36Q (2779.397398 sec): 3 clusters Score: Raw -1150463.029392 + Penalty 1833.612728 = -1148629.416664 nChanged 47 SP:Iteration 37Q (2779.470020 sec): 3 clusters Score: Raw -1150475.310672 + Penalty 1833.612728 = -1148641.697944 nChanged 57 SP:Iteration 38Q (2779.517218 sec): 3 clusters Score: Raw -1150490.041937 + Penalty 1833.612728 = -1148656.429209 nChanged 48 SP:Iteration 39Q (2779.583676 sec): 3 clusters Score: Raw -1150500.908272 + Penalty 1833.612728 = -1148667.295544 nChanged 37 SP:Iteration 40F (2779.650993 sec): 3 clusters Score: Raw -1150509.190047 + Penalty 1833.612728 = -1148675.577319 nChanged 36 SP:Iteration 41Q (2779.726415 sec): 3 clusters Score: Raw -1150516.550860 + Penalty 1833.612728 = -1148682.938132 nChanged 32 SP:Iteration 42Q (2779.779992 sec): 3 clusters Score: Raw -1150522.171171 + Penalty 1833.612728 = -1148688.558443 nChanged 32 SP:Iteration 43Q (2779.846240 sec): 3 clusters Score: Raw -1150526.837040 + Penalty 1833.612728 = -1148693.224312 nChanged 25 SP:Iteration 44Q (2779.920908 sec): 3 clusters Score: Raw -1150529.757440 + Penalty 1833.612728 = -1148696.144711 nChanged 18 SP:Iteration 45Q (2779.986818 sec): 3 clusters Score: Raw -1150532.567844 + Penalty 1833.612728 = -1148698.955115 nChanged 22 SP:Iteration 46Q (2780.051656 sec): 3 clusters Score: Raw -1150536.088298 + Penalty 1833.612728 = -1148702.475570 nChanged 20 SP:Iteration 47Q (2780.116754 sec): 3 clusters Score: Raw -1150539.109216 + Penalty 1833.612728 = -1148705.496488 nChanged 15 SP:Iteration 48Q (2780.174656 sec): 3 clusters Score: Raw -1150542.532663 + Penalty 1833.612728 = -1148708.919935 nChanged 17 SP:Iteration 49Q (2780.223715 sec): 3 clusters Score: Raw -1150544.736431 + Penalty 1833.612728 = -1148711.123703 nChanged 11 SP:Iteration 50Q (2780.295133 sec): 3 clusters Score: Raw -1150545.903992 + Penalty 1833.612728 = -1148712.291264 nChanged 5 SP:Iteration 51Q (2780.349112 sec): 3 clusters Score: Raw -1150546.487035 + Penalty 1833.612728 = -1148712.874307 nChanged 6 SP:Iteration 52Q (2780.408985 sec): 3 clusters Score: Raw -1150547.586055 + Penalty 1833.612728 = -1148713.973327 nChanged 6 SP:Iteration 53Q (2780.472067 sec): 3 clusters Score: Raw -1150548.705599 + Penalty 1833.612728 = -1148715.092871 nChanged 7 SP:Iteration 54Q (2780.527036 sec): 3 clusters Score: Raw -1150549.590776 + Penalty 1833.612728 = -1148715.978048 nChanged 6 SP:Iteration 55Q (2780.583510 sec): 3 clusters Score: Raw -1150550.219699 + Penalty 1833.612728 = -1148716.606971 nChanged 3 SP:Iteration 56Q (2780.641012 sec): 3 clusters Score: Raw -1150550.608062 + Penalty 1833.612728 = -1148716.995334 nChanged 4 SP:Iteration 57Q (2780.697998 sec): 3 clusters Score: Raw -1150550.874906 + Penalty 1833.612728 = -1148717.262178 nChanged 5 SP:Iteration 58Q (2780.762266 sec): 3 clusters Score: Raw -1150551.540319 + Penalty 1833.612728 = -1148717.927591 nChanged 7 SP:Iteration 59Q (2780.811910 sec): 3 clusters Score: Raw -1150552.597309 + Penalty 1833.612728 = -1148718.984580 nChanged 9 SP:Iteration 60F (2780.866343 sec): 3 clusters Score: Raw -1150553.682902 + Penalty 1833.612728 = -1148720.070174 nChanged 7 SP:Iteration 61Q (2780.926652 sec): 3 clusters Score: Raw -1150554.734542 + Penalty 1833.612728 = -1148721.121814 nChanged 7 SP:Iteration 62Q (2780.984375 sec): 3 clusters Score: Raw -1150555.971335 + Penalty 1833.612728 = -1148722.358607 nChanged 10 SP:Iteration 63Q (2781.037460 sec): 3 clusters Score: Raw -1150557.528970 + Penalty 1833.612728 = -1148723.916242 nChanged 10 SP:Iteration 64Q (2781.093588 sec): 3 clusters Score: Raw -1150558.727553 + Penalty 1833.612728 = -1148725.114825 nChanged 5 SP:Iteration 65Q (2781.163117 sec): 3 clusters Score: Raw -1150559.436049 + Penalty 1833.612728 = -1148725.823321 nChanged 5 SP:Iteration 66Q (2781.218175 sec): 3 clusters Score: Raw -1150560.131748 + Penalty 1833.612728 = -1148726.519020 nChanged 5 SP:Iteration 67Q (2781.269105 sec): 3 clusters Score: Raw -1150560.925210 + Penalty 1833.612728 = -1148727.312482 nChanged 5 SP:Iteration 68Q (2781.336312 sec): 3 clusters Score: Raw -1150561.371124 + Penalty 1833.612728 = -1148727.758396 nChanged 3 SP:Iteration 69Q (2781.391523 sec): 3 clusters Score: Raw -1150561.888120 + Penalty 1833.612728 = -1148728.275392 nChanged 3 SP:Iteration 70Q (2781.459809 sec): 3 clusters Score: Raw -1150562.135406 + Penalty 1833.612728 = -1148728.522678 nChanged 2 SP:Iteration 71Q (2781.521649 sec): 3 clusters Score: Raw -1150562.493622 + Penalty 1833.612728 = -1148728.880894 nChanged 4 SP:Iteration 72Q (2781.568247 sec): 3 clusters Score: Raw -1150563.108550 + Penalty 1833.612728 = -1148729.495822 nChanged 3 SP:Iteration 73Q (2781.630861 sec): 3 clusters Score: Raw -1150563.300615 + Penalty 1833.612728 = -1148729.687887 nChanged 2 SP:Iteration 74Q (2781.697022 sec): 3 clusters Score: Raw -1150563.490786 + Penalty 1833.612728 = -1148729.878058 nChanged 1 SP:Iteration 75Q (2781.762490 sec): 3 clusters Score: Raw -1150563.549771 + Penalty 1833.612728 = -1148729.937043 nChanged 0 SP:Iteration 76F (2781.824270 sec): 3 clusters Score: Raw -1150563.549771 + Penalty 1833.612728 = -1148729.937043 nChanged 0 Trying to split cluster 5 (12967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.862177 sec): 2 clusters Score: Raw -875156.427482 + Penalty 899.665480 = -874256.762002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.919333 sec): 3 clusters Score: Raw -867219.829362 + Penalty 1799.330960 = -865420.498402 nChanged 5937 SP:Iteration 1F (2781.967760 sec): 3 clusters Score: Raw -870677.325981 + Penalty 1799.330960 = -868877.995021 nChanged 859 SP:Iteration 2F (2782.037835 sec): 3 clusters Score: Raw -871133.941015 + Penalty 1799.330960 = -869334.610055 nChanged 834 SP:Iteration 3F (2782.088381 sec): 3 clusters Score: Raw -871646.619505 + Penalty 1799.330960 = -869847.288545 nChanged 863 SP:Iteration 4F (2782.154903 sec): 3 clusters Score: Raw -872285.669541 + Penalty 1799.330960 = -870486.338581 nChanged 919 SP:Iteration 5F (2782.209735 sec): 3 clusters Score: Raw -872962.619810 + Penalty 1799.330960 = -871163.288850 nChanged 785 SP:Iteration 6F (2782.274619 sec): 3 clusters Score: Raw -873501.423676 + Penalty 1799.330960 = -871702.092716 nChanged 588 SP:Iteration 7Q (2782.327964 sec): 3 clusters Score: Raw -873849.383934 + Penalty 1799.330960 = -872050.052974 nChanged 445 SP:Iteration 8Q (2782.387493 sec): 3 clusters Score: Raw -874053.716419 + Penalty 1799.330960 = -872254.385459 nChanged 294 SP:Iteration 9Q (2782.444309 sec): 3 clusters Score: Raw -874153.295495 + Penalty 1799.330960 = -872353.964535 nChanged 190 SP:Iteration 10Q (2782.503447 sec): 3 clusters Score: Raw -874214.222297 + Penalty 1799.330960 = -872414.891337 nChanged 173 SP:Iteration 11Q (2782.562553 sec): 3 clusters Score: Raw -874268.354561 + Penalty 1799.330960 = -872469.023601 nChanged 151 SP:Iteration 12Q (2782.622100 sec): 3 clusters Score: Raw -874314.652926 + Penalty 1799.330960 = -872515.321966 nChanged 160 SP:Iteration 13Q (2782.683083 sec): 3 clusters Score: Raw -874367.556929 + Penalty 1799.330960 = -872568.225969 nChanged 145 SP:Iteration 14Q (2782.745599 sec): 3 clusters Score: Raw -874410.593342 + Penalty 1799.330960 = -872611.262382 nChanged 150 SP:Iteration 15Q (2782.801860 sec): 3 clusters Score: Raw -874455.361397 + Penalty 1799.330960 = -872656.030437 nChanged 158 SP:Iteration 16Q (2782.862226 sec): 3 clusters Score: Raw -874505.422565 + Penalty 1799.330960 = -872706.091605 nChanged 163 SP:Iteration 17Q (2782.917913 sec): 3 clusters Score: Raw -874556.814304 + Penalty 1799.330960 = -872757.483344 nChanged 159 SP:Iteration 18Q (2782.972866 sec): 3 clusters Score: Raw -874608.877564 + Penalty 1799.330960 = -872809.546604 nChanged 154 SP:Iteration 19Q (2783.031793 sec): 3 clusters Score: Raw -874658.512018 + Penalty 1799.330960 = -872859.181058 nChanged 144 SP:Iteration 20F (2783.087272 sec): 3 clusters Score: Raw -874707.856334 + Penalty 1799.330960 = -872908.525374 nChanged 153 SP:Iteration 21Q (2783.148538 sec): 3 clusters Score: Raw -874765.861476 + Penalty 1799.330960 = -872966.530516 nChanged 144 SP:Iteration 22Q (2783.203352 sec): 3 clusters Score: Raw -874831.165396 + Penalty 1799.330960 = -873031.834436 nChanged 148 SP:Iteration 23Q (2783.258504 sec): 3 clusters Score: Raw -874896.400418 + Penalty 1799.330960 = -873097.069458 nChanged 144 SP:Iteration 24Q (2783.328353 sec): 3 clusters Score: Raw -874962.946588 + Penalty 1799.330960 = -873163.615628 nChanged 151 SP:Iteration 25Q (2783.374645 sec): 3 clusters Score: Raw -875035.973722 + Penalty 1799.330960 = -873236.642762 nChanged 151 SP:Iteration 26Q (2783.441698 sec): 3 clusters Score: Raw -875128.268324 + Penalty 1799.330960 = -873328.937364 nChanged 149 SP:Iteration 27Q (2783.503453 sec): 3 clusters Score: Raw -875209.688642 + Penalty 1799.330960 = -873410.357682 nChanged 128 SP:Iteration 28Q (2783.563056 sec): 3 clusters Score: Raw -875270.709609 + Penalty 1799.330960 = -873471.378649 nChanged 104 SP:Iteration 29Q (2783.616295 sec): 3 clusters Score: Raw -875325.339489 + Penalty 1799.330960 = -873526.008529 nChanged 92 SP:Iteration 30Q (2783.683558 sec): 3 clusters Score: Raw -875368.487507 + Penalty 1799.330960 = -873569.156547 nChanged 86 SP:Iteration 31Q (2783.744459 sec): 3 clusters Score: Raw -875410.078968 + Penalty 1799.330960 = -873610.748007 nChanged 77 SP:Iteration 32Q (2783.793140 sec): 3 clusters Score: Raw -875446.196194 + Penalty 1799.330960 = -873646.865234 nChanged 66 SP:Iteration 33Q (2783.844812 sec): 3 clusters Score: Raw -875475.134725 + Penalty 1799.330960 = -873675.803765 nChanged 59 SP:Iteration 34Q (2783.895379 sec): 3 clusters Score: Raw -875501.977210 + Penalty 1799.330960 = -873702.646250 nChanged 67 SP:Iteration 35Q (2783.958020 sec): 3 clusters Score: Raw -875527.709386 + Penalty 1799.330960 = -873728.378426 nChanged 47 SP:Iteration 36Q (2784.016385 sec): 3 clusters Score: Raw -875543.127480 + Penalty 1799.330960 = -873743.796520 nChanged 37 SP:Iteration 37Q (2784.074324 sec): 3 clusters Score: Raw -875553.657502 + Penalty 1799.330960 = -873754.326542 nChanged 29 SP:Iteration 38Q (2784.130875 sec): 3 clusters Score: Raw -875559.705495 + Penalty 1799.330960 = -873760.374535 nChanged 23 SP:Iteration 39Q (2784.192852 sec): 3 clusters Score: Raw -875564.686743 + Penalty 1799.330960 = -873765.355783 nChanged 21 SP:Iteration 40F (2784.255041 sec): 3 clusters Score: Raw -875583.341735 + Penalty 1799.330960 = -873784.010775 nChanged 26 SP:Iteration 41Q (2784.300717 sec): 3 clusters Score: Raw -875592.948018 + Penalty 1799.330960 = -873793.617058 nChanged 33 SP:Iteration 42Q (2784.367850 sec): 3 clusters Score: Raw -875599.172492 + Penalty 1799.330960 = -873799.841532 nChanged 18 SP:Iteration 43Q (2784.419560 sec): 3 clusters Score: Raw -875602.762107 + Penalty 1799.330960 = -873803.431147 nChanged 13 SP:Iteration 44Q (2784.478026 sec): 3 clusters Score: Raw -875605.239280 + Penalty 1799.330960 = -873805.908320 nChanged 15 SP:Iteration 45Q (2784.527322 sec): 3 clusters Score: Raw -875607.748386 + Penalty 1799.330960 = -873808.417426 nChanged 15 SP:Iteration 46Q (2784.581347 sec): 3 clusters Score: Raw -875609.761832 + Penalty 1799.330960 = -873810.430872 nChanged 11 SP:Iteration 47Q (2784.632617 sec): 3 clusters Score: Raw -875611.271628 + Penalty 1799.330960 = -873811.940668 nChanged 4 SP:Iteration 48Q (2784.688508 sec): 3 clusters Score: Raw -875611.927285 + Penalty 1799.330960 = -873812.596325 nChanged 5 SP:Iteration 49Q (2784.736787 sec): 3 clusters Score: Raw -875612.765498 + Penalty 1799.330960 = -873813.434538 nChanged 7 SP:Iteration 50Q (2784.793289 sec): 3 clusters Score: Raw -875613.909191 + Penalty 1799.330960 = -873814.578231 nChanged 8 SP:Iteration 51Q (2784.857937 sec): 3 clusters Score: Raw -875615.272892 + Penalty 1799.330960 = -873815.941932 nChanged 4 SP:Iteration 52Q (2784.915372 sec): 3 clusters Score: Raw -875615.904732 + Penalty 1799.330960 = -873816.573772 nChanged 6 SP:Iteration 53Q (2784.969840 sec): 3 clusters Score: Raw -875616.900683 + Penalty 1799.330960 = -873817.569723 nChanged 8 SP:Iteration 54Q (2785.027034 sec): 3 clusters Score: Raw -875618.850325 + Penalty 1799.330960 = -873819.519365 nChanged 16 SP:Iteration 55Q (2785.084802 sec): 3 clusters Score: Raw -875621.923556 + Penalty 1799.330960 = -873822.592596 nChanged 13 SP:Iteration 56Q (2785.136059 sec): 3 clusters Score: Raw -875623.922292 + Penalty 1799.330960 = -873824.591332 nChanged 12 SP:Iteration 57Q (2785.196307 sec): 3 clusters Score: Raw -875625.607759 + Penalty 1799.330960 = -873826.276799 nChanged 11 SP:Iteration 58Q (2785.247561 sec): 3 clusters Score: Raw -875627.045494 + Penalty 1799.330960 = -873827.714534 nChanged 7 SP:Iteration 59Q (2785.295577 sec): 3 clusters Score: Raw -875627.857366 + Penalty 1799.330960 = -873828.526405 nChanged 3 SP:Iteration 60F (2785.360805 sec): 3 clusters Score: Raw -875628.343458 + Penalty 1799.330960 = -873829.012498 nChanged 11 SP:Iteration 61Q (2785.421767 sec): 3 clusters Score: Raw -875629.825288 + Penalty 1799.330960 = -873830.494327 nChanged 6 SP:Iteration 62Q (2785.476546 sec): 3 clusters Score: Raw -875631.187933 + Penalty 1799.330960 = -873831.856973 nChanged 10 SP:Iteration 63Q (2785.525468 sec): 3 clusters Score: Raw -875633.031432 + Penalty 1799.330960 = -873833.700472 nChanged 9 SP:Iteration 64Q (2785.586462 sec): 3 clusters Score: Raw -875634.278967 + Penalty 1799.330960 = -873834.948007 nChanged 3 SP:Iteration 65Q (2785.645669 sec): 3 clusters Score: Raw -875634.821499 + Penalty 1799.330960 = -873835.490539 nChanged 4 SP:Iteration 66Q (2785.698177 sec): 3 clusters Score: Raw -875635.541767 + Penalty 1799.330960 = -873836.210807 nChanged 6 SP:Iteration 67Q (2785.754402 sec): 3 clusters Score: Raw -875636.884966 + Penalty 1799.330960 = -873837.554006 nChanged 15 SP:Iteration 68Q (2785.811520 sec): 3 clusters Score: Raw -875639.360583 + Penalty 1799.330960 = -873840.029623 nChanged 10 SP:Iteration 69Q (2785.862964 sec): 3 clusters Score: Raw -875641.363432 + Penalty 1799.330960 = -873842.032472 nChanged 14 SP:Iteration 70Q (2785.914922 sec): 3 clusters Score: Raw -875644.095763 + Penalty 1799.330960 = -873844.764803 nChanged 11 SP:Iteration 71Q (2785.971909 sec): 3 clusters Score: Raw -875645.831421 + Penalty 1799.330960 = -873846.500461 nChanged 11 SP:Iteration 72Q (2786.030220 sec): 3 clusters Score: Raw -875647.435877 + Penalty 1799.330960 = -873848.104917 nChanged 7 SP:Iteration 73Q (2786.100826 sec): 3 clusters Score: Raw -875648.519554 + Penalty 1799.330960 = -873849.188594 nChanged 5 SP:Iteration 74Q (2786.140728 sec): 3 clusters Score: Raw -875649.127919 + Penalty 1799.330960 = -873849.796959 nChanged 1 SP:Iteration 75Q (2786.197914 sec): 3 clusters Score: Raw -875649.215793 + Penalty 1799.330960 = -873849.884833 nChanged 0 SP:Iteration 76F (2786.247060 sec): 3 clusters Score: Raw -875649.215793 + Penalty 1799.330960 = -873849.884833 nChanged 0 Trying to split cluster 6 (4909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2786.277410 sec): 2 clusters Score: Raw -328723.130835 + Penalty 807.388426 = -327915.742409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.319966 sec): 3 clusters Score: Raw -325978.117865 + Penalty 1614.776851 = -324363.341014 nChanged 2143 SP:Iteration 1F (2786.376145 sec): 3 clusters Score: Raw -327401.794657 + Penalty 1614.776851 = -325787.017806 nChanged 524 SP:Iteration 2F (2786.415684 sec): 3 clusters Score: Raw -327826.564054 + Penalty 1614.776851 = -326211.787202 nChanged 405 SP:Iteration 3F (2786.462641 sec): 3 clusters Score: Raw -328147.424206 + Penalty 1614.776851 = -326532.647355 nChanged 294 SP:Iteration 4F (2786.511745 sec): 3 clusters Score: Raw -328356.794594 + Penalty 1614.776851 = -326742.017742 nChanged 211 SP:Iteration 5Q (2786.564483 sec): 3 clusters Score: Raw -328504.878644 + Penalty 1614.776851 = -326890.101792 nChanged 197 SP:Iteration 6Q (2786.605531 sec): 3 clusters Score: Raw -328643.233802 + Penalty 1614.776851 = -327028.456950 nChanged 154 SP:Iteration 7Q (2786.663672 sec): 3 clusters Score: Raw -328746.173492 + Penalty 1614.776851 = -327131.396641 nChanged 119 SP:Iteration 8Q (2786.706954 sec): 3 clusters Score: Raw -328818.093496 + Penalty 1614.776851 = -327203.316645 nChanged 78 SP:Iteration 9Q (2786.749504 sec): 3 clusters Score: Raw -328876.712306 + Penalty 1614.776851 = -327261.935454 nChanged 47 SP:Iteration 10Q (2786.797093 sec): 3 clusters Score: Raw -328909.512687 + Penalty 1614.776851 = -327294.735835 nChanged 33 SP:Iteration 11Q (2786.853748 sec): 3 clusters Score: Raw -328939.424855 + Penalty 1614.776851 = -327324.648004 nChanged 30 SP:Iteration 12Q (2786.896784 sec): 3 clusters Score: Raw -328968.847005 + Penalty 1614.776851 = -327354.070154 nChanged 26 SP:Iteration 13Q (2786.942811 sec): 3 clusters Score: Raw -328981.559421 + Penalty 1614.776851 = -327366.782570 nChanged 21 SP:Iteration 14Q (2786.996625 sec): 3 clusters Score: Raw -328992.116780 + Penalty 1614.776851 = -327377.339929 nChanged 13 SP:Iteration 15Q (2787.056440 sec): 3 clusters Score: Raw -329000.238210 + Penalty 1614.776851 = -327385.461359 nChanged 9 SP:Iteration 16Q (2787.095949 sec): 3 clusters Score: Raw -329005.513558 + Penalty 1614.776851 = -327390.736706 nChanged 4 SP:Iteration 17Q (2787.141438 sec): 3 clusters Score: Raw -329007.792101 + Penalty 1614.776851 = -327393.015249 nChanged 1 SP:Iteration 18Q (2787.188814 sec): 3 clusters Score: Raw -329007.944698 + Penalty 1614.776851 = -327393.167847 nChanged 1 SP:Iteration 19Q (2787.250645 sec): 3 clusters Score: Raw -329007.983546 + Penalty 1614.776851 = -327393.206695 nChanged 1 SP:Iteration 20F (2787.292513 sec): 3 clusters Score: Raw -329008.376538 + Penalty 1614.776851 = -327393.599687 nChanged 3 SP:Iteration 21Q (2787.335403 sec): 3 clusters Score: Raw -329008.956849 + Penalty 1614.776851 = -327394.179998 nChanged 2 SP:Iteration 22Q (2787.376139 sec): 3 clusters Score: Raw -329010.437445 + Penalty 1614.776851 = -327395.660593 nChanged 3 SP:Iteration 23Q (2787.422654 sec): 3 clusters Score: Raw -329011.021693 + Penalty 1614.776851 = -327396.244841 nChanged 1 SP:Iteration 24Q (2787.466370 sec): 3 clusters Score: Raw -329011.377305 + Penalty 1614.776851 = -327396.600453 nChanged 0 SP:Iteration 25F (2787.527348 sec): 3 clusters Score: Raw -329011.377305 + Penalty 1614.776851 = -327396.600453 nChanged 0 Trying to split cluster 7 (18419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2787.561606 sec): 2 clusters Score: Raw -1362015.940032 + Penalty 933.008112 = -1361082.931920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2787.637479 sec): 3 clusters Score: Raw -1350700.402801 + Penalty 1866.016224 = -1348834.386578 nChanged 8493 SP:Iteration 1F (2787.699857 sec): 3 clusters Score: Raw -1355786.404060 + Penalty 1866.016224 = -1353920.387836 nChanged 1355 SP:Iteration 2F (2787.768261 sec): 3 clusters Score: Raw -1356617.331815 + Penalty 1866.016224 = -1354751.315591 nChanged 1405 SP:Iteration 3F (2787.839914 sec): 3 clusters Score: Raw -1357659.538157 + Penalty 1866.016224 = -1355793.521933 nChanged 1373 SP:Iteration 4F (2787.913624 sec): 3 clusters Score: Raw -1358896.773641 + Penalty 1866.016224 = -1357030.757417 nChanged 1235 SP:Iteration 5F (2787.975715 sec): 3 clusters Score: Raw -1360159.099363 + Penalty 1866.016224 = -1358293.083139 nChanged 1001 SP:Iteration 6F (2788.035417 sec): 3 clusters Score: Raw -1361149.797440 + Penalty 1866.016224 = -1359283.781216 nChanged 748 SP:Iteration 7Q (2788.108476 sec): 3 clusters Score: Raw -1361679.128070 + Penalty 1866.016224 = -1359813.111847 nChanged 409 SP:Iteration 8Q (2788.173428 sec): 3 clusters Score: Raw -1361871.200706 + Penalty 1866.016224 = -1360005.184483 nChanged 221 SP:Iteration 9Q (2788.230494 sec): 3 clusters Score: Raw -1361961.677138 + Penalty 1866.016224 = -1360095.660914 nChanged 186 SP:Iteration 10Q (2788.293661 sec): 3 clusters Score: Raw -1362032.567593 + Penalty 1866.016224 = -1360166.551370 nChanged 140 SP:Iteration 11Q (2788.358790 sec): 3 clusters Score: Raw -1362072.202467 + Penalty 1866.016224 = -1360206.186243 nChanged 107 SP:Iteration 12Q (2788.423429 sec): 3 clusters Score: Raw -1362097.559902 + Penalty 1866.016224 = -1360231.543678 nChanged 95 SP:Iteration 13Q (2788.487246 sec): 3 clusters Score: Raw -1362123.277862 + Penalty 1866.016224 = -1360257.261638 nChanged 98 SP:Iteration 14Q (2788.554519 sec): 3 clusters Score: Raw -1362146.246676 + Penalty 1866.016224 = -1360280.230452 nChanged 78 SP:Iteration 15Q (2788.616581 sec): 3 clusters Score: Raw -1362166.728424 + Penalty 1866.016224 = -1360300.712201 nChanged 85 SP:Iteration 16Q (2788.676832 sec): 3 clusters Score: Raw -1362186.210744 + Penalty 1866.016224 = -1360320.194520 nChanged 74 SP:Iteration 17Q (2788.745054 sec): 3 clusters Score: Raw -1362203.433339 + Penalty 1866.016224 = -1360337.417115 nChanged 71 SP:Iteration 18Q (2788.817263 sec): 3 clusters Score: Raw -1362218.892005 + Penalty 1866.016224 = -1360352.875782 nChanged 62 SP:Iteration 19Q (2788.875646 sec): 3 clusters Score: Raw -1362231.317188 + Penalty 1866.016224 = -1360365.300964 nChanged 67 SP:Iteration 20F (2788.945233 sec): 3 clusters Score: Raw -1362244.349476 + Penalty 1866.016224 = -1360378.333253 nChanged 59 SP:Iteration 21Q (2789.010263 sec): 3 clusters Score: Raw -1362255.469118 + Penalty 1866.016224 = -1360389.452894 nChanged 63 SP:Iteration 22Q (2789.068862 sec): 3 clusters Score: Raw -1362269.358847 + Penalty 1866.016224 = -1360403.342624 nChanged 72 SP:Iteration 23Q (2789.140779 sec): 3 clusters Score: Raw -1362283.114387 + Penalty 1866.016224 = -1360417.098164 nChanged 58 SP:Iteration 24Q (2789.200303 sec): 3 clusters Score: Raw -1362294.059189 + Penalty 1866.016224 = -1360428.042965 nChanged 49 SP:Iteration 25Q (2789.261843 sec): 3 clusters Score: Raw -1362301.529967 + Penalty 1866.016224 = -1360435.513743 nChanged 36 SP:Iteration 26Q (2789.330272 sec): 3 clusters Score: Raw -1362306.534901 + Penalty 1866.016224 = -1360440.518678 nChanged 35 SP:Iteration 27Q (2789.404041 sec): 3 clusters Score: Raw -1362311.320385 + Penalty 1866.016224 = -1360445.304161 nChanged 32 SP:Iteration 28Q (2789.457610 sec): 3 clusters Score: Raw -1362315.733867 + Penalty 1866.016224 = -1360449.717644 nChanged 34 SP:Iteration 29Q (2789.524164 sec): 3 clusters Score: Raw -1362320.754767 + Penalty 1866.016224 = -1360454.738543 nChanged 34 SP:Iteration 30Q (2789.588881 sec): 3 clusters Score: Raw -1362325.109858 + Penalty 1866.016224 = -1360459.093634 nChanged 29 SP:Iteration 31Q (2789.650565 sec): 3 clusters Score: Raw -1362328.671361 + Penalty 1866.016224 = -1360462.655137 nChanged 22 SP:Iteration 32Q (2789.711935 sec): 3 clusters Score: Raw -1362330.829819 + Penalty 1866.016224 = -1360464.813596 nChanged 20 SP:Iteration 33Q (2789.769406 sec): 3 clusters Score: Raw -1362333.416193 + Penalty 1866.016224 = -1360467.399969 nChanged 18 SP:Iteration 34Q (2789.834067 sec): 3 clusters Score: Raw -1362335.096314 + Penalty 1866.016224 = -1360469.080090 nChanged 15 SP:Iteration 35Q (2789.897825 sec): 3 clusters Score: Raw -1362336.576852 + Penalty 1866.016224 = -1360470.560628 nChanged 14 SP:Iteration 36Q (2789.961901 sec): 3 clusters Score: Raw -1362338.172355 + Penalty 1866.016224 = -1360472.156131 nChanged 10 SP:Iteration 37Q (2790.026894 sec): 3 clusters Score: Raw -1362338.938659 + Penalty 1866.016224 = -1360472.922435 nChanged 12 SP:Iteration 38Q (2790.097388 sec): 3 clusters Score: Raw -1362340.111825 + Penalty 1866.016224 = -1360474.095601 nChanged 10 SP:Iteration 39Q (2790.153218 sec): 3 clusters Score: Raw -1362341.056645 + Penalty 1866.016224 = -1360475.040421 nChanged 10 SP:Iteration 40F (2790.222330 sec): 3 clusters Score: Raw -1362342.754833 + Penalty 1866.016224 = -1360476.738609 nChanged 12 SP:Iteration 41Q (2790.281052 sec): 3 clusters Score: Raw -1362343.976763 + Penalty 1866.016224 = -1360477.960539 nChanged 10 SP:Iteration 42Q (2790.347859 sec): 3 clusters Score: Raw -1362344.767995 + Penalty 1866.016224 = -1360478.751771 nChanged 15 SP:Iteration 43Q (2790.417611 sec): 3 clusters Score: Raw -1362347.081488 + Penalty 1866.016224 = -1360481.065265 nChanged 18 SP:Iteration 44Q (2790.483318 sec): 3 clusters Score: Raw -1362348.994588 + Penalty 1866.016224 = -1360482.978364 nChanged 13 SP:Iteration 45Q (2790.551154 sec): 3 clusters Score: Raw -1362350.015691 + Penalty 1866.016224 = -1360483.999467 nChanged 9 SP:Iteration 46Q (2790.607954 sec): 3 clusters Score: Raw -1362350.760746 + Penalty 1866.016224 = -1360484.744522 nChanged 11 SP:Iteration 47Q (2790.664093 sec): 3 clusters Score: Raw -1362351.682551 + Penalty 1866.016224 = -1360485.666327 nChanged 13 SP:Iteration 48Q (2790.728884 sec): 3 clusters Score: Raw -1362352.850051 + Penalty 1866.016224 = -1360486.833827 nChanged 12 SP:Iteration 49Q (2790.789325 sec): 3 clusters Score: Raw -1362353.729501 + Penalty 1866.016224 = -1360487.713278 nChanged 9 SP:Iteration 50Q (2790.849176 sec): 3 clusters Score: Raw -1362354.468642 + Penalty 1866.016224 = -1360488.452418 nChanged 9 SP:Iteration 51Q (2790.916482 sec): 3 clusters Score: Raw -1362355.172746 + Penalty 1866.016224 = -1360489.156522 nChanged 8 SP:Iteration 52Q (2790.988297 sec): 3 clusters Score: Raw -1362355.897082 + Penalty 1866.016224 = -1360489.880859 nChanged 7 SP:Iteration 53Q (2791.050270 sec): 3 clusters Score: Raw -1362356.388273 + Penalty 1866.016224 = -1360490.372050 nChanged 9 SP:Iteration 54Q (2791.107190 sec): 3 clusters Score: Raw -1362357.298370 + Penalty 1866.016224 = -1360491.282146 nChanged 7 SP:Iteration 55Q (2791.172357 sec): 3 clusters Score: Raw -1362357.829815 + Penalty 1866.016224 = -1360491.813591 nChanged 8 SP:Iteration 56Q (2791.243283 sec): 3 clusters Score: Raw -1362358.506194 + Penalty 1866.016224 = -1360492.489970 nChanged 10 SP:Iteration 57Q (2791.299517 sec): 3 clusters Score: Raw -1362359.774767 + Penalty 1866.016224 = -1360493.758544 nChanged 14 SP:Iteration 58Q (2791.364211 sec): 3 clusters Score: Raw -1362361.321673 + Penalty 1866.016224 = -1360495.305449 nChanged 14 SP:Iteration 59Q (2791.435672 sec): 3 clusters Score: Raw -1362362.631008 + Penalty 1866.016224 = -1360496.614784 nChanged 11 SP:Iteration 60F (2791.495564 sec): 3 clusters Score: Raw -1362363.737790 + Penalty 1866.016224 = -1360497.721566 nChanged 12 SP:Iteration 61Q (2791.556904 sec): 3 clusters Score: Raw -1362364.745046 + Penalty 1866.016224 = -1360498.728822 nChanged 7 SP:Iteration 62Q (2791.625789 sec): 3 clusters Score: Raw -1362365.335637 + Penalty 1866.016224 = -1360499.319413 nChanged 6 SP:Iteration 63Q (2791.691173 sec): 3 clusters Score: Raw -1362366.163254 + Penalty 1866.016224 = -1360500.147030 nChanged 7 SP:Iteration 64Q (2791.757112 sec): 3 clusters Score: Raw -1362366.865711 + Penalty 1866.016224 = -1360500.849487 nChanged 5 SP:Iteration 65Q (2791.820319 sec): 3 clusters Score: Raw -1362367.313531 + Penalty 1866.016224 = -1360501.297307 nChanged 6 SP:Iteration 66Q (2791.877099 sec): 3 clusters Score: Raw -1362367.692040 + Penalty 1866.016224 = -1360501.675816 nChanged 7 SP:Iteration 67Q (2791.942604 sec): 3 clusters Score: Raw -1362368.430466 + Penalty 1866.016224 = -1360502.414242 nChanged 10 SP:Iteration 68Q (2792.014938 sec): 3 clusters Score: Raw -1362369.881315 + Penalty 1866.016224 = -1360503.865092 nChanged 14 SP:Iteration 69Q (2792.080173 sec): 3 clusters Score: Raw -1362372.479610 + Penalty 1866.016224 = -1360506.463386 nChanged 22 SP:Iteration 70Q (2792.131626 sec): 3 clusters Score: Raw -1362375.704631 + Penalty 1866.016224 = -1360509.688408 nChanged 21 SP:Iteration 71Q (2792.203209 sec): 3 clusters Score: Raw -1362378.759990 + Penalty 1866.016224 = -1360512.743766 nChanged 18 SP:Iteration 72Q (2792.254605 sec): 3 clusters Score: Raw -1362381.017974 + Penalty 1866.016224 = -1360515.001750 nChanged 25 SP:Iteration 73Q (2792.325629 sec): 3 clusters Score: Raw -1362384.925781 + Penalty 1866.016224 = -1360518.909558 nChanged 31 SP:Iteration 74Q (2792.377192 sec): 3 clusters Score: Raw -1362390.038346 + Penalty 1866.016224 = -1360524.022123 nChanged 24 SP:Iteration 75Q (2792.448952 sec): 3 clusters Score: Raw -1362394.063632 + Penalty 1866.016224 = -1360528.047408 nChanged 19 SP:Iteration 76Q (2792.508330 sec): 3 clusters Score: Raw -1362396.763913 + Penalty 1866.016224 = -1360530.747690 nChanged 20 SP:Iteration 77Q (2792.569763 sec): 3 clusters Score: Raw -1362399.355653 + Penalty 1866.016224 = -1360533.339430 nChanged 14 SP:Iteration 78Q (2792.632469 sec): 3 clusters Score: Raw -1362400.401183 + Penalty 1866.016224 = -1360534.384960 nChanged 6 SP:Iteration 79Q (2792.705067 sec): 3 clusters Score: Raw -1362400.896003 + Penalty 1866.016224 = -1360534.879779 nChanged 9 SP:Iteration 80F (2792.770529 sec): 3 clusters Score: Raw -1362401.498450 + Penalty 1866.016224 = -1360535.482227 nChanged 4 SP:Iteration 81Q (2792.839327 sec): 3 clusters Score: Raw -1362401.743247 + Penalty 1866.016224 = -1360535.727024 nChanged 2 SP:Iteration 82Q (2792.907559 sec): 3 clusters Score: Raw -1362401.853051 + Penalty 1866.016224 = -1360535.836827 nChanged 0 SP:Iteration 83F (2792.968018 sec): 3 clusters Score: Raw -1362401.853051 + Penalty 1866.016224 = -1360535.836827 nChanged 0 Trying to split cluster 8 (8276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2792.998203 sec): 2 clusters Score: Raw -616138.252275 + Penalty 857.005929 = -615281.246347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2793.054039 sec): 3 clusters Score: Raw -611261.686012 + Penalty 1714.011857 = -609547.674154 nChanged 3693 SP:Iteration 1F (2793.092991 sec): 3 clusters Score: Raw -613413.696656 + Penalty 1714.011857 = -611699.684799 nChanged 568 SP:Iteration 2F (2793.143172 sec): 3 clusters Score: Raw -613736.058075 + Penalty 1714.011857 = -612022.046218 nChanged 531 SP:Iteration 3F (2793.195242 sec): 3 clusters Score: Raw -614085.676731 + Penalty 1714.011857 = -612371.664874 nChanged 519 SP:Iteration 4F (2793.257127 sec): 3 clusters Score: Raw -614472.992053 + Penalty 1714.011857 = -612758.980195 nChanged 512 SP:Iteration 5F (2793.301922 sec): 3 clusters Score: Raw -614887.806017 + Penalty 1714.011857 = -613173.794159 nChanged 463 SP:Iteration 6F (2793.352803 sec): 3 clusters Score: Raw -615302.311988 + Penalty 1714.011857 = -613588.300130 nChanged 389 SP:Iteration 7Q (2793.408147 sec): 3 clusters Score: Raw -615618.652877 + Penalty 1714.011857 = -613904.641019 nChanged 256 SP:Iteration 8Q (2793.462147 sec): 3 clusters Score: Raw -615824.813926 + Penalty 1714.011857 = -614110.802068 nChanged 187 SP:Iteration 9Q (2793.518926 sec): 3 clusters Score: Raw -615950.022947 + Penalty 1714.011857 = -614236.011090 nChanged 148 SP:Iteration 10Q (2793.567468 sec): 3 clusters Score: Raw -616042.193631 + Penalty 1714.011857 = -614328.181773 nChanged 111 SP:Iteration 11Q (2793.630730 sec): 3 clusters Score: Raw -616091.077327 + Penalty 1714.011857 = -614377.065470 nChanged 83 SP:Iteration 12Q (2793.689152 sec): 3 clusters Score: Raw -616119.919735 + Penalty 1714.011857 = -614405.907878 nChanged 62 SP:Iteration 13Q (2793.740094 sec): 3 clusters Score: Raw -616139.766092 + Penalty 1714.011857 = -614425.754235 nChanged 47 SP:Iteration 14Q (2793.782195 sec): 3 clusters Score: Raw -616152.601161 + Penalty 1714.011857 = -614438.589304 nChanged 38 SP:Iteration 15Q (2793.838582 sec): 3 clusters Score: Raw -616164.182005 + Penalty 1714.011857 = -614450.170148 nChanged 36 SP:Iteration 16Q (2793.890768 sec): 3 clusters Score: Raw -616176.852826 + Penalty 1714.011857 = -614462.840969 nChanged 38 SP:Iteration 17Q (2793.953316 sec): 3 clusters Score: Raw -616188.264961 + Penalty 1714.011857 = -614474.253104 nChanged 31 SP:Iteration 18Q (2793.993697 sec): 3 clusters Score: Raw -616197.722199 + Penalty 1714.011857 = -614483.710341 nChanged 25 SP:Iteration 19Q (2794.053830 sec): 3 clusters Score: Raw -616203.925052 + Penalty 1714.011857 = -614489.913194 nChanged 18 SP:Iteration 20F (2794.097048 sec): 3 clusters Score: Raw -616207.344687 + Penalty 1714.011857 = -614493.332830 nChanged 12 SP:Iteration 21Q (2794.147260 sec): 3 clusters Score: Raw -616210.428008 + Penalty 1714.011857 = -614496.416151 nChanged 11 SP:Iteration 22Q (2794.190890 sec): 3 clusters Score: Raw -616213.835995 + Penalty 1714.011857 = -614499.824137 nChanged 8 SP:Iteration 23Q (2794.236703 sec): 3 clusters Score: Raw -616216.269578 + Penalty 1714.011857 = -614502.257721 nChanged 10 SP:Iteration 24Q (2794.288337 sec): 3 clusters Score: Raw -616219.048238 + Penalty 1714.011857 = -614505.036381 nChanged 9 SP:Iteration 25Q (2794.345661 sec): 3 clusters Score: Raw -616220.872874 + Penalty 1714.011857 = -614506.861017 nChanged 3 SP:Iteration 26Q (2794.396877 sec): 3 clusters Score: Raw -616221.240408 + Penalty 1714.011857 = -614507.228550 nChanged 0 SP:Iteration 27F (2794.454621 sec): 3 clusters Score: Raw -616221.240408 + Penalty 1714.011857 = -614507.228550 nChanged 0 Trying to split cluster 9 (8216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2794.477319 sec): 2 clusters Score: Raw -665707.266817 + Penalty 856.314681 = -664850.952135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2794.534183 sec): 3 clusters Score: Raw -660916.127186 + Penalty 1712.629363 = -659203.497824 nChanged 3645 SP:Iteration 1F (2794.583608 sec): 3 clusters Score: Raw -662972.778208 + Penalty 1712.629363 = -661260.148846 nChanged 483 SP:Iteration 2F (2794.629603 sec): 3 clusters Score: Raw -663195.696481 + Penalty 1712.629363 = -661483.067118 nChanged 436 SP:Iteration 3F (2794.678973 sec): 3 clusters Score: Raw -663379.250609 + Penalty 1712.629363 = -661666.621246 nChanged 388 SP:Iteration 4Q (2794.731973 sec): 3 clusters Score: Raw -663542.299604 + Penalty 1712.629363 = -661829.670241 nChanged 376 SP:Iteration 5Q (2794.784625 sec): 3 clusters Score: Raw -663717.791140 + Penalty 1712.629363 = -662005.161778 nChanged 381 SP:Iteration 6Q (2794.850349 sec): 3 clusters Score: Raw -663911.614003 + Penalty 1712.629363 = -662198.984640 nChanged 380 SP:Iteration 7Q (2794.901392 sec): 3 clusters Score: Raw -664113.021703 + Penalty 1712.629363 = -662400.392340 nChanged 363 SP:Iteration 8Q (2794.948883 sec): 3 clusters Score: Raw -664321.784555 + Penalty 1712.629363 = -662609.155192 nChanged 343 SP:Iteration 9Q (2795.003427 sec): 3 clusters Score: Raw -664536.985305 + Penalty 1712.629363 = -662824.355942 nChanged 302 SP:Iteration 10Q (2795.052431 sec): 3 clusters Score: Raw -664699.021820 + Penalty 1712.629363 = -662986.392457 nChanged 277 SP:Iteration 11Q (2795.108269 sec): 3 clusters Score: Raw -664826.171653 + Penalty 1712.629363 = -663113.542290 nChanged 200 SP:Iteration 12Q (2795.151743 sec): 3 clusters Score: Raw -664899.832333 + Penalty 1712.629363 = -663187.202970 nChanged 155 SP:Iteration 13Q (2795.203537 sec): 3 clusters Score: Raw -664944.418212 + Penalty 1712.629363 = -663231.788850 nChanged 113 SP:Iteration 14Q (2795.252676 sec): 3 clusters Score: Raw -664976.611397 + Penalty 1712.629363 = -663263.982034 nChanged 87 SP:Iteration 15Q (2795.298090 sec): 3 clusters Score: Raw -664999.168388 + Penalty 1712.629363 = -663286.539025 nChanged 80 SP:Iteration 16Q (2795.355497 sec): 3 clusters Score: Raw -665019.428389 + Penalty 1712.629363 = -663306.799026 nChanged 68 SP:Iteration 17Q (2795.412176 sec): 3 clusters Score: Raw -665037.856536 + Penalty 1712.629363 = -663325.227173 nChanged 66 SP:Iteration 18Q (2795.466791 sec): 3 clusters Score: Raw -665057.625226 + Penalty 1712.629363 = -663344.995863 nChanged 74 SP:Iteration 19Q (2795.516809 sec): 3 clusters Score: Raw -665074.633796 + Penalty 1712.629363 = -663362.004433 nChanged 66 SP:Iteration 20F (2795.563224 sec): 3 clusters Score: Raw -665089.820670 + Penalty 1712.629363 = -663377.191307 nChanged 61 SP:Iteration 21Q (2795.625545 sec): 3 clusters Score: Raw -665104.165219 + Penalty 1712.629363 = -663391.535856 nChanged 67 SP:Iteration 22Q (2795.680485 sec): 3 clusters Score: Raw -665122.108050 + Penalty 1712.629363 = -663409.478687 nChanged 63 SP:Iteration 23Q (2795.734130 sec): 3 clusters Score: Raw -665139.215783 + Penalty 1712.629363 = -663426.586421 nChanged 62 SP:Iteration 24Q (2795.789022 sec): 3 clusters Score: Raw -665154.212984 + Penalty 1712.629363 = -663441.583621 nChanged 58 SP:Iteration 25Q (2795.842512 sec): 3 clusters Score: Raw -665168.564716 + Penalty 1712.629363 = -663455.935353 nChanged 61 SP:Iteration 26Q (2795.897760 sec): 3 clusters Score: Raw -665181.917694 + Penalty 1712.629363 = -663469.288332 nChanged 50 SP:Iteration 27Q (2795.936932 sec): 3 clusters Score: Raw -665193.263729 + Penalty 1712.629363 = -663480.634366 nChanged 56 SP:Iteration 28Q (2795.985979 sec): 3 clusters Score: Raw -665209.704342 + Penalty 1712.629363 = -663497.074979 nChanged 54 SP:Iteration 29Q (2796.039006 sec): 3 clusters Score: Raw -665222.546802 + Penalty 1712.629363 = -663509.917439 nChanged 43 SP:Iteration 30Q (2796.094119 sec): 3 clusters Score: Raw -665230.797182 + Penalty 1712.629363 = -663518.167820 nChanged 36 SP:Iteration 31Q (2796.140045 sec): 3 clusters Score: Raw -665237.294822 + Penalty 1712.629363 = -663524.665459 nChanged 44 SP:Iteration 32Q (2796.186827 sec): 3 clusters Score: Raw -665245.722775 + Penalty 1712.629363 = -663533.093412 nChanged 43 SP:Iteration 33Q (2796.242994 sec): 3 clusters Score: Raw -665254.840120 + Penalty 1712.629363 = -663542.210758 nChanged 42 SP:Iteration 34Q (2796.298400 sec): 3 clusters Score: Raw -665262.245886 + Penalty 1712.629363 = -663549.616523 nChanged 30 SP:Iteration 35Q (2796.364677 sec): 3 clusters Score: Raw -665267.570573 + Penalty 1712.629363 = -663554.941210 nChanged 25 SP:Iteration 36Q (2796.408044 sec): 3 clusters Score: Raw -665272.456448 + Penalty 1712.629363 = -663559.827085 nChanged 20 SP:Iteration 37Q (2796.471194 sec): 3 clusters Score: Raw -665276.052790 + Penalty 1712.629363 = -663563.423427 nChanged 19 SP:Iteration 38Q (2796.521259 sec): 3 clusters Score: Raw -665279.472606 + Penalty 1712.629363 = -663566.843243 nChanged 20 SP:Iteration 39Q (2796.563511 sec): 3 clusters Score: Raw -665283.511360 + Penalty 1712.629363 = -663570.881997 nChanged 17 SP:Iteration 40F (2796.619194 sec): 3 clusters Score: Raw -665286.021404 + Penalty 1712.629363 = -663573.392042 nChanged 23 SP:Iteration 41Q (2796.673011 sec): 3 clusters Score: Raw -665290.807078 + Penalty 1712.629363 = -663578.177715 nChanged 32 SP:Iteration 42Q (2796.716805 sec): 3 clusters Score: Raw -665297.142321 + Penalty 1712.629363 = -663584.512958 nChanged 33 SP:Iteration 43Q (2796.782265 sec): 3 clusters Score: Raw -665303.263971 + Penalty 1712.629363 = -663590.634609 nChanged 38 SP:Iteration 44Q (2796.834934 sec): 3 clusters Score: Raw -665311.433644 + Penalty 1712.629363 = -663598.804281 nChanged 34 SP:Iteration 45Q (2796.882836 sec): 3 clusters Score: Raw -665319.343785 + Penalty 1712.629363 = -663606.714423 nChanged 33 SP:Iteration 46Q (2796.942292 sec): 3 clusters Score: Raw -665325.877875 + Penalty 1712.629363 = -663613.248512 nChanged 31 SP:Iteration 47Q (2796.998107 sec): 3 clusters Score: Raw -665331.910936 + Penalty 1712.629363 = -663619.281573 nChanged 27 SP:Iteration 48Q (2797.056850 sec): 3 clusters Score: Raw -665337.234323 + Penalty 1712.629363 = -663624.604961 nChanged 33 SP:Iteration 49Q (2797.099874 sec): 3 clusters Score: Raw -665346.155597 + Penalty 1712.629363 = -663633.526234 nChanged 39 SP:Iteration 50Q (2797.149297 sec): 3 clusters Score: Raw -665353.086983 + Penalty 1712.629363 = -663640.457620 nChanged 35 SP:Iteration 51Q (2797.203222 sec): 3 clusters Score: Raw -665360.375690 + Penalty 1712.629363 = -663647.746327 nChanged 32 SP:Iteration 52Q (2797.249122 sec): 3 clusters Score: Raw -665367.248721 + Penalty 1712.629363 = -663654.619359 nChanged 33 SP:Iteration 53Q (2797.298273 sec): 3 clusters Score: Raw -665373.947351 + Penalty 1712.629363 = -663661.317988 nChanged 31 SP:Iteration 54Q (2797.363574 sec): 3 clusters Score: Raw -665380.249536 + Penalty 1712.629363 = -663667.620173 nChanged 26 SP:Iteration 55Q (2797.411148 sec): 3 clusters Score: Raw -665385.541049 + Penalty 1712.629363 = -663672.911686 nChanged 21 SP:Iteration 56Q (2797.453754 sec): 3 clusters Score: Raw -665388.778274 + Penalty 1712.629363 = -663676.148912 nChanged 19 SP:Iteration 57Q (2797.518996 sec): 3 clusters Score: Raw -665393.450603 + Penalty 1712.629363 = -663680.821240 nChanged 24 SP:Iteration 58Q (2797.575510 sec): 3 clusters Score: Raw -665398.596450 + Penalty 1712.629363 = -663685.967087 nChanged 27 SP:Iteration 59Q (2797.625778 sec): 3 clusters Score: Raw -665403.571833 + Penalty 1712.629363 = -663690.942470 nChanged 27 SP:Iteration 60F (2797.676660 sec): 3 clusters Score: Raw -665409.072210 + Penalty 1712.629363 = -663696.442847 nChanged 20 SP:Iteration 61Q (2797.730258 sec): 3 clusters Score: Raw -665412.791075 + Penalty 1712.629363 = -663700.161712 nChanged 17 SP:Iteration 62Q (2797.777582 sec): 3 clusters Score: Raw -665416.308853 + Penalty 1712.629363 = -663703.679490 nChanged 21 SP:Iteration 63Q (2797.833982 sec): 3 clusters Score: Raw -665420.748821 + Penalty 1712.629363 = -663708.119458 nChanged 17 SP:Iteration 64Q (2797.891705 sec): 3 clusters Score: Raw -665423.740437 + Penalty 1712.629363 = -663711.111075 nChanged 14 SP:Iteration 65Q (2797.930714 sec): 3 clusters Score: Raw -665426.269017 + Penalty 1712.629363 = -663713.639654 nChanged 18 SP:Iteration 66Q (2797.981336 sec): 3 clusters Score: Raw -665429.096841 + Penalty 1712.629363 = -663716.467478 nChanged 12 SP:Iteration 67Q (2798.025796 sec): 3 clusters Score: Raw -665431.481971 + Penalty 1712.629363 = -663718.852608 nChanged 13 SP:Iteration 68Q (2798.075458 sec): 3 clusters Score: Raw -665434.663866 + Penalty 1712.629363 = -663722.034503 nChanged 16 SP:Iteration 69Q (2798.132993 sec): 3 clusters Score: Raw -665437.913235 + Penalty 1712.629363 = -663725.283872 nChanged 16 SP:Iteration 70Q (2798.181526 sec): 3 clusters Score: Raw -665440.974884 + Penalty 1712.629363 = -663728.345521 nChanged 19 SP:Iteration 71Q (2798.225718 sec): 3 clusters Score: Raw -665443.981185 + Penalty 1712.629363 = -663731.351822 nChanged 17 SP:Iteration 72Q (2798.280785 sec): 3 clusters Score: Raw -665448.758838 + Penalty 1712.629363 = -663736.129475 nChanged 24 SP:Iteration 73Q (2798.322194 sec): 3 clusters Score: Raw -665453.991753 + Penalty 1712.629363 = -663741.362390 nChanged 26 SP:Iteration 74Q (2798.387511 sec): 3 clusters Score: Raw -665460.175512 + Penalty 1712.629363 = -663747.546149 nChanged 30 SP:Iteration 75Q (2798.427446 sec): 3 clusters Score: Raw -665468.001802 + Penalty 1712.629363 = -663755.372439 nChanged 27 SP:Iteration 76Q (2798.485787 sec): 3 clusters Score: Raw -665474.826183 + Penalty 1712.629363 = -663762.196820 nChanged 17 SP:Iteration 77Q (2798.531049 sec): 3 clusters Score: Raw -665479.766945 + Penalty 1712.629363 = -663767.137582 nChanged 19 SP:Iteration 78Q (2798.583905 sec): 3 clusters Score: Raw -665484.622030 + Penalty 1712.629363 = -663771.992667 nChanged 28 SP:Iteration 79Q (2798.637026 sec): 3 clusters Score: Raw -665494.335654 + Penalty 1712.629363 = -663781.706292 nChanged 31 SP:Iteration 80F (2798.697350 sec): 3 clusters Score: Raw -665505.290684 + Penalty 1712.629363 = -663792.661321 nChanged 33 SP:Iteration 81Q (2798.741427 sec): 3 clusters Score: Raw -665516.440515 + Penalty 1712.629363 = -663803.811152 nChanged 37 SP:Iteration 82Q (2798.788931 sec): 3 clusters Score: Raw -665528.524945 + Penalty 1712.629363 = -663815.895582 nChanged 37 SP:Iteration 83Q (2798.834722 sec): 3 clusters Score: Raw -665539.731490 + Penalty 1712.629363 = -663827.102127 nChanged 27 SP:Iteration 84Q (2798.892797 sec): 3 clusters Score: Raw -665547.774275 + Penalty 1712.629363 = -663835.144912 nChanged 22 SP:Iteration 85Q (2798.950155 sec): 3 clusters Score: Raw -665557.242008 + Penalty 1712.629363 = -663844.612645 nChanged 36 SP:Iteration 86Q (2798.988884 sec): 3 clusters Score: Raw -665571.010755 + Penalty 1712.629363 = -663858.381393 nChanged 32 SP:Iteration 87Q (2799.041645 sec): 3 clusters Score: Raw -665581.345771 + Penalty 1712.629363 = -663868.716409 nChanged 32 SP:Iteration 88Q (2799.091748 sec): 3 clusters Score: Raw -665592.660962 + Penalty 1712.629363 = -663880.031599 nChanged 28 SP:Iteration 89Q (2799.144923 sec): 3 clusters Score: Raw -665602.951352 + Penalty 1712.629363 = -663890.321989 nChanged 31 SP:Iteration 90Q (2799.209428 sec): 3 clusters Score: Raw -665612.792995 + Penalty 1712.629363 = -663900.163633 nChanged 27 SP:Iteration 91Q (2799.251712 sec): 3 clusters Score: Raw -665619.428017 + Penalty 1712.629363 = -663906.798654 nChanged 23 SP:Iteration 92Q (2799.309990 sec): 3 clusters Score: Raw -665627.825096 + Penalty 1712.629363 = -663915.195733 nChanged 29 SP:Iteration 93Q (2799.354086 sec): 3 clusters Score: Raw -665637.770191 + Penalty 1712.629363 = -663925.140829 nChanged 21 SP:Iteration 94Q (2799.410381 sec): 3 clusters Score: Raw -665644.297558 + Penalty 1712.629363 = -663931.668195 nChanged 16 SP:Iteration 95Q (2799.465011 sec): 3 clusters Score: Raw -665649.292871 + Penalty 1712.629363 = -663936.663508 nChanged 21 SP:Iteration 96Q (2799.516171 sec): 3 clusters Score: Raw -665656.817945 + Penalty 1712.629363 = -663944.188582 nChanged 24 SP:Iteration 97Q (2799.567821 sec): 3 clusters Score: Raw -665667.537367 + Penalty 1712.629363 = -663954.908004 nChanged 27 SP:Iteration 98Q (2799.613064 sec): 3 clusters Score: Raw -665675.951915 + Penalty 1712.629363 = -663963.322552 nChanged 16 SP:Iteration 99Q (2799.665451 sec): 3 clusters Score: Raw -665680.434278 + Penalty 1712.629363 = -663967.804915 nChanged 15 SP:Iteration 100F (2799.709691 sec): 3 clusters Score: Raw -665686.278959 + Penalty 1712.629363 = -663973.649596 nChanged 12 SP:Iteration 101Q (2799.766156 sec): 3 clusters Score: Raw -665690.235984 + Penalty 1712.629363 = -663977.606621 nChanged 17 SP:Iteration 102Q (2799.817327 sec): 3 clusters Score: Raw -665695.180166 + Penalty 1712.629363 = -663982.550803 nChanged 15 SP:Iteration 103Q (2799.857489 sec): 3 clusters Score: Raw -665699.162061 + Penalty 1712.629363 = -663986.532699 nChanged 12 SP:Iteration 104Q (2799.915352 sec): 3 clusters Score: Raw -665702.032416 + Penalty 1712.629363 = -663989.403053 nChanged 9 SP:Iteration 105Q (2799.968259 sec): 3 clusters Score: Raw -665705.501982 + Penalty 1712.629363 = -663992.872619 nChanged 14 SP:Iteration 106Q (2800.019156 sec): 3 clusters Score: Raw -665709.036092 + Penalty 1712.629363 = -663996.406729 nChanged 10 SP:Iteration 107Q (2800.070884 sec): 3 clusters Score: Raw -665711.952616 + Penalty 1712.629363 = -663999.323253 nChanged 9 SP:Iteration 108Q (2800.117670 sec): 3 clusters Score: Raw -665714.693985 + Penalty 1712.629363 = -664002.064622 nChanged 4 SP:Iteration 109Q (2800.179293 sec): 3 clusters Score: Raw -665715.662505 + Penalty 1712.629363 = -664003.033143 nChanged 3 SP:Iteration 110Q (2800.231132 sec): 3 clusters Score: Raw -665716.780487 + Penalty 1712.629363 = -664004.151124 nChanged 5 SP:Iteration 111Q (2800.271575 sec): 3 clusters Score: Raw -665717.756531 + Penalty 1712.629363 = -664005.127169 nChanged 6 SP:Iteration 112Q (2800.313624 sec): 3 clusters Score: Raw -665718.894526 + Penalty 1712.629363 = -664006.265163 nChanged 7 SP:Iteration 113Q (2800.368260 sec): 3 clusters Score: Raw -665720.462547 + Penalty 1712.629363 = -664007.833184 nChanged 8 SP:Iteration 114Q (2800.411628 sec): 3 clusters Score: Raw -665722.200182 + Penalty 1712.629363 = -664009.570819 nChanged 10 SP:Iteration 115Q (2800.470306 sec): 3 clusters Score: Raw -665725.391883 + Penalty 1712.629363 = -664012.762520 nChanged 11 SP:Iteration 116Q (2800.527206 sec): 3 clusters Score: Raw -665728.809732 + Penalty 1712.629363 = -664016.180369 nChanged 7 SP:Iteration 117Q (2800.574821 sec): 3 clusters Score: Raw -665731.186827 + Penalty 1712.629363 = -664018.557464 nChanged 5 SP:Iteration 118Q (2800.619928 sec): 3 clusters Score: Raw -665731.964799 + Penalty 1712.629363 = -664019.335436 nChanged 0 SP:Iteration 119F (2800.670653 sec): 3 clusters Score: Raw -665731.964799 + Penalty 1712.629363 = -664019.335436 nChanged 0 Trying to split cluster 10 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2800.707319 sec): 2 clusters Score: Raw -259667.045976 + Penalty 774.540885 = -258892.505091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2800.752232 sec): 3 clusters Score: Raw -257823.000005 + Penalty 1549.081770 = -256273.918235 nChanged 1448 SP:Iteration 1F (2800.803266 sec): 3 clusters Score: Raw -258798.268885 + Penalty 1549.081770 = -257249.187115 nChanged 333 SP:Iteration 2F (2800.842859 sec): 3 clusters Score: Raw -259098.642549 + Penalty 1549.081770 = -257549.560779 nChanged 279 SP:Iteration 3F (2800.892884 sec): 3 clusters Score: Raw -259360.484124 + Penalty 1549.081770 = -257811.402354 nChanged 225 SP:Iteration 4F (2800.942450 sec): 3 clusters Score: Raw -259554.087551 + Penalty 1549.081770 = -258005.005781 nChanged 198 SP:Iteration 5F (2800.989253 sec): 3 clusters Score: Raw -259702.720654 + Penalty 1549.081770 = -258153.638884 nChanged 154 SP:Iteration 6Q (2801.031582 sec): 3 clusters Score: Raw -259808.904107 + Penalty 1549.081770 = -258259.822337 nChanged 136 SP:Iteration 7Q (2801.073302 sec): 3 clusters Score: Raw -259896.259049 + Penalty 1549.081770 = -258347.177279 nChanged 106 SP:Iteration 8Q (2801.123990 sec): 3 clusters Score: Raw -259966.237763 + Penalty 1549.081770 = -258417.155993 nChanged 85 SP:Iteration 9Q (2801.154767 sec): 3 clusters Score: Raw -260023.977631 + Penalty 1549.081770 = -258474.895861 nChanged 69 SP:Iteration 10Q (2801.208665 sec): 3 clusters Score: Raw -260062.286315 + Penalty 1549.081770 = -258513.204545 nChanged 46 SP:Iteration 11Q (2801.247298 sec): 3 clusters Score: Raw -260079.218421 + Penalty 1549.081770 = -258530.136651 nChanged 33 SP:Iteration 12Q (2801.297842 sec): 3 clusters Score: Raw -260095.440900 + Penalty 1549.081770 = -258546.359131 nChanged 33 SP:Iteration 13Q (2801.345015 sec): 3 clusters Score: Raw -260114.403950 + Penalty 1549.081770 = -258565.322180 nChanged 31 SP:Iteration 14Q (2801.402727 sec): 3 clusters Score: Raw -260128.187687 + Penalty 1549.081770 = -258579.105917 nChanged 28 SP:Iteration 15Q (2801.438665 sec): 3 clusters Score: Raw -260141.035691 + Penalty 1549.081770 = -258591.953921 nChanged 22 SP:Iteration 16Q (2801.498387 sec): 3 clusters Score: Raw -260149.200743 + Penalty 1549.081770 = -258600.118973 nChanged 18 SP:Iteration 17Q (2801.543446 sec): 3 clusters Score: Raw -260158.342576 + Penalty 1549.081770 = -258609.260806 nChanged 15 SP:Iteration 18Q (2801.581304 sec): 3 clusters Score: Raw -260163.236631 + Penalty 1549.081770 = -258614.154861 nChanged 15 SP:Iteration 19Q (2801.637855 sec): 3 clusters Score: Raw -260170.780500 + Penalty 1549.081770 = -258621.698730 nChanged 13 SP:Iteration 20F (2801.681353 sec): 3 clusters Score: Raw -260175.253073 + Penalty 1549.081770 = -258626.171303 nChanged 9 SP:Iteration 21Q (2801.722210 sec): 3 clusters Score: Raw -260179.422084 + Penalty 1549.081770 = -258630.340314 nChanged 12 SP:Iteration 22Q (2801.770639 sec): 3 clusters Score: Raw -260183.033807 + Penalty 1549.081770 = -258633.952038 nChanged 6 SP:Iteration 23Q (2801.822841 sec): 3 clusters Score: Raw -260185.425726 + Penalty 1549.081770 = -258636.343956 nChanged 9 SP:Iteration 24Q (2801.864159 sec): 3 clusters Score: Raw -260189.373649 + Penalty 1549.081770 = -258640.291879 nChanged 7 SP:Iteration 25Q (2801.908054 sec): 3 clusters Score: Raw -260192.588067 + Penalty 1549.081770 = -258643.506297 nChanged 5 SP:Iteration 26Q (2801.950185 sec): 3 clusters Score: Raw -260193.644926 + Penalty 1549.081770 = -258644.563156 nChanged 0 SP:Iteration 27F (2801.996510 sec): 3 clusters Score: Raw -260193.644926 + Penalty 1549.081770 = -258644.563156 nChanged 0 Trying to split cluster 11 (34152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2802.050797 sec): 2 clusters Score: Raw -2388432.535969 + Penalty 991.664761 = -2387440.871208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2802.146245 sec): 3 clusters Score: Raw -2366601.640019 + Penalty 1983.329521 = -2364618.310498 nChanged 16039 SP:Iteration 1F (2802.222612 sec): 3 clusters Score: Raw -2376550.974549 + Penalty 1983.329521 = -2374567.645027 nChanged 1852 SP:Iteration 2F (2802.319449 sec): 3 clusters Score: Raw -2377433.898897 + Penalty 1983.329521 = -2375450.569376 nChanged 1982 SP:Iteration 3F (2802.404340 sec): 3 clusters Score: Raw -2378499.325193 + Penalty 1983.329521 = -2376515.995672 nChanged 2025 SP:Iteration 4F (2802.485848 sec): 3 clusters Score: Raw -2379673.321069 + Penalty 1983.329521 = -2377689.991547 nChanged 2000 SP:Iteration 5F (2802.570273 sec): 3 clusters Score: Raw -2380876.064801 + Penalty 1983.329521 = -2378892.735279 nChanged 1823 SP:Iteration 6F (2802.660981 sec): 3 clusters Score: Raw -2382035.985605 + Penalty 1983.329521 = -2380052.656083 nChanged 1606 SP:Iteration 7Q (2802.746588 sec): 3 clusters Score: Raw -2383101.681770 + Penalty 1983.329521 = -2381118.352248 nChanged 1393 SP:Iteration 8Q (2802.843469 sec): 3 clusters Score: Raw -2384036.625367 + Penalty 1983.329521 = -2382053.295846 nChanged 1173 SP:Iteration 9Q (2802.925650 sec): 3 clusters Score: Raw -2384823.133272 + Penalty 1983.329521 = -2382839.803751 nChanged 906 SP:Iteration 10Q (2803.016519 sec): 3 clusters Score: Raw -2385389.412742 + Penalty 1983.329521 = -2383406.083221 nChanged 745 SP:Iteration 11Q (2803.101933 sec): 3 clusters Score: Raw -2385814.097458 + Penalty 1983.329521 = -2383830.767937 nChanged 727 SP:Iteration 12Q (2803.183160 sec): 3 clusters Score: Raw -2386217.883446 + Penalty 1983.329521 = -2384234.553924 nChanged 689 SP:Iteration 13Q (2803.268196 sec): 3 clusters Score: Raw -2386605.549787 + Penalty 1983.329521 = -2384622.220266 nChanged 619 SP:Iteration 14Q (2803.353290 sec): 3 clusters Score: Raw -2386952.296599 + Penalty 1983.329521 = -2384968.967078 nChanged 540 SP:Iteration 15Q (2803.435146 sec): 3 clusters Score: Raw -2387264.582632 + Penalty 1983.329521 = -2385281.253111 nChanged 509 SP:Iteration 16Q (2803.503927 sec): 3 clusters Score: Raw -2387557.611944 + Penalty 1983.329521 = -2385574.282422 nChanged 417 SP:Iteration 17Q (2803.585837 sec): 3 clusters Score: Raw -2387788.748237 + Penalty 1983.329521 = -2385805.418715 nChanged 345 SP:Iteration 18Q (2803.664135 sec): 3 clusters Score: Raw -2387981.087259 + Penalty 1983.329521 = -2385997.757737 nChanged 268 SP:Iteration 19Q (2803.744092 sec): 3 clusters Score: Raw -2388118.391564 + Penalty 1983.329521 = -2386135.062043 nChanged 199 SP:Iteration 20F (2803.831129 sec): 3 clusters Score: Raw -2388222.089557 + Penalty 1983.329521 = -2386238.760036 nChanged 150 SP:Iteration 21Q (2803.912263 sec): 3 clusters Score: Raw -2388296.286067 + Penalty 1983.329521 = -2386312.956545 nChanged 125 SP:Iteration 22Q (2803.982555 sec): 3 clusters Score: Raw -2388352.803062 + Penalty 1983.329521 = -2386369.473541 nChanged 103 SP:Iteration 23Q (2804.071327 sec): 3 clusters Score: Raw -2388401.164295 + Penalty 1983.329521 = -2386417.834773 nChanged 84 SP:Iteration 24Q (2804.139555 sec): 3 clusters Score: Raw -2388444.339963 + Penalty 1983.329521 = -2386461.010441 nChanged 66 SP:Iteration 25Q (2804.217047 sec): 3 clusters Score: Raw -2388478.474302 + Penalty 1983.329521 = -2386495.144781 nChanged 64 SP:Iteration 26Q (2804.288078 sec): 3 clusters Score: Raw -2388510.670105 + Penalty 1983.329521 = -2386527.340584 nChanged 52 SP:Iteration 27Q (2804.365488 sec): 3 clusters Score: Raw -2388538.539399 + Penalty 1983.329521 = -2386555.209878 nChanged 45 SP:Iteration 28Q (2804.451039 sec): 3 clusters Score: Raw -2388559.988990 + Penalty 1983.329521 = -2386576.659469 nChanged 29 SP:Iteration 29Q (2804.524828 sec): 3 clusters Score: Raw -2388572.302175 + Penalty 1983.329521 = -2386588.972654 nChanged 24 SP:Iteration 30Q (2804.604991 sec): 3 clusters Score: Raw -2388584.442678 + Penalty 1983.329521 = -2386601.113157 nChanged 30 SP:Iteration 31Q (2804.680643 sec): 3 clusters Score: Raw -2388603.035928 + Penalty 1983.329521 = -2386619.706406 nChanged 26 SP:Iteration 32Q (2804.764257 sec): 3 clusters Score: Raw -2388616.294692 + Penalty 1983.329521 = -2386632.965170 nChanged 15 SP:Iteration 33Q (2804.842357 sec): 3 clusters Score: Raw -2388626.884525 + Penalty 1983.329521 = -2386643.555004 nChanged 14 SP:Iteration 34Q (2804.920373 sec): 3 clusters Score: Raw -2388633.398709 + Penalty 1983.329521 = -2386650.069187 nChanged 14 SP:Iteration 35Q (2804.993952 sec): 3 clusters Score: Raw -2388637.813022 + Penalty 1983.329521 = -2386654.483501 nChanged 7 SP:Iteration 36Q (2805.069515 sec): 3 clusters Score: Raw -2388640.516795 + Penalty 1983.329521 = -2386657.187274 nChanged 8 SP:Iteration 37Q (2805.134945 sec): 3 clusters Score: Raw -2388643.495768 + Penalty 1983.329521 = -2386660.166247 nChanged 9 SP:Iteration 38Q (2805.209488 sec): 3 clusters Score: Raw -2388648.195062 + Penalty 1983.329521 = -2386664.865540 nChanged 5 SP:Iteration 39Q (2805.286438 sec): 3 clusters Score: Raw -2388650.162782 + Penalty 1983.329521 = -2386666.833261 nChanged 3 SP:Iteration 40F (2805.386050 sec): 3 clusters Score: Raw -2388651.310690 + Penalty 1983.329521 = -2386667.981169 nChanged 3 SP:Iteration 41Q (2805.470438 sec): 3 clusters Score: Raw -2388651.944818 + Penalty 1983.329521 = -2386668.615296 nChanged 2 SP:Iteration 42Q (2805.553552 sec): 3 clusters Score: Raw -2388652.520649 + Penalty 1983.329521 = -2386669.191128 nChanged 2 SP:Iteration 43Q (2805.630354 sec): 3 clusters Score: Raw -2388652.892136 + Penalty 1983.329521 = -2386669.562614 nChanged 0 SP:Iteration 44F (2805.724582 sec): 3 clusters Score: Raw -2388652.892136 + Penalty 1983.329521 = -2386669.562614 nChanged 0 Trying to split cluster 12 (12946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2805.757991 sec): 2 clusters Score: Raw -925289.750042 + Penalty 899.511503 = -924390.238539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2805.817132 sec): 3 clusters Score: Raw -917438.275783 + Penalty 1799.023006 = -915639.252777 nChanged 5826 SP:Iteration 1F (2805.875282 sec): 3 clusters Score: Raw -920624.364425 + Penalty 1799.023006 = -918825.341418 nChanged 697 SP:Iteration 2F (2805.935672 sec): 3 clusters Score: Raw -920917.977949 + Penalty 1799.023006 = -919118.954943 nChanged 693 SP:Iteration 3F (2806.000030 sec): 3 clusters Score: Raw -921217.991074 + Penalty 1799.023006 = -919418.968067 nChanged 679 SP:Iteration 4F (2806.059967 sec): 3 clusters Score: Raw -921560.407349 + Penalty 1799.023006 = -919761.384342 nChanged 716 SP:Iteration 5F (2806.119488 sec): 3 clusters Score: Raw -921956.194683 + Penalty 1799.023006 = -920157.171676 nChanged 721 SP:Iteration 6F (2806.172519 sec): 3 clusters Score: Raw -922407.874939 + Penalty 1799.023006 = -920608.851933 nChanged 716 SP:Iteration 7F (2806.242876 sec): 3 clusters Score: Raw -922875.544322 + Penalty 1799.023006 = -921076.521315 nChanged 677 SP:Iteration 8F (2806.294658 sec): 3 clusters Score: Raw -923317.679223 + Penalty 1799.023006 = -921518.656216 nChanged 614 SP:Iteration 9Q (2806.364338 sec): 3 clusters Score: Raw -923719.725538 + Penalty 1799.023006 = -921920.702532 nChanged 462 SP:Iteration 10Q (2806.415281 sec): 3 clusters Score: Raw -923979.812129 + Penalty 1799.023006 = -922180.789123 nChanged 408 SP:Iteration 11Q (2806.480636 sec): 3 clusters Score: Raw -924174.812953 + Penalty 1799.023006 = -922375.789946 nChanged 334 SP:Iteration 12Q (2806.546805 sec): 3 clusters Score: Raw -924330.100957 + Penalty 1799.023006 = -922531.077950 nChanged 272 SP:Iteration 13Q (2806.597371 sec): 3 clusters Score: Raw -924443.867381 + Penalty 1799.023006 = -922644.844375 nChanged 201 SP:Iteration 14Q (2806.662943 sec): 3 clusters Score: Raw -924507.513729 + Penalty 1799.023006 = -922708.490723 nChanged 144 SP:Iteration 15Q (2806.715291 sec): 3 clusters Score: Raw -924546.472415 + Penalty 1799.023006 = -922747.449408 nChanged 123 SP:Iteration 16Q (2806.785445 sec): 3 clusters Score: Raw -924577.344907 + Penalty 1799.023006 = -922778.321901 nChanged 117 SP:Iteration 17Q (2806.838147 sec): 3 clusters Score: Raw -924600.944094 + Penalty 1799.023006 = -922801.921087 nChanged 84 SP:Iteration 18Q (2806.899243 sec): 3 clusters Score: Raw -924617.695361 + Penalty 1799.023006 = -922818.672354 nChanged 88 SP:Iteration 19Q (2806.967244 sec): 3 clusters Score: Raw -924637.043792 + Penalty 1799.023006 = -922838.020786 nChanged 99 SP:Iteration 20F (2807.029497 sec): 3 clusters Score: Raw -924653.488757 + Penalty 1799.023006 = -922854.465751 nChanged 78 SP:Iteration 21Q (2807.090445 sec): 3 clusters Score: Raw -924666.078448 + Penalty 1799.023006 = -922867.055442 nChanged 59 SP:Iteration 22Q (2807.142921 sec): 3 clusters Score: Raw -924675.459553 + Penalty 1799.023006 = -922876.436547 nChanged 71 SP:Iteration 23Q (2807.205187 sec): 3 clusters Score: Raw -924687.098597 + Penalty 1799.023006 = -922888.075591 nChanged 64 SP:Iteration 24Q (2807.280726 sec): 3 clusters Score: Raw -924696.655237 + Penalty 1799.023006 = -922897.632230 nChanged 60 SP:Iteration 25Q (2807.340739 sec): 3 clusters Score: Raw -924705.543403 + Penalty 1799.023006 = -922906.520396 nChanged 64 SP:Iteration 26Q (2807.392274 sec): 3 clusters Score: Raw -924714.921246 + Penalty 1799.023006 = -922915.898240 nChanged 48 SP:Iteration 27Q (2807.462992 sec): 3 clusters Score: Raw -924722.467411 + Penalty 1799.023006 = -922923.444404 nChanged 59 SP:Iteration 28Q (2807.524598 sec): 3 clusters Score: Raw -924732.024056 + Penalty 1799.023006 = -922933.001050 nChanged 59 SP:Iteration 29Q (2807.584372 sec): 3 clusters Score: Raw -924741.496476 + Penalty 1799.023006 = -922942.473470 nChanged 59 SP:Iteration 30Q (2807.632671 sec): 3 clusters Score: Raw -924751.975032 + Penalty 1799.023006 = -922952.952025 nChanged 64 SP:Iteration 31Q (2807.706044 sec): 3 clusters Score: Raw -924762.997047 + Penalty 1799.023006 = -922963.974040 nChanged 64 SP:Iteration 32Q (2807.755239 sec): 3 clusters Score: Raw -924775.420887 + Penalty 1799.023006 = -922976.397881 nChanged 70 SP:Iteration 33Q (2807.820872 sec): 3 clusters Score: Raw -924786.476449 + Penalty 1799.023006 = -922987.453443 nChanged 58 SP:Iteration 34Q (2807.891125 sec): 3 clusters Score: Raw -924795.525924 + Penalty 1799.023006 = -922996.502918 nChanged 66 SP:Iteration 35Q (2807.952822 sec): 3 clusters Score: Raw -924805.951265 + Penalty 1799.023006 = -923006.928258 nChanged 69 SP:Iteration 36Q (2808.015641 sec): 3 clusters Score: Raw -924817.531181 + Penalty 1799.023006 = -923018.508174 nChanged 61 SP:Iteration 37Q (2808.073374 sec): 3 clusters Score: Raw -924828.358577 + Penalty 1799.023006 = -923029.335571 nChanged 65 SP:Iteration 38Q (2808.135203 sec): 3 clusters Score: Raw -924841.240929 + Penalty 1799.023006 = -923042.217923 nChanged 61 SP:Iteration 39Q (2808.198751 sec): 3 clusters Score: Raw -924853.466745 + Penalty 1799.023006 = -923054.443738 nChanged 55 SP:Iteration 40F (2808.248100 sec): 3 clusters Score: Raw -924862.589920 + Penalty 1799.023006 = -923063.566914 nChanged 46 SP:Iteration 41Q (2808.304320 sec): 3 clusters Score: Raw -924868.597508 + Penalty 1799.023006 = -923069.574501 nChanged 40 SP:Iteration 42Q (2808.361258 sec): 3 clusters Score: Raw -924873.448589 + Penalty 1799.023006 = -923074.425582 nChanged 41 SP:Iteration 43Q (2808.406249 sec): 3 clusters Score: Raw -924878.541581 + Penalty 1799.023006 = -923079.518575 nChanged 38 SP:Iteration 44Q (2808.460250 sec): 3 clusters Score: Raw -924882.973865 + Penalty 1799.023006 = -923083.950858 nChanged 36 SP:Iteration 45Q (2808.518726 sec): 3 clusters Score: Raw -924887.304303 + Penalty 1799.023006 = -923088.281296 nChanged 37 SP:Iteration 46Q (2808.578222 sec): 3 clusters Score: Raw -924891.736635 + Penalty 1799.023006 = -923092.713629 nChanged 32 SP:Iteration 47Q (2808.626889 sec): 3 clusters Score: Raw -924894.974013 + Penalty 1799.023006 = -923095.951007 nChanged 26 SP:Iteration 48Q (2808.687680 sec): 3 clusters Score: Raw -924897.646548 + Penalty 1799.023006 = -923098.623541 nChanged 29 SP:Iteration 49Q (2808.752392 sec): 3 clusters Score: Raw -924900.645931 + Penalty 1799.023006 = -923101.622924 nChanged 30 SP:Iteration 50Q (2808.813977 sec): 3 clusters Score: Raw -924903.906860 + Penalty 1799.023006 = -923104.883853 nChanged 22 SP:Iteration 51Q (2808.873185 sec): 3 clusters Score: Raw -924905.600140 + Penalty 1799.023006 = -923106.577134 nChanged 14 SP:Iteration 52Q (2808.931648 sec): 3 clusters Score: Raw -924906.621431 + Penalty 1799.023006 = -923107.598425 nChanged 15 SP:Iteration 53Q (2808.997861 sec): 3 clusters Score: Raw -924907.509901 + Penalty 1799.023006 = -923108.486895 nChanged 10 SP:Iteration 54Q (2809.044855 sec): 3 clusters Score: Raw -924908.098311 + Penalty 1799.023006 = -923109.075305 nChanged 9 SP:Iteration 55Q (2809.111638 sec): 3 clusters Score: Raw -924908.842936 + Penalty 1799.023006 = -923109.819930 nChanged 13 SP:Iteration 56Q (2809.170568 sec): 3 clusters Score: Raw -924909.726929 + Penalty 1799.023006 = -923110.703923 nChanged 8 SP:Iteration 57Q (2809.218152 sec): 3 clusters Score: Raw -924910.658929 + Penalty 1799.023006 = -923111.635923 nChanged 12 SP:Iteration 58Q (2809.280967 sec): 3 clusters Score: Raw -924911.621965 + Penalty 1799.023006 = -923112.598958 nChanged 15 SP:Iteration 59Q (2809.340715 sec): 3 clusters Score: Raw -924912.886349 + Penalty 1799.023006 = -923113.863343 nChanged 12 SP:Iteration 60F (2809.411845 sec): 3 clusters Score: Raw -924913.923441 + Penalty 1799.023006 = -923114.900435 nChanged 14 SP:Iteration 61Q (2809.458470 sec): 3 clusters Score: Raw -924914.910895 + Penalty 1799.023006 = -923115.887888 nChanged 9 SP:Iteration 62Q (2809.517721 sec): 3 clusters Score: Raw -924915.759916 + Penalty 1799.023006 = -923116.736910 nChanged 12 SP:Iteration 63Q (2809.565618 sec): 3 clusters Score: Raw -924916.483301 + Penalty 1799.023006 = -923117.460295 nChanged 13 SP:Iteration 64Q (2809.625701 sec): 3 clusters Score: Raw -924917.607349 + Penalty 1799.023006 = -923118.584342 nChanged 9 SP:Iteration 65Q (2809.684091 sec): 3 clusters Score: Raw -924918.724760 + Penalty 1799.023006 = -923119.701754 nChanged 13 SP:Iteration 66Q (2809.739113 sec): 3 clusters Score: Raw -924919.921723 + Penalty 1799.023006 = -923120.898716 nChanged 8 SP:Iteration 67Q (2809.800982 sec): 3 clusters Score: Raw -924920.379475 + Penalty 1799.023006 = -923121.356469 nChanged 10 SP:Iteration 68Q (2809.865636 sec): 3 clusters Score: Raw -924921.318280 + Penalty 1799.023006 = -923122.295273 nChanged 7 SP:Iteration 69Q (2809.930428 sec): 3 clusters Score: Raw -924921.956017 + Penalty 1799.023006 = -923122.933011 nChanged 7 SP:Iteration 70Q (2809.997886 sec): 3 clusters Score: Raw -924922.416605 + Penalty 1799.023006 = -923123.393599 nChanged 5 SP:Iteration 71Q (2810.058768 sec): 3 clusters Score: Raw -924922.756794 + Penalty 1799.023006 = -923123.733788 nChanged 5 SP:Iteration 72Q (2810.111800 sec): 3 clusters Score: Raw -924923.186233 + Penalty 1799.023006 = -923124.163227 nChanged 12 SP:Iteration 73Q (2810.185821 sec): 3 clusters Score: Raw -924924.557131 + Penalty 1799.023006 = -923125.534125 nChanged 9 SP:Iteration 74Q (2810.245073 sec): 3 clusters Score: Raw -924925.200015 + Penalty 1799.023006 = -923126.177009 nChanged 7 SP:Iteration 75Q (2810.306218 sec): 3 clusters Score: Raw -924925.715632 + Penalty 1799.023006 = -923126.692626 nChanged 6 SP:Iteration 76Q (2810.357816 sec): 3 clusters Score: Raw -924926.388311 + Penalty 1799.023006 = -923127.365305 nChanged 9 SP:Iteration 77Q (2810.419831 sec): 3 clusters Score: Raw -924927.027175 + Penalty 1799.023006 = -923128.004168 nChanged 7 SP:Iteration 78Q (2810.490267 sec): 3 clusters Score: Raw -924927.770310 + Penalty 1799.023006 = -923128.747304 nChanged 12 SP:Iteration 79Q (2810.553661 sec): 3 clusters Score: Raw -924928.786023 + Penalty 1799.023006 = -923129.763017 nChanged 10 SP:Iteration 80F (2810.605515 sec): 3 clusters Score: Raw -924929.623597 + Penalty 1799.023006 = -923130.600590 nChanged 9 SP:Iteration 81Q (2810.673892 sec): 3 clusters Score: Raw -924930.392941 + Penalty 1799.023006 = -923131.369934 nChanged 10 SP:Iteration 82Q (2810.733089 sec): 3 clusters Score: Raw -924931.444114 + Penalty 1799.023006 = -923132.421107 nChanged 12 SP:Iteration 83Q (2810.801814 sec): 3 clusters Score: Raw -924933.269986 + Penalty 1799.023006 = -923134.246979 nChanged 19 SP:Iteration 84Q (2810.853315 sec): 3 clusters Score: Raw -924935.384103 + Penalty 1799.023006 = -923136.361096 nChanged 27 SP:Iteration 85Q (2810.922895 sec): 3 clusters Score: Raw -924940.140654 + Penalty 1799.023006 = -923141.117647 nChanged 36 SP:Iteration 86Q (2810.986702 sec): 3 clusters Score: Raw -924945.452635 + Penalty 1799.023006 = -923146.429628 nChanged 35 SP:Iteration 87Q (2811.043661 sec): 3 clusters Score: Raw -924952.278335 + Penalty 1799.023006 = -923153.255329 nChanged 42 SP:Iteration 88Q (2811.108315 sec): 3 clusters Score: Raw -924959.097496 + Penalty 1799.023006 = -923160.074489 nChanged 39 SP:Iteration 89Q (2811.160799 sec): 3 clusters Score: Raw -924964.541641 + Penalty 1799.023006 = -923165.518635 nChanged 37 SP:Iteration 90Q (2811.228715 sec): 3 clusters Score: Raw -924970.003966 + Penalty 1799.023006 = -923170.980959 nChanged 29 SP:Iteration 91Q (2811.285030 sec): 3 clusters Score: Raw -924973.234439 + Penalty 1799.023006 = -923174.211432 nChanged 27 SP:Iteration 92Q (2811.349119 sec): 3 clusters Score: Raw -924976.689006 + Penalty 1799.023006 = -923177.665999 nChanged 23 SP:Iteration 93Q (2811.412692 sec): 3 clusters Score: Raw -924978.711724 + Penalty 1799.023006 = -923179.688717 nChanged 20 SP:Iteration 94Q (2811.465050 sec): 3 clusters Score: Raw -924981.326482 + Penalty 1799.023006 = -923182.303476 nChanged 25 SP:Iteration 95Q (2811.527310 sec): 3 clusters Score: Raw -924985.040832 + Penalty 1799.023006 = -923186.017826 nChanged 27 SP:Iteration 96Q (2811.586081 sec): 3 clusters Score: Raw -924988.780247 + Penalty 1799.023006 = -923189.757240 nChanged 29 SP:Iteration 97Q (2811.657069 sec): 3 clusters Score: Raw -924996.102114 + Penalty 1799.023006 = -923197.079108 nChanged 41 SP:Iteration 98Q (2811.720936 sec): 3 clusters Score: Raw -925004.852709 + Penalty 1799.023006 = -923205.829703 nChanged 41 SP:Iteration 99Q (2811.783192 sec): 3 clusters Score: Raw -925013.358010 + Penalty 1799.023006 = -923214.335003 nChanged 47 SP:Iteration 100F (2811.838114 sec): 3 clusters Score: Raw -925021.450930 + Penalty 1799.023006 = -923222.427924 nChanged 46 SP:Iteration 101Q (2811.888288 sec): 3 clusters Score: Raw -925028.748633 + Penalty 1799.023006 = -923229.725627 nChanged 45 SP:Iteration 102Q (2811.952063 sec): 3 clusters Score: Raw -925036.976733 + Penalty 1799.023006 = -923237.953726 nChanged 41 SP:Iteration 103Q (2812.010451 sec): 3 clusters Score: Raw -925044.102074 + Penalty 1799.023006 = -923245.079067 nChanged 44 SP:Iteration 104Q (2812.077831 sec): 3 clusters Score: Raw -925050.616802 + Penalty 1799.023006 = -923251.593796 nChanged 36 SP:Iteration 105Q (2812.134852 sec): 3 clusters Score: Raw -925056.419649 + Penalty 1799.023006 = -923257.396643 nChanged 43 SP:Iteration 106Q (2812.197960 sec): 3 clusters Score: Raw -925062.884984 + Penalty 1799.023006 = -923263.861977 nChanged 32 SP:Iteration 107Q (2812.250255 sec): 3 clusters Score: Raw -925069.561214 + Penalty 1799.023006 = -923270.538207 nChanged 44 SP:Iteration 108Q (2812.319842 sec): 3 clusters Score: Raw -925080.591053 + Penalty 1799.023006 = -923281.568047 nChanged 51 SP:Iteration 109Q (2812.372260 sec): 3 clusters Score: Raw -925090.484515 + Penalty 1799.023006 = -923291.461508 nChanged 60 SP:Iteration 110Q (2812.423661 sec): 3 clusters Score: Raw -925100.246180 + Penalty 1799.023006 = -923301.223173 nChanged 44 SP:Iteration 111Q (2812.483561 sec): 3 clusters Score: Raw -925109.573917 + Penalty 1799.023006 = -923310.550910 nChanged 44 SP:Iteration 112Q (2812.544632 sec): 3 clusters Score: Raw -925116.591902 + Penalty 1799.023006 = -923317.568896 nChanged 46 SP:Iteration 113Q (2812.603920 sec): 3 clusters Score: Raw -925127.491626 + Penalty 1799.023006 = -923328.468620 nChanged 59 SP:Iteration 114Q (2812.672723 sec): 3 clusters Score: Raw -925142.031571 + Penalty 1799.023006 = -923343.008565 nChanged 78 SP:Iteration 115Q (2812.735874 sec): 3 clusters Score: Raw -925161.553640 + Penalty 1799.023006 = -923362.530634 nChanged 85 SP:Iteration 116Q (2812.798776 sec): 3 clusters Score: Raw -925183.510507 + Penalty 1799.023006 = -923384.487501 nChanged 82 SP:Iteration 117Q (2812.861845 sec): 3 clusters Score: Raw -925207.824708 + Penalty 1799.023006 = -923408.801702 nChanged 86 SP:Iteration 118Q (2812.923250 sec): 3 clusters Score: Raw -925231.867201 + Penalty 1799.023006 = -923432.844195 nChanged 85 SP:Iteration 119Q (2812.986374 sec): 3 clusters Score: Raw -925256.938813 + Penalty 1799.023006 = -923457.915807 nChanged 75 SP:Iteration 120F (2813.051496 sec): 3 clusters Score: Raw -925277.485628 + Penalty 1799.023006 = -923478.462622 nChanged 64 SP:Iteration 121Q (2813.112772 sec): 3 clusters Score: Raw -925294.332152 + Penalty 1799.023006 = -923495.309145 nChanged 61 SP:Iteration 122Q (2813.171886 sec): 3 clusters Score: Raw -925310.114185 + Penalty 1799.023006 = -923511.091179 nChanged 62 SP:Iteration 123Q (2813.227373 sec): 3 clusters Score: Raw -925326.582553 + Penalty 1799.023006 = -923527.559547 nChanged 55 SP:Iteration 124Q (2813.300220 sec): 3 clusters Score: Raw -925341.149875 + Penalty 1799.023006 = -923542.126868 nChanged 57 SP:Iteration 125Q (2813.360470 sec): 3 clusters Score: Raw -925357.160814 + Penalty 1799.023006 = -923558.137807 nChanged 51 SP:Iteration 126Q (2813.422736 sec): 3 clusters Score: Raw -925375.843796 + Penalty 1799.023006 = -923576.820790 nChanged 62 SP:Iteration 127Q (2813.472973 sec): 3 clusters Score: Raw -925396.436019 + Penalty 1799.023006 = -923597.413012 nChanged 54 SP:Iteration 128Q (2813.536939 sec): 3 clusters Score: Raw -925414.176522 + Penalty 1799.023006 = -923615.153515 nChanged 48 SP:Iteration 129Q (2813.591380 sec): 3 clusters Score: Raw -925429.615884 + Penalty 1799.023006 = -923630.592877 nChanged 45 SP:Iteration 130Q (2813.651304 sec): 3 clusters Score: Raw -925444.475156 + Penalty 1799.023006 = -923645.452149 nChanged 37 SP:Iteration 131Q (2813.710459 sec): 3 clusters Score: Raw -925453.531633 + Penalty 1799.023006 = -923654.508626 nChanged 19 SP:Iteration 132Q (2813.773455 sec): 3 clusters Score: Raw -925458.325013 + Penalty 1799.023006 = -923659.302006 nChanged 20 SP:Iteration 133Q (2813.833050 sec): 3 clusters Score: Raw -925463.255234 + Penalty 1799.023006 = -923664.232227 nChanged 19 SP:Iteration 134Q (2813.897745 sec): 3 clusters Score: Raw -925467.151100 + Penalty 1799.023006 = -923668.128094 nChanged 13 SP:Iteration 135Q (2813.958291 sec): 3 clusters Score: Raw -925471.430310 + Penalty 1799.023006 = -923672.407304 nChanged 10 SP:Iteration 136Q (2814.022495 sec): 3 clusters Score: Raw -925473.819158 + Penalty 1799.023006 = -923674.796151 nChanged 13 SP:Iteration 137Q (2814.084230 sec): 3 clusters Score: Raw -925476.474227 + Penalty 1799.023006 = -923677.451220 nChanged 10 SP:Iteration 138Q (2814.128724 sec): 3 clusters Score: Raw -925478.130700 + Penalty 1799.023006 = -923679.107694 nChanged 10 SP:Iteration 139Q (2814.190149 sec): 3 clusters Score: Raw -925481.388922 + Penalty 1799.023006 = -923682.365915 nChanged 11 SP:Iteration 140F (2814.254685 sec): 3 clusters Score: Raw -925484.048345 + Penalty 1799.023006 = -923685.025338 nChanged 12 SP:Iteration 141Q (2814.313217 sec): 3 clusters Score: Raw -925486.064536 + Penalty 1799.023006 = -923687.041529 nChanged 10 SP:Iteration 142Q (2814.378766 sec): 3 clusters Score: Raw -925488.275682 + Penalty 1799.023006 = -923689.252676 nChanged 9 SP:Iteration 143Q (2814.442927 sec): 3 clusters Score: Raw -925489.494742 + Penalty 1799.023006 = -923690.471736 nChanged 5 SP:Iteration 144Q (2814.507625 sec): 3 clusters Score: Raw -925490.113019 + Penalty 1799.023006 = -923691.090013 nChanged 5 SP:Iteration 145Q (2814.555600 sec): 3 clusters Score: Raw -925490.718350 + Penalty 1799.023006 = -923691.695344 nChanged 3 SP:Iteration 146Q (2814.624507 sec): 3 clusters Score: Raw -925491.092257 + Penalty 1799.023006 = -923692.069251 nChanged 1 SP:Iteration 147Q (2814.687547 sec): 3 clusters Score: Raw -925491.288796 + Penalty 1799.023006 = -923692.265790 nChanged 1 SP:Iteration 148Q (2814.748079 sec): 3 clusters Score: Raw -925491.439889 + Penalty 1799.023006 = -923692.416883 nChanged 4 SP:Iteration 149Q (2814.801117 sec): 3 clusters Score: Raw -925492.087761 + Penalty 1799.023006 = -923693.064754 nChanged 1 SP:Iteration 150Q (2814.857785 sec): 3 clusters Score: Raw -925492.260531 + Penalty 1799.023006 = -923693.237525 nChanged 0 SP:Iteration 151F (2814.923218 sec): 3 clusters Score: Raw -925492.260531 + Penalty 1799.023006 = -923693.237525 nChanged 0 Trying to split cluster 13 (16381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2814.975371 sec): 2 clusters Score: Raw -1114105.959859 + Penalty 921.868354 = -1113184.091506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2815.039471 sec): 3 clusters Score: Raw -1103964.829660 + Penalty 1843.736707 = -1102121.092952 nChanged 7572 SP:Iteration 1F (2815.086011 sec): 3 clusters Score: Raw -1108301.478980 + Penalty 1843.736707 = -1106457.742272 nChanged 857 SP:Iteration 2F (2815.156194 sec): 3 clusters Score: Raw -1108609.347054 + Penalty 1843.736707 = -1106765.610347 nChanged 851 SP:Iteration 3F (2815.226363 sec): 3 clusters Score: Raw -1108948.796846 + Penalty 1843.736707 = -1107105.060139 nChanged 792 SP:Iteration 4Q (2815.292631 sec): 3 clusters Score: Raw -1109272.841068 + Penalty 1843.736707 = -1107429.104361 nChanged 729 SP:Iteration 5Q (2815.354957 sec): 3 clusters Score: Raw -1109622.256285 + Penalty 1843.736707 = -1107778.519578 nChanged 729 SP:Iteration 6Q (2815.424446 sec): 3 clusters Score: Raw -1110017.925465 + Penalty 1843.736707 = -1108174.188758 nChanged 736 SP:Iteration 7Q (2815.487984 sec): 3 clusters Score: Raw -1110486.493109 + Penalty 1843.736707 = -1108642.756402 nChanged 767 SP:Iteration 8Q (2815.558908 sec): 3 clusters Score: Raw -1111001.479826 + Penalty 1843.736707 = -1109157.743119 nChanged 751 SP:Iteration 9Q (2815.629970 sec): 3 clusters Score: Raw -1111442.679710 + Penalty 1843.736707 = -1109598.943003 nChanged 604 SP:Iteration 10Q (2815.687805 sec): 3 clusters Score: Raw -1111730.652299 + Penalty 1843.736707 = -1109886.915592 nChanged 461 SP:Iteration 11Q (2815.756189 sec): 3 clusters Score: Raw -1111891.985738 + Penalty 1843.736707 = -1110048.249031 nChanged 309 SP:Iteration 12Q (2815.829006 sec): 3 clusters Score: Raw -1111978.085773 + Penalty 1843.736707 = -1110134.349066 nChanged 252 SP:Iteration 13Q (2815.888826 sec): 3 clusters Score: Raw -1112046.904962 + Penalty 1843.736707 = -1110203.168255 nChanged 222 SP:Iteration 14Q (2815.954493 sec): 3 clusters Score: Raw -1112101.671225 + Penalty 1843.736707 = -1110257.934518 nChanged 188 SP:Iteration 15Q (2816.019173 sec): 3 clusters Score: Raw -1112149.232193 + Penalty 1843.736707 = -1110305.495486 nChanged 175 SP:Iteration 16Q (2816.088222 sec): 3 clusters Score: Raw -1112200.377223 + Penalty 1843.736707 = -1110356.640516 nChanged 197 SP:Iteration 17Q (2816.159511 sec): 3 clusters Score: Raw -1112255.247375 + Penalty 1843.736707 = -1110411.510668 nChanged 192 SP:Iteration 18Q (2816.226113 sec): 3 clusters Score: Raw -1112308.736488 + Penalty 1843.736707 = -1110464.999781 nChanged 200 SP:Iteration 19Q (2816.294100 sec): 3 clusters Score: Raw -1112362.574527 + Penalty 1843.736707 = -1110518.837820 nChanged 210 SP:Iteration 20F (2816.358044 sec): 3 clusters Score: Raw -1112426.150993 + Penalty 1843.736707 = -1110582.414286 nChanged 229 SP:Iteration 21Q (2816.421501 sec): 3 clusters Score: Raw -1112509.362859 + Penalty 1843.736707 = -1110665.626152 nChanged 254 SP:Iteration 22Q (2816.474961 sec): 3 clusters Score: Raw -1112613.253985 + Penalty 1843.736707 = -1110769.517278 nChanged 272 SP:Iteration 23Q (2816.552259 sec): 3 clusters Score: Raw -1112721.371064 + Penalty 1843.736707 = -1110877.634357 nChanged 271 SP:Iteration 24Q (2816.607419 sec): 3 clusters Score: Raw -1112832.601773 + Penalty 1843.736707 = -1110988.865066 nChanged 267 SP:Iteration 25Q (2816.680711 sec): 3 clusters Score: Raw -1112954.190217 + Penalty 1843.736707 = -1111110.453510 nChanged 280 SP:Iteration 26Q (2816.734084 sec): 3 clusters Score: Raw -1113084.581467 + Penalty 1843.736707 = -1111240.844760 nChanged 268 SP:Iteration 27Q (2816.808963 sec): 3 clusters Score: Raw -1113215.838187 + Penalty 1843.736707 = -1111372.101480 nChanged 250 SP:Iteration 28Q (2816.873378 sec): 3 clusters Score: Raw -1113351.209607 + Penalty 1843.736707 = -1111507.472900 nChanged 251 SP:Iteration 29Q (2816.942228 sec): 3 clusters Score: Raw -1113486.066728 + Penalty 1843.736707 = -1111642.330021 nChanged 216 SP:Iteration 30Q (2817.004858 sec): 3 clusters Score: Raw -1113600.832291 + Penalty 1843.736707 = -1111757.095584 nChanged 203 SP:Iteration 31Q (2817.072710 sec): 3 clusters Score: Raw -1113713.768427 + Penalty 1843.736707 = -1111870.031720 nChanged 181 SP:Iteration 32Q (2817.128724 sec): 3 clusters Score: Raw -1113802.855990 + Penalty 1843.736707 = -1111959.119283 nChanged 149 SP:Iteration 33Q (2817.204906 sec): 3 clusters Score: Raw -1113870.360848 + Penalty 1843.736707 = -1112026.624141 nChanged 127 SP:Iteration 34Q (2817.258110 sec): 3 clusters Score: Raw -1113924.444616 + Penalty 1843.736707 = -1112080.707909 nChanged 110 SP:Iteration 35Q (2817.321762 sec): 3 clusters Score: Raw -1113978.925179 + Penalty 1843.736707 = -1112135.188472 nChanged 112 SP:Iteration 36Q (2817.394789 sec): 3 clusters Score: Raw -1114042.727990 + Penalty 1843.736707 = -1112198.991283 nChanged 109 SP:Iteration 37Q (2817.462260 sec): 3 clusters Score: Raw -1114104.112909 + Penalty 1843.736707 = -1112260.376202 nChanged 83 SP:Iteration 38Q (2817.527803 sec): 3 clusters Score: Raw -1114149.680887 + Penalty 1843.736707 = -1112305.944180 nChanged 70 SP:Iteration 39Q (2817.591682 sec): 3 clusters Score: Raw -1114181.089174 + Penalty 1843.736707 = -1112337.352467 nChanged 58 SP:Iteration 40F (2817.660467 sec): 3 clusters Score: Raw -1114208.401104 + Penalty 1843.736707 = -1112364.664396 nChanged 50 SP:Iteration 41Q (2817.710736 sec): 3 clusters Score: Raw -1114238.643483 + Penalty 1843.736707 = -1112394.906776 nChanged 47 SP:Iteration 42Q (2817.782989 sec): 3 clusters Score: Raw -1114263.384349 + Penalty 1843.736707 = -1112419.647642 nChanged 36 SP:Iteration 43Q (2817.847050 sec): 3 clusters Score: Raw -1114278.744512 + Penalty 1843.736707 = -1112435.007805 nChanged 27 SP:Iteration 44Q (2817.905918 sec): 3 clusters Score: Raw -1114291.845284 + Penalty 1843.736707 = -1112448.108577 nChanged 25 SP:Iteration 45Q (2817.965464 sec): 3 clusters Score: Raw -1114309.557175 + Penalty 1843.736707 = -1112465.820468 nChanged 30 SP:Iteration 46Q (2818.022294 sec): 3 clusters Score: Raw -1114327.198985 + Penalty 1843.736707 = -1112483.462278 nChanged 21 SP:Iteration 47Q (2818.071980 sec): 3 clusters Score: Raw -1114342.458492 + Penalty 1843.736707 = -1112498.721785 nChanged 14 SP:Iteration 48Q (2818.146587 sec): 3 clusters Score: Raw -1114353.177174 + Penalty 1843.736707 = -1112509.440467 nChanged 15 SP:Iteration 49Q (2818.195157 sec): 3 clusters Score: Raw -1114365.616475 + Penalty 1843.736707 = -1112521.879768 nChanged 19 SP:Iteration 50Q (2818.249683 sec): 3 clusters Score: Raw -1114381.123523 + Penalty 1843.736707 = -1112537.386816 nChanged 17 SP:Iteration 51Q (2818.319494 sec): 3 clusters Score: Raw -1114392.377766 + Penalty 1843.736707 = -1112548.641059 nChanged 14 SP:Iteration 52Q (2818.368139 sec): 3 clusters Score: Raw -1114398.491658 + Penalty 1843.736707 = -1112554.754951 nChanged 10 SP:Iteration 53Q (2818.429842 sec): 3 clusters Score: Raw -1114402.587459 + Penalty 1843.736707 = -1112558.850752 nChanged 10 SP:Iteration 54Q (2818.490248 sec): 3 clusters Score: Raw -1114409.999662 + Penalty 1843.736707 = -1112566.262955 nChanged 13 SP:Iteration 55Q (2818.554597 sec): 3 clusters Score: Raw -1114418.164722 + Penalty 1843.736707 = -1112574.428015 nChanged 9 SP:Iteration 56Q (2818.607642 sec): 3 clusters Score: Raw -1114422.220195 + Penalty 1843.736707 = -1112578.483488 nChanged 6 SP:Iteration 57Q (2818.669648 sec): 3 clusters Score: Raw -1114423.937969 + Penalty 1843.736707 = -1112580.201262 nChanged 6 SP:Iteration 58Q (2818.735205 sec): 3 clusters Score: Raw -1114425.731268 + Penalty 1843.736707 = -1112581.994561 nChanged 1 SP:Iteration 59Q (2818.788591 sec): 3 clusters Score: Raw -1114426.030938 + Penalty 1843.736707 = -1112582.294231 nChanged 3 SP:Iteration 60F (2818.843798 sec): 3 clusters Score: Raw -1114427.804776 + Penalty 1843.736707 = -1112584.068069 nChanged 4 SP:Iteration 61Q (2818.912233 sec): 3 clusters Score: Raw -1114430.575902 + Penalty 1843.736707 = -1112586.839195 nChanged 5 SP:Iteration 62Q (2818.954912 sec): 3 clusters Score: Raw -1114433.040453 + Penalty 1843.736707 = -1112589.303746 nChanged 3 SP:Iteration 63Q (2819.014087 sec): 3 clusters Score: Raw -1114434.420958 + Penalty 1843.736707 = -1112590.684251 nChanged 4 SP:Iteration 64Q (2819.072114 sec): 3 clusters Score: Raw -1114435.810906 + Penalty 1843.736707 = -1112592.074199 nChanged 3 SP:Iteration 65Q (2819.127239 sec): 3 clusters Score: Raw -1114437.503228 + Penalty 1843.736707 = -1112593.766521 nChanged 6 SP:Iteration 66Q (2819.182136 sec): 3 clusters Score: Raw -1114439.501245 + Penalty 1843.736707 = -1112595.764538 nChanged 3 SP:Iteration 67Q (2819.246981 sec): 3 clusters Score: Raw -1114441.142092 + Penalty 1843.736707 = -1112597.405385 nChanged 5 SP:Iteration 68Q (2819.305884 sec): 3 clusters Score: Raw -1114442.314144 + Penalty 1843.736707 = -1112598.577437 nChanged 3 SP:Iteration 69Q (2819.374965 sec): 3 clusters Score: Raw -1114443.318524 + Penalty 1843.736707 = -1112599.581817 nChanged 2 SP:Iteration 70Q (2819.423773 sec): 3 clusters Score: Raw -1114444.295172 + Penalty 1843.736707 = -1112600.558465 nChanged 3 SP:Iteration 71Q (2819.482588 sec): 3 clusters Score: Raw -1114445.365065 + Penalty 1843.736707 = -1112601.628358 nChanged 5 SP:Iteration 72Q (2819.548999 sec): 3 clusters Score: Raw -1114447.045907 + Penalty 1843.736707 = -1112603.309200 nChanged 4 SP:Iteration 73Q (2819.595750 sec): 3 clusters Score: Raw -1114448.691428 + Penalty 1843.736707 = -1112604.954721 nChanged 1 SP:Iteration 74Q (2819.654944 sec): 3 clusters Score: Raw -1114449.213448 + Penalty 1843.736707 = -1112605.476741 nChanged 3 SP:Iteration 75Q (2819.725188 sec): 3 clusters Score: Raw -1114450.076313 + Penalty 1843.736707 = -1112606.339606 nChanged 2 SP:Iteration 76Q (2819.776054 sec): 3 clusters Score: Raw -1114450.904915 + Penalty 1843.736707 = -1112607.168208 nChanged 3 SP:Iteration 77Q (2819.838668 sec): 3 clusters Score: Raw -1114451.728392 + Penalty 1843.736707 = -1112607.991685 nChanged 6 SP:Iteration 78Q (2819.900006 sec): 3 clusters Score: Raw -1114453.554744 + Penalty 1843.736707 = -1112609.818037 nChanged 2 SP:Iteration 79Q (2819.951548 sec): 3 clusters Score: Raw -1114454.259432 + Penalty 1843.736707 = -1112610.522725 nChanged 3 SP:Iteration 80F (2820.017433 sec): 3 clusters Score: Raw -1114455.678219 + Penalty 1843.736707 = -1112611.941512 nChanged 2 SP:Iteration 81Q (2820.081067 sec): 3 clusters Score: Raw -1114456.353196 + Penalty 1843.736707 = -1112612.616488 nChanged 2 SP:Iteration 82Q (2820.150498 sec): 3 clusters Score: Raw -1114456.693873 + Penalty 1843.736707 = -1112612.957165 nChanged 0 SP:Iteration 83F (2820.216815 sec): 3 clusters Score: Raw -1114456.693873 + Penalty 1843.736707 = -1112612.957165 nChanged 0 Trying to split cluster 14 (9806 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2820.250972 sec): 2 clusters Score: Raw -631393.646188 + Penalty 873.121224 = -630520.524964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2820.309604 sec): 3 clusters Score: Raw -625579.975713 + Penalty 1746.242447 = -623833.733266 nChanged 4368 SP:Iteration 1F (2820.369615 sec): 3 clusters Score: Raw -628294.551742 + Penalty 1746.242447 = -626548.309295 nChanged 680 SP:Iteration 2F (2820.415812 sec): 3 clusters Score: Raw -628722.761833 + Penalty 1746.242447 = -626976.519385 nChanged 642 SP:Iteration 3F (2820.470642 sec): 3 clusters Score: Raw -629168.276433 + Penalty 1746.242447 = -627422.033986 nChanged 623 SP:Iteration 4F (2820.537145 sec): 3 clusters Score: Raw -629588.692640 + Penalty 1746.242447 = -627842.450193 nChanged 508 SP:Iteration 5F (2820.598294 sec): 3 clusters Score: Raw -629890.945023 + Penalty 1746.242447 = -628144.702576 nChanged 432 SP:Iteration 6Q (2820.653150 sec): 3 clusters Score: Raw -630092.546768 + Penalty 1746.242447 = -628346.304321 nChanged 328 SP:Iteration 7Q (2820.702761 sec): 3 clusters Score: Raw -630226.599585 + Penalty 1746.242447 = -628480.357138 nChanged 257 SP:Iteration 8Q (2820.773586 sec): 3 clusters Score: Raw -630324.125400 + Penalty 1746.242447 = -628577.882953 nChanged 220 SP:Iteration 9Q (2820.823246 sec): 3 clusters Score: Raw -630404.986355 + Penalty 1746.242447 = -628658.743908 nChanged 208 SP:Iteration 10Q (2820.876107 sec): 3 clusters Score: Raw -630481.729526 + Penalty 1746.242447 = -628735.487079 nChanged 191 SP:Iteration 11Q (2820.931067 sec): 3 clusters Score: Raw -630560.346212 + Penalty 1746.242447 = -628814.103764 nChanged 169 SP:Iteration 12Q (2820.989451 sec): 3 clusters Score: Raw -630631.982255 + Penalty 1746.242447 = -628885.739808 nChanged 176 SP:Iteration 13Q (2821.045451 sec): 3 clusters Score: Raw -630695.483418 + Penalty 1746.242447 = -628949.240971 nChanged 158 SP:Iteration 14Q (2821.109584 sec): 3 clusters Score: Raw -630744.907797 + Penalty 1746.242447 = -628998.665350 nChanged 131 SP:Iteration 15Q (2821.168461 sec): 3 clusters Score: Raw -630784.585413 + Penalty 1746.242447 = -629038.342966 nChanged 118 SP:Iteration 16Q (2821.221443 sec): 3 clusters Score: Raw -630818.124554 + Penalty 1746.242447 = -629071.882107 nChanged 122 SP:Iteration 17Q (2821.278737 sec): 3 clusters Score: Raw -630852.109232 + Penalty 1746.242447 = -629105.866785 nChanged 109 SP:Iteration 18Q (2821.328965 sec): 3 clusters Score: Raw -630882.458634 + Penalty 1746.242447 = -629136.216187 nChanged 100 SP:Iteration 19Q (2821.384849 sec): 3 clusters Score: Raw -630910.848766 + Penalty 1746.242447 = -629164.606319 nChanged 113 SP:Iteration 20F (2821.439206 sec): 3 clusters Score: Raw -630944.129180 + Penalty 1746.242447 = -629197.886733 nChanged 115 SP:Iteration 21Q (2821.504423 sec): 3 clusters Score: Raw -630975.416183 + Penalty 1746.242447 = -629229.173736 nChanged 109 SP:Iteration 22Q (2821.563603 sec): 3 clusters Score: Raw -631008.569744 + Penalty 1746.242447 = -629262.327297 nChanged 113 SP:Iteration 23Q (2821.619134 sec): 3 clusters Score: Raw -631042.790744 + Penalty 1746.242447 = -629296.548297 nChanged 114 SP:Iteration 24Q (2821.672442 sec): 3 clusters Score: Raw -631079.159499 + Penalty 1746.242447 = -629332.917051 nChanged 109 SP:Iteration 25Q (2821.723770 sec): 3 clusters Score: Raw -631112.785903 + Penalty 1746.242447 = -629366.543456 nChanged 100 SP:Iteration 26Q (2821.785728 sec): 3 clusters Score: Raw -631136.397419 + Penalty 1746.242447 = -629390.154972 nChanged 96 SP:Iteration 27Q (2821.844524 sec): 3 clusters Score: Raw -631158.285684 + Penalty 1746.242447 = -629412.043237 nChanged 78 SP:Iteration 28Q (2821.898801 sec): 3 clusters Score: Raw -631180.075901 + Penalty 1746.242447 = -629433.833454 nChanged 96 SP:Iteration 29Q (2821.951799 sec): 3 clusters Score: Raw -631212.704212 + Penalty 1746.242447 = -629466.461765 nChanged 105 SP:Iteration 30Q (2822.006867 sec): 3 clusters Score: Raw -631249.133061 + Penalty 1746.242447 = -629502.890614 nChanged 107 SP:Iteration 31Q (2822.058221 sec): 3 clusters Score: Raw -631288.093302 + Penalty 1746.242447 = -629541.850855 nChanged 108 SP:Iteration 32Q (2822.114941 sec): 3 clusters Score: Raw -631330.650674 + Penalty 1746.242447 = -629584.408226 nChanged 83 SP:Iteration 33Q (2822.178147 sec): 3 clusters Score: Raw -631358.142005 + Penalty 1746.242447 = -629611.899558 nChanged 71 SP:Iteration 34Q (2822.237840 sec): 3 clusters Score: Raw -631376.777854 + Penalty 1746.242447 = -629630.535407 nChanged 53 SP:Iteration 35Q (2822.290621 sec): 3 clusters Score: Raw -631391.881497 + Penalty 1746.242447 = -629645.639050 nChanged 57 SP:Iteration 36Q (2822.340950 sec): 3 clusters Score: Raw -631409.358812 + Penalty 1746.242447 = -629663.116365 nChanged 62 SP:Iteration 37Q (2822.398527 sec): 3 clusters Score: Raw -631429.361304 + Penalty 1746.242447 = -629683.118857 nChanged 61 SP:Iteration 38Q (2822.455570 sec): 3 clusters Score: Raw -631450.839277 + Penalty 1746.242447 = -629704.596830 nChanged 61 SP:Iteration 39Q (2822.512179 sec): 3 clusters Score: Raw -631469.931443 + Penalty 1746.242447 = -629723.688996 nChanged 49 SP:Iteration 40F (2822.568108 sec): 3 clusters Score: Raw -631482.479754 + Penalty 1746.242447 = -629736.237307 nChanged 42 SP:Iteration 41Q (2822.612065 sec): 3 clusters Score: Raw -631493.011881 + Penalty 1746.242447 = -629746.769434 nChanged 40 SP:Iteration 42Q (2822.676387 sec): 3 clusters Score: Raw -631502.605251 + Penalty 1746.242447 = -629756.362804 nChanged 30 SP:Iteration 43Q (2822.730694 sec): 3 clusters Score: Raw -631509.741872 + Penalty 1746.242447 = -629763.499425 nChanged 23 SP:Iteration 44Q (2822.782963 sec): 3 clusters Score: Raw -631515.982229 + Penalty 1746.242447 = -629769.739781 nChanged 28 SP:Iteration 45Q (2822.841108 sec): 3 clusters Score: Raw -631524.613967 + Penalty 1746.242447 = -629778.371520 nChanged 26 SP:Iteration 46Q (2822.892531 sec): 3 clusters Score: Raw -631530.958675 + Penalty 1746.242447 = -629784.716228 nChanged 16 SP:Iteration 47Q (2822.950736 sec): 3 clusters Score: Raw -631535.525754 + Penalty 1746.242447 = -629789.283307 nChanged 16 SP:Iteration 48Q (2823.005750 sec): 3 clusters Score: Raw -631540.190497 + Penalty 1746.242447 = -629793.948049 nChanged 22 SP:Iteration 49Q (2823.042378 sec): 3 clusters Score: Raw -631545.516499 + Penalty 1746.242447 = -629799.274051 nChanged 24 SP:Iteration 50Q (2823.097434 sec): 3 clusters Score: Raw -631552.446081 + Penalty 1746.242447 = -629806.203634 nChanged 23 SP:Iteration 51Q (2823.154567 sec): 3 clusters Score: Raw -631561.075828 + Penalty 1746.242447 = -629814.833381 nChanged 27 SP:Iteration 52Q (2823.209131 sec): 3 clusters Score: Raw -631567.654724 + Penalty 1746.242447 = -629821.412277 nChanged 19 SP:Iteration 53Q (2823.268229 sec): 3 clusters Score: Raw -631572.056834 + Penalty 1746.242447 = -629825.814387 nChanged 20 SP:Iteration 54Q (2823.326311 sec): 3 clusters Score: Raw -631576.643581 + Penalty 1746.242447 = -629830.401134 nChanged 19 SP:Iteration 55Q (2823.382315 sec): 3 clusters Score: Raw -631580.941853 + Penalty 1746.242447 = -629834.699406 nChanged 13 SP:Iteration 56Q (2823.440260 sec): 3 clusters Score: Raw -631583.980010 + Penalty 1746.242447 = -629837.737563 nChanged 11 SP:Iteration 57Q (2823.498534 sec): 3 clusters Score: Raw -631586.399379 + Penalty 1746.242447 = -629840.156932 nChanged 13 SP:Iteration 58Q (2823.560233 sec): 3 clusters Score: Raw -631588.964298 + Penalty 1746.242447 = -629842.721851 nChanged 9 SP:Iteration 59Q (2823.607382 sec): 3 clusters Score: Raw -631591.939514 + Penalty 1746.242447 = -629845.697066 nChanged 14 SP:Iteration 60F (2823.659779 sec): 3 clusters Score: Raw -631597.596428 + Penalty 1746.242447 = -629851.353981 nChanged 20 SP:Iteration 61Q (2823.725554 sec): 3 clusters Score: Raw -631603.455711 + Penalty 1746.242447 = -629857.213264 nChanged 17 SP:Iteration 62Q (2823.785128 sec): 3 clusters Score: Raw -631607.014647 + Penalty 1746.242447 = -629860.772200 nChanged 8 SP:Iteration 63Q (2823.843325 sec): 3 clusters Score: Raw -631609.359233 + Penalty 1746.242447 = -629863.116785 nChanged 9 SP:Iteration 64Q (2823.893601 sec): 3 clusters Score: Raw -631613.121614 + Penalty 1746.242447 = -629866.879167 nChanged 18 SP:Iteration 65Q (2823.942089 sec): 3 clusters Score: Raw -631618.674594 + Penalty 1746.242447 = -629872.432147 nChanged 11 SP:Iteration 66Q (2824.011265 sec): 3 clusters Score: Raw -631621.549024 + Penalty 1746.242447 = -629875.306576 nChanged 11 SP:Iteration 67Q (2824.069000 sec): 3 clusters Score: Raw -631624.341074 + Penalty 1746.242447 = -629878.098627 nChanged 13 SP:Iteration 68Q (2824.122014 sec): 3 clusters Score: Raw -631628.148164 + Penalty 1746.242447 = -629881.905717 nChanged 14 SP:Iteration 69Q (2824.181445 sec): 3 clusters Score: Raw -631631.555846 + Penalty 1746.242447 = -629885.313398 nChanged 10 SP:Iteration 70Q (2824.236075 sec): 3 clusters Score: Raw -631634.329589 + Penalty 1746.242447 = -629888.087142 nChanged 12 SP:Iteration 71Q (2824.298976 sec): 3 clusters Score: Raw -631638.309427 + Penalty 1746.242447 = -629892.066979 nChanged 13 SP:Iteration 72Q (2824.337540 sec): 3 clusters Score: Raw -631642.494844 + Penalty 1746.242447 = -629896.252396 nChanged 17 SP:Iteration 73Q (2824.397363 sec): 3 clusters Score: Raw -631648.382564 + Penalty 1746.242447 = -629902.140116 nChanged 16 SP:Iteration 74Q (2824.452334 sec): 3 clusters Score: Raw -631654.525614 + Penalty 1746.242447 = -629908.283167 nChanged 17 SP:Iteration 75Q (2824.509069 sec): 3 clusters Score: Raw -631660.215347 + Penalty 1746.242447 = -629913.972900 nChanged 14 SP:Iteration 76Q (2824.556003 sec): 3 clusters Score: Raw -631664.380649 + Penalty 1746.242447 = -629918.138202 nChanged 11 SP:Iteration 77Q (2824.606786 sec): 3 clusters Score: Raw -631667.502010 + Penalty 1746.242447 = -629921.259563 nChanged 12 SP:Iteration 78Q (2824.668161 sec): 3 clusters Score: Raw -631671.843421 + Penalty 1746.242447 = -629925.600973 nChanged 13 SP:Iteration 79Q (2824.723710 sec): 3 clusters Score: Raw -631674.991976 + Penalty 1746.242447 = -629928.749529 nChanged 8 SP:Iteration 80F (2824.786316 sec): 3 clusters Score: Raw -631678.911852 + Penalty 1746.242447 = -629932.669404 nChanged 10 SP:Iteration 81Q (2824.842080 sec): 3 clusters Score: Raw -631681.351790 + Penalty 1746.242447 = -629935.109343 nChanged 6 SP:Iteration 82Q (2824.890045 sec): 3 clusters Score: Raw -631682.258304 + Penalty 1746.242447 = -629936.015857 nChanged 5 SP:Iteration 83Q (2824.952700 sec): 3 clusters Score: Raw -631683.421100 + Penalty 1746.242447 = -629937.178653 nChanged 2 SP:Iteration 84Q (2825.010767 sec): 3 clusters Score: Raw -631683.732150 + Penalty 1746.242447 = -629937.489703 nChanged 2 SP:Iteration 85Q (2825.063051 sec): 3 clusters Score: Raw -631684.245894 + Penalty 1746.242447 = -629938.003446 nChanged 1 SP:Iteration 86Q (2825.125460 sec): 3 clusters Score: Raw -631684.445243 + Penalty 1746.242447 = -629938.202795 nChanged 1 SP:Iteration 87Q (2825.170730 sec): 3 clusters Score: Raw -631684.628961 + Penalty 1746.242447 = -629938.386514 nChanged 0 SP:Iteration 88F (2825.235125 sec): 3 clusters Score: Raw -631684.628961 + Penalty 1746.242447 = -629938.386514 nChanged 0 Trying to split cluster 15 (6620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2825.259422 sec): 2 clusters Score: Raw -469428.672774 + Penalty 835.795812 = -468592.876962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2825.319842 sec): 3 clusters Score: Raw -465539.147078 + Penalty 1671.591623 = -463867.555455 nChanged 2953 SP:Iteration 1F (2825.367532 sec): 3 clusters Score: Raw -467194.066513 + Penalty 1671.591623 = -465522.474890 nChanged 470 SP:Iteration 2F (2825.432415 sec): 3 clusters Score: Raw -467454.044308 + Penalty 1671.591623 = -465782.452685 nChanged 428 SP:Iteration 3F (2825.487450 sec): 3 clusters Score: Raw -467688.679433 + Penalty 1671.591623 = -466017.087809 nChanged 412 SP:Iteration 4F (2825.532111 sec): 3 clusters Score: Raw -467935.566120 + Penalty 1671.591623 = -466263.974497 nChanged 392 SP:Iteration 5F (2825.593056 sec): 3 clusters Score: Raw -468165.893568 + Penalty 1671.591623 = -466494.301944 nChanged 345 SP:Iteration 6F (2825.641634 sec): 3 clusters Score: Raw -468352.884164 + Penalty 1671.591623 = -466681.292541 nChanged 304 SP:Iteration 7Q (2825.695887 sec): 3 clusters Score: Raw -468533.517324 + Penalty 1671.591623 = -466861.925701 nChanged 296 SP:Iteration 8Q (2825.751046 sec): 3 clusters Score: Raw -468711.255417 + Penalty 1671.591623 = -467039.663794 nChanged 273 SP:Iteration 9Q (2825.802708 sec): 3 clusters Score: Raw -468889.952748 + Penalty 1671.591623 = -467218.361125 nChanged 278 SP:Iteration 10Q (2825.842143 sec): 3 clusters Score: Raw -469087.045261 + Penalty 1671.591623 = -467415.453638 nChanged 245 SP:Iteration 11Q (2825.894146 sec): 3 clusters Score: Raw -469281.784058 + Penalty 1671.591623 = -467610.192434 nChanged 209 SP:Iteration 12Q (2825.956545 sec): 3 clusters Score: Raw -469445.969112 + Penalty 1671.591623 = -467774.377488 nChanged 172 SP:Iteration 13Q (2826.008652 sec): 3 clusters Score: Raw -469551.867976 + Penalty 1671.591623 = -467880.276353 nChanged 145 SP:Iteration 14Q (2826.062474 sec): 3 clusters Score: Raw -469633.713268 + Penalty 1671.591623 = -467962.121645 nChanged 105 SP:Iteration 15Q (2826.115628 sec): 3 clusters Score: Raw -469681.026169 + Penalty 1671.591623 = -468009.434545 nChanged 67 SP:Iteration 16Q (2826.169021 sec): 3 clusters Score: Raw -469715.783166 + Penalty 1671.591623 = -468044.191542 nChanged 67 SP:Iteration 17Q (2826.224574 sec): 3 clusters Score: Raw -469752.552589 + Penalty 1671.591623 = -468080.960966 nChanged 59 SP:Iteration 18Q (2826.269294 sec): 3 clusters Score: Raw -469783.671376 + Penalty 1671.591623 = -468112.079752 nChanged 57 SP:Iteration 19Q (2826.332929 sec): 3 clusters Score: Raw -469824.847605 + Penalty 1671.591623 = -468153.255982 nChanged 67 SP:Iteration 20F (2826.383551 sec): 3 clusters Score: Raw -469866.784545 + Penalty 1671.591623 = -468195.192922 nChanged 67 SP:Iteration 21Q (2826.436466 sec): 3 clusters Score: Raw -469902.202382 + Penalty 1671.591623 = -468230.610759 nChanged 59 SP:Iteration 22Q (2826.479420 sec): 3 clusters Score: Raw -469927.349398 + Penalty 1671.591623 = -468255.757775 nChanged 54 SP:Iteration 23Q (2826.532981 sec): 3 clusters Score: Raw -469946.397438 + Penalty 1671.591623 = -468274.805815 nChanged 33 SP:Iteration 24Q (2826.593686 sec): 3 clusters Score: Raw -469959.779508 + Penalty 1671.591623 = -468288.187885 nChanged 29 SP:Iteration 25Q (2826.645418 sec): 3 clusters Score: Raw -469968.848486 + Penalty 1671.591623 = -468297.256862 nChanged 30 SP:Iteration 26Q (2826.694284 sec): 3 clusters Score: Raw -469975.462303 + Penalty 1671.591623 = -468303.870679 nChanged 17 SP:Iteration 27Q (2826.749943 sec): 3 clusters Score: Raw -469979.430771 + Penalty 1671.591623 = -468307.839148 nChanged 14 SP:Iteration 28Q (2826.794163 sec): 3 clusters Score: Raw -469984.958619 + Penalty 1671.591623 = -468313.366995 nChanged 17 SP:Iteration 29Q (2826.853785 sec): 3 clusters Score: Raw -469987.964373 + Penalty 1671.591623 = -468316.372750 nChanged 6 SP:Iteration 30Q (2826.910936 sec): 3 clusters Score: Raw -469990.435560 + Penalty 1671.591623 = -468318.843936 nChanged 10 SP:Iteration 31Q (2826.951702 sec): 3 clusters Score: Raw -469994.211973 + Penalty 1671.591623 = -468322.620349 nChanged 13 SP:Iteration 32Q (2827.009568 sec): 3 clusters Score: Raw -469997.589315 + Penalty 1671.591623 = -468325.997691 nChanged 14 SP:Iteration 33Q (2827.050011 sec): 3 clusters Score: Raw -470001.106160 + Penalty 1671.591623 = -468329.514537 nChanged 18 SP:Iteration 34Q (2827.103526 sec): 3 clusters Score: Raw -470005.452972 + Penalty 1671.591623 = -468333.861348 nChanged 17 SP:Iteration 35Q (2827.161565 sec): 3 clusters Score: Raw -470011.093223 + Penalty 1671.591623 = -468339.501600 nChanged 16 SP:Iteration 36Q (2827.206334 sec): 3 clusters Score: Raw -470014.235366 + Penalty 1671.591623 = -468342.643743 nChanged 9 SP:Iteration 37Q (2827.271133 sec): 3 clusters Score: Raw -470016.226196 + Penalty 1671.591623 = -468344.634573 nChanged 7 SP:Iteration 38Q (2827.310963 sec): 3 clusters Score: Raw -470017.192086 + Penalty 1671.591623 = -468345.600463 nChanged 6 SP:Iteration 39Q (2827.371007 sec): 3 clusters Score: Raw -470018.502966 + Penalty 1671.591623 = -468346.911342 nChanged 12 SP:Iteration 40F (2827.421825 sec): 3 clusters Score: Raw -470020.835078 + Penalty 1671.591623 = -468349.243455 nChanged 7 SP:Iteration 41Q (2827.462993 sec): 3 clusters Score: Raw -470021.952180 + Penalty 1671.591623 = -468350.360557 nChanged 3 SP:Iteration 42Q (2827.526841 sec): 3 clusters Score: Raw -470022.421678 + Penalty 1671.591623 = -468350.830055 nChanged 1 SP:Iteration 43Q (2827.577698 sec): 3 clusters Score: Raw -470022.474411 + Penalty 1671.591623 = -468350.882787 nChanged 0 SP:Iteration 44F (2827.633412 sec): 3 clusters Score: Raw -470022.474411 + Penalty 1671.591623 = -468350.882787 nChanged 0 Trying to split cluster 16 (2673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2827.650951 sec): 2 clusters Score: Raw -204791.248773 + Penalty 749.640888 = -204041.607885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2827.711523 sec): 3 clusters Score: Raw -203442.800963 + Penalty 1499.281776 = -201943.519187 nChanged 1053 SP:Iteration 1F (2827.754541 sec): 3 clusters Score: Raw -204050.644039 + Penalty 1499.281776 = -202551.362263 nChanged 206 SP:Iteration 2F (2827.791936 sec): 3 clusters Score: Raw -204188.411321 + Penalty 1499.281776 = -202689.129545 nChanged 160 SP:Iteration 3F (2827.839233 sec): 3 clusters Score: Raw -204278.056815 + Penalty 1499.281776 = -202778.775039 nChanged 107 SP:Iteration 4Q (2827.874227 sec): 3 clusters Score: Raw -204337.893331 + Penalty 1499.281776 = -202838.611555 nChanged 90 SP:Iteration 5Q (2827.932663 sec): 3 clusters Score: Raw -204378.099030 + Penalty 1499.281776 = -202878.817254 nChanged 74 SP:Iteration 6Q (2827.971658 sec): 3 clusters Score: Raw -204407.031432 + Penalty 1499.281776 = -202907.749656 nChanged 60 SP:Iteration 7Q (2828.010880 sec): 3 clusters Score: Raw -204432.520269 + Penalty 1499.281776 = -202933.238493 nChanged 53 SP:Iteration 8Q (2828.064702 sec): 3 clusters Score: Raw -204462.027885 + Penalty 1499.281776 = -202962.746109 nChanged 62 SP:Iteration 9Q (2828.104573 sec): 3 clusters Score: Raw -204491.483921 + Penalty 1499.281776 = -202992.202145 nChanged 54 SP:Iteration 10Q (2828.152461 sec): 3 clusters Score: Raw -204516.455567 + Penalty 1499.281776 = -203017.173791 nChanged 48 SP:Iteration 11Q (2828.210268 sec): 3 clusters Score: Raw -204544.007854 + Penalty 1499.281776 = -203044.726078 nChanged 51 SP:Iteration 12Q (2828.244861 sec): 3 clusters Score: Raw -204585.459423 + Penalty 1499.281776 = -203086.177647 nChanged 72 SP:Iteration 13Q (2828.293207 sec): 3 clusters Score: Raw -204635.692822 + Penalty 1499.281776 = -203136.411045 nChanged 80 SP:Iteration 14Q (2828.339939 sec): 3 clusters Score: Raw -204686.534130 + Penalty 1499.281776 = -203187.252354 nChanged 66 SP:Iteration 15Q (2828.397877 sec): 3 clusters Score: Raw -204732.353634 + Penalty 1499.281776 = -203233.071858 nChanged 59 SP:Iteration 16Q (2828.444040 sec): 3 clusters Score: Raw -204773.854499 + Penalty 1499.281776 = -203274.572723 nChanged 54 SP:Iteration 17Q (2828.489597 sec): 3 clusters Score: Raw -204806.719535 + Penalty 1499.281776 = -203307.437759 nChanged 37 SP:Iteration 18Q (2828.529405 sec): 3 clusters Score: Raw -204832.597566 + Penalty 1499.281776 = -203333.315790 nChanged 38 SP:Iteration 19Q (2828.577726 sec): 3 clusters Score: Raw -204863.090254 + Penalty 1499.281776 = -203363.808478 nChanged 42 SP:Iteration 20F (2828.633317 sec): 3 clusters Score: Raw -204899.283991 + Penalty 1499.281776 = -203400.002215 nChanged 44 SP:Iteration 21Q (2828.677155 sec): 3 clusters Score: Raw -204942.665513 + Penalty 1499.281776 = -203443.383737 nChanged 50 SP:Iteration 22Q (2828.738382 sec): 3 clusters Score: Raw -204979.649454 + Penalty 1499.281776 = -203480.367677 nChanged 36 SP:Iteration 23Q (2828.777793 sec): 3 clusters Score: Raw -205004.737751 + Penalty 1499.281776 = -203505.455975 nChanged 36 SP:Iteration 24Q (2828.826363 sec): 3 clusters Score: Raw -205033.877715 + Penalty 1499.281776 = -203534.595939 nChanged 45 SP:Iteration 25Q (2828.876274 sec): 3 clusters Score: Raw -205073.692529 + Penalty 1499.281776 = -203574.410753 nChanged 47 SP:Iteration 26Q (2828.915966 sec): 3 clusters Score: Raw -205104.240818 + Penalty 1499.281776 = -203604.959042 nChanged 34 SP:Iteration 27Q (2828.975080 sec): 3 clusters Score: Raw -205125.806778 + Penalty 1499.281776 = -203626.525001 nChanged 24 SP:Iteration 28Q (2829.024373 sec): 3 clusters Score: Raw -205137.581842 + Penalty 1499.281776 = -203638.300066 nChanged 21 SP:Iteration 29Q (2829.060571 sec): 3 clusters Score: Raw -205148.262922 + Penalty 1499.281776 = -203648.981146 nChanged 24 SP:Iteration 30Q (2829.117407 sec): 3 clusters Score: Raw -205160.364768 + Penalty 1499.281776 = -203661.082992 nChanged 26 SP:Iteration 31Q (2829.162302 sec): 3 clusters Score: Raw -205173.442063 + Penalty 1499.281776 = -203674.160286 nChanged 21 SP:Iteration 32Q (2829.210628 sec): 3 clusters Score: Raw -205182.189851 + Penalty 1499.281776 = -203682.908075 nChanged 23 SP:Iteration 33Q (2829.261769 sec): 3 clusters Score: Raw -205190.986560 + Penalty 1499.281776 = -203691.704784 nChanged 15 SP:Iteration 34Q (2829.300631 sec): 3 clusters Score: Raw -205195.678621 + Penalty 1499.281776 = -203696.396845 nChanged 7 SP:Iteration 35Q (2829.348757 sec): 3 clusters Score: Raw -205198.266342 + Penalty 1499.281776 = -203698.984566 nChanged 4 SP:Iteration 36Q (2829.394989 sec): 3 clusters Score: Raw -205200.250906 + Penalty 1499.281776 = -203700.969130 nChanged 4 SP:Iteration 37Q (2829.441968 sec): 3 clusters Score: Raw -205201.876070 + Penalty 1499.281776 = -203702.594294 nChanged 2 SP:Iteration 38Q (2829.498508 sec): 3 clusters Score: Raw -205202.709591 + Penalty 1499.281776 = -203703.427814 nChanged 1 SP:Iteration 39Q (2829.530491 sec): 3 clusters Score: Raw -205202.835205 + Penalty 1499.281776 = -203703.553429 nChanged 2 SP:Iteration 40F (2829.580044 sec): 3 clusters Score: Raw -205203.641471 + Penalty 1499.281776 = -203704.359695 nChanged 0 Trying to split cluster 17 (931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2829.602588 sec): 2 clusters Score: Raw -59399.512185 + Penalty 649.444631 = -58750.067554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2829.656286 sec): 3 clusters Score: Raw -59036.003955 + Penalty 1298.889263 = -57737.114692 nChanged 326 SP:Iteration 1F (2829.698705 sec): 3 clusters Score: Raw -59292.411828 + Penalty 1298.889263 = -57993.522565 nChanged 91 SP:Iteration 2F (2829.738482 sec): 3 clusters Score: Raw -59388.371176 + Penalty 1298.889263 = -58089.481914 nChanged 61 SP:Iteration 3F (2829.777788 sec): 3 clusters Score: Raw -59493.389744 + Penalty 1298.889263 = -58194.500481 nChanged 61 SP:Iteration 4F (2829.825540 sec): 3 clusters Score: Raw -59577.441376 + Penalty 1298.889263 = -58278.552114 nChanged 38 SP:Iteration 5Q (2829.871987 sec): 3 clusters Score: Raw -59614.580801 + Penalty 1298.889263 = -58315.691539 nChanged 21 SP:Iteration 6Q (2829.929963 sec): 3 clusters Score: Raw -59632.229835 + Penalty 1298.889263 = -58333.340573 nChanged 15 SP:Iteration 7Q (2829.977985 sec): 3 clusters Score: Raw -59647.779831 + Penalty 1298.889263 = -58348.890568 nChanged 10 SP:Iteration 8Q (2830.013373 sec): 3 clusters Score: Raw -59657.238776 + Penalty 1298.889263 = -58358.349513 nChanged 10 SP:Iteration 9Q (2830.053758 sec): 3 clusters Score: Raw -59668.555173 + Penalty 1298.889263 = -58369.665911 nChanged 7 SP:Iteration 10Q (2830.106944 sec): 3 clusters Score: Raw -59674.670301 + Penalty 1298.889263 = -58375.781039 nChanged 4 SP:Iteration 11Q (2830.153656 sec): 3 clusters Score: Raw -59679.757240 + Penalty 1298.889263 = -58380.867977 nChanged 2 SP:Iteration 12Q (2830.188830 sec): 3 clusters Score: Raw -59680.813179 + Penalty 1298.889263 = -58381.923916 nChanged 1 SP:Iteration 13Q (2830.237750 sec): 3 clusters Score: Raw -59681.349250 + Penalty 1298.889263 = -58382.459987 nChanged 1 SP:Iteration 14Q (2830.272215 sec): 3 clusters Score: Raw -59681.832520 + Penalty 1298.889263 = -58382.943258 nChanged 0 SP:Iteration 15F (2830.324512 sec): 3 clusters Score: Raw -59681.832520 + Penalty 1298.889263 = -58382.943258 nChanged 0 Trying to split cluster 18 (5605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2830.354193 sec): 2 clusters Score: Raw -343561.807490 + Penalty 819.984362 = -342741.823128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2830.412427 sec): 3 clusters Score: Raw -340420.095230 + Penalty 1639.968724 = -338780.126506 nChanged 2400 SP:Iteration 1F (2830.462901 sec): 3 clusters Score: Raw -341860.362804 + Penalty 1639.968724 = -340220.394080 nChanged 409 SP:Iteration 2F (2830.508551 sec): 3 clusters Score: Raw -342111.979094 + Penalty 1639.968724 = -340472.010371 nChanged 383 SP:Iteration 3F (2830.569631 sec): 3 clusters Score: Raw -342356.748495 + Penalty 1639.968724 = -340716.779771 nChanged 307 SP:Iteration 4F (2830.616667 sec): 3 clusters Score: Raw -342534.283426 + Penalty 1639.968724 = -340894.314702 nChanged 286 SP:Iteration 5F (2830.665743 sec): 3 clusters Score: Raw -342704.064827 + Penalty 1639.968724 = -341064.096103 nChanged 222 SP:Iteration 6Q (2830.718644 sec): 3 clusters Score: Raw -342797.589217 + Penalty 1639.968724 = -341157.620493 nChanged 137 SP:Iteration 7Q (2830.760716 sec): 3 clusters Score: Raw -342852.168419 + Penalty 1639.968724 = -341212.199695 nChanged 123 SP:Iteration 8Q (2830.825071 sec): 3 clusters Score: Raw -342900.927219 + Penalty 1639.968724 = -341260.958495 nChanged 116 SP:Iteration 9Q (2830.867882 sec): 3 clusters Score: Raw -342942.512970 + Penalty 1639.968724 = -341302.544246 nChanged 114 SP:Iteration 10Q (2830.930258 sec): 3 clusters Score: Raw -342981.265504 + Penalty 1639.968724 = -341341.296780 nChanged 82 SP:Iteration 11Q (2830.980592 sec): 3 clusters Score: Raw -343003.395530 + Penalty 1639.968724 = -341363.426806 nChanged 54 SP:Iteration 12Q (2831.038151 sec): 3 clusters Score: Raw -343018.963128 + Penalty 1639.968724 = -341378.994404 nChanged 65 SP:Iteration 13Q (2831.094849 sec): 3 clusters Score: Raw -343035.787599 + Penalty 1639.968724 = -341395.818875 nChanged 54 SP:Iteration 14Q (2831.148583 sec): 3 clusters Score: Raw -343051.377856 + Penalty 1639.968724 = -341411.409132 nChanged 51 SP:Iteration 15Q (2831.191896 sec): 3 clusters Score: Raw -343066.474000 + Penalty 1639.968724 = -341426.505276 nChanged 52 SP:Iteration 16Q (2831.258266 sec): 3 clusters Score: Raw -343081.639575 + Penalty 1639.968724 = -341441.670851 nChanged 49 SP:Iteration 17Q (2831.310124 sec): 3 clusters Score: Raw -343095.880885 + Penalty 1639.968724 = -341455.912161 nChanged 59 SP:Iteration 18Q (2831.353985 sec): 3 clusters Score: Raw -343115.470428 + Penalty 1639.968724 = -341475.501704 nChanged 71 SP:Iteration 19Q (2831.402835 sec): 3 clusters Score: Raw -343139.389264 + Penalty 1639.968724 = -341499.420540 nChanged 71 SP:Iteration 20F (2831.451287 sec): 3 clusters Score: Raw -343162.867437 + Penalty 1639.968724 = -341522.898713 nChanged 67 SP:Iteration 21Q (2831.500205 sec): 3 clusters Score: Raw -343186.198670 + Penalty 1639.968724 = -341546.229946 nChanged 70 SP:Iteration 22Q (2831.550115 sec): 3 clusters Score: Raw -343206.266530 + Penalty 1639.968724 = -341566.297806 nChanged 51 SP:Iteration 23Q (2831.608481 sec): 3 clusters Score: Raw -343221.230498 + Penalty 1639.968724 = -341581.261775 nChanged 65 SP:Iteration 24Q (2831.650661 sec): 3 clusters Score: Raw -343242.139188 + Penalty 1639.968724 = -341602.170465 nChanged 63 SP:Iteration 25Q (2831.702222 sec): 3 clusters Score: Raw -343266.848448 + Penalty 1639.968724 = -341626.879725 nChanged 65 SP:Iteration 26Q (2831.748844 sec): 3 clusters Score: Raw -343290.470804 + Penalty 1639.968724 = -341650.502081 nChanged 70 SP:Iteration 27Q (2831.791865 sec): 3 clusters Score: Raw -343316.252827 + Penalty 1639.968724 = -341676.284103 nChanged 68 SP:Iteration 28Q (2831.844364 sec): 3 clusters Score: Raw -343341.457065 + Penalty 1639.968724 = -341701.488342 nChanged 68 SP:Iteration 29Q (2831.884757 sec): 3 clusters Score: Raw -343368.262780 + Penalty 1639.968724 = -341728.294057 nChanged 72 SP:Iteration 30Q (2831.946606 sec): 3 clusters Score: Raw -343394.394592 + Penalty 1639.968724 = -341754.425868 nChanged 72 SP:Iteration 31Q (2831.992843 sec): 3 clusters Score: Raw -343422.958575 + Penalty 1639.968724 = -341782.989852 nChanged 71 SP:Iteration 32Q (2832.057796 sec): 3 clusters Score: Raw -343453.317387 + Penalty 1639.968724 = -341813.348663 nChanged 61 SP:Iteration 33Q (2832.110516 sec): 3 clusters Score: Raw -343478.147179 + Penalty 1639.968724 = -341838.178455 nChanged 73 SP:Iteration 34Q (2832.161953 sec): 3 clusters Score: Raw -343513.222757 + Penalty 1639.968724 = -341873.254033 nChanged 67 SP:Iteration 35Q (2832.210678 sec): 3 clusters Score: Raw -343545.773125 + Penalty 1639.968724 = -341905.804402 nChanged 62 SP:Iteration 36Q (2832.254359 sec): 3 clusters Score: Raw -343574.667792 + Penalty 1639.968724 = -341934.699069 nChanged 60 SP:Iteration 37Q (2832.316211 sec): 3 clusters Score: Raw -343598.652953 + Penalty 1639.968724 = -341958.684229 nChanged 55 SP:Iteration 38Q (2832.356534 sec): 3 clusters Score: Raw -343612.960368 + Penalty 1639.968724 = -341972.991644 nChanged 38 SP:Iteration 39Q (2832.400540 sec): 3 clusters Score: Raw -343621.514921 + Penalty 1639.968724 = -341981.546197 nChanged 33 SP:Iteration 40F (2832.460680 sec): 3 clusters Score: Raw -343629.934990 + Penalty 1639.968724 = -341989.966266 nChanged 32 SP:Iteration 41Q (2832.506264 sec): 3 clusters Score: Raw -343642.044620 + Penalty 1639.968724 = -342002.075897 nChanged 44 SP:Iteration 42Q (2832.560300 sec): 3 clusters Score: Raw -343663.521227 + Penalty 1639.968724 = -342023.552504 nChanged 42 SP:Iteration 43Q (2832.602077 sec): 3 clusters Score: Raw -343678.382674 + Penalty 1639.968724 = -342038.413950 nChanged 38 SP:Iteration 44Q (2832.653272 sec): 3 clusters Score: Raw -343693.242834 + Penalty 1639.968724 = -342053.274111 nChanged 40 SP:Iteration 45Q (2832.704469 sec): 3 clusters Score: Raw -343711.537187 + Penalty 1639.968724 = -342071.568463 nChanged 48 SP:Iteration 46Q (2832.753367 sec): 3 clusters Score: Raw -343729.171985 + Penalty 1639.968724 = -342089.203262 nChanged 46 SP:Iteration 47Q (2832.818484 sec): 3 clusters Score: Raw -343743.114791 + Penalty 1639.968724 = -342103.146067 nChanged 29 SP:Iteration 48Q (2832.872615 sec): 3 clusters Score: Raw -343750.970654 + Penalty 1639.968724 = -342111.001930 nChanged 30 SP:Iteration 49Q (2832.922929 sec): 3 clusters Score: Raw -343759.311933 + Penalty 1639.968724 = -342119.343210 nChanged 22 SP:Iteration 50Q (2832.967459 sec): 3 clusters Score: Raw -343764.979869 + Penalty 1639.968724 = -342125.011145 nChanged 16 SP:Iteration 51Q (2833.027413 sec): 3 clusters Score: Raw -343769.318648 + Penalty 1639.968724 = -342129.349924 nChanged 17 SP:Iteration 52Q (2833.079216 sec): 3 clusters Score: Raw -343773.302868 + Penalty 1639.968724 = -342133.334144 nChanged 15 SP:Iteration 53Q (2833.130597 sec): 3 clusters Score: Raw -343777.013797 + Penalty 1639.968724 = -342137.045073 nChanged 16 SP:Iteration 54Q (2833.175871 sec): 3 clusters Score: Raw -343780.195642 + Penalty 1639.968724 = -342140.226918 nChanged 11 SP:Iteration 55Q (2833.227646 sec): 3 clusters Score: Raw -343782.429570 + Penalty 1639.968724 = -342142.460846 nChanged 8 SP:Iteration 56Q (2833.265714 sec): 3 clusters Score: Raw -343783.712534 + Penalty 1639.968724 = -342143.743811 nChanged 4 SP:Iteration 57Q (2833.317529 sec): 3 clusters Score: Raw -343784.435226 + Penalty 1639.968724 = -342144.466503 nChanged 4 SP:Iteration 58Q (2833.365464 sec): 3 clusters Score: Raw -343784.857801 + Penalty 1639.968724 = -342144.889078 nChanged 3 SP:Iteration 59Q (2833.413446 sec): 3 clusters Score: Raw -343785.405698 + Penalty 1639.968724 = -342145.436974 nChanged 6 SP:Iteration 60F (2833.469837 sec): 3 clusters Score: Raw -343786.884410 + Penalty 1639.968724 = -342146.915686 nChanged 7 SP:Iteration 61Q (2833.514999 sec): 3 clusters Score: Raw -343788.139891 + Penalty 1639.968724 = -342148.171167 nChanged 2 SP:Iteration 62Q (2833.554473 sec): 3 clusters Score: Raw -343788.654740 + Penalty 1639.968724 = -342148.686016 nChanged 7 SP:Iteration 63Q (2833.605905 sec): 3 clusters Score: Raw -343790.615685 + Penalty 1639.968724 = -342150.646961 nChanged 6 SP:Iteration 64Q (2833.648231 sec): 3 clusters Score: Raw -343792.328955 + Penalty 1639.968724 = -342152.360232 nChanged 7 SP:Iteration 65Q (2833.690708 sec): 3 clusters Score: Raw -343793.935401 + Penalty 1639.968724 = -342153.966677 nChanged 3 SP:Iteration 66Q (2833.738321 sec): 3 clusters Score: Raw -343794.373707 + Penalty 1639.968724 = -342154.404983 nChanged 1 SP:Iteration 67Q (2833.785687 sec): 3 clusters Score: Raw -343794.588023 + Penalty 1639.968724 = -342154.619299 nChanged 1 SP:Iteration 68Q (2833.825519 sec): 3 clusters Score: Raw -343794.639045 + Penalty 1639.968724 = -342154.670322 nChanged 0 SP:Iteration 69F (2833.878414 sec): 3 clusters Score: Raw -343794.639045 + Penalty 1639.968724 = -342154.670322 nChanged 0 Trying to split cluster 19 (70633 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2833.976038 sec): 2 clusters Score: Raw -5252171.962748 + Penalty 1060.699010 = -5251111.263738 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2834.109741 sec): 3 clusters Score: Raw -5205998.738894 + Penalty 2121.398020 = -5203877.340874 nChanged 33999 SP:Iteration 1F (2834.239515 sec): 3 clusters Score: Raw -5226808.305055 + Penalty 2121.398020 = -5224686.907035 nChanged 3244 SP:Iteration 2Q (2834.379724 sec): 3 clusters Score: Raw -5228038.628999 + Penalty 2121.398020 = -5225917.230979 nChanged 3550 SP:Iteration 3F (2834.510386 sec): 3 clusters Score: Raw -5229663.817915 + Penalty 2121.398020 = -5227542.419895 nChanged 3954 SP:Iteration 4F (2834.653425 sec): 3 clusters Score: Raw -5231860.755203 + Penalty 2121.398020 = -5229739.357183 nChanged 4157 SP:Iteration 5F (2834.778084 sec): 3 clusters Score: Raw -5234682.393052 + Penalty 2121.398020 = -5232560.995032 nChanged 4184 SP:Iteration 6F (2834.914407 sec): 3 clusters Score: Raw -5237972.072181 + Penalty 2121.398020 = -5235850.674161 nChanged 3819 SP:Iteration 7F (2835.047041 sec): 3 clusters Score: Raw -5241111.654712 + Penalty 2121.398020 = -5238990.256692 nChanged 3228 SP:Iteration 8Q (2835.177084 sec): 3 clusters Score: Raw -5243547.810122 + Penalty 2121.398020 = -5241426.412102 nChanged 2523 SP:Iteration 9Q (2835.319687 sec): 3 clusters Score: Raw -5244983.612405 + Penalty 2121.398020 = -5242862.214385 nChanged 1754 SP:Iteration 10Q (2835.446556 sec): 3 clusters Score: Raw -5245834.886935 + Penalty 2121.398020 = -5243713.488915 nChanged 1395 SP:Iteration 11Q (2835.580490 sec): 3 clusters Score: Raw -5246463.388038 + Penalty 2121.398020 = -5244341.990018 nChanged 1227 SP:Iteration 12Q (2835.719959 sec): 3 clusters Score: Raw -5247014.115006 + Penalty 2121.398020 = -5244892.716986 nChanged 1191 SP:Iteration 13Q (2835.845183 sec): 3 clusters Score: Raw -5247561.299154 + Penalty 2121.398020 = -5245439.901134 nChanged 1155 SP:Iteration 14Q (2835.971661 sec): 3 clusters Score: Raw -5248132.906828 + Penalty 2121.398020 = -5246011.508808 nChanged 1107 SP:Iteration 15Q (2836.106078 sec): 3 clusters Score: Raw -5248705.481987 + Penalty 2121.398020 = -5246584.083967 nChanged 1080 SP:Iteration 16Q (2836.242764 sec): 3 clusters Score: Raw -5249271.530992 + Penalty 2121.398020 = -5247150.132972 nChanged 1044 SP:Iteration 17Q (2836.368072 sec): 3 clusters Score: Raw -5249858.619688 + Penalty 2121.398020 = -5247737.221668 nChanged 1012 SP:Iteration 18Q (2836.496159 sec): 3 clusters Score: Raw -5250425.193582 + Penalty 2121.398020 = -5248303.795562 nChanged 870 SP:Iteration 19Q (2836.623646 sec): 3 clusters Score: Raw -5250906.334520 + Penalty 2121.398020 = -5248784.936500 nChanged 701 SP:Iteration 20F (2836.758842 sec): 3 clusters Score: Raw -5251273.404653 + Penalty 2121.398020 = -5249152.006633 nChanged 581 SP:Iteration 21Q (2836.872291 sec): 3 clusters Score: Raw -5251553.990418 + Penalty 2121.398020 = -5249432.592398 nChanged 461 SP:Iteration 22Q (2836.988325 sec): 3 clusters Score: Raw -5251769.703718 + Penalty 2121.398020 = -5249648.305698 nChanged 355 SP:Iteration 23Q (2837.124737 sec): 3 clusters Score: Raw -5251941.164114 + Penalty 2121.398020 = -5249819.766095 nChanged 281 SP:Iteration 24Q (2837.245151 sec): 3 clusters Score: Raw -5252066.395040 + Penalty 2121.398020 = -5249944.997021 nChanged 218 SP:Iteration 25Q (2837.377398 sec): 3 clusters Score: Raw -5252155.067703 + Penalty 2121.398020 = -5250033.669683 nChanged 166 SP:Iteration 26Q (2837.507729 sec): 3 clusters Score: Raw -5252218.821618 + Penalty 2121.398020 = -5250097.423598 nChanged 142 SP:Iteration 27Q (2837.645250 sec): 3 clusters Score: Raw -5252276.163972 + Penalty 2121.398020 = -5250154.765952 nChanged 118 SP:Iteration 28Q (2837.764814 sec): 3 clusters Score: Raw -5252321.687090 + Penalty 2121.398020 = -5250200.289070 nChanged 103 SP:Iteration 29Q (2837.875764 sec): 3 clusters Score: Raw -5252366.881777 + Penalty 2121.398020 = -5250245.483757 nChanged 96 SP:Iteration 30Q (2837.999551 sec): 3 clusters Score: Raw -5252402.373534 + Penalty 2121.398020 = -5250280.975514 nChanged 61 SP:Iteration 31Q (2838.124297 sec): 3 clusters Score: Raw -5252420.163018 + Penalty 2121.398020 = -5250298.764998 nChanged 46 SP:Iteration 32Q (2838.249717 sec): 3 clusters Score: Raw -5252433.385388 + Penalty 2121.398020 = -5250311.987368 nChanged 37 SP:Iteration 33Q (2838.380067 sec): 3 clusters Score: Raw -5252444.262243 + Penalty 2121.398020 = -5250322.864223 nChanged 38 SP:Iteration 34Q (2838.506776 sec): 3 clusters Score: Raw -5252457.316744 + Penalty 2121.398020 = -5250335.918724 nChanged 42 SP:Iteration 35Q (2838.632475 sec): 3 clusters Score: Raw -5252468.577382 + Penalty 2121.398020 = -5250347.179362 nChanged 37 SP:Iteration 36Q (2838.750727 sec): 3 clusters Score: Raw -5252478.665474 + Penalty 2121.398020 = -5250357.267454 nChanged 26 SP:Iteration 37Q (2838.877634 sec): 3 clusters Score: Raw -5252486.234475 + Penalty 2121.398020 = -5250364.836455 nChanged 25 SP:Iteration 38Q (2838.999653 sec): 3 clusters Score: Raw -5252493.072196 + Penalty 2121.398020 = -5250371.674176 nChanged 21 SP:Iteration 39Q (2839.116439 sec): 3 clusters Score: Raw -5252499.574890 + Penalty 2121.398020 = -5250378.176870 nChanged 22 SP:Iteration 40F (2839.248176 sec): 3 clusters Score: Raw -5252504.955165 + Penalty 2121.398020 = -5250383.557145 nChanged 18 SP:Iteration 41Q (2839.364089 sec): 3 clusters Score: Raw -5252508.326833 + Penalty 2121.398020 = -5250386.928813 nChanged 6 SP:Iteration 42Q (2839.479508 sec): 3 clusters Score: Raw -5252509.471859 + Penalty 2121.398020 = -5250388.073839 nChanged 9 SP:Iteration 43Q (2839.600693 sec): 3 clusters Score: Raw -5252511.048200 + Penalty 2121.398020 = -5250389.650180 nChanged 7 SP:Iteration 44Q (2839.719063 sec): 3 clusters Score: Raw -5252512.770855 + Penalty 2121.398020 = -5250391.372835 nChanged 10 SP:Iteration 45Q (2839.842576 sec): 3 clusters Score: Raw -5252515.494073 + Penalty 2121.398020 = -5250394.096053 nChanged 7 SP:Iteration 46Q (2839.964116 sec): 3 clusters Score: Raw -5252517.042197 + Penalty 2121.398020 = -5250395.644177 nChanged 9 SP:Iteration 47Q (2840.079526 sec): 3 clusters Score: Raw -5252519.172780 + Penalty 2121.398020 = -5250397.774760 nChanged 6 SP:Iteration 48Q (2840.205726 sec): 3 clusters Score: Raw -5252520.402200 + Penalty 2121.398020 = -5250399.004180 nChanged 7 SP:Iteration 49Q (2840.327903 sec): 3 clusters Score: Raw -5252521.442805 + Penalty 2121.398020 = -5250400.044786 nChanged 3 SP:Iteration 50Q (2840.454974 sec): 3 clusters Score: Raw -5252522.135719 + Penalty 2121.398020 = -5250400.737699 nChanged 2 SP:Iteration 51Q (2840.579056 sec): 3 clusters Score: Raw -5252522.374244 + Penalty 2121.398020 = -5250400.976224 nChanged 1 SP:Iteration 52Q (2840.704860 sec): 3 clusters Score: Raw -5252522.535479 + Penalty 2121.398020 = -5250401.137459 nChanged 1 SP:Iteration 53Q (2840.819814 sec): 3 clusters Score: Raw -5252522.725992 + Penalty 2121.398020 = -5250401.327972 nChanged 0 SP:Iteration 54F (2840.947310 sec): 3 clusters Score: Raw -5252522.725992 + Penalty 2121.398020 = -5250401.327972 nChanged 0 Trying to split cluster 20 (1770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2840.984266 sec): 2 clusters Score: Raw -98866.977039 + Penalty 710.479808 = -98156.497231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.032774 sec): 3 clusters Score: Raw -98010.376851 + Penalty 1420.959617 = -96589.417234 nChanged 700 SP:Iteration 1F (2841.063178 sec): 3 clusters Score: Raw -98508.420821 + Penalty 1420.959617 = -97087.461204 nChanged 188 SP:Iteration 2F (2841.101479 sec): 3 clusters Score: Raw -98723.045498 + Penalty 1420.959617 = -97302.085882 nChanged 148 SP:Iteration 3F (2841.161534 sec): 3 clusters Score: Raw -98884.810674 + Penalty 1420.959617 = -97463.851057 nChanged 122 SP:Iteration 4F (2841.209587 sec): 3 clusters Score: Raw -98999.461999 + Penalty 1420.959617 = -97578.502382 nChanged 105 SP:Iteration 5F (2841.254606 sec): 3 clusters Score: Raw -99077.073603 + Penalty 1420.959617 = -97656.113986 nChanged 58 SP:Iteration 6Q (2841.294366 sec): 3 clusters Score: Raw -99109.543201 + Penalty 1420.959617 = -97688.583584 nChanged 37 SP:Iteration 7Q (2841.350114 sec): 3 clusters Score: Raw -99131.145910 + Penalty 1420.959617 = -97710.186293 nChanged 21 SP:Iteration 8Q (2841.394751 sec): 3 clusters Score: Raw -99141.380097 + Penalty 1420.959617 = -97720.420480 nChanged 13 SP:Iteration 9Q (2841.429650 sec): 3 clusters Score: Raw -99146.445439 + Penalty 1420.959617 = -97725.485822 nChanged 11 SP:Iteration 10Q (2841.474235 sec): 3 clusters Score: Raw -99151.359916 + Penalty 1420.959617 = -97730.400299 nChanged 9 SP:Iteration 11Q (2841.519289 sec): 3 clusters Score: Raw -99155.924182 + Penalty 1420.959617 = -97734.964565 nChanged 8 SP:Iteration 12Q (2841.568774 sec): 3 clusters Score: Raw -99160.615470 + Penalty 1420.959617 = -97739.655853 nChanged 8 SP:Iteration 13Q (2841.616332 sec): 3 clusters Score: Raw -99163.352016 + Penalty 1420.959617 = -97742.392399 nChanged 6 SP:Iteration 14Q (2841.665151 sec): 3 clusters Score: Raw -99164.855362 + Penalty 1420.959617 = -97743.895745 nChanged 3 SP:Iteration 15Q (2841.696425 sec): 3 clusters Score: Raw -99165.470088 + Penalty 1420.959617 = -97744.510471 nChanged 1 SP:Iteration 16Q (2841.739255 sec): 3 clusters Score: Raw -99165.626375 + Penalty 1420.959617 = -97744.666758 nChanged 0 SP:Iteration 17F (2841.793414 sec): 3 clusters Score: Raw -99165.626375 + Penalty 1420.959617 = -97744.666758 nChanged 0 Trying to split cluster 21 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2841.816961 sec): 2 clusters Score: Raw -386769.990710 + Penalty 812.217736 = -385957.772974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2841.860823 sec): 3 clusters Score: Raw -383875.067779 + Penalty 1624.435472 = -382250.632306 nChanged 2233 SP:Iteration 1F (2841.923668 sec): 3 clusters Score: Raw -385127.423725 + Penalty 1624.435472 = -383502.988253 nChanged 354 SP:Iteration 2F (2841.972860 sec): 3 clusters Score: Raw -385325.050005 + Penalty 1624.435472 = -383700.614533 nChanged 298 SP:Iteration 3F (2842.029781 sec): 3 clusters Score: Raw -385469.967414 + Penalty 1624.435472 = -383845.531942 nChanged 234 SP:Iteration 4Q (2842.080282 sec): 3 clusters Score: Raw -385599.377012 + Penalty 1624.435472 = -383974.941540 nChanged 230 SP:Iteration 5Q (2842.118386 sec): 3 clusters Score: Raw -385725.876330 + Penalty 1624.435472 = -384101.440858 nChanged 244 SP:Iteration 6Q (2842.166224 sec): 3 clusters Score: Raw -385872.288889 + Penalty 1624.435472 = -384247.853417 nChanged 236 SP:Iteration 7Q (2842.214212 sec): 3 clusters Score: Raw -386019.786697 + Penalty 1624.435472 = -384395.351224 nChanged 229 SP:Iteration 8Q (2842.271747 sec): 3 clusters Score: Raw -386183.236082 + Penalty 1624.435472 = -384558.800610 nChanged 208 SP:Iteration 9Q (2842.320902 sec): 3 clusters Score: Raw -386319.590107 + Penalty 1624.435472 = -384695.154635 nChanged 180 SP:Iteration 10Q (2842.363763 sec): 3 clusters Score: Raw -386434.644827 + Penalty 1624.435472 = -384810.209354 nChanged 127 SP:Iteration 11Q (2842.413039 sec): 3 clusters Score: Raw -386508.404490 + Penalty 1624.435472 = -384883.969017 nChanged 122 SP:Iteration 12Q (2842.457427 sec): 3 clusters Score: Raw -386595.075634 + Penalty 1624.435472 = -384970.640161 nChanged 113 SP:Iteration 13Q (2842.507312 sec): 3 clusters Score: Raw -386669.234819 + Penalty 1624.435472 = -385044.799347 nChanged 85 SP:Iteration 14Q (2842.565714 sec): 3 clusters Score: Raw -386717.118339 + Penalty 1624.435472 = -385092.682866 nChanged 66 SP:Iteration 15Q (2842.607330 sec): 3 clusters Score: Raw -386753.945393 + Penalty 1624.435472 = -385129.509921 nChanged 55 SP:Iteration 16Q (2842.663907 sec): 3 clusters Score: Raw -386777.683133 + Penalty 1624.435472 = -385153.247661 nChanged 50 SP:Iteration 17Q (2842.702843 sec): 3 clusters Score: Raw -386797.020442 + Penalty 1624.435472 = -385172.584969 nChanged 38 SP:Iteration 18Q (2842.759882 sec): 3 clusters Score: Raw -386810.402119 + Penalty 1624.435472 = -385185.966647 nChanged 33 SP:Iteration 19Q (2842.799662 sec): 3 clusters Score: Raw -386821.185670 + Penalty 1624.435472 = -385196.750197 nChanged 34 SP:Iteration 20F (2842.842809 sec): 3 clusters Score: Raw -386832.302207 + Penalty 1624.435472 = -385207.866735 nChanged 30 SP:Iteration 21Q (2842.896821 sec): 3 clusters Score: Raw -386846.992671 + Penalty 1624.435472 = -385222.557198 nChanged 27 SP:Iteration 22Q (2842.950308 sec): 3 clusters Score: Raw -386858.874186 + Penalty 1624.435472 = -385234.438714 nChanged 27 SP:Iteration 23Q (2843.005786 sec): 3 clusters Score: Raw -386868.072834 + Penalty 1624.435472 = -385243.637362 nChanged 26 SP:Iteration 24Q (2843.054864 sec): 3 clusters Score: Raw -386877.459751 + Penalty 1624.435472 = -385253.024278 nChanged 21 SP:Iteration 25Q (2843.098508 sec): 3 clusters Score: Raw -386883.523540 + Penalty 1624.435472 = -385259.088068 nChanged 21 SP:Iteration 26Q (2843.158798 sec): 3 clusters Score: Raw -386894.666420 + Penalty 1624.435472 = -385270.230948 nChanged 19 SP:Iteration 27Q (2843.211018 sec): 3 clusters Score: Raw -386901.643658 + Penalty 1624.435472 = -385277.208186 nChanged 13 SP:Iteration 28Q (2843.264590 sec): 3 clusters Score: Raw -386905.118888 + Penalty 1624.435472 = -385280.683416 nChanged 11 SP:Iteration 29Q (2843.305451 sec): 3 clusters Score: Raw -386909.241662 + Penalty 1624.435472 = -385284.806190 nChanged 8 SP:Iteration 30Q (2843.354100 sec): 3 clusters Score: Raw -386911.988796 + Penalty 1624.435472 = -385287.553324 nChanged 8 SP:Iteration 31Q (2843.411963 sec): 3 clusters Score: Raw -386914.603511 + Penalty 1624.435472 = -385290.168039 nChanged 9 SP:Iteration 32Q (2843.460922 sec): 3 clusters Score: Raw -386917.280441 + Penalty 1624.435472 = -385292.844968 nChanged 8 SP:Iteration 33Q (2843.503606 sec): 3 clusters Score: Raw -386919.728682 + Penalty 1624.435472 = -385295.293209 nChanged 3 SP:Iteration 34Q (2843.541234 sec): 3 clusters Score: Raw -386921.372705 + Penalty 1624.435472 = -385296.937233 nChanged 5 SP:Iteration 35Q (2843.596521 sec): 3 clusters Score: Raw -386922.440385 + Penalty 1624.435472 = -385298.004912 nChanged 2 SP:Iteration 36Q (2843.642041 sec): 3 clusters Score: Raw -386922.730530 + Penalty 1624.435472 = -385298.295057 nChanged 2 SP:Iteration 37Q (2843.703693 sec): 3 clusters Score: Raw -386922.945868 + Penalty 1624.435472 = -385298.510396 nChanged 1 SP:Iteration 38Q (2843.756037 sec): 3 clusters Score: Raw -386923.042375 + Penalty 1624.435472 = -385298.606902 nChanged 0 SP:Iteration 39F (2843.794501 sec): 3 clusters Score: Raw -386923.042375 + Penalty 1624.435472 = -385298.606902 nChanged 0 Trying to split cluster 22 (2689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2843.819852 sec): 2 clusters Score: Raw -176586.684470 + Penalty 750.207842 = -175836.476628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2843.865665 sec): 3 clusters Score: Raw -175269.929592 + Penalty 1500.415685 = -173769.513907 nChanged 1098 SP:Iteration 1F (2843.925886 sec): 3 clusters Score: Raw -175897.658056 + Penalty 1500.415685 = -174397.242371 nChanged 218 SP:Iteration 2F (2843.961348 sec): 3 clusters Score: Raw -176029.654324 + Penalty 1500.415685 = -174529.238639 nChanged 149 SP:Iteration 3F (2844.009693 sec): 3 clusters Score: Raw -176120.945788 + Penalty 1500.415685 = -174620.530104 nChanged 124 SP:Iteration 4Q (2844.050835 sec): 3 clusters Score: Raw -176204.381796 + Penalty 1500.415685 = -174703.966111 nChanged 127 SP:Iteration 5Q (2844.105297 sec): 3 clusters Score: Raw -176296.452434 + Penalty 1500.415685 = -174796.036749 nChanged 128 SP:Iteration 6Q (2844.159138 sec): 3 clusters Score: Raw -176395.858959 + Penalty 1500.415685 = -174895.443274 nChanged 114 SP:Iteration 7Q (2844.198308 sec): 3 clusters Score: Raw -176465.828700 + Penalty 1500.415685 = -174965.413015 nChanged 97 SP:Iteration 8Q (2844.240261 sec): 3 clusters Score: Raw -176518.204623 + Penalty 1500.415685 = -175017.788938 nChanged 74 SP:Iteration 9Q (2844.282546 sec): 3 clusters Score: Raw -176562.700790 + Penalty 1500.415685 = -175062.285105 nChanged 56 SP:Iteration 10Q (2844.328549 sec): 3 clusters Score: Raw -176596.304354 + Penalty 1500.415685 = -175095.888670 nChanged 51 SP:Iteration 11Q (2844.379052 sec): 3 clusters Score: Raw -176618.502299 + Penalty 1500.415685 = -175118.086614 nChanged 23 SP:Iteration 12Q (2844.432520 sec): 3 clusters Score: Raw -176628.695121 + Penalty 1500.415685 = -175128.279436 nChanged 27 SP:Iteration 13Q (2844.483644 sec): 3 clusters Score: Raw -176640.796642 + Penalty 1500.415685 = -175140.380957 nChanged 24 SP:Iteration 14Q (2844.529641 sec): 3 clusters Score: Raw -176653.443554 + Penalty 1500.415685 = -175153.027869 nChanged 23 SP:Iteration 15Q (2844.580288 sec): 3 clusters Score: Raw -176664.344182 + Penalty 1500.415685 = -175163.928497 nChanged 17 SP:Iteration 16Q (2844.632296 sec): 3 clusters Score: Raw -176671.338547 + Penalty 1500.415685 = -175170.922862 nChanged 9 SP:Iteration 17Q (2844.683011 sec): 3 clusters Score: Raw -176674.717596 + Penalty 1500.415685 = -175174.301911 nChanged 7 SP:Iteration 18Q (2844.734263 sec): 3 clusters Score: Raw -176676.961332 + Penalty 1500.415685 = -175176.545648 nChanged 3 SP:Iteration 19Q (2844.783228 sec): 3 clusters Score: Raw -176678.512359 + Penalty 1500.415685 = -175178.096674 nChanged 3 SP:Iteration 20F (2844.820888 sec): 3 clusters Score: Raw -176680.159975 + Penalty 1500.415685 = -175179.744291 nChanged 3 SP:Iteration 21Q (2844.876783 sec): 3 clusters Score: Raw -176681.992094 + Penalty 1500.415685 = -175181.576410 nChanged 8 SP:Iteration 22Q (2844.923935 sec): 3 clusters Score: Raw -176684.853921 + Penalty 1500.415685 = -175184.438237 nChanged 9 SP:Iteration 23Q (2844.962743 sec): 3 clusters Score: Raw -176687.509599 + Penalty 1500.415685 = -175187.093915 nChanged 3 SP:Iteration 24Q (2845.016465 sec): 3 clusters Score: Raw -176688.423198 + Penalty 1500.415685 = -175188.007513 nChanged 1 SP:Iteration 25Q (2845.064745 sec): 3 clusters Score: Raw -176688.797752 + Penalty 1500.415685 = -175188.382067 nChanged 1 SP:Iteration 26Q (2845.114156 sec): 3 clusters Score: Raw -176689.465647 + Penalty 1500.415685 = -175189.049962 nChanged 3 SP:Iteration 27Q (2845.163818 sec): 3 clusters Score: Raw -176690.293363 + Penalty 1500.415685 = -175189.877678 nChanged 2 SP:Iteration 28Q (2845.208072 sec): 3 clusters Score: Raw -176690.818354 + Penalty 1500.415685 = -175190.402669 nChanged 0 SP:Iteration 29F (2845.248716 sec): 3 clusters Score: Raw -176690.818354 + Penalty 1500.415685 = -175190.402669 nChanged 0 Trying to split cluster 23 (1763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2845.281046 sec): 2 clusters Score: Raw -118634.126919 + Penalty 710.103357 = -117924.023562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2845.327745 sec): 3 clusters Score: Raw -117779.268689 + Penalty 1420.206715 = -116359.061974 nChanged 683 SP:Iteration 1F (2845.370839 sec): 3 clusters Score: Raw -118247.850567 + Penalty 1420.206715 = -116827.643852 nChanged 172 SP:Iteration 2F (2845.424131 sec): 3 clusters Score: Raw -118382.737488 + Penalty 1420.206715 = -116962.530773 nChanged 106 SP:Iteration 3F (2845.462546 sec): 3 clusters Score: Raw -118458.489984 + Penalty 1420.206715 = -117038.283269 nChanged 92 SP:Iteration 4F (2845.505950 sec): 3 clusters Score: Raw -118535.505424 + Penalty 1420.206715 = -117115.298709 nChanged 77 SP:Iteration 5Q (2845.554591 sec): 3 clusters Score: Raw -118585.968984 + Penalty 1420.206715 = -117165.762269 nChanged 61 SP:Iteration 6Q (2845.602714 sec): 3 clusters Score: Raw -118628.029932 + Penalty 1420.206715 = -117207.823217 nChanged 52 SP:Iteration 7Q (2845.647728 sec): 3 clusters Score: Raw -118667.575836 + Penalty 1420.206715 = -117247.369121 nChanged 38 SP:Iteration 8Q (2845.698009 sec): 3 clusters Score: Raw -118695.018130 + Penalty 1420.206715 = -117274.811415 nChanged 33 SP:Iteration 9Q (2845.743994 sec): 3 clusters Score: Raw -118716.087398 + Penalty 1420.206715 = -117295.880684 nChanged 26 SP:Iteration 10Q (2845.798556 sec): 3 clusters Score: Raw -118736.762098 + Penalty 1420.206715 = -117316.555383 nChanged 25 SP:Iteration 11Q (2845.849657 sec): 3 clusters Score: Raw -118752.337926 + Penalty 1420.206715 = -117332.131212 nChanged 18 SP:Iteration 12Q (2845.889165 sec): 3 clusters Score: Raw -118761.426258 + Penalty 1420.206715 = -117341.219543 nChanged 12 SP:Iteration 13Q (2845.925098 sec): 3 clusters Score: Raw -118769.332802 + Penalty 1420.206715 = -117349.126088 nChanged 13 SP:Iteration 14Q (2845.980624 sec): 3 clusters Score: Raw -118778.747702 + Penalty 1420.206715 = -117358.540988 nChanged 11 SP:Iteration 15Q (2846.019550 sec): 3 clusters Score: Raw -118791.089216 + Penalty 1420.206715 = -117370.882501 nChanged 13 SP:Iteration 16Q (2846.070084 sec): 3 clusters Score: Raw -118801.628769 + Penalty 1420.206715 = -117381.422055 nChanged 8 SP:Iteration 17Q (2846.109749 sec): 3 clusters Score: Raw -118805.585011 + Penalty 1420.206715 = -117385.378296 nChanged 2 SP:Iteration 18Q (2846.160338 sec): 3 clusters Score: Raw -118806.955733 + Penalty 1420.206715 = -117386.749019 nChanged 4 SP:Iteration 19Q (2846.205239 sec): 3 clusters Score: Raw -118807.733843 + Penalty 1420.206715 = -117387.527128 nChanged 1 SP:Iteration 20F (2846.256285 sec): 3 clusters Score: Raw -118807.874352 + Penalty 1420.206715 = -117387.667637 nChanged 1 SP:Iteration 21Q (2846.301005 sec): 3 clusters Score: Raw -118807.980901 + Penalty 1420.206715 = -117387.774187 nChanged 2 SP:Iteration 22Q (2846.339296 sec): 3 clusters Score: Raw -118809.091524 + Penalty 1420.206715 = -117388.884810 nChanged 3 SP:Iteration 23Q (2846.381261 sec): 3 clusters Score: Raw -118810.605496 + Penalty 1420.206715 = -117390.398781 nChanged 1 SP:Iteration 24Q (2846.435146 sec): 3 clusters Score: Raw -118811.151870 + Penalty 1420.206715 = -117390.945155 nChanged 1 SP:Iteration 25Q (2846.482255 sec): 3 clusters Score: Raw -118811.311064 + Penalty 1420.206715 = -117391.104349 nChanged 0 SP:Iteration 26F (2846.529239 sec): 3 clusters Score: Raw -118811.311064 + Penalty 1420.206715 = -117391.104349 nChanged 0 Trying to split cluster 24 (7277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2846.562162 sec): 2 clusters Score: Raw -528540.891949 + Penalty 844.785027 = -527696.106922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2846.621316 sec): 3 clusters Score: Raw -524450.051018 + Penalty 1689.570054 = -522760.480964 nChanged 3131 SP:Iteration 1F (2846.668574 sec): 3 clusters Score: Raw -526154.945713 + Penalty 1689.570054 = -524465.375659 nChanged 451 SP:Iteration 2F (2846.725757 sec): 3 clusters Score: Raw -526380.159010 + Penalty 1689.570054 = -524690.588956 nChanged 431 SP:Iteration 3F (2846.788062 sec): 3 clusters Score: Raw -526619.685554 + Penalty 1689.570054 = -524930.115500 nChanged 436 SP:Iteration 4F (2846.838251 sec): 3 clusters Score: Raw -526861.167021 + Penalty 1689.570054 = -525171.596967 nChanged 412 SP:Iteration 5F (2846.888547 sec): 3 clusters Score: Raw -527129.065233 + Penalty 1689.570054 = -525439.495179 nChanged 391 SP:Iteration 6F (2846.948258 sec): 3 clusters Score: Raw -527404.847558 + Penalty 1689.570054 = -525715.277504 nChanged 343 SP:Iteration 7Q (2846.995426 sec): 3 clusters Score: Raw -527671.069126 + Penalty 1689.570054 = -525981.499072 nChanged 300 SP:Iteration 8Q (2847.046446 sec): 3 clusters Score: Raw -527916.694021 + Penalty 1689.570054 = -526227.123967 nChanged 236 SP:Iteration 9Q (2847.109544 sec): 3 clusters Score: Raw -528096.338452 + Penalty 1689.570054 = -526406.768398 nChanged 176 SP:Iteration 10Q (2847.154156 sec): 3 clusters Score: Raw -528225.201543 + Penalty 1689.570054 = -526535.631489 nChanged 145 SP:Iteration 11Q (2847.215380 sec): 3 clusters Score: Raw -528326.531597 + Penalty 1689.570054 = -526636.961543 nChanged 122 SP:Iteration 12Q (2847.259140 sec): 3 clusters Score: Raw -528412.818134 + Penalty 1689.570054 = -526723.248080 nChanged 90 SP:Iteration 13Q (2847.314378 sec): 3 clusters Score: Raw -528473.333761 + Penalty 1689.570054 = -526783.763707 nChanged 58 SP:Iteration 14Q (2847.365727 sec): 3 clusters Score: Raw -528505.843304 + Penalty 1689.570054 = -526816.273250 nChanged 50 SP:Iteration 15Q (2847.426673 sec): 3 clusters Score: Raw -528532.007325 + Penalty 1689.570054 = -526842.437271 nChanged 39 SP:Iteration 16Q (2847.480889 sec): 3 clusters Score: Raw -528554.076524 + Penalty 1689.570054 = -526864.506470 nChanged 29 SP:Iteration 17Q (2847.531962 sec): 3 clusters Score: Raw -528574.476217 + Penalty 1689.570054 = -526884.906163 nChanged 27 SP:Iteration 18Q (2847.590818 sec): 3 clusters Score: Raw -528591.566425 + Penalty 1689.570054 = -526901.996371 nChanged 21 SP:Iteration 19Q (2847.643798 sec): 3 clusters Score: Raw -528605.684712 + Penalty 1689.570054 = -526916.114658 nChanged 16 SP:Iteration 20F (2847.688201 sec): 3 clusters Score: Raw -528615.046443 + Penalty 1689.570054 = -526925.476389 nChanged 21 SP:Iteration 21Q (2847.738742 sec): 3 clusters Score: Raw -528628.777630 + Penalty 1689.570054 = -526939.207576 nChanged 15 SP:Iteration 22Q (2847.784028 sec): 3 clusters Score: Raw -528636.571892 + Penalty 1689.570054 = -526947.001838 nChanged 9 SP:Iteration 23Q (2847.840110 sec): 3 clusters Score: Raw -528641.395349 + Penalty 1689.570054 = -526951.825295 nChanged 9 SP:Iteration 24Q (2847.888347 sec): 3 clusters Score: Raw -528647.395284 + Penalty 1689.570054 = -526957.825230 nChanged 9 SP:Iteration 25Q (2847.932735 sec): 3 clusters Score: Raw -528656.627170 + Penalty 1689.570054 = -526967.057116 nChanged 17 SP:Iteration 26Q (2847.987573 sec): 3 clusters Score: Raw -528664.696134 + Penalty 1689.570054 = -526975.126080 nChanged 5 SP:Iteration 27Q (2848.032907 sec): 3 clusters Score: Raw -528666.314822 + Penalty 1689.570054 = -526976.744768 nChanged 3 SP:Iteration 28Q (2848.079255 sec): 3 clusters Score: Raw -528668.238212 + Penalty 1689.570054 = -526978.668158 nChanged 4 SP:Iteration 29Q (2848.137198 sec): 3 clusters Score: Raw -528669.137535 + Penalty 1689.570054 = -526979.567481 nChanged 3 SP:Iteration 30Q (2848.184287 sec): 3 clusters Score: Raw -528670.093966 + Penalty 1689.570054 = -526980.523912 nChanged 0 SP:Iteration 31F (2848.239950 sec): 3 clusters Score: Raw -528670.093966 + Penalty 1689.570054 = -526980.523912 nChanged 0 Trying to split cluster 25 (5366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2848.279584 sec): 2 clusters Score: Raw -405581.515625 + Penalty 815.844613 = -404765.671012 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2848.321900 sec): 3 clusters Score: Raw -402589.629327 + Penalty 1631.689226 = -400957.940101 nChanged 2277 SP:Iteration 1F (2848.377197 sec): 3 clusters Score: Raw -403923.178374 + Penalty 1631.689226 = -402291.489148 nChanged 385 SP:Iteration 2F (2848.428657 sec): 3 clusters Score: Raw -404183.445213 + Penalty 1631.689226 = -402551.755987 nChanged 351 SP:Iteration 3F (2848.481747 sec): 3 clusters Score: Raw -404428.496092 + Penalty 1631.689226 = -402796.806867 nChanged 336 SP:Iteration 4F (2848.539371 sec): 3 clusters Score: Raw -404666.265518 + Penalty 1631.689226 = -403034.576292 nChanged 296 SP:Iteration 5F (2848.590214 sec): 3 clusters Score: Raw -404846.336450 + Penalty 1631.689226 = -403214.647224 nChanged 265 SP:Iteration 6Q (2848.636069 sec): 3 clusters Score: Raw -404998.425809 + Penalty 1631.689226 = -403366.736584 nChanged 222 SP:Iteration 7Q (2848.682482 sec): 3 clusters Score: Raw -405116.534113 + Penalty 1631.689226 = -403484.844887 nChanged 205 SP:Iteration 8Q (2848.737990 sec): 3 clusters Score: Raw -405210.946379 + Penalty 1631.689226 = -403579.257153 nChanged 161 SP:Iteration 9Q (2848.774408 sec): 3 clusters Score: Raw -405278.071194 + Penalty 1631.689226 = -403646.381968 nChanged 124 SP:Iteration 10Q (2848.828231 sec): 3 clusters Score: Raw -405323.613138 + Penalty 1631.689226 = -403691.923912 nChanged 111 SP:Iteration 11Q (2848.885120 sec): 3 clusters Score: Raw -405362.626718 + Penalty 1631.689226 = -403730.937492 nChanged 91 SP:Iteration 12Q (2848.937272 sec): 3 clusters Score: Raw -405395.149930 + Penalty 1631.689226 = -403763.460704 nChanged 75 SP:Iteration 13Q (2848.978945 sec): 3 clusters Score: Raw -405419.154109 + Penalty 1631.689226 = -403787.464883 nChanged 65 SP:Iteration 14Q (2849.035556 sec): 3 clusters Score: Raw -405438.950524 + Penalty 1631.689226 = -403807.261298 nChanged 67 SP:Iteration 15Q (2849.089528 sec): 3 clusters Score: Raw -405460.892493 + Penalty 1631.689226 = -403829.203267 nChanged 64 SP:Iteration 16Q (2849.139674 sec): 3 clusters Score: Raw -405485.142036 + Penalty 1631.689226 = -403853.452810 nChanged 60 SP:Iteration 17Q (2849.188127 sec): 3 clusters Score: Raw -405504.383482 + Penalty 1631.689226 = -403872.694256 nChanged 57 SP:Iteration 18Q (2849.236442 sec): 3 clusters Score: Raw -405524.451294 + Penalty 1631.689226 = -403892.762068 nChanged 70 SP:Iteration 19Q (2849.286554 sec): 3 clusters Score: Raw -405551.434985 + Penalty 1631.689226 = -403919.745760 nChanged 77 SP:Iteration 20F (2849.331504 sec): 3 clusters Score: Raw -405578.391359 + Penalty 1631.689226 = -403946.702133 nChanged 69 SP:Iteration 21Q (2849.383004 sec): 3 clusters Score: Raw -405605.981976 + Penalty 1631.689226 = -403974.292750 nChanged 58 SP:Iteration 22Q (2849.440244 sec): 3 clusters Score: Raw -405625.299464 + Penalty 1631.689226 = -403993.610238 nChanged 59 SP:Iteration 23Q (2849.491466 sec): 3 clusters Score: Raw -405644.656818 + Penalty 1631.689226 = -404012.967592 nChanged 56 SP:Iteration 24Q (2849.532959 sec): 3 clusters Score: Raw -405663.045295 + Penalty 1631.689226 = -404031.356069 nChanged 51 SP:Iteration 25Q (2849.582503 sec): 3 clusters Score: Raw -405679.991936 + Penalty 1631.689226 = -404048.302710 nChanged 51 SP:Iteration 26Q (2849.635633 sec): 3 clusters Score: Raw -405697.522096 + Penalty 1631.689226 = -404065.832871 nChanged 57 SP:Iteration 27Q (2849.691513 sec): 3 clusters Score: Raw -405716.198350 + Penalty 1631.689226 = -404084.509124 nChanged 53 SP:Iteration 28Q (2849.738502 sec): 3 clusters Score: Raw -405736.946210 + Penalty 1631.689226 = -404105.256984 nChanged 56 SP:Iteration 29Q (2849.801662 sec): 3 clusters Score: Raw -405758.389367 + Penalty 1631.689226 = -404126.700141 nChanged 48 SP:Iteration 30Q (2849.846699 sec): 3 clusters Score: Raw -405774.353171 + Penalty 1631.689226 = -404142.663945 nChanged 44 SP:Iteration 31Q (2849.904706 sec): 3 clusters Score: Raw -405787.631256 + Penalty 1631.689226 = -404155.942030 nChanged 37 SP:Iteration 32Q (2849.958508 sec): 3 clusters Score: Raw -405798.641550 + Penalty 1631.689226 = -404166.952324 nChanged 33 SP:Iteration 33Q (2850.002477 sec): 3 clusters Score: Raw -405809.979658 + Penalty 1631.689226 = -404178.290433 nChanged 27 SP:Iteration 34Q (2850.058967 sec): 3 clusters Score: Raw -405820.949743 + Penalty 1631.689226 = -404189.260517 nChanged 36 SP:Iteration 35Q (2850.095297 sec): 3 clusters Score: Raw -405835.541395 + Penalty 1631.689226 = -404203.852169 nChanged 39 SP:Iteration 36Q (2850.153392 sec): 3 clusters Score: Raw -405850.914051 + Penalty 1631.689226 = -404219.224825 nChanged 31 SP:Iteration 37Q (2850.205560 sec): 3 clusters Score: Raw -405862.189148 + Penalty 1631.689226 = -404230.499922 nChanged 29 SP:Iteration 38Q (2850.249399 sec): 3 clusters Score: Raw -405875.364855 + Penalty 1631.689226 = -404243.675630 nChanged 36 SP:Iteration 39Q (2850.307798 sec): 3 clusters Score: Raw -405893.195042 + Penalty 1631.689226 = -404261.505816 nChanged 42 SP:Iteration 40F (2850.362196 sec): 3 clusters Score: Raw -405910.572457 + Penalty 1631.689226 = -404278.883231 nChanged 34 SP:Iteration 41Q (2850.410719 sec): 3 clusters Score: Raw -405922.315622 + Penalty 1631.689226 = -404290.626396 nChanged 32 SP:Iteration 42Q (2850.464077 sec): 3 clusters Score: Raw -405931.409950 + Penalty 1631.689226 = -404299.720724 nChanged 19 SP:Iteration 43Q (2850.516501 sec): 3 clusters Score: Raw -405938.000027 + Penalty 1631.689226 = -404306.310801 nChanged 18 SP:Iteration 44Q (2850.569566 sec): 3 clusters Score: Raw -405943.352107 + Penalty 1631.689226 = -404311.662881 nChanged 18 SP:Iteration 45Q (2850.619756 sec): 3 clusters Score: Raw -405949.118205 + Penalty 1631.689226 = -404317.428979 nChanged 21 SP:Iteration 46Q (2850.670743 sec): 3 clusters Score: Raw -405955.361773 + Penalty 1631.689226 = -404323.672547 nChanged 21 SP:Iteration 47Q (2850.719164 sec): 3 clusters Score: Raw -405962.870206 + Penalty 1631.689226 = -404331.180980 nChanged 15 SP:Iteration 48Q (2850.765384 sec): 3 clusters Score: Raw -405967.533368 + Penalty 1631.689226 = -404335.844143 nChanged 11 SP:Iteration 49Q (2850.827779 sec): 3 clusters Score: Raw -405970.416461 + Penalty 1631.689226 = -404338.727235 nChanged 6 SP:Iteration 50Q (2850.873122 sec): 3 clusters Score: Raw -405971.939591 + Penalty 1631.689226 = -404340.250365 nChanged 3 SP:Iteration 51Q (2850.931786 sec): 3 clusters Score: Raw -405972.589101 + Penalty 1631.689226 = -404340.899875 nChanged 1 SP:Iteration 52Q (2850.975630 sec): 3 clusters Score: Raw -405972.731657 + Penalty 1631.689226 = -404341.042431 nChanged 0 SP:Iteration 53F (2851.028311 sec): 3 clusters Score: Raw -405972.731657 + Penalty 1631.689226 = -404341.042431 nChanged 0 Trying to split cluster 26 (1689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2851.053428 sec): 2 clusters Score: Raw -88557.218440 + Penalty 706.029732 = -87851.188708 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2851.100810 sec): 3 clusters Score: Raw -87843.859196 + Penalty 1412.059464 = -86431.799732 nChanged 599 SP:Iteration 1F (2851.147115 sec): 3 clusters Score: Raw -88204.937849 + Penalty 1412.059464 = -86792.878385 nChanged 155 SP:Iteration 2F (2851.188308 sec): 3 clusters Score: Raw -88291.110076 + Penalty 1412.059464 = -86879.050611 nChanged 85 SP:Iteration 3F (2851.228860 sec): 3 clusters Score: Raw -88344.458445 + Penalty 1412.059464 = -86932.398981 nChanged 48 SP:Iteration 4Q (2851.275529 sec): 3 clusters Score: Raw -88373.079030 + Penalty 1412.059464 = -86961.019565 nChanged 54 SP:Iteration 5Q (2851.323496 sec): 3 clusters Score: Raw -88395.187968 + Penalty 1412.059464 = -86983.128504 nChanged 33 SP:Iteration 6Q (2851.373310 sec): 3 clusters Score: Raw -88412.078108 + Penalty 1412.059464 = -87000.018644 nChanged 26 SP:Iteration 7Q (2851.410797 sec): 3 clusters Score: Raw -88424.582358 + Penalty 1412.059464 = -87012.522894 nChanged 26 SP:Iteration 8Q (2851.460024 sec): 3 clusters Score: Raw -88437.684249 + Penalty 1412.059464 = -87025.624785 nChanged 25 SP:Iteration 9Q (2851.512321 sec): 3 clusters Score: Raw -88455.356901 + Penalty 1412.059464 = -87043.297436 nChanged 26 SP:Iteration 10Q (2851.561517 sec): 3 clusters Score: Raw -88467.084991 + Penalty 1412.059464 = -87055.025527 nChanged 15 SP:Iteration 11Q (2851.606312 sec): 3 clusters Score: Raw -88472.966312 + Penalty 1412.059464 = -87060.906848 nChanged 16 SP:Iteration 12Q (2851.655098 sec): 3 clusters Score: Raw -88478.158678 + Penalty 1412.059464 = -87066.099214 nChanged 13 SP:Iteration 13Q (2851.699254 sec): 3 clusters Score: Raw -88483.640694 + Penalty 1412.059464 = -87071.581230 nChanged 15 SP:Iteration 14Q (2851.740723 sec): 3 clusters Score: Raw -88491.692208 + Penalty 1412.059464 = -87079.632744 nChanged 22 SP:Iteration 15Q (2851.790313 sec): 3 clusters Score: Raw -88504.128564 + Penalty 1412.059464 = -87092.069100 nChanged 28 SP:Iteration 16Q (2851.822825 sec): 3 clusters Score: Raw -88520.449336 + Penalty 1412.059464 = -87108.389872 nChanged 25 SP:Iteration 17Q (2851.873008 sec): 3 clusters Score: Raw -88530.537820 + Penalty 1412.059464 = -87118.478356 nChanged 19 SP:Iteration 18Q (2851.923388 sec): 3 clusters Score: Raw -88537.193492 + Penalty 1412.059464 = -87125.134027 nChanged 10 SP:Iteration 19Q (2851.961874 sec): 3 clusters Score: Raw -88542.315797 + Penalty 1412.059464 = -87130.256333 nChanged 12 SP:Iteration 20F (2852.013162 sec): 3 clusters Score: Raw -88549.424221 + Penalty 1412.059464 = -87137.364757 nChanged 12 SP:Iteration 21Q (2852.059873 sec): 3 clusters Score: Raw -88554.470422 + Penalty 1412.059464 = -87142.410958 nChanged 8 SP:Iteration 22Q (2852.094751 sec): 3 clusters Score: Raw -88557.359071 + Penalty 1412.059464 = -87145.299606 nChanged 7 SP:Iteration 23Q (2852.137378 sec): 3 clusters Score: Raw -88561.960607 + Penalty 1412.059464 = -87149.901143 nChanged 7 SP:Iteration 24Q (2852.181329 sec): 3 clusters Score: Raw -88564.326226 + Penalty 1412.059464 = -87152.266761 nChanged 4 SP:Iteration 25Q (2852.220628 sec): 3 clusters Score: Raw -88565.329099 + Penalty 1412.059464 = -87153.269635 nChanged 3 SP:Iteration 26Q (2852.265999 sec): 3 clusters Score: Raw -88565.775130 + Penalty 1412.059464 = -87153.715666 nChanged 1 SP:Iteration 27Q (2852.309861 sec): 3 clusters Score: Raw -88566.870807 + Penalty 1412.059464 = -87154.811343 nChanged 3 SP:Iteration 28Q (2852.355752 sec): 3 clusters Score: Raw -88568.180855 + Penalty 1412.059464 = -87156.121390 nChanged 3 SP:Iteration 29Q (2852.400407 sec): 3 clusters Score: Raw -88568.933201 + Penalty 1412.059464 = -87156.873737 nChanged 3 SP:Iteration 30Q (2852.443896 sec): 3 clusters Score: Raw -88570.198098 + Penalty 1412.059464 = -87158.138633 nChanged 2 SP:Iteration 31Q (2852.488822 sec): 3 clusters Score: Raw -88570.785706 + Penalty 1412.059464 = -87158.726242 nChanged 3 SP:Iteration 32Q (2852.533871 sec): 3 clusters Score: Raw -88571.781207 + Penalty 1412.059464 = -87159.721743 nChanged 2 SP:Iteration 33Q (2852.578947 sec): 3 clusters Score: Raw -88572.334505 + Penalty 1412.059464 = -87160.275041 nChanged 0 SP:Iteration 34F (2852.624181 sec): 3 clusters Score: Raw -88572.334505 + Penalty 1412.059464 = -87160.275041 nChanged 0 Trying to split cluster 27 (19181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2852.670730 sec): 2 clusters Score: Raw -1426192.479372 + Penalty 936.859171 = -1425255.620201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2852.742182 sec): 3 clusters Score: Raw -1414280.783287 + Penalty 1873.718342 = -1412407.064945 nChanged 8851 SP:Iteration 1F (2852.812831 sec): 3 clusters Score: Raw -1419724.772995 + Penalty 1873.718342 = -1417851.054653 nChanged 1222 SP:Iteration 2F (2852.887261 sec): 3 clusters Score: Raw -1420319.285666 + Penalty 1873.718342 = -1418445.567324 nChanged 1216 SP:Iteration 3F (2852.951103 sec): 3 clusters Score: Raw -1420991.040197 + Penalty 1873.718342 = -1419117.321855 nChanged 1269 SP:Iteration 4F (2853.023952 sec): 3 clusters Score: Raw -1421841.671650 + Penalty 1873.718342 = -1419967.953308 nChanged 1366 SP:Iteration 5F (2853.087567 sec): 3 clusters Score: Raw -1422896.963786 + Penalty 1873.718342 = -1421023.245444 nChanged 1359 SP:Iteration 6F (2853.155590 sec): 3 clusters Score: Raw -1424095.725810 + Penalty 1873.718342 = -1422222.007467 nChanged 1042 SP:Iteration 7F (2853.230108 sec): 3 clusters Score: Raw -1425037.149716 + Penalty 1873.718342 = -1423163.431374 nChanged 668 SP:Iteration 8Q (2853.303840 sec): 3 clusters Score: Raw -1425650.887966 + Penalty 1873.718342 = -1423777.169623 nChanged 380 SP:Iteration 9Q (2853.374787 sec): 3 clusters Score: Raw -1425985.729796 + Penalty 1873.718342 = -1424112.011454 nChanged 178 SP:Iteration 10Q (2853.439721 sec): 3 clusters Score: Raw -1426139.336699 + Penalty 1873.718342 = -1424265.618357 nChanged 89 SP:Iteration 11Q (2853.510268 sec): 3 clusters Score: Raw -1426208.494652 + Penalty 1873.718342 = -1424334.776310 nChanged 50 SP:Iteration 12Q (2853.579614 sec): 3 clusters Score: Raw -1426257.422223 + Penalty 1873.718342 = -1424383.703881 nChanged 28 SP:Iteration 13Q (2853.647089 sec): 3 clusters Score: Raw -1426293.502975 + Penalty 1873.718342 = -1424419.784633 nChanged 19 SP:Iteration 14Q (2853.712282 sec): 3 clusters Score: Raw -1426320.889840 + Penalty 1873.718342 = -1424447.171498 nChanged 9 SP:Iteration 15Q (2853.766979 sec): 3 clusters Score: Raw -1426334.685668 + Penalty 1873.718342 = -1424460.967326 nChanged 10 SP:Iteration 16Q (2853.839205 sec): 3 clusters Score: Raw -1426345.364905 + Penalty 1873.718342 = -1424471.646563 nChanged 8 SP:Iteration 17Q (2853.891952 sec): 3 clusters Score: Raw -1426352.646146 + Penalty 1873.718342 = -1424478.927804 nChanged 4 SP:Iteration 18Q (2853.964679 sec): 3 clusters Score: Raw -1426355.489412 + Penalty 1873.718342 = -1424481.771070 nChanged 1 SP:Iteration 19Q (2854.027839 sec): 3 clusters Score: Raw -1426355.878579 + Penalty 1873.718342 = -1424482.160237 nChanged 1 SP:Iteration 20F (2854.101223 sec): 3 clusters Score: Raw -1426356.071461 + Penalty 1873.718342 = -1424482.353119 nChanged 0 Trying to split cluster 28 (106834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2854.237826 sec): 2 clusters Score: Raw -8358600.450830 + Penalty 1100.007993 = -8357500.442837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2854.416220 sec): 3 clusters Score: Raw -8287993.816451 + Penalty 2200.015986 = -8285793.800464 nChanged 51627 SP:Iteration 1F (2854.590508 sec): 3 clusters Score: Raw -8319066.322602 + Penalty 2200.015986 = -8316866.306616 nChanged 4706 SP:Iteration 2Q (2854.799780 sec): 3 clusters Score: Raw -8320674.636362 + Penalty 2200.015986 = -8318474.620376 nChanged 5228 SP:Iteration 3Q (2854.983664 sec): 3 clusters Score: Raw -8322823.029890 + Penalty 2200.015986 = -8320623.013903 nChanged 5958 SP:Iteration 4F (2855.152225 sec): 3 clusters Score: Raw -8325662.542039 + Penalty 2200.015986 = -8323462.526052 nChanged 6802 SP:Iteration 5F (2855.331619 sec): 3 clusters Score: Raw -8329190.252294 + Penalty 2200.015986 = -8326990.236307 nChanged 7042 SP:Iteration 6F (2855.510946 sec): 3 clusters Score: Raw -8332977.689517 + Penalty 2200.015986 = -8330777.673531 nChanged 6555 SP:Iteration 7F (2855.685060 sec): 3 clusters Score: Raw -8336531.788439 + Penalty 2200.015986 = -8334331.772453 nChanged 5885 SP:Iteration 8F (2855.858278 sec): 3 clusters Score: Raw -8339856.116569 + Penalty 2200.015986 = -8337656.100583 nChanged 5224 SP:Iteration 9Q (2856.043127 sec): 3 clusters Score: Raw -8343330.108461 + Penalty 2200.015986 = -8341130.092475 nChanged 4845 SP:Iteration 10Q (2856.232012 sec): 3 clusters Score: Raw -8347144.581293 + Penalty 2200.015986 = -8344944.565307 nChanged 4046 SP:Iteration 11Q (2856.414503 sec): 3 clusters Score: Raw -8350473.708942 + Penalty 2200.015986 = -8348273.692955 nChanged 3068 SP:Iteration 12Q (2856.606867 sec): 3 clusters Score: Raw -8352901.041049 + Penalty 2200.015986 = -8350701.025063 nChanged 2312 SP:Iteration 13Q (2856.778620 sec): 3 clusters Score: Raw -8354587.280219 + Penalty 2200.015986 = -8352387.264233 nChanged 1728 SP:Iteration 14Q (2856.930127 sec): 3 clusters Score: Raw -8355764.145003 + Penalty 2200.015986 = -8353564.129017 nChanged 1363 SP:Iteration 15Q (2857.097760 sec): 3 clusters Score: Raw -8356627.391135 + Penalty 2200.015986 = -8354427.375149 nChanged 1027 SP:Iteration 16Q (2857.266706 sec): 3 clusters Score: Raw -8357229.577086 + Penalty 2200.015986 = -8355029.561100 nChanged 790 SP:Iteration 17Q (2857.421548 sec): 3 clusters Score: Raw -8357692.044825 + Penalty 2200.015986 = -8355492.028838 nChanged 623 SP:Iteration 18Q (2857.578842 sec): 3 clusters Score: Raw -8358019.413581 + Penalty 2200.015986 = -8355819.397595 nChanged 490 SP:Iteration 19Q (2857.729082 sec): 3 clusters Score: Raw -8358258.356461 + Penalty 2200.015986 = -8356058.340475 nChanged 372 SP:Iteration 20F (2857.892128 sec): 3 clusters Score: Raw -8358436.967392 + Penalty 2200.015986 = -8356236.951405 nChanged 287 SP:Iteration 21Q (2858.045553 sec): 3 clusters Score: Raw -8358567.117056 + Penalty 2200.015986 = -8356367.101070 nChanged 219 SP:Iteration 22Q (2858.206250 sec): 3 clusters Score: Raw -8358665.453681 + Penalty 2200.015986 = -8356465.437695 nChanged 170 SP:Iteration 23Q (2858.359164 sec): 3 clusters Score: Raw -8358735.668828 + Penalty 2200.015986 = -8356535.652842 nChanged 144 SP:Iteration 24Q (2858.519376 sec): 3 clusters Score: Raw -8358790.522320 + Penalty 2200.015986 = -8356590.506333 nChanged 114 SP:Iteration 25Q (2858.678355 sec): 3 clusters Score: Raw -8358827.291875 + Penalty 2200.015986 = -8356627.275889 nChanged 109 SP:Iteration 26Q (2858.833900 sec): 3 clusters Score: Raw -8358867.584401 + Penalty 2200.015986 = -8356667.568415 nChanged 105 SP:Iteration 27Q (2859.002893 sec): 3 clusters Score: Raw -8358909.244986 + Penalty 2200.015986 = -8356709.229000 nChanged 77 SP:Iteration 28Q (2859.154114 sec): 3 clusters Score: Raw -8358937.374243 + Penalty 2200.015986 = -8356737.358256 nChanged 76 SP:Iteration 29Q (2859.302485 sec): 3 clusters Score: Raw -8358965.901872 + Penalty 2200.015986 = -8356765.885886 nChanged 65 SP:Iteration 30Q (2859.448792 sec): 3 clusters Score: Raw -8358989.060649 + Penalty 2200.015986 = -8356789.044663 nChanged 65 SP:Iteration 31Q (2859.596165 sec): 3 clusters Score: Raw -8359011.358669 + Penalty 2200.015986 = -8356811.342683 nChanged 43 SP:Iteration 32Q (2859.734799 sec): 3 clusters Score: Raw -8359026.455517 + Penalty 2200.015986 = -8356826.439531 nChanged 40 SP:Iteration 33Q (2859.878587 sec): 3 clusters Score: Raw -8359037.282218 + Penalty 2200.015986 = -8356837.266232 nChanged 35 SP:Iteration 34Q (2860.030643 sec): 3 clusters Score: Raw -8359048.457961 + Penalty 2200.015986 = -8356848.441975 nChanged 25 SP:Iteration 35Q (2860.172914 sec): 3 clusters Score: Raw -8359057.479388 + Penalty 2200.015986 = -8356857.463402 nChanged 26 SP:Iteration 36Q (2860.322650 sec): 3 clusters Score: Raw -8359065.165071 + Penalty 2200.015986 = -8356865.149085 nChanged 28 SP:Iteration 37Q (2860.480060 sec): 3 clusters Score: Raw -8359074.028486 + Penalty 2200.015986 = -8356874.012499 nChanged 35 SP:Iteration 38Q (2860.651507 sec): 3 clusters Score: Raw -8359085.431831 + Penalty 2200.015986 = -8356885.415845 nChanged 38 SP:Iteration 39Q (2860.779456 sec): 3 clusters Score: Raw -8359099.250478 + Penalty 2200.015986 = -8356899.234491 nChanged 38 SP:Iteration 40F (2860.964376 sec): 3 clusters Score: Raw -8359114.375342 + Penalty 2200.015986 = -8356914.359356 nChanged 37 SP:Iteration 41Q (2861.116510 sec): 3 clusters Score: Raw -8359127.823196 + Penalty 2200.015986 = -8356927.807210 nChanged 28 SP:Iteration 42Q (2861.267287 sec): 3 clusters Score: Raw -8359140.274339 + Penalty 2200.015986 = -8356940.258353 nChanged 34 SP:Iteration 43Q (2861.421271 sec): 3 clusters Score: Raw -8359154.266388 + Penalty 2200.015986 = -8356954.250402 nChanged 35 SP:Iteration 44Q (2861.581910 sec): 3 clusters Score: Raw -8359168.066069 + Penalty 2200.015986 = -8356968.050083 nChanged 36 SP:Iteration 45Q (2861.731246 sec): 3 clusters Score: Raw -8359183.307929 + Penalty 2200.015986 = -8356983.291943 nChanged 29 SP:Iteration 46Q (2861.888997 sec): 3 clusters Score: Raw -8359193.612063 + Penalty 2200.015986 = -8356993.596077 nChanged 22 SP:Iteration 47Q (2862.027590 sec): 3 clusters Score: Raw -8359202.656087 + Penalty 2200.015986 = -8357002.640101 nChanged 21 SP:Iteration 48Q (2862.171672 sec): 3 clusters Score: Raw -8359208.792623 + Penalty 2200.015986 = -8357008.776637 nChanged 20 SP:Iteration 49Q (2862.332016 sec): 3 clusters Score: Raw -8359217.322562 + Penalty 2200.015986 = -8357017.306575 nChanged 26 SP:Iteration 50Q (2862.486190 sec): 3 clusters Score: Raw -8359227.319713 + Penalty 2200.015986 = -8357027.303727 nChanged 26 SP:Iteration 51Q (2862.646800 sec): 3 clusters Score: Raw -8359234.477499 + Penalty 2200.015986 = -8357034.461512 nChanged 15 SP:Iteration 52Q (2862.806639 sec): 3 clusters Score: Raw -8359238.628555 + Penalty 2200.015986 = -8357038.612569 nChanged 9 SP:Iteration 53Q (2862.968602 sec): 3 clusters Score: Raw -8359240.104517 + Penalty 2200.015986 = -8357040.088530 nChanged 6 SP:Iteration 54Q (2863.117415 sec): 3 clusters Score: Raw -8359241.334604 + Penalty 2200.015986 = -8357041.318618 nChanged 7 SP:Iteration 55Q (2863.265025 sec): 3 clusters Score: Raw -8359243.030776 + Penalty 2200.015986 = -8357043.014790 nChanged 2 SP:Iteration 56Q (2863.416216 sec): 3 clusters Score: Raw -8359243.327765 + Penalty 2200.015986 = -8357043.311779 nChanged 2 SP:Iteration 57Q (2863.566114 sec): 3 clusters Score: Raw -8359243.655749 + Penalty 2200.015986 = -8357043.639763 nChanged 4 SP:Iteration 58Q (2863.720384 sec): 3 clusters Score: Raw -8359244.832279 + Penalty 2200.015986 = -8357044.816293 nChanged 7 SP:Iteration 59Q (2863.865256 sec): 3 clusters Score: Raw -8359247.343948 + Penalty 2200.015986 = -8357047.327962 nChanged 9 SP:Iteration 60F (2864.044456 sec): 3 clusters Score: Raw -8359260.891939 + Penalty 2200.015986 = -8357060.875953 nChanged 17 SP:Iteration 61Q (2864.200508 sec): 3 clusters Score: Raw -8359269.464071 + Penalty 2200.015986 = -8357069.448085 nChanged 20 SP:Iteration 62Q (2864.353376 sec): 3 clusters Score: Raw -8359276.684625 + Penalty 2200.015986 = -8357076.668639 nChanged 18 SP:Iteration 63Q (2864.502206 sec): 3 clusters Score: Raw -8359285.302997 + Penalty 2200.015986 = -8357085.287011 nChanged 28 SP:Iteration 64Q (2864.662004 sec): 3 clusters Score: Raw -8359296.643534 + Penalty 2200.015986 = -8357096.627548 nChanged 31 SP:Iteration 65Q (2864.811111 sec): 3 clusters Score: Raw -8359310.809102 + Penalty 2200.015986 = -8357110.793115 nChanged 30 SP:Iteration 66Q (2864.957489 sec): 3 clusters Score: Raw -8359322.070938 + Penalty 2200.015986 = -8357122.054952 nChanged 37 SP:Iteration 67Q (2865.109930 sec): 3 clusters Score: Raw -8359338.270124 + Penalty 2200.015986 = -8357138.254138 nChanged 34 SP:Iteration 68Q (2865.270273 sec): 3 clusters Score: Raw -8359349.961158 + Penalty 2200.015986 = -8357149.945172 nChanged 33 SP:Iteration 69Q (2865.435334 sec): 3 clusters Score: Raw -8359361.138856 + Penalty 2200.015986 = -8357161.122870 nChanged 29 SP:Iteration 70Q (2865.596876 sec): 3 clusters Score: Raw -8359371.708918 + Penalty 2200.015986 = -8357171.692932 nChanged 25 SP:Iteration 71Q (2865.752357 sec): 3 clusters Score: Raw -8359378.750283 + Penalty 2200.015986 = -8357178.734297 nChanged 19 SP:Iteration 72Q (2865.907573 sec): 3 clusters Score: Raw -8359383.960621 + Penalty 2200.015986 = -8357183.944635 nChanged 20 SP:Iteration 73Q (2866.067526 sec): 3 clusters Score: Raw -8359388.948560 + Penalty 2200.015986 = -8357188.932574 nChanged 21 SP:Iteration 74Q (2866.229054 sec): 3 clusters Score: Raw -8359392.564144 + Penalty 2200.015986 = -8357192.548157 nChanged 11 SP:Iteration 75Q (2866.384036 sec): 3 clusters Score: Raw -8359394.839301 + Penalty 2200.015986 = -8357194.823315 nChanged 12 SP:Iteration 76Q (2866.531942 sec): 3 clusters Score: Raw -8359397.607089 + Penalty 2200.015986 = -8357197.591103 nChanged 13 SP:Iteration 77Q (2866.686245 sec): 3 clusters Score: Raw -8359400.142804 + Penalty 2200.015986 = -8357200.126818 nChanged 12 SP:Iteration 78Q (2866.835523 sec): 3 clusters Score: Raw -8359402.645098 + Penalty 2200.015986 = -8357202.629112 nChanged 12 SP:Iteration 79Q (2866.990521 sec): 3 clusters Score: Raw -8359405.698153 + Penalty 2200.015986 = -8357205.682166 nChanged 13 SP:Iteration 80F (2867.160876 sec): 3 clusters Score: Raw -8359412.596854 + Penalty 2200.015986 = -8357212.580867 nChanged 27 SP:Iteration 81Q (2867.309394 sec): 3 clusters Score: Raw -8359422.848050 + Penalty 2200.015986 = -8357222.832064 nChanged 30 SP:Iteration 82Q (2867.459367 sec): 3 clusters Score: Raw -8359429.256519 + Penalty 2200.015986 = -8357229.240533 nChanged 21 SP:Iteration 83Q (2867.609580 sec): 3 clusters Score: Raw -8359433.635330 + Penalty 2200.015986 = -8357233.619343 nChanged 18 SP:Iteration 84Q (2867.756875 sec): 3 clusters Score: Raw -8359437.183868 + Penalty 2200.015986 = -8357237.167881 nChanged 17 SP:Iteration 85Q (2867.911893 sec): 3 clusters Score: Raw -8359441.059458 + Penalty 2200.015986 = -8357241.043472 nChanged 17 SP:Iteration 86Q (2868.059707 sec): 3 clusters Score: Raw -8359444.340211 + Penalty 2200.015986 = -8357244.324225 nChanged 17 SP:Iteration 87Q (2868.218201 sec): 3 clusters Score: Raw -8359447.581322 + Penalty 2200.015986 = -8357247.565336 nChanged 10 SP:Iteration 88Q (2868.370799 sec): 3 clusters Score: Raw -8359450.195350 + Penalty 2200.015986 = -8357250.179363 nChanged 11 SP:Iteration 89Q (2868.513968 sec): 3 clusters Score: Raw -8359452.754481 + Penalty 2200.015986 = -8357252.738495 nChanged 11 SP:Iteration 90Q (2868.678117 sec): 3 clusters Score: Raw -8359456.086968 + Penalty 2200.015986 = -8357256.070981 nChanged 13 SP:Iteration 91Q (2868.828809 sec): 3 clusters Score: Raw -8359458.920771 + Penalty 2200.015986 = -8357258.904784 nChanged 15 SP:Iteration 92Q (2868.985963 sec): 3 clusters Score: Raw -8359462.189368 + Penalty 2200.015986 = -8357262.173381 nChanged 16 SP:Iteration 93Q (2869.136340 sec): 3 clusters Score: Raw -8359465.313696 + Penalty 2200.015986 = -8357265.297710 nChanged 11 SP:Iteration 94Q (2869.289736 sec): 3 clusters Score: Raw -8359467.923884 + Penalty 2200.015986 = -8357267.907897 nChanged 10 SP:Iteration 95Q (2869.441150 sec): 3 clusters Score: Raw -8359470.107389 + Penalty 2200.015986 = -8357270.091403 nChanged 10 SP:Iteration 96Q (2869.589663 sec): 3 clusters Score: Raw -8359471.992050 + Penalty 2200.015986 = -8357271.976064 nChanged 7 SP:Iteration 97Q (2869.753338 sec): 3 clusters Score: Raw -8359473.701236 + Penalty 2200.015986 = -8357273.685250 nChanged 4 SP:Iteration 98Q (2869.925328 sec): 3 clusters Score: Raw -8359474.354554 + Penalty 2200.015986 = -8357274.338567 nChanged 5 SP:Iteration 99Q (2870.076238 sec): 3 clusters Score: Raw -8359475.186069 + Penalty 2200.015986 = -8357275.170083 nChanged 5 SP:Iteration 100F (2870.240097 sec): 3 clusters Score: Raw -8359475.701604 + Penalty 2200.015986 = -8357275.685618 nChanged 2 SP:Iteration 101Q (2870.388818 sec): 3 clusters Score: Raw -8359475.956819 + Penalty 2200.015986 = -8357275.940833 nChanged 2 SP:Iteration 102Q (2870.531636 sec): 3 clusters Score: Raw -8359476.167221 + Penalty 2200.015986 = -8357276.151234 nChanged 1 SP:Iteration 103Q (2870.670841 sec): 3 clusters Score: Raw -8359476.321400 + Penalty 2200.015986 = -8357276.305414 nChanged 1 SP:Iteration 104Q (2870.828116 sec): 3 clusters Score: Raw -8359476.514502 + Penalty 2200.015986 = -8357276.498515 nChanged 1 SP:Iteration 105Q (2870.978823 sec): 3 clusters Score: Raw -8359476.715325 + Penalty 2200.015986 = -8357276.699339 nChanged 0 SP:Iteration 106F (2871.156654 sec): 3 clusters Score: Raw -8359476.715325 + Penalty 2200.015986 = -8357276.699339 nChanged 0 Trying to split cluster 29 (2729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2871.192496 sec): 2 clusters Score: Raw -195237.785833 + Penalty 751.610599 = -194486.175233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2871.243432 sec): 3 clusters Score: Raw -193842.730834 + Penalty 1503.221199 = -192339.509636 nChanged 1089 SP:Iteration 1F (2871.286844 sec): 3 clusters Score: Raw -194532.278894 + Penalty 1503.221199 = -193029.057695 nChanged 210 SP:Iteration 2F (2871.329237 sec): 3 clusters Score: Raw -194698.057232 + Penalty 1503.221199 = -193194.836033 nChanged 175 SP:Iteration 3F (2871.376096 sec): 3 clusters Score: Raw -194861.651006 + Penalty 1503.221199 = -193358.429807 nChanged 163 SP:Iteration 4F (2871.424402 sec): 3 clusters Score: Raw -194995.990360 + Penalty 1503.221199 = -193492.769161 nChanged 152 SP:Iteration 5F (2871.478722 sec): 3 clusters Score: Raw -195117.806863 + Penalty 1503.221199 = -193614.585664 nChanged 128 SP:Iteration 6Q (2871.515189 sec): 3 clusters Score: Raw -195224.374922 + Penalty 1503.221199 = -193721.153723 nChanged 105 SP:Iteration 7Q (2871.557263 sec): 3 clusters Score: Raw -195306.857661 + Penalty 1503.221199 = -193803.636462 nChanged 90 SP:Iteration 8Q (2871.603873 sec): 3 clusters Score: Raw -195381.647252 + Penalty 1503.221199 = -193878.426053 nChanged 67 SP:Iteration 9Q (2871.655119 sec): 3 clusters Score: Raw -195436.613014 + Penalty 1503.221199 = -193933.391815 nChanged 44 SP:Iteration 10Q (2871.706938 sec): 3 clusters Score: Raw -195475.615610 + Penalty 1503.221199 = -193972.394411 nChanged 29 SP:Iteration 11Q (2871.744941 sec): 3 clusters Score: Raw -195495.805024 + Penalty 1503.221199 = -193992.583826 nChanged 17 SP:Iteration 12Q (2871.802742 sec): 3 clusters Score: Raw -195507.672042 + Penalty 1503.221199 = -194004.450843 nChanged 16 SP:Iteration 13Q (2871.852798 sec): 3 clusters Score: Raw -195516.873753 + Penalty 1503.221199 = -194013.652554 nChanged 8 SP:Iteration 14Q (2871.903850 sec): 3 clusters Score: Raw -195520.830831 + Penalty 1503.221199 = -194017.609632 nChanged 5 SP:Iteration 15Q (2871.948747 sec): 3 clusters Score: Raw -195524.137681 + Penalty 1503.221199 = -194020.916482 nChanged 2 SP:Iteration 16Q (2871.992599 sec): 3 clusters Score: Raw -195525.998678 + Penalty 1503.221199 = -194022.777479 nChanged 3 SP:Iteration 17Q (2872.045131 sec): 3 clusters Score: Raw -195529.345161 + Penalty 1503.221199 = -194026.123962 nChanged 7 SP:Iteration 18Q (2872.089317 sec): 3 clusters Score: Raw -195536.476121 + Penalty 1503.221199 = -194033.254922 nChanged 5 SP:Iteration 19Q (2872.140620 sec): 3 clusters Score: Raw -195542.217310 + Penalty 1503.221199 = -194038.996111 nChanged 3 SP:Iteration 20F (2872.187556 sec): 3 clusters Score: Raw -195542.989642 + Penalty 1503.221199 = -194039.768443 nChanged 0 Trying to split cluster 30 (2480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2872.212818 sec): 2 clusters Score: Raw -163514.297816 + Penalty 742.521315 = -162771.776501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2872.252219 sec): 3 clusters Score: Raw -162286.913550 + Penalty 1485.042629 = -160801.870921 nChanged 988 SP:Iteration 1F (2872.310965 sec): 3 clusters Score: Raw -162904.032734 + Penalty 1485.042629 = -161418.990105 nChanged 178 SP:Iteration 2F (2872.364595 sec): 3 clusters Score: Raw -163041.395543 + Penalty 1485.042629 = -161556.352913 nChanged 140 SP:Iteration 3F (2872.415668 sec): 3 clusters Score: Raw -163138.843935 + Penalty 1485.042629 = -161653.801306 nChanged 133 SP:Iteration 4F (2872.454234 sec): 3 clusters Score: Raw -163258.591871 + Penalty 1485.042629 = -161773.549241 nChanged 133 SP:Iteration 5F (2872.496766 sec): 3 clusters Score: Raw -163374.489698 + Penalty 1485.042629 = -161889.447069 nChanged 118 SP:Iteration 6Q (2872.532813 sec): 3 clusters Score: Raw -163476.175221 + Penalty 1485.042629 = -161991.132592 nChanged 108 SP:Iteration 7Q (2872.590451 sec): 3 clusters Score: Raw -163547.285921 + Penalty 1485.042629 = -162062.243292 nChanged 68 SP:Iteration 8Q (2872.636658 sec): 3 clusters Score: Raw -163587.881794 + Penalty 1485.042629 = -162102.839165 nChanged 60 SP:Iteration 9Q (2872.684196 sec): 3 clusters Score: Raw -163622.901030 + Penalty 1485.042629 = -162137.858401 nChanged 63 SP:Iteration 10Q (2872.730191 sec): 3 clusters Score: Raw -163672.183529 + Penalty 1485.042629 = -162187.140900 nChanged 71 SP:Iteration 11Q (2872.765908 sec): 3 clusters Score: Raw -163730.116921 + Penalty 1485.042629 = -162245.074292 nChanged 53 SP:Iteration 12Q (2872.809639 sec): 3 clusters Score: Raw -163814.039014 + Penalty 1485.042629 = -162328.996384 nChanged 59 SP:Iteration 13Q (2872.864446 sec): 3 clusters Score: Raw -163920.122970 + Penalty 1485.042629 = -162435.080340 nChanged 46 SP:Iteration 14Q (2872.916674 sec): 3 clusters Score: Raw -163968.422183 + Penalty 1485.042629 = -162483.379553 nChanged 38 SP:Iteration 15Q (2872.956723 sec): 3 clusters Score: Raw -163994.091327 + Penalty 1485.042629 = -162509.048698 nChanged 24 SP:Iteration 16Q (2873.004695 sec): 3 clusters Score: Raw -164007.299091 + Penalty 1485.042629 = -162522.256461 nChanged 22 SP:Iteration 17Q (2873.064816 sec): 3 clusters Score: Raw -164016.573847 + Penalty 1485.042629 = -162531.531218 nChanged 12 SP:Iteration 18Q (2873.104471 sec): 3 clusters Score: Raw -164019.462540 + Penalty 1485.042629 = -162534.419911 nChanged 7 SP:Iteration 19Q (2873.155319 sec): 3 clusters Score: Raw -164022.413573 + Penalty 1485.042629 = -162537.370944 nChanged 6 SP:Iteration 20F (2873.195158 sec): 3 clusters Score: Raw -164025.150855 + Penalty 1485.042629 = -162540.108225 nChanged 5 SP:Iteration 21Q (2873.242631 sec): 3 clusters Score: Raw -164026.395198 + Penalty 1485.042629 = -162541.352569 nChanged 3 SP:Iteration 22Q (2873.285996 sec): 3 clusters Score: Raw -164027.078990 + Penalty 1485.042629 = -162542.036361 nChanged 2 SP:Iteration 23Q (2873.340116 sec): 3 clusters Score: Raw -164027.782163 + Penalty 1485.042629 = -162542.739534 nChanged 1 SP:Iteration 24Q (2873.389677 sec): 3 clusters Score: Raw -164028.271211 + Penalty 1485.042629 = -162543.228581 nChanged 4 SP:Iteration 25Q (2873.430292 sec): 3 clusters Score: Raw -164029.283448 + Penalty 1485.042629 = -162544.240819 nChanged 4 SP:Iteration 26Q (2873.478293 sec): 3 clusters Score: Raw -164030.409437 + Penalty 1485.042629 = -162545.366808 nChanged 4 SP:Iteration 27Q (2873.530619 sec): 3 clusters Score: Raw -164031.024547 + Penalty 1485.042629 = -162545.981918 nChanged 4 SP:Iteration 28Q (2873.577117 sec): 3 clusters Score: Raw -164031.933489 + Penalty 1485.042629 = -162546.890859 nChanged 3 SP:Iteration 29Q (2873.620060 sec): 3 clusters Score: Raw -164033.868502 + Penalty 1485.042629 = -162548.825873 nChanged 7 SP:Iteration 30Q (2873.677751 sec): 3 clusters Score: Raw -164036.434518 + Penalty 1485.042629 = -162551.391889 nChanged 3 SP:Iteration 31Q (2873.727476 sec): 3 clusters Score: Raw -164037.683773 + Penalty 1485.042629 = -162552.641144 nChanged 3 SP:Iteration 32Q (2873.769242 sec): 3 clusters Score: Raw -164038.994950 + Penalty 1485.042629 = -162553.952321 nChanged 2 SP:Iteration 33Q (2873.815378 sec): 3 clusters Score: Raw -164039.717521 + Penalty 1485.042629 = -162554.674892 nChanged 3 SP:Iteration 34Q (2873.868123 sec): 3 clusters Score: Raw -164040.412727 + Penalty 1485.042629 = -162555.370097 nChanged 1 SP:Iteration 35Q (2873.910029 sec): 3 clusters Score: Raw -164040.559147 + Penalty 1485.042629 = -162555.516518 nChanged 2 SP:Iteration 36Q (2873.955129 sec): 3 clusters Score: Raw -164041.135460 + Penalty 1485.042629 = -162556.092831 nChanged 2 SP:Iteration 37Q (2874.008547 sec): 3 clusters Score: Raw -164041.661459 + Penalty 1485.042629 = -162556.618830 nChanged 1 SP:Iteration 38Q (2874.060841 sec): 3 clusters Score: Raw -164042.013197 + Penalty 1485.042629 = -162556.970567 nChanged 0 SP:Iteration 39F (2874.102786 sec): 3 clusters Score: Raw -164042.013197 + Penalty 1485.042629 = -162556.970567 nChanged 0 Trying to split cluster 31 (14978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2874.151011 sec): 2 clusters Score: Raw -1182361.180907 + Penalty 913.362085 = -1181447.818822 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2874.214497 sec): 3 clusters Score: Raw -1173259.974376 + Penalty 1826.724170 = -1171433.250206 nChanged 6789 SP:Iteration 1F (2874.276687 sec): 3 clusters Score: Raw -1177157.722064 + Penalty 1826.724170 = -1175330.997894 nChanged 759 SP:Iteration 2F (2874.330331 sec): 3 clusters Score: Raw -1177461.000671 + Penalty 1826.724170 = -1175634.276501 nChanged 721 SP:Iteration 3Q (2874.391761 sec): 3 clusters Score: Raw -1177766.518120 + Penalty 1826.724170 = -1175939.793950 nChanged 729 SP:Iteration 4Q (2874.457332 sec): 3 clusters Score: Raw -1178104.219311 + Penalty 1826.724170 = -1176277.495141 nChanged 748 SP:Iteration 5Q (2874.519782 sec): 3 clusters Score: Raw -1178551.750213 + Penalty 1826.724170 = -1176725.026043 nChanged 846 SP:Iteration 6F (2874.581269 sec): 3 clusters Score: Raw -1179109.109685 + Penalty 1826.724170 = -1177282.385515 nChanged 805 SP:Iteration 7F (2874.636644 sec): 3 clusters Score: Raw -1179627.646909 + Penalty 1826.724170 = -1177800.922739 nChanged 697 SP:Iteration 8Q (2874.706311 sec): 3 clusters Score: Raw -1180070.908286 + Penalty 1826.724170 = -1178244.184116 nChanged 596 SP:Iteration 9Q (2874.767978 sec): 3 clusters Score: Raw -1180382.380168 + Penalty 1826.724170 = -1178555.655998 nChanged 411 SP:Iteration 10Q (2874.825190 sec): 3 clusters Score: Raw -1180541.819017 + Penalty 1826.724170 = -1178715.094847 nChanged 299 SP:Iteration 11Q (2874.896786 sec): 3 clusters Score: Raw -1180638.236618 + Penalty 1826.724170 = -1178811.512448 nChanged 208 SP:Iteration 12Q (2874.949911 sec): 3 clusters Score: Raw -1180697.877057 + Penalty 1826.724170 = -1178871.152887 nChanged 172 SP:Iteration 13Q (2875.015021 sec): 3 clusters Score: Raw -1180741.820794 + Penalty 1826.724170 = -1178915.096624 nChanged 166 SP:Iteration 14Q (2875.088516 sec): 3 clusters Score: Raw -1180789.723500 + Penalty 1826.724170 = -1178962.999330 nChanged 156 SP:Iteration 15Q (2875.152537 sec): 3 clusters Score: Raw -1180835.167961 + Penalty 1826.724170 = -1179008.443791 nChanged 144 SP:Iteration 16Q (2875.212555 sec): 3 clusters Score: Raw -1180879.449388 + Penalty 1826.724170 = -1179052.725218 nChanged 142 SP:Iteration 17Q (2875.278787 sec): 3 clusters Score: Raw -1180926.828676 + Penalty 1826.724170 = -1179100.104506 nChanged 165 SP:Iteration 18Q (2875.335082 sec): 3 clusters Score: Raw -1180998.060000 + Penalty 1826.724170 = -1179171.335830 nChanged 197 SP:Iteration 19Q (2875.410067 sec): 3 clusters Score: Raw -1181098.053915 + Penalty 1826.724170 = -1179271.329745 nChanged 202 SP:Iteration 20F (2875.466433 sec): 3 clusters Score: Raw -1181203.274727 + Penalty 1826.724170 = -1179376.550557 nChanged 217 SP:Iteration 21Q (2875.541489 sec): 3 clusters Score: Raw -1181320.101037 + Penalty 1826.724170 = -1179493.376867 nChanged 197 SP:Iteration 22Q (2875.598476 sec): 3 clusters Score: Raw -1181420.817767 + Penalty 1826.724170 = -1179594.093597 nChanged 198 SP:Iteration 23Q (2875.671450 sec): 3 clusters Score: Raw -1181519.001436 + Penalty 1826.724170 = -1179692.277266 nChanged 175 SP:Iteration 24Q (2875.726827 sec): 3 clusters Score: Raw -1181600.728825 + Penalty 1826.724170 = -1179774.004655 nChanged 155 SP:Iteration 25Q (2875.801542 sec): 3 clusters Score: Raw -1181677.367191 + Penalty 1826.724170 = -1179850.643021 nChanged 160 SP:Iteration 26Q (2875.866855 sec): 3 clusters Score: Raw -1181756.011891 + Penalty 1826.724170 = -1179929.287721 nChanged 148 SP:Iteration 27Q (2875.922553 sec): 3 clusters Score: Raw -1181823.985617 + Penalty 1826.724170 = -1179997.261447 nChanged 143 SP:Iteration 28Q (2875.988542 sec): 3 clusters Score: Raw -1181888.998423 + Penalty 1826.724170 = -1180062.274253 nChanged 131 SP:Iteration 29Q (2876.039156 sec): 3 clusters Score: Raw -1181945.870213 + Penalty 1826.724170 = -1180119.146043 nChanged 121 SP:Iteration 30Q (2876.101129 sec): 3 clusters Score: Raw -1181993.284911 + Penalty 1826.724170 = -1180166.560741 nChanged 105 SP:Iteration 31Q (2876.172685 sec): 3 clusters Score: Raw -1182037.254502 + Penalty 1826.724170 = -1180210.530332 nChanged 99 SP:Iteration 32Q (2876.238777 sec): 3 clusters Score: Raw -1182081.155544 + Penalty 1826.724170 = -1180254.431374 nChanged 98 SP:Iteration 33Q (2876.296959 sec): 3 clusters Score: Raw -1182124.576616 + Penalty 1826.724170 = -1180297.852446 nChanged 89 SP:Iteration 34Q (2876.356435 sec): 3 clusters Score: Raw -1182165.587300 + Penalty 1826.724170 = -1180338.863130 nChanged 91 SP:Iteration 35Q (2876.416562 sec): 3 clusters Score: Raw -1182214.723488 + Penalty 1826.724170 = -1180387.999318 nChanged 67 SP:Iteration 36Q (2876.475332 sec): 3 clusters Score: Raw -1182249.167599 + Penalty 1826.724170 = -1180422.443429 nChanged 60 SP:Iteration 37Q (2876.522314 sec): 3 clusters Score: Raw -1182277.209437 + Penalty 1826.724170 = -1180450.485267 nChanged 55 SP:Iteration 38Q (2876.584426 sec): 3 clusters Score: Raw -1182307.974039 + Penalty 1826.724170 = -1180481.249869 nChanged 51 SP:Iteration 39Q (2876.640810 sec): 3 clusters Score: Raw -1182331.938676 + Penalty 1826.724170 = -1180505.214506 nChanged 35 SP:Iteration 40F (2876.717029 sec): 3 clusters Score: Raw -1182344.490514 + Penalty 1826.724170 = -1180517.766344 nChanged 28 SP:Iteration 41Q (2876.772903 sec): 3 clusters Score: Raw -1182356.204354 + Penalty 1826.724170 = -1180529.480184 nChanged 27 SP:Iteration 42Q (2876.841327 sec): 3 clusters Score: Raw -1182370.532486 + Penalty 1826.724170 = -1180543.808316 nChanged 27 SP:Iteration 43Q (2876.899973 sec): 3 clusters Score: Raw -1182383.697468 + Penalty 1826.724170 = -1180556.973298 nChanged 18 SP:Iteration 44Q (2876.963603 sec): 3 clusters Score: Raw -1182395.147174 + Penalty 1826.724170 = -1180568.423004 nChanged 20 SP:Iteration 45Q (2877.025730 sec): 3 clusters Score: Raw -1182406.398295 + Penalty 1826.724170 = -1180579.674125 nChanged 21 SP:Iteration 46Q (2877.078183 sec): 3 clusters Score: Raw -1182417.643820 + Penalty 1826.724170 = -1180590.919650 nChanged 18 SP:Iteration 47Q (2877.149802 sec): 3 clusters Score: Raw -1182425.340033 + Penalty 1826.724170 = -1180598.615863 nChanged 18 SP:Iteration 48Q (2877.198948 sec): 3 clusters Score: Raw -1182433.221086 + Penalty 1826.724170 = -1180606.496916 nChanged 14 SP:Iteration 49Q (2877.272091 sec): 3 clusters Score: Raw -1182439.446362 + Penalty 1826.724170 = -1180612.722192 nChanged 8 SP:Iteration 50Q (2877.328673 sec): 3 clusters Score: Raw -1182442.368193 + Penalty 1826.724170 = -1180615.644023 nChanged 10 SP:Iteration 51Q (2877.380621 sec): 3 clusters Score: Raw -1182447.345392 + Penalty 1826.724170 = -1180620.621222 nChanged 5 SP:Iteration 52Q (2877.442333 sec): 3 clusters Score: Raw -1182450.458113 + Penalty 1826.724170 = -1180623.733943 nChanged 9 SP:Iteration 53Q (2877.499532 sec): 3 clusters Score: Raw -1182456.011417 + Penalty 1826.724170 = -1180629.287247 nChanged 6 SP:Iteration 54Q (2877.568025 sec): 3 clusters Score: Raw -1182459.404284 + Penalty 1826.724170 = -1180632.680114 nChanged 9 SP:Iteration 55Q (2877.618500 sec): 3 clusters Score: Raw -1182464.955538 + Penalty 1826.724170 = -1180638.231368 nChanged 6 SP:Iteration 56Q (2877.684324 sec): 3 clusters Score: Raw -1182468.212450 + Penalty 1826.724170 = -1180641.488280 nChanged 1 SP:Iteration 57Q (2877.745379 sec): 3 clusters Score: Raw -1182468.520627 + Penalty 1826.724170 = -1180641.796457 nChanged 1 SP:Iteration 58Q (2877.804356 sec): 3 clusters Score: Raw -1182468.892778 + Penalty 1826.724170 = -1180642.168608 nChanged 2 SP:Iteration 59Q (2877.857870 sec): 3 clusters Score: Raw -1182469.587900 + Penalty 1826.724170 = -1180642.863730 nChanged 2 SP:Iteration 60F (2877.927845 sec): 3 clusters Score: Raw -1182470.492659 + Penalty 1826.724170 = -1180643.768489 nChanged 2 SP:Iteration 61Q (2877.986025 sec): 3 clusters Score: Raw -1182471.329662 + Penalty 1826.724170 = -1180644.605492 nChanged 4 SP:Iteration 62Q (2878.039451 sec): 3 clusters Score: Raw -1182472.899904 + Penalty 1826.724170 = -1180646.175734 nChanged 2 SP:Iteration 63Q (2878.105614 sec): 3 clusters Score: Raw -1182474.219425 + Penalty 1826.724170 = -1180647.495255 nChanged 2 SP:Iteration 64Q (2878.166229 sec): 3 clusters Score: Raw -1182474.956863 + Penalty 1826.724170 = -1180648.232693 nChanged 1 SP:Iteration 65Q (2878.226952 sec): 3 clusters Score: Raw -1182475.390751 + Penalty 1826.724170 = -1180648.666581 nChanged 1 SP:Iteration 66Q (2878.283467 sec): 3 clusters Score: Raw -1182475.516903 + Penalty 1826.724170 = -1180648.792733 nChanged 0 SP:Iteration 67F (2878.352571 sec): 3 clusters Score: Raw -1182475.516903 + Penalty 1826.724170 = -1180648.792733 nChanged 0 Trying to split cluster 32 (22338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2878.396388 sec): 2 clusters Score: Raw -1672274.527492 + Penalty 951.334232 = -1671323.193260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2878.467635 sec): 3 clusters Score: Raw -1658324.995226 + Penalty 1902.668463 = -1656422.326762 nChanged 10350 SP:Iteration 1F (2878.547668 sec): 3 clusters Score: Raw -1664760.634488 + Penalty 1902.668463 = -1662857.966024 nChanged 1346 SP:Iteration 2F (2878.623922 sec): 3 clusters Score: Raw -1665478.543803 + Penalty 1902.668463 = -1663575.875340 nChanged 1392 SP:Iteration 3F (2878.702460 sec): 3 clusters Score: Raw -1666230.909939 + Penalty 1902.668463 = -1664328.241475 nChanged 1400 SP:Iteration 4F (2878.779826 sec): 3 clusters Score: Raw -1667070.944137 + Penalty 1902.668463 = -1665168.275674 nChanged 1323 SP:Iteration 5F (2878.840907 sec): 3 clusters Score: Raw -1667907.630330 + Penalty 1902.668463 = -1666004.961867 nChanged 1308 SP:Iteration 6F (2878.923309 sec): 3 clusters Score: Raw -1668760.802521 + Penalty 1902.668463 = -1666858.134058 nChanged 1191 SP:Iteration 7F (2878.995663 sec): 3 clusters Score: Raw -1669508.891859 + Penalty 1902.668463 = -1667606.223396 nChanged 1044 SP:Iteration 8Q (2879.066191 sec): 3 clusters Score: Raw -1670124.577479 + Penalty 1902.668463 = -1668221.909016 nChanged 801 SP:Iteration 9Q (2879.148060 sec): 3 clusters Score: Raw -1670502.329815 + Penalty 1902.668463 = -1668599.661352 nChanged 583 SP:Iteration 10Q (2879.223025 sec): 3 clusters Score: Raw -1670717.103699 + Penalty 1902.668463 = -1668814.435236 nChanged 475 SP:Iteration 11Q (2879.298428 sec): 3 clusters Score: Raw -1670855.358528 + Penalty 1902.668463 = -1668952.690064 nChanged 326 SP:Iteration 12Q (2879.358233 sec): 3 clusters Score: Raw -1670939.671362 + Penalty 1902.668463 = -1669037.002899 nChanged 259 SP:Iteration 13Q (2879.432061 sec): 3 clusters Score: Raw -1670999.477350 + Penalty 1902.668463 = -1669096.808887 nChanged 226 SP:Iteration 14Q (2879.510985 sec): 3 clusters Score: Raw -1671054.863901 + Penalty 1902.668463 = -1669152.195438 nChanged 231 SP:Iteration 15Q (2879.583859 sec): 3 clusters Score: Raw -1671109.858734 + Penalty 1902.668463 = -1669207.190271 nChanged 204 SP:Iteration 16Q (2879.660039 sec): 3 clusters Score: Raw -1671153.882907 + Penalty 1902.668463 = -1669251.214444 nChanged 192 SP:Iteration 17Q (2879.743108 sec): 3 clusters Score: Raw -1671188.555893 + Penalty 1902.668463 = -1669285.887430 nChanged 162 SP:Iteration 18Q (2879.803711 sec): 3 clusters Score: Raw -1671219.906928 + Penalty 1902.668463 = -1669317.238465 nChanged 168 SP:Iteration 19Q (2879.884280 sec): 3 clusters Score: Raw -1671251.958545 + Penalty 1902.668463 = -1669349.290081 nChanged 157 SP:Iteration 20F (2879.959759 sec): 3 clusters Score: Raw -1671277.806422 + Penalty 1902.668463 = -1669375.137959 nChanged 136 SP:Iteration 21Q (2880.036712 sec): 3 clusters Score: Raw -1671296.017664 + Penalty 1902.668463 = -1669393.349201 nChanged 99 SP:Iteration 22Q (2880.116502 sec): 3 clusters Score: Raw -1671305.835836 + Penalty 1902.668463 = -1669403.167373 nChanged 84 SP:Iteration 23Q (2880.192617 sec): 3 clusters Score: Raw -1671317.013670 + Penalty 1902.668463 = -1669414.345207 nChanged 95 SP:Iteration 24Q (2880.255854 sec): 3 clusters Score: Raw -1671326.235016 + Penalty 1902.668463 = -1669423.566553 nChanged 68 SP:Iteration 25Q (2880.336407 sec): 3 clusters Score: Raw -1671331.122857 + Penalty 1902.668463 = -1669428.454394 nChanged 48 SP:Iteration 26Q (2880.411054 sec): 3 clusters Score: Raw -1671334.932642 + Penalty 1902.668463 = -1669432.264179 nChanged 52 SP:Iteration 27Q (2880.485678 sec): 3 clusters Score: Raw -1671339.093626 + Penalty 1902.668463 = -1669436.425163 nChanged 42 SP:Iteration 28Q (2880.563403 sec): 3 clusters Score: Raw -1671341.509062 + Penalty 1902.668463 = -1669438.840599 nChanged 41 SP:Iteration 29Q (2880.627556 sec): 3 clusters Score: Raw -1671343.930700 + Penalty 1902.668463 = -1669441.262237 nChanged 38 SP:Iteration 30Q (2880.710754 sec): 3 clusters Score: Raw -1671346.090645 + Penalty 1902.668463 = -1669443.422182 nChanged 29 SP:Iteration 31Q (2880.779504 sec): 3 clusters Score: Raw -1671347.296846 + Penalty 1902.668463 = -1669444.628383 nChanged 21 SP:Iteration 32Q (2880.851942 sec): 3 clusters Score: Raw -1671348.080388 + Penalty 1902.668463 = -1669445.411925 nChanged 13 SP:Iteration 33Q (2880.923019 sec): 3 clusters Score: Raw -1671348.492226 + Penalty 1902.668463 = -1669445.823763 nChanged 8 SP:Iteration 34Q (2881.000932 sec): 3 clusters Score: Raw -1671348.787500 + Penalty 1902.668463 = -1669446.119037 nChanged 8 SP:Iteration 35Q (2881.064205 sec): 3 clusters Score: Raw -1671349.194736 + Penalty 1902.668463 = -1669446.526273 nChanged 10 SP:Iteration 36Q (2881.125340 sec): 3 clusters Score: Raw -1671349.528487 + Penalty 1902.668463 = -1669446.860024 nChanged 6 SP:Iteration 37Q (2881.195024 sec): 3 clusters Score: Raw -1671349.667002 + Penalty 1902.668463 = -1669446.998538 nChanged 5 SP:Iteration 38Q (2881.278296 sec): 3 clusters Score: Raw -1671349.775389 + Penalty 1902.668463 = -1669447.106926 nChanged 2 SP:Iteration 39Q (2881.351409 sec): 3 clusters Score: Raw -1671349.821983 + Penalty 1902.668463 = -1669447.153520 nChanged 2 SP:Iteration 40F (2881.414996 sec): 3 clusters Score: Raw -1671349.846703 + Penalty 1902.668463 = -1669447.178240 nChanged 1 SP:Iteration 41Q (2881.496504 sec): 3 clusters Score: Raw -1671349.857907 + Penalty 1902.668463 = -1669447.189444 nChanged 2 SP:Iteration 42Q (2881.564974 sec): 3 clusters Score: Raw -1671349.949919 + Penalty 1902.668463 = -1669447.281456 nChanged 4 SP:Iteration 43Q (2881.642331 sec): 3 clusters Score: Raw -1671350.050612 + Penalty 1902.668463 = -1669447.382149 nChanged 5 SP:Iteration 44Q (2881.700970 sec): 3 clusters Score: Raw -1671350.260485 + Penalty 1902.668463 = -1669447.592022 nChanged 4 SP:Iteration 45Q (2881.783769 sec): 3 clusters Score: Raw -1671350.338497 + Penalty 1902.668463 = -1669447.670033 nChanged 1 SP:Iteration 46Q (2881.859809 sec): 3 clusters Score: Raw -1671350.367270 + Penalty 1902.668463 = -1669447.698807 nChanged 3 SP:Iteration 47Q (2881.926208 sec): 3 clusters Score: Raw -1671350.426571 + Penalty 1902.668463 = -1669447.758108 nChanged 6 SP:Iteration 48Q (2882.002996 sec): 3 clusters Score: Raw -1671350.648002 + Penalty 1902.668463 = -1669447.979539 nChanged 7 SP:Iteration 49Q (2882.078522 sec): 3 clusters Score: Raw -1671350.982590 + Penalty 1902.668463 = -1669448.314127 nChanged 8 SP:Iteration 50Q (2882.147036 sec): 3 clusters Score: Raw -1671351.437191 + Penalty 1902.668463 = -1669448.768727 nChanged 10 SP:Iteration 51Q (2882.220027 sec): 3 clusters Score: Raw -1671351.787522 + Penalty 1902.668463 = -1669449.119059 nChanged 12 SP:Iteration 52Q (2882.289478 sec): 3 clusters Score: Raw -1671352.314934 + Penalty 1902.668463 = -1669449.646471 nChanged 10 SP:Iteration 53Q (2882.369220 sec): 3 clusters Score: Raw -1671352.738182 + Penalty 1902.668463 = -1669450.069719 nChanged 8 SP:Iteration 54Q (2882.436810 sec): 3 clusters Score: Raw -1671353.130290 + Penalty 1902.668463 = -1669450.461827 nChanged 11 SP:Iteration 55Q (2882.515205 sec): 3 clusters Score: Raw -1671353.459366 + Penalty 1902.668463 = -1669450.790903 nChanged 7 SP:Iteration 56Q (2882.591204 sec): 3 clusters Score: Raw -1671353.574235 + Penalty 1902.668463 = -1669450.905772 nChanged 5 SP:Iteration 57Q (2882.666360 sec): 3 clusters Score: Raw -1671353.664925 + Penalty 1902.668463 = -1669450.996462 nChanged 6 SP:Iteration 58Q (2882.734675 sec): 3 clusters Score: Raw -1671353.786345 + Penalty 1902.668463 = -1669451.117882 nChanged 2 SP:Iteration 59Q (2882.805297 sec): 3 clusters Score: Raw -1671353.839146 + Penalty 1902.668463 = -1669451.170683 nChanged 2 SP:Iteration 60F (2882.871129 sec): 3 clusters Score: Raw -1671353.913921 + Penalty 1902.668463 = -1669451.245458 nChanged 2 SP:Iteration 61Q (2882.948082 sec): 3 clusters Score: Raw -1671353.993242 + Penalty 1902.668463 = -1669451.324779 nChanged 4 SP:Iteration 62Q (2883.029305 sec): 3 clusters Score: Raw -1671354.077018 + Penalty 1902.668463 = -1669451.408554 nChanged 1 SP:Iteration 63Q (2883.094623 sec): 3 clusters Score: Raw -1671354.097117 + Penalty 1902.668463 = -1669451.428654 nChanged 1 SP:Iteration 64Q (2883.171288 sec): 3 clusters Score: Raw -1671354.108193 + Penalty 1902.668463 = -1669451.439730 nChanged 2 SP:Iteration 65Q (2883.243707 sec): 3 clusters Score: Raw -1671354.126400 + Penalty 1902.668463 = -1669451.457936 nChanged 3 SP:Iteration 66Q (2883.319570 sec): 3 clusters Score: Raw -1671354.182129 + Penalty 1902.668463 = -1669451.513666 nChanged 1 SP:Iteration 67Q (2883.393027 sec): 3 clusters Score: Raw -1671354.191110 + Penalty 1902.668463 = -1669451.522647 nChanged 0 SP:Iteration 68F (2883.466486 sec): 3 clusters Score: Raw -1671354.191110 + Penalty 1902.668463 = -1669451.522647 nChanged 0 Trying to split cluster 33 (4970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2883.494088 sec): 2 clusters Score: Raw -295052.879903 + Penalty 808.561636 = -294244.318266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2883.537819 sec): 3 clusters Score: Raw -292302.798445 + Penalty 1617.123273 = -290685.675172 nChanged 2121 SP:Iteration 1F (2883.588156 sec): 3 clusters Score: Raw -293474.776768 + Penalty 1617.123273 = -291857.653495 nChanged 382 SP:Iteration 2F (2883.627766 sec): 3 clusters Score: Raw -293681.632454 + Penalty 1617.123273 = -292064.509182 nChanged 301 SP:Iteration 3F (2883.684094 sec): 3 clusters Score: Raw -293832.801112 + Penalty 1617.123273 = -292215.677840 nChanged 273 SP:Iteration 4F (2883.732360 sec): 3 clusters Score: Raw -293984.108254 + Penalty 1617.123273 = -292366.984981 nChanged 282 SP:Iteration 5F (2883.784334 sec): 3 clusters Score: Raw -294149.350612 + Penalty 1617.123273 = -292532.227339 nChanged 276 SP:Iteration 6F (2883.832783 sec): 3 clusters Score: Raw -294319.233220 + Penalty 1617.123273 = -292702.109948 nChanged 243 SP:Iteration 7Q (2883.872094 sec): 3 clusters Score: Raw -294468.725457 + Penalty 1617.123273 = -292851.602185 nChanged 214 SP:Iteration 8Q (2883.928029 sec): 3 clusters Score: Raw -294609.951059 + Penalty 1617.123273 = -292992.827787 nChanged 179 SP:Iteration 9Q (2883.982929 sec): 3 clusters Score: Raw -294719.977391 + Penalty 1617.123273 = -293102.854118 nChanged 148 SP:Iteration 10Q (2884.038539 sec): 3 clusters Score: Raw -294811.898493 + Penalty 1617.123273 = -293194.775220 nChanged 115 SP:Iteration 11Q (2884.082095 sec): 3 clusters Score: Raw -294879.678068 + Penalty 1617.123273 = -293262.554796 nChanged 103 SP:Iteration 12Q (2884.140055 sec): 3 clusters Score: Raw -294948.105581 + Penalty 1617.123273 = -293330.982309 nChanged 83 SP:Iteration 13Q (2884.182272 sec): 3 clusters Score: Raw -294999.457215 + Penalty 1617.123273 = -293382.333942 nChanged 62 SP:Iteration 14Q (2884.238349 sec): 3 clusters Score: Raw -295038.738107 + Penalty 1617.123273 = -293421.614834 nChanged 51 SP:Iteration 15Q (2884.283684 sec): 3 clusters Score: Raw -295067.644903 + Penalty 1617.123273 = -293450.521631 nChanged 38 SP:Iteration 16Q (2884.325079 sec): 3 clusters Score: Raw -295089.539791 + Penalty 1617.123273 = -293472.416518 nChanged 28 SP:Iteration 17Q (2884.383086 sec): 3 clusters Score: Raw -295106.099663 + Penalty 1617.123273 = -293488.976390 nChanged 32 SP:Iteration 18Q (2884.430270 sec): 3 clusters Score: Raw -295126.482988 + Penalty 1617.123273 = -293509.359716 nChanged 25 SP:Iteration 19Q (2884.485282 sec): 3 clusters Score: Raw -295143.324785 + Penalty 1617.123273 = -293526.201512 nChanged 26 SP:Iteration 20F (2884.524416 sec): 3 clusters Score: Raw -295163.271534 + Penalty 1617.123273 = -293546.148261 nChanged 24 SP:Iteration 21Q (2884.575195 sec): 3 clusters Score: Raw -295183.258280 + Penalty 1617.123273 = -293566.135008 nChanged 22 SP:Iteration 22Q (2884.624045 sec): 3 clusters Score: Raw -295199.041272 + Penalty 1617.123273 = -293581.917999 nChanged 22 SP:Iteration 23Q (2884.681614 sec): 3 clusters Score: Raw -295211.061375 + Penalty 1617.123273 = -293593.938102 nChanged 19 SP:Iteration 24Q (2884.732876 sec): 3 clusters Score: Raw -295223.699692 + Penalty 1617.123273 = -293606.576419 nChanged 21 SP:Iteration 25Q (2884.780461 sec): 3 clusters Score: Raw -295240.051355 + Penalty 1617.123273 = -293622.928082 nChanged 23 SP:Iteration 26Q (2884.823886 sec): 3 clusters Score: Raw -295256.746037 + Penalty 1617.123273 = -293639.622764 nChanged 26 SP:Iteration 27Q (2884.881087 sec): 3 clusters Score: Raw -295279.198243 + Penalty 1617.123273 = -293662.074970 nChanged 30 SP:Iteration 28Q (2884.918821 sec): 3 clusters Score: Raw -295296.792062 + Penalty 1617.123273 = -293679.668790 nChanged 20 SP:Iteration 29Q (2884.975188 sec): 3 clusters Score: Raw -295312.048293 + Penalty 1617.123273 = -293694.925021 nChanged 22 SP:Iteration 30Q (2885.024031 sec): 3 clusters Score: Raw -295321.962460 + Penalty 1617.123273 = -293704.839187 nChanged 13 SP:Iteration 31Q (2885.074418 sec): 3 clusters Score: Raw -295328.181615 + Penalty 1617.123273 = -293711.058342 nChanged 9 SP:Iteration 32Q (2885.124289 sec): 3 clusters Score: Raw -295332.115299 + Penalty 1617.123273 = -293714.992026 nChanged 7 SP:Iteration 33Q (2885.163473 sec): 3 clusters Score: Raw -295339.187142 + Penalty 1617.123273 = -293722.063870 nChanged 14 SP:Iteration 34Q (2885.211711 sec): 3 clusters Score: Raw -295348.528648 + Penalty 1617.123273 = -293731.405376 nChanged 15 SP:Iteration 35Q (2885.258201 sec): 3 clusters Score: Raw -295359.571435 + Penalty 1617.123273 = -293742.448163 nChanged 20 SP:Iteration 36Q (2885.304619 sec): 3 clusters Score: Raw -295378.496585 + Penalty 1617.123273 = -293761.373312 nChanged 25 SP:Iteration 37Q (2885.351196 sec): 3 clusters Score: Raw -295392.945320 + Penalty 1617.123273 = -293775.822048 nChanged 10 SP:Iteration 38Q (2885.397776 sec): 3 clusters Score: Raw -295396.576714 + Penalty 1617.123273 = -293779.453442 nChanged 3 SP:Iteration 39Q (2885.447748 sec): 3 clusters Score: Raw -295397.054299 + Penalty 1617.123273 = -293779.931026 nChanged 1 SP:Iteration 40F (2885.504496 sec): 3 clusters Score: Raw -295397.629953 + Penalty 1617.123273 = -293780.506681 nChanged 2 SP:Iteration 41Q (2885.543103 sec): 3 clusters Score: Raw -295398.505885 + Penalty 1617.123273 = -293781.382612 nChanged 2 SP:Iteration 42Q (2885.599953 sec): 3 clusters Score: Raw -295399.270469 + Penalty 1617.123273 = -293782.147196 nChanged 4 SP:Iteration 43Q (2885.636547 sec): 3 clusters Score: Raw -295401.381847 + Penalty 1617.123273 = -293784.258574 nChanged 3 SP:Iteration 44Q (2885.684990 sec): 3 clusters Score: Raw -295402.782969 + Penalty 1617.123273 = -293785.659696 nChanged 2 SP:Iteration 45Q (2885.736578 sec): 3 clusters Score: Raw -295403.685132 + Penalty 1617.123273 = -293786.561860 nChanged 1 SP:Iteration 46Q (2885.789507 sec): 3 clusters Score: Raw -295403.815407 + Penalty 1617.123273 = -293786.692134 nChanged 0 SP:Iteration 47F (2885.836243 sec): 3 clusters Score: Raw -295403.815407 + Penalty 1617.123273 = -293786.692134 nChanged 0 Trying to split cluster 34 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2885.861398 sec): 2 clusters Score: Raw -87945.525994 + Penalty 683.114223 = -87262.411771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2885.893432 sec): 3 clusters Score: Raw -87345.527747 + Penalty 1366.228447 = -85979.299300 nChanged 487 SP:Iteration 1F (2885.946516 sec): 3 clusters Score: Raw -87670.024638 + Penalty 1366.228447 = -86303.796191 nChanged 97 SP:Iteration 2F (2885.992221 sec): 3 clusters Score: Raw -87741.401742 + Penalty 1366.228447 = -86375.173296 nChanged 68 SP:Iteration 3F (2886.042251 sec): 3 clusters Score: Raw -87789.336328 + Penalty 1366.228447 = -86423.107882 nChanged 55 SP:Iteration 4Q (2886.090875 sec): 3 clusters Score: Raw -87832.886222 + Penalty 1366.228447 = -86466.657775 nChanged 51 SP:Iteration 5Q (2886.131601 sec): 3 clusters Score: Raw -87877.997507 + Penalty 1366.228447 = -86511.769061 nChanged 52 SP:Iteration 6Q (2886.178101 sec): 3 clusters Score: Raw -87935.656309 + Penalty 1366.228447 = -86569.427862 nChanged 51 SP:Iteration 7Q (2886.221329 sec): 3 clusters Score: Raw -87982.448407 + Penalty 1366.228447 = -86616.219961 nChanged 34 SP:Iteration 8Q (2886.277932 sec): 3 clusters Score: Raw -88010.909397 + Penalty 1366.228447 = -86644.680950 nChanged 26 SP:Iteration 9Q (2886.316824 sec): 3 clusters Score: Raw -88034.905200 + Penalty 1366.228447 = -86668.676753 nChanged 25 SP:Iteration 10Q (2886.363380 sec): 3 clusters Score: Raw -88063.341319 + Penalty 1366.228447 = -86697.112872 nChanged 26 SP:Iteration 11Q (2886.412229 sec): 3 clusters Score: Raw -88088.947725 + Penalty 1366.228447 = -86722.719279 nChanged 26 SP:Iteration 12Q (2886.459458 sec): 3 clusters Score: Raw -88116.468488 + Penalty 1366.228447 = -86750.240041 nChanged 28 SP:Iteration 13Q (2886.501570 sec): 3 clusters Score: Raw -88151.723460 + Penalty 1366.228447 = -86785.495014 nChanged 36 SP:Iteration 14Q (2886.552208 sec): 3 clusters Score: Raw -88202.790496 + Penalty 1366.228447 = -86836.562049 nChanged 35 SP:Iteration 15Q (2886.583735 sec): 3 clusters Score: Raw -88265.781133 + Penalty 1366.228447 = -86899.552687 nChanged 46 SP:Iteration 16Q (2886.634629 sec): 3 clusters Score: Raw -88329.715069 + Penalty 1366.228447 = -86963.486622 nChanged 44 SP:Iteration 17Q (2886.683018 sec): 3 clusters Score: Raw -88380.691942 + Penalty 1366.228447 = -87014.463496 nChanged 30 SP:Iteration 18Q (2886.724774 sec): 3 clusters Score: Raw -88414.679493 + Penalty 1366.228447 = -87048.451046 nChanged 23 SP:Iteration 19Q (2886.773472 sec): 3 clusters Score: Raw -88435.311417 + Penalty 1366.228447 = -87069.082970 nChanged 14 SP:Iteration 20F (2886.819403 sec): 3 clusters Score: Raw -88454.601346 + Penalty 1366.228447 = -87088.372900 nChanged 19 SP:Iteration 21Q (2886.862787 sec): 3 clusters Score: Raw -88475.401954 + Penalty 1366.228447 = -87109.173507 nChanged 15 SP:Iteration 22Q (2886.897133 sec): 3 clusters Score: Raw -88488.974888 + Penalty 1366.228447 = -87122.746442 nChanged 9 SP:Iteration 23Q (2886.942657 sec): 3 clusters Score: Raw -88494.374489 + Penalty 1366.228447 = -87128.146042 nChanged 5 SP:Iteration 24Q (2886.991005 sec): 3 clusters Score: Raw -88496.862480 + Penalty 1366.228447 = -87130.634034 nChanged 2 SP:Iteration 25Q (2887.038670 sec): 3 clusters Score: Raw -88497.754303 + Penalty 1366.228447 = -87131.525856 nChanged 0 SP:Iteration 26F (2887.086942 sec): 3 clusters Score: Raw -88497.754303 + Penalty 1366.228447 = -87131.525856 nChanged 0 Trying to split cluster 35 (10890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2887.132749 sec): 2 clusters Score: Raw -792287.897589 + Penalty 883.082021 = -791404.815568 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2887.185372 sec): 3 clusters Score: Raw -785852.836766 + Penalty 1766.164041 = -784086.672725 nChanged 4799 SP:Iteration 1F (2887.242561 sec): 3 clusters Score: Raw -788680.635084 + Penalty 1766.164041 = -786914.471043 nChanged 759 SP:Iteration 2F (2887.293590 sec): 3 clusters Score: Raw -789092.273563 + Penalty 1766.164041 = -787326.109522 nChanged 759 SP:Iteration 3F (2887.354050 sec): 3 clusters Score: Raw -789580.974823 + Penalty 1766.164041 = -787814.810782 nChanged 773 SP:Iteration 4F (2887.411526 sec): 3 clusters Score: Raw -790104.756521 + Penalty 1766.164041 = -788338.592480 nChanged 720 SP:Iteration 5F (2887.468626 sec): 3 clusters Score: Raw -790596.610097 + Penalty 1766.164041 = -788830.446056 nChanged 616 SP:Iteration 6F (2887.533717 sec): 3 clusters Score: Raw -791018.847122 + Penalty 1766.164041 = -789252.683081 nChanged 499 SP:Iteration 7Q (2887.586534 sec): 3 clusters Score: Raw -791323.575611 + Penalty 1766.164041 = -789557.411570 nChanged 389 SP:Iteration 8Q (2887.648748 sec): 3 clusters Score: Raw -791553.932568 + Penalty 1766.164041 = -789787.768527 nChanged 282 SP:Iteration 9Q (2887.713531 sec): 3 clusters Score: Raw -791719.145861 + Penalty 1766.164041 = -789952.981820 nChanged 222 SP:Iteration 10Q (2887.767982 sec): 3 clusters Score: Raw -791862.206968 + Penalty 1766.164041 = -790096.042927 nChanged 198 SP:Iteration 11Q (2887.823894 sec): 3 clusters Score: Raw -792032.832355 + Penalty 1766.164041 = -790266.668314 nChanged 179 SP:Iteration 12Q (2887.881644 sec): 3 clusters Score: Raw -792186.716884 + Penalty 1766.164041 = -790420.552843 nChanged 142 SP:Iteration 13Q (2887.929687 sec): 3 clusters Score: Raw -792321.826107 + Penalty 1766.164041 = -790555.662066 nChanged 120 SP:Iteration 14Q (2887.988430 sec): 3 clusters Score: Raw -792413.352171 + Penalty 1766.164041 = -790647.188130 nChanged 91 SP:Iteration 15Q (2888.042758 sec): 3 clusters Score: Raw -792466.761930 + Penalty 1766.164041 = -790700.597888 nChanged 65 SP:Iteration 16Q (2888.110003 sec): 3 clusters Score: Raw -792496.509923 + Penalty 1766.164041 = -790730.345882 nChanged 48 SP:Iteration 17Q (2888.166240 sec): 3 clusters Score: Raw -792512.797672 + Penalty 1766.164041 = -790746.633631 nChanged 31 SP:Iteration 18Q (2888.222418 sec): 3 clusters Score: Raw -792521.173267 + Penalty 1766.164041 = -790755.009226 nChanged 30 SP:Iteration 19Q (2888.273800 sec): 3 clusters Score: Raw -792527.896867 + Penalty 1766.164041 = -790761.732826 nChanged 29 SP:Iteration 20F (2888.330214 sec): 3 clusters Score: Raw -792534.375820 + Penalty 1766.164041 = -790768.211779 nChanged 28 SP:Iteration 21Q (2888.393688 sec): 3 clusters Score: Raw -792540.331561 + Penalty 1766.164041 = -790774.167520 nChanged 17 SP:Iteration 22Q (2888.458539 sec): 3 clusters Score: Raw -792543.787543 + Penalty 1766.164041 = -790777.623502 nChanged 15 SP:Iteration 23Q (2888.489298 sec): 3 clusters Score: Raw -792547.054928 + Penalty 1766.164041 = -790780.890887 nChanged 17 SP:Iteration 24Q (2888.556330 sec): 3 clusters Score: Raw -792550.341865 + Penalty 1766.164041 = -790784.177824 nChanged 13 SP:Iteration 25Q (2888.611708 sec): 3 clusters Score: Raw -792552.462941 + Penalty 1766.164041 = -790786.298900 nChanged 15 SP:Iteration 26Q (2888.675247 sec): 3 clusters Score: Raw -792556.646426 + Penalty 1766.164041 = -790790.482385 nChanged 12 SP:Iteration 27Q (2888.735653 sec): 3 clusters Score: Raw -792559.566055 + Penalty 1766.164041 = -790793.402014 nChanged 11 SP:Iteration 28Q (2888.794673 sec): 3 clusters Score: Raw -792561.443757 + Penalty 1766.164041 = -790795.279716 nChanged 10 SP:Iteration 29Q (2888.839718 sec): 3 clusters Score: Raw -792562.573296 + Penalty 1766.164041 = -790796.409255 nChanged 8 SP:Iteration 30Q (2888.911584 sec): 3 clusters Score: Raw -792563.968380 + Penalty 1766.164041 = -790797.804339 nChanged 6 SP:Iteration 31Q (2888.968966 sec): 3 clusters Score: Raw -792564.922875 + Penalty 1766.164041 = -790798.758834 nChanged 5 SP:Iteration 32Q (2889.027455 sec): 3 clusters Score: Raw -792565.825005 + Penalty 1766.164041 = -790799.660964 nChanged 5 SP:Iteration 33Q (2889.086893 sec): 3 clusters Score: Raw -792567.047394 + Penalty 1766.164041 = -790800.883353 nChanged 4 SP:Iteration 34Q (2889.135724 sec): 3 clusters Score: Raw -792567.956609 + Penalty 1766.164041 = -790801.792568 nChanged 6 SP:Iteration 35Q (2889.189618 sec): 3 clusters Score: Raw -792569.112332 + Penalty 1766.164041 = -790802.948291 nChanged 1 SP:Iteration 36Q (2889.242748 sec): 3 clusters Score: Raw -792569.324353 + Penalty 1766.164041 = -790803.160312 nChanged 0 SP:Iteration 37F (2889.309644 sec): 3 clusters Score: Raw -792569.324353 + Penalty 1766.164041 = -790803.160312 nChanged 0 Trying to split cluster 36 (876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2889.324705 sec): 2 clusters Score: Raw -58803.276329 + Penalty 643.659779 = -58159.616550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2889.378780 sec): 3 clusters Score: Raw -58526.388923 + Penalty 1287.319557 = -57239.069366 nChanged 324 SP:Iteration 1F (2889.413658 sec): 3 clusters Score: Raw -58816.768983 + Penalty 1287.319557 = -57529.449426 nChanged 76 SP:Iteration 2F (2889.456858 sec): 3 clusters Score: Raw -58916.389811 + Penalty 1287.319557 = -57629.070253 nChanged 36 SP:Iteration 3Q (2889.500252 sec): 3 clusters Score: Raw -58953.764305 + Penalty 1287.319557 = -57666.444747 nChanged 31 SP:Iteration 4Q (2889.543268 sec): 3 clusters Score: Raw -58991.765248 + Penalty 1287.319557 = -57704.445691 nChanged 49 SP:Iteration 5F (2889.585897 sec): 3 clusters Score: Raw -59046.219430 + Penalty 1287.319557 = -57758.899873 nChanged 55 SP:Iteration 6F (2889.628835 sec): 3 clusters Score: Raw -59116.128454 + Penalty 1287.319557 = -57828.808897 nChanged 51 SP:Iteration 7F (2889.671758 sec): 3 clusters Score: Raw -59172.859320 + Penalty 1287.319557 = -57885.539763 nChanged 34 SP:Iteration 8Q (2889.715289 sec): 3 clusters Score: Raw -59207.593020 + Penalty 1287.319557 = -57920.273463 nChanged 22 SP:Iteration 9Q (2889.749371 sec): 3 clusters Score: Raw -59228.847995 + Penalty 1287.319557 = -57941.528438 nChanged 17 SP:Iteration 10Q (2889.793046 sec): 3 clusters Score: Raw -59245.831574 + Penalty 1287.319557 = -57958.512016 nChanged 9 SP:Iteration 11Q (2889.835711 sec): 3 clusters Score: Raw -59250.864400 + Penalty 1287.319557 = -57963.544843 nChanged 4 SP:Iteration 12Q (2889.870473 sec): 3 clusters Score: Raw -59253.328445 + Penalty 1287.319557 = -57966.008888 nChanged 4 SP:Iteration 13Q (2889.913319 sec): 3 clusters Score: Raw -59256.126712 + Penalty 1287.319557 = -57968.807154 nChanged 1 SP:Iteration 14Q (2889.955046 sec): 3 clusters Score: Raw -59257.392484 + Penalty 1287.319557 = -57970.072927 nChanged 1 SP:Iteration 15Q (2889.999897 sec): 3 clusters Score: Raw -59258.444479 + Penalty 1287.319557 = -57971.124921 nChanged 0 SP:Iteration 16F (2890.043371 sec): 3 clusters Score: Raw -59258.444479 + Penalty 1287.319557 = -57971.124921 nChanged 0 Trying to split cluster 37 (11068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2890.089488 sec): 2 clusters Score: Raw -821694.818893 + Penalty 884.622267 = -820810.196625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2890.139197 sec): 3 clusters Score: Raw -815218.927705 + Penalty 1769.244535 = -813449.683170 nChanged 4936 SP:Iteration 1F (2890.207519 sec): 3 clusters Score: Raw -818069.341502 + Penalty 1769.244535 = -816300.096967 nChanged 780 SP:Iteration 2F (2890.272483 sec): 3 clusters Score: Raw -818550.323690 + Penalty 1769.244535 = -816781.079155 nChanged 778 SP:Iteration 3F (2890.334932 sec): 3 clusters Score: Raw -819099.878499 + Penalty 1769.244535 = -817330.633964 nChanged 756 SP:Iteration 4F (2890.398481 sec): 3 clusters Score: Raw -819642.942618 + Penalty 1769.244535 = -817873.698083 nChanged 647 SP:Iteration 5F (2890.459890 sec): 3 clusters Score: Raw -820053.963800 + Penalty 1769.244535 = -818284.719266 nChanged 529 SP:Iteration 6Q (2890.517566 sec): 3 clusters Score: Raw -820339.573208 + Penalty 1769.244535 = -818570.328673 nChanged 439 SP:Iteration 7Q (2890.576615 sec): 3 clusters Score: Raw -820545.247859 + Penalty 1769.244535 = -818776.003324 nChanged 344 SP:Iteration 8Q (2890.627582 sec): 3 clusters Score: Raw -820683.964634 + Penalty 1769.244535 = -818914.720099 nChanged 273 SP:Iteration 9Q (2890.683175 sec): 3 clusters Score: Raw -820785.345148 + Penalty 1769.244535 = -819016.100614 nChanged 238 SP:Iteration 10Q (2890.752495 sec): 3 clusters Score: Raw -820857.160195 + Penalty 1769.244535 = -819087.915661 nChanged 186 SP:Iteration 11Q (2890.812942 sec): 3 clusters Score: Raw -820900.864372 + Penalty 1769.244535 = -819131.619837 nChanged 148 SP:Iteration 12Q (2890.866140 sec): 3 clusters Score: Raw -820932.192002 + Penalty 1769.244535 = -819162.947467 nChanged 124 SP:Iteration 13Q (2890.927726 sec): 3 clusters Score: Raw -820957.671801 + Penalty 1769.244535 = -819188.427266 nChanged 100 SP:Iteration 14Q (2890.982477 sec): 3 clusters Score: Raw -820975.225566 + Penalty 1769.244535 = -819205.981031 nChanged 80 SP:Iteration 15Q (2891.032492 sec): 3 clusters Score: Raw -820987.018476 + Penalty 1769.244535 = -819217.773942 nChanged 68 SP:Iteration 16Q (2891.098979 sec): 3 clusters Score: Raw -820996.634287 + Penalty 1769.244535 = -819227.389752 nChanged 59 SP:Iteration 17Q (2891.144885 sec): 3 clusters Score: Raw -821003.288229 + Penalty 1769.244535 = -819234.043694 nChanged 51 SP:Iteration 18Q (2891.211102 sec): 3 clusters Score: Raw -821009.042230 + Penalty 1769.244535 = -819239.797696 nChanged 38 SP:Iteration 19Q (2891.263975 sec): 3 clusters Score: Raw -821013.832738 + Penalty 1769.244535 = -819244.588203 nChanged 38 SP:Iteration 20F (2891.326819 sec): 3 clusters Score: Raw -821018.278837 + Penalty 1769.244535 = -819249.034302 nChanged 33 SP:Iteration 21Q (2891.381957 sec): 3 clusters Score: Raw -821022.308534 + Penalty 1769.244535 = -819253.063999 nChanged 36 SP:Iteration 22Q (2891.438947 sec): 3 clusters Score: Raw -821026.513624 + Penalty 1769.244535 = -819257.269089 nChanged 35 SP:Iteration 23Q (2891.487933 sec): 3 clusters Score: Raw -821030.558969 + Penalty 1769.244535 = -819261.314434 nChanged 42 SP:Iteration 24Q (2891.550397 sec): 3 clusters Score: Raw -821036.158856 + Penalty 1769.244535 = -819266.914321 nChanged 49 SP:Iteration 25Q (2891.608334 sec): 3 clusters Score: Raw -821043.169340 + Penalty 1769.244535 = -819273.924805 nChanged 45 SP:Iteration 26Q (2891.669702 sec): 3 clusters Score: Raw -821049.396315 + Penalty 1769.244535 = -819280.151780 nChanged 49 SP:Iteration 27Q (2891.729242 sec): 3 clusters Score: Raw -821057.598742 + Penalty 1769.244535 = -819288.354208 nChanged 44 SP:Iteration 28Q (2891.782423 sec): 3 clusters Score: Raw -821063.374867 + Penalty 1769.244535 = -819294.130332 nChanged 35 SP:Iteration 29Q (2891.834474 sec): 3 clusters Score: Raw -821067.916029 + Penalty 1769.244535 = -819298.671494 nChanged 37 SP:Iteration 30Q (2891.903718 sec): 3 clusters Score: Raw -821072.640368 + Penalty 1769.244535 = -819303.395833 nChanged 33 SP:Iteration 31Q (2891.957909 sec): 3 clusters Score: Raw -821077.303189 + Penalty 1769.244535 = -819308.058654 nChanged 31 SP:Iteration 32Q (2892.022713 sec): 3 clusters Score: Raw -821081.497651 + Penalty 1769.244535 = -819312.253116 nChanged 29 SP:Iteration 33Q (2892.076628 sec): 3 clusters Score: Raw -821084.312752 + Penalty 1769.244535 = -819315.068217 nChanged 20 SP:Iteration 34Q (2892.133005 sec): 3 clusters Score: Raw -821086.284107 + Penalty 1769.244535 = -819317.039572 nChanged 30 SP:Iteration 35Q (2892.185197 sec): 3 clusters Score: Raw -821089.925460 + Penalty 1769.244535 = -819320.680925 nChanged 31 SP:Iteration 36Q (2892.244012 sec): 3 clusters Score: Raw -821093.627112 + Penalty 1769.244535 = -819324.382577 nChanged 33 SP:Iteration 37Q (2892.303672 sec): 3 clusters Score: Raw -821097.319010 + Penalty 1769.244535 = -819328.074476 nChanged 25 SP:Iteration 38Q (2892.363968 sec): 3 clusters Score: Raw -821100.096317 + Penalty 1769.244535 = -819330.851782 nChanged 24 SP:Iteration 39Q (2892.412204 sec): 3 clusters Score: Raw -821103.542051 + Penalty 1769.244535 = -819334.297516 nChanged 34 SP:Iteration 40F (2892.466750 sec): 3 clusters Score: Raw -821110.443431 + Penalty 1769.244535 = -819341.198896 nChanged 38 SP:Iteration 41Q (2892.533558 sec): 3 clusters Score: Raw -821117.446246 + Penalty 1769.244535 = -819348.201712 nChanged 43 SP:Iteration 42Q (2892.590712 sec): 3 clusters Score: Raw -821124.926225 + Penalty 1769.244535 = -819355.681691 nChanged 39 SP:Iteration 43Q (2892.652169 sec): 3 clusters Score: Raw -821131.093973 + Penalty 1769.244535 = -819361.849438 nChanged 36 SP:Iteration 44Q (2892.717262 sec): 3 clusters Score: Raw -821136.341753 + Penalty 1769.244535 = -819367.097219 nChanged 33 SP:Iteration 45Q (2892.771455 sec): 3 clusters Score: Raw -821141.022841 + Penalty 1769.244535 = -819371.778307 nChanged 32 SP:Iteration 46Q (2892.832805 sec): 3 clusters Score: Raw -821145.683147 + Penalty 1769.244535 = -819376.438612 nChanged 37 SP:Iteration 47Q (2892.895490 sec): 3 clusters Score: Raw -821149.742772 + Penalty 1769.244535 = -819380.498237 nChanged 31 SP:Iteration 48Q (2892.942114 sec): 3 clusters Score: Raw -821153.633967 + Penalty 1769.244535 = -819384.389432 nChanged 31 SP:Iteration 49Q (2893.008114 sec): 3 clusters Score: Raw -821158.603203 + Penalty 1769.244535 = -819389.358668 nChanged 36 SP:Iteration 50Q (2893.064533 sec): 3 clusters Score: Raw -821164.641727 + Penalty 1769.244535 = -819395.397192 nChanged 34 SP:Iteration 51Q (2893.119066 sec): 3 clusters Score: Raw -821171.232172 + Penalty 1769.244535 = -819401.987637 nChanged 48 SP:Iteration 52Q (2893.184509 sec): 3 clusters Score: Raw -821180.188193 + Penalty 1769.244535 = -819410.943658 nChanged 49 SP:Iteration 53Q (2893.232533 sec): 3 clusters Score: Raw -821190.878005 + Penalty 1769.244535 = -819421.633471 nChanged 55 SP:Iteration 54Q (2893.290265 sec): 3 clusters Score: Raw -821202.416938 + Penalty 1769.244535 = -819433.172403 nChanged 49 SP:Iteration 55Q (2893.346843 sec): 3 clusters Score: Raw -821211.403518 + Penalty 1769.244535 = -819442.158983 nChanged 48 SP:Iteration 56Q (2893.410886 sec): 3 clusters Score: Raw -821220.527859 + Penalty 1769.244535 = -819451.283324 nChanged 54 SP:Iteration 57Q (2893.463901 sec): 3 clusters Score: Raw -821232.638603 + Penalty 1769.244535 = -819463.394068 nChanged 58 SP:Iteration 58Q (2893.529470 sec): 3 clusters Score: Raw -821243.451832 + Penalty 1769.244535 = -819474.207298 nChanged 51 SP:Iteration 59Q (2893.580686 sec): 3 clusters Score: Raw -821252.699670 + Penalty 1769.244535 = -819483.455135 nChanged 47 SP:Iteration 60F (2893.641974 sec): 3 clusters Score: Raw -821260.936083 + Penalty 1769.244535 = -819491.691548 nChanged 50 SP:Iteration 61Q (2893.699613 sec): 3 clusters Score: Raw -821271.843243 + Penalty 1769.244535 = -819502.598708 nChanged 49 SP:Iteration 62Q (2893.758687 sec): 3 clusters Score: Raw -821283.958494 + Penalty 1769.244535 = -819514.713959 nChanged 46 SP:Iteration 63Q (2893.803366 sec): 3 clusters Score: Raw -821297.257503 + Penalty 1769.244535 = -819528.012968 nChanged 60 SP:Iteration 64Q (2893.860785 sec): 3 clusters Score: Raw -821316.064538 + Penalty 1769.244535 = -819546.820004 nChanged 64 SP:Iteration 65Q (2893.927725 sec): 3 clusters Score: Raw -821337.137100 + Penalty 1769.244535 = -819567.892566 nChanged 63 SP:Iteration 66Q (2893.985678 sec): 3 clusters Score: Raw -821357.935674 + Penalty 1769.244535 = -819588.691139 nChanged 76 SP:Iteration 67Q (2894.046674 sec): 3 clusters Score: Raw -821381.739693 + Penalty 1769.244535 = -819612.495159 nChanged 70 SP:Iteration 68Q (2894.094821 sec): 3 clusters Score: Raw -821403.778524 + Penalty 1769.244535 = -819634.533989 nChanged 69 SP:Iteration 69Q (2894.161513 sec): 3 clusters Score: Raw -821418.354952 + Penalty 1769.244535 = -819649.110418 nChanged 57 SP:Iteration 70Q (2894.217949 sec): 3 clusters Score: Raw -821430.274411 + Penalty 1769.244535 = -819661.029876 nChanged 40 SP:Iteration 71Q (2894.273918 sec): 3 clusters Score: Raw -821441.855752 + Penalty 1769.244535 = -819672.611217 nChanged 54 SP:Iteration 72Q (2894.320946 sec): 3 clusters Score: Raw -821454.855359 + Penalty 1769.244535 = -819685.610824 nChanged 49 SP:Iteration 73Q (2894.387147 sec): 3 clusters Score: Raw -821465.633381 + Penalty 1769.244535 = -819696.388847 nChanged 53 SP:Iteration 74Q (2894.430028 sec): 3 clusters Score: Raw -821482.224507 + Penalty 1769.244535 = -819712.979972 nChanged 55 SP:Iteration 75Q (2894.480280 sec): 3 clusters Score: Raw -821498.512865 + Penalty 1769.244535 = -819729.268330 nChanged 66 SP:Iteration 76Q (2894.548221 sec): 3 clusters Score: Raw -821515.197839 + Penalty 1769.244535 = -819745.953304 nChanged 64 SP:Iteration 77Q (2894.606412 sec): 3 clusters Score: Raw -821533.295974 + Penalty 1769.244535 = -819764.051439 nChanged 57 SP:Iteration 78Q (2894.665740 sec): 3 clusters Score: Raw -821546.530466 + Penalty 1769.244535 = -819777.285932 nChanged 47 SP:Iteration 79Q (2894.723280 sec): 3 clusters Score: Raw -821557.165481 + Penalty 1769.244535 = -819787.920946 nChanged 38 SP:Iteration 80F (2894.779195 sec): 3 clusters Score: Raw -821567.941572 + Penalty 1769.244535 = -819798.697037 nChanged 48 SP:Iteration 81Q (2894.841177 sec): 3 clusters Score: Raw -821581.202455 + Penalty 1769.244535 = -819811.957921 nChanged 52 SP:Iteration 82Q (2894.899626 sec): 3 clusters Score: Raw -821595.051008 + Penalty 1769.244535 = -819825.806473 nChanged 41 SP:Iteration 83Q (2894.962141 sec): 3 clusters Score: Raw -821606.709993 + Penalty 1769.244535 = -819837.465458 nChanged 49 SP:Iteration 84Q (2895.017601 sec): 3 clusters Score: Raw -821621.214001 + Penalty 1769.244535 = -819851.969466 nChanged 52 SP:Iteration 85Q (2895.075245 sec): 3 clusters Score: Raw -821635.342425 + Penalty 1769.244535 = -819866.097890 nChanged 48 SP:Iteration 86Q (2895.135149 sec): 3 clusters Score: Raw -821645.775316 + Penalty 1769.244535 = -819876.530782 nChanged 38 SP:Iteration 87Q (2895.183346 sec): 3 clusters Score: Raw -821655.178071 + Penalty 1769.244535 = -819885.933536 nChanged 37 SP:Iteration 88Q (2895.245227 sec): 3 clusters Score: Raw -821665.916215 + Penalty 1769.244535 = -819896.671680 nChanged 37 SP:Iteration 89Q (2895.293869 sec): 3 clusters Score: Raw -821675.999125 + Penalty 1769.244535 = -819906.754590 nChanged 44 SP:Iteration 90Q (2895.349939 sec): 3 clusters Score: Raw -821692.430723 + Penalty 1769.244535 = -819923.186188 nChanged 44 SP:Iteration 91Q (2895.408450 sec): 3 clusters Score: Raw -821708.311292 + Penalty 1769.244535 = -819939.066757 nChanged 43 SP:Iteration 92Q (2895.473898 sec): 3 clusters Score: Raw -821723.214155 + Penalty 1769.244535 = -819953.969621 nChanged 49 SP:Iteration 93Q (2895.528532 sec): 3 clusters Score: Raw -821735.973539 + Penalty 1769.244535 = -819966.729005 nChanged 39 SP:Iteration 94Q (2895.592007 sec): 3 clusters Score: Raw -821746.388312 + Penalty 1769.244535 = -819977.143777 nChanged 39 SP:Iteration 95Q (2895.644070 sec): 3 clusters Score: Raw -821756.851569 + Penalty 1769.244535 = -819987.607035 nChanged 33 SP:Iteration 96Q (2895.697988 sec): 3 clusters Score: Raw -821763.990777 + Penalty 1769.244535 = -819994.746242 nChanged 33 SP:Iteration 97Q (2895.750751 sec): 3 clusters Score: Raw -821771.666376 + Penalty 1769.244535 = -820002.421841 nChanged 31 SP:Iteration 98Q (2895.818553 sec): 3 clusters Score: Raw -821778.885391 + Penalty 1769.244535 = -820009.640856 nChanged 31 SP:Iteration 99Q (2895.864557 sec): 3 clusters Score: Raw -821789.109535 + Penalty 1769.244535 = -820019.865001 nChanged 37 SP:Iteration 100F (2895.929944 sec): 3 clusters Score: Raw -821800.140043 + Penalty 1769.244535 = -820030.895509 nChanged 29 SP:Iteration 101Q (2895.975522 sec): 3 clusters Score: Raw -821808.461568 + Penalty 1769.244535 = -820039.217033 nChanged 30 SP:Iteration 102Q (2896.032439 sec): 3 clusters Score: Raw -821816.832056 + Penalty 1769.244535 = -820047.587521 nChanged 20 SP:Iteration 103Q (2896.099390 sec): 3 clusters Score: Raw -821821.217564 + Penalty 1769.244535 = -820051.973029 nChanged 14 SP:Iteration 104Q (2896.159229 sec): 3 clusters Score: Raw -821824.104311 + Penalty 1769.244535 = -820054.859776 nChanged 21 SP:Iteration 105Q (2896.210850 sec): 3 clusters Score: Raw -821828.014447 + Penalty 1769.244535 = -820058.769912 nChanged 16 SP:Iteration 106Q (2896.249687 sec): 3 clusters Score: Raw -821830.978168 + Penalty 1769.244535 = -820061.733633 nChanged 11 SP:Iteration 107Q (2896.306096 sec): 3 clusters Score: Raw -821833.396560 + Penalty 1769.244535 = -820064.152025 nChanged 11 SP:Iteration 108Q (2896.366798 sec): 3 clusters Score: Raw -821837.368055 + Penalty 1769.244535 = -820068.123521 nChanged 15 SP:Iteration 109Q (2896.424877 sec): 3 clusters Score: Raw -821841.055646 + Penalty 1769.244535 = -820071.811112 nChanged 10 SP:Iteration 110Q (2896.491552 sec): 3 clusters Score: Raw -821843.911646 + Penalty 1769.244535 = -820074.667112 nChanged 6 SP:Iteration 111Q (2896.549853 sec): 3 clusters Score: Raw -821845.889637 + Penalty 1769.244535 = -820076.645103 nChanged 6 SP:Iteration 112Q (2896.604934 sec): 3 clusters Score: Raw -821848.352767 + Penalty 1769.244535 = -820079.108233 nChanged 12 SP:Iteration 113Q (2896.662710 sec): 3 clusters Score: Raw -821854.189501 + Penalty 1769.244535 = -820084.944966 nChanged 18 SP:Iteration 114Q (2896.718797 sec): 3 clusters Score: Raw -821859.584778 + Penalty 1769.244535 = -820090.340243 nChanged 16 SP:Iteration 115Q (2896.763125 sec): 3 clusters Score: Raw -821864.603875 + Penalty 1769.244535 = -820095.359341 nChanged 14 SP:Iteration 116Q (2896.828980 sec): 3 clusters Score: Raw -821869.004923 + Penalty 1769.244535 = -820099.760388 nChanged 11 SP:Iteration 117Q (2896.890191 sec): 3 clusters Score: Raw -821871.449909 + Penalty 1769.244535 = -820102.205374 nChanged 10 SP:Iteration 118Q (2896.931885 sec): 3 clusters Score: Raw -821873.143611 + Penalty 1769.244535 = -820103.899076 nChanged 6 SP:Iteration 119Q (2896.988540 sec): 3 clusters Score: Raw -821873.776985 + Penalty 1769.244535 = -820104.532450 nChanged 7 SP:Iteration 120F (2897.050508 sec): 3 clusters Score: Raw -821875.436132 + Penalty 1769.244535 = -820106.191597 nChanged 10 SP:Iteration 121Q (2897.103159 sec): 3 clusters Score: Raw -821878.537848 + Penalty 1769.244535 = -820109.293313 nChanged 13 SP:Iteration 122Q (2897.161602 sec): 3 clusters Score: Raw -821882.001891 + Penalty 1769.244535 = -820112.757356 nChanged 17 SP:Iteration 123Q (2897.203787 sec): 3 clusters Score: Raw -821886.582460 + Penalty 1769.244535 = -820117.337925 nChanged 13 SP:Iteration 124Q (2897.269534 sec): 3 clusters Score: Raw -821888.946812 + Penalty 1769.244535 = -820119.702277 nChanged 6 SP:Iteration 125Q (2897.315327 sec): 3 clusters Score: Raw -821890.259629 + Penalty 1769.244535 = -820121.015094 nChanged 5 SP:Iteration 126Q (2897.378509 sec): 3 clusters Score: Raw -821891.186784 + Penalty 1769.244535 = -820121.942249 nChanged 4 SP:Iteration 127Q (2897.437726 sec): 3 clusters Score: Raw -821891.826773 + Penalty 1769.244535 = -820122.582239 nChanged 6 SP:Iteration 128Q (2897.493796 sec): 3 clusters Score: Raw -821893.072250 + Penalty 1769.244535 = -820123.827715 nChanged 3 SP:Iteration 129Q (2897.551745 sec): 3 clusters Score: Raw -821894.043262 + Penalty 1769.244535 = -820124.798727 nChanged 2 SP:Iteration 130Q (2897.607334 sec): 3 clusters Score: Raw -821894.293512 + Penalty 1769.244535 = -820125.048978 nChanged 0 SP:Iteration 131F (2897.670681 sec): 3 clusters Score: Raw -821894.293512 + Penalty 1769.244535 = -820125.048978 nChanged 0 Trying to split cluster 38 (7753 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2897.703523 sec): 2 clusters Score: Raw -545341.400346 + Penalty 850.804339 = -544490.596007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2897.745863 sec): 3 clusters Score: Raw -540812.237644 + Penalty 1701.608677 = -539110.628967 nChanged 3429 SP:Iteration 1F (2897.813390 sec): 3 clusters Score: Raw -542756.149149 + Penalty 1701.608677 = -541054.540472 nChanged 565 SP:Iteration 2F (2897.860071 sec): 3 clusters Score: Raw -543080.808868 + Penalty 1701.608677 = -541379.200190 nChanged 519 SP:Iteration 3F (2897.927096 sec): 3 clusters Score: Raw -543328.015508 + Penalty 1701.608677 = -541626.406831 nChanged 437 SP:Iteration 4F (2897.983322 sec): 3 clusters Score: Raw -543540.181079 + Penalty 1701.608677 = -541838.572402 nChanged 388 SP:Iteration 5F (2898.042299 sec): 3 clusters Score: Raw -543731.735294 + Penalty 1701.608677 = -542030.126616 nChanged 345 SP:Iteration 6Q (2898.091289 sec): 3 clusters Score: Raw -543915.119368 + Penalty 1701.608677 = -542213.510690 nChanged 327 SP:Iteration 7Q (2898.134316 sec): 3 clusters Score: Raw -544094.991543 + Penalty 1701.608677 = -542393.382866 nChanged 305 SP:Iteration 8Q (2898.182188 sec): 3 clusters Score: Raw -544267.943249 + Penalty 1701.608677 = -542566.334572 nChanged 279 SP:Iteration 9Q (2898.234181 sec): 3 clusters Score: Raw -544439.385552 + Penalty 1701.608677 = -542737.776875 nChanged 241 SP:Iteration 10Q (2898.300910 sec): 3 clusters Score: Raw -544603.332420 + Penalty 1701.608677 = -542901.723743 nChanged 224 SP:Iteration 11Q (2898.334147 sec): 3 clusters Score: Raw -544759.360970 + Penalty 1701.608677 = -543057.752292 nChanged 194 SP:Iteration 12Q (2898.393120 sec): 3 clusters Score: Raw -544900.679415 + Penalty 1701.608677 = -543199.070737 nChanged 170 SP:Iteration 13Q (2898.455534 sec): 3 clusters Score: Raw -545042.042165 + Penalty 1701.608677 = -543340.433487 nChanged 152 SP:Iteration 14Q (2898.514298 sec): 3 clusters Score: Raw -545170.014232 + Penalty 1701.608677 = -543468.405555 nChanged 115 SP:Iteration 15Q (2898.570839 sec): 3 clusters Score: Raw -545280.892608 + Penalty 1701.608677 = -543579.283930 nChanged 78 SP:Iteration 16Q (2898.625521 sec): 3 clusters Score: Raw -545383.836234 + Penalty 1701.608677 = -543682.227557 nChanged 37 SP:Iteration 17Q (2898.678382 sec): 3 clusters Score: Raw -545449.889370 + Penalty 1701.608677 = -543748.280693 nChanged 29 SP:Iteration 18Q (2898.723855 sec): 3 clusters Score: Raw -545474.680539 + Penalty 1701.608677 = -543773.071862 nChanged 26 SP:Iteration 19Q (2898.780538 sec): 3 clusters Score: Raw -545495.716126 + Penalty 1701.608677 = -543794.107449 nChanged 15 SP:Iteration 20F (2898.836370 sec): 3 clusters Score: Raw -545505.194452 + Penalty 1701.608677 = -543803.585775 nChanged 10 SP:Iteration 21Q (2898.887702 sec): 3 clusters Score: Raw -545514.635080 + Penalty 1701.608677 = -543813.026403 nChanged 14 SP:Iteration 22Q (2898.923588 sec): 3 clusters Score: Raw -545526.874266 + Penalty 1701.608677 = -543825.265589 nChanged 6 SP:Iteration 23Q (2898.982152 sec): 3 clusters Score: Raw -545530.097845 + Penalty 1701.608677 = -543828.489168 nChanged 4 SP:Iteration 24Q (2899.022058 sec): 3 clusters Score: Raw -545532.180995 + Penalty 1701.608677 = -543830.572317 nChanged 3 SP:Iteration 25Q (2899.075826 sec): 3 clusters Score: Raw -545533.967014 + Penalty 1701.608677 = -543832.358337 nChanged 3 SP:Iteration 26Q (2899.130694 sec): 3 clusters Score: Raw -545535.145842 + Penalty 1701.608677 = -543833.537165 nChanged 2 SP:Iteration 27Q (2899.183385 sec): 3 clusters Score: Raw -545536.536645 + Penalty 1701.608677 = -543834.927968 nChanged 3 SP:Iteration 28Q (2899.231215 sec): 3 clusters Score: Raw -545538.005726 + Penalty 1701.608677 = -543836.397048 nChanged 2 SP:Iteration 29Q (2899.284321 sec): 3 clusters Score: Raw -545539.107566 + Penalty 1701.608677 = -543837.498888 nChanged 0 SP:Iteration 30F (2899.351788 sec): 3 clusters Score: Raw -545539.107566 + Penalty 1701.608677 = -543837.498888 nChanged 0 Trying to split cluster 39 (2251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2899.377296 sec): 2 clusters Score: Raw -175743.341358 + Penalty 733.317335 = -175010.024023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2899.412006 sec): 3 clusters Score: Raw -174659.222823 + Penalty 1466.634670 = -173192.588153 nChanged 874 SP:Iteration 1F (2899.466297 sec): 3 clusters Score: Raw -175131.929418 + Penalty 1466.634670 = -173665.294748 nChanged 165 SP:Iteration 2F (2899.505037 sec): 3 clusters Score: Raw -175256.012587 + Penalty 1466.634670 = -173789.377917 nChanged 146 SP:Iteration 3F (2899.563525 sec): 3 clusters Score: Raw -175390.382653 + Penalty 1466.634670 = -173923.747983 nChanged 137 SP:Iteration 4F (2899.603706 sec): 3 clusters Score: Raw -175515.069535 + Penalty 1466.634670 = -174048.434865 nChanged 137 SP:Iteration 5F (2899.640832 sec): 3 clusters Score: Raw -175635.199891 + Penalty 1466.634670 = -174168.565221 nChanged 153 SP:Iteration 6F (2899.689753 sec): 3 clusters Score: Raw -175786.519264 + Penalty 1466.634670 = -174319.884594 nChanged 131 SP:Iteration 7F (2899.736583 sec): 3 clusters Score: Raw -175892.333393 + Penalty 1466.634670 = -174425.698723 nChanged 83 SP:Iteration 8Q (2899.788392 sec): 3 clusters Score: Raw -175954.692749 + Penalty 1466.634670 = -174488.058079 nChanged 59 SP:Iteration 9Q (2899.831807 sec): 3 clusters Score: Raw -175993.235284 + Penalty 1466.634670 = -174526.600614 nChanged 55 SP:Iteration 10Q (2899.874758 sec): 3 clusters Score: Raw -176028.612671 + Penalty 1466.634670 = -174561.978001 nChanged 33 SP:Iteration 11Q (2899.923359 sec): 3 clusters Score: Raw -176047.313719 + Penalty 1466.634670 = -174580.679049 nChanged 32 SP:Iteration 12Q (2899.973312 sec): 3 clusters Score: Raw -176064.081014 + Penalty 1466.634670 = -174597.446344 nChanged 21 SP:Iteration 13Q (2900.011379 sec): 3 clusters Score: Raw -176075.203994 + Penalty 1466.634670 = -174608.569324 nChanged 12 SP:Iteration 14Q (2900.070145 sec): 3 clusters Score: Raw -176083.984184 + Penalty 1466.634670 = -174617.349514 nChanged 12 SP:Iteration 15Q (2900.106633 sec): 3 clusters Score: Raw -176093.363182 + Penalty 1466.634670 = -174626.728513 nChanged 16 SP:Iteration 16Q (2900.163171 sec): 3 clusters Score: Raw -176104.979853 + Penalty 1466.634670 = -174638.345183 nChanged 16 SP:Iteration 17Q (2900.185677 sec): 3 clusters Score: Raw -176117.251899 + Penalty 1466.634670 = -174650.617229 nChanged 14 SP:Iteration 18Q (2900.194353 sec): 3 clusters Score: Raw -176124.841004 + Penalty 1466.634670 = -174658.206334 nChanged 4 SP:Iteration 19Q (2900.202443 sec): 3 clusters Score: Raw -176127.054322 + Penalty 1466.634670 = -174660.419652 nChanged 4 SP:Iteration 20F (2900.210860 sec): 3 clusters Score: Raw -176128.478974 + Penalty 1466.634670 = -174661.844305 nChanged 1 SP:Iteration 21Q (2900.218993 sec): 3 clusters Score: Raw -176128.593628 + Penalty 1466.634670 = -174661.958958 nChanged 1 SP:Iteration 22Q (2900.227165 sec): 3 clusters Score: Raw -176128.750385 + Penalty 1466.634670 = -174662.115715 nChanged 1 SP:Iteration 23Q (2900.235346 sec): 3 clusters Score: Raw -176128.999144 + Penalty 1466.634670 = -174662.364475 nChanged 1 SP:Iteration 24Q (2900.243539 sec): 3 clusters Score: Raw -176129.193007 + Penalty 1466.634670 = -174662.558338 nChanged 1 SP:Iteration 25Q (2900.297262 sec): 3 clusters Score: Raw -176130.013817 + Penalty 1466.634670 = -174663.379147 nChanged 4 SP:Iteration 26Q (2900.333431 sec): 3 clusters Score: Raw -176132.633088 + Penalty 1466.634670 = -174665.998418 nChanged 0 SP:Iteration 27F (2900.394166 sec): 3 clusters Score: Raw -176132.633088 + Penalty 1466.634670 = -174665.998418 nChanged 0 Trying to split cluster 40 (1063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2900.405052 sec): 2 clusters Score: Raw -51611.193685 + Penalty 662.040786 = -50949.152899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2900.453368 sec): 3 clusters Score: Raw -51247.666542 + Penalty 1324.081572 = -49923.584971 nChanged 402 SP:Iteration 1F (2900.507213 sec): 3 clusters Score: Raw -51691.184726 + Penalty 1324.081572 = -50367.103154 nChanged 130 SP:Iteration 2F (2900.555840 sec): 3 clusters Score: Raw -51892.090645 + Penalty 1324.081572 = -50568.009073 nChanged 90 SP:Iteration 3F (2900.593614 sec): 3 clusters Score: Raw -52012.037832 + Penalty 1324.081572 = -50687.956260 nChanged 63 SP:Iteration 4F (2900.650953 sec): 3 clusters Score: Raw -52143.218500 + Penalty 1324.081572 = -50819.136929 nChanged 52 SP:Iteration 5Q (2900.689369 sec): 3 clusters Score: Raw -52232.745648 + Penalty 1324.081572 = -50908.664076 nChanged 51 SP:Iteration 6Q (2900.741787 sec): 3 clusters Score: Raw -52299.032034 + Penalty 1324.081572 = -50974.950462 nChanged 28 SP:Iteration 7Q (2900.780768 sec): 3 clusters Score: Raw -52322.666421 + Penalty 1324.081572 = -50998.584849 nChanged 19 SP:Iteration 8Q (2900.840015 sec): 3 clusters Score: Raw -52340.931866 + Penalty 1324.081572 = -51016.850294 nChanged 8 SP:Iteration 9Q (2900.883597 sec): 3 clusters Score: Raw -52349.310910 + Penalty 1324.081572 = -51025.229338 nChanged 8 SP:Iteration 10Q (2900.921055 sec): 3 clusters Score: Raw -52359.369917 + Penalty 1324.081572 = -51035.288345 nChanged 15 SP:Iteration 11Q (2900.959591 sec): 3 clusters Score: Raw -52374.069252 + Penalty 1324.081572 = -51049.987680 nChanged 8 SP:Iteration 12Q (2901.015397 sec): 3 clusters Score: Raw -52380.141704 + Penalty 1324.081572 = -51056.060132 nChanged 1 SP:Iteration 13Q (2901.051751 sec): 3 clusters Score: Raw -52380.626376 + Penalty 1324.081572 = -51056.544804 nChanged 0 SP:Iteration 14F (2901.103907 sec): 3 clusters Score: Raw -52380.626376 + Penalty 1324.081572 = -51056.544804 nChanged 0 Score: Raw -45957329.141437 + Penalty 54623.503038 = -45902705.638399 Splitting cluster 40 changes total score from -45903205.288807 to -45902705.638399 So it's not getting split. Trying to split cluster 41 (148343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2914.655296 sec): 2 clusters Score: Raw -11545712.225762 + Penalty 1131.191832 = -11544581.033930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2914.887542 sec): 3 clusters Score: Raw -11446804.416732 + Penalty 2262.383663 = -11444542.033069 nChanged 72263 SP:Iteration 1F (2915.119671 sec): 3 clusters Score: Raw -11490284.699624 + Penalty 2262.383663 = -11488022.315961 nChanged 5921 SP:Iteration 2Q (2915.371983 sec): 3 clusters Score: Raw -11492373.572430 + Penalty 2262.383663 = -11490111.188767 nChanged 7166 SP:Iteration 3Q (2915.605362 sec): 3 clusters Score: Raw -11495935.909535 + Penalty 2262.383663 = -11493673.525872 nChanged 8952 SP:Iteration 4F (2915.831825 sec): 3 clusters Score: Raw -11501872.906845 + Penalty 2262.383663 = -11499610.523181 nChanged 10391 SP:Iteration 5F (2916.051049 sec): 3 clusters Score: Raw -11510165.952526 + Penalty 2262.383663 = -11507903.568863 nChanged 10304 SP:Iteration 6F (2916.271410 sec): 3 clusters Score: Raw -11518734.227404 + Penalty 2262.383663 = -11516471.843741 nChanged 8870 SP:Iteration 7F (2916.505392 sec): 3 clusters Score: Raw -11525180.076525 + Penalty 2262.383663 = -11522917.692862 nChanged 6397 SP:Iteration 8Q (2916.737323 sec): 3 clusters Score: Raw -11528528.669257 + Penalty 2262.383663 = -11526266.285593 nChanged 4211 SP:Iteration 9Q (2916.967719 sec): 3 clusters Score: Raw -11530266.518579 + Penalty 2262.383663 = -11528004.134916 nChanged 3100 SP:Iteration 10Q (2917.184395 sec): 3 clusters Score: Raw -11531459.599063 + Penalty 2262.383663 = -11529197.215400 nChanged 2754 SP:Iteration 11Q (2917.410350 sec): 3 clusters Score: Raw -11532534.889046 + Penalty 2262.383663 = -11530272.505382 nChanged 2687 SP:Iteration 12Q (2917.629274 sec): 3 clusters Score: Raw -11533628.008673 + Penalty 2262.383663 = -11531365.625009 nChanged 2643 SP:Iteration 13Q (2917.846540 sec): 3 clusters Score: Raw -11534727.224376 + Penalty 2262.383663 = -11532464.840712 nChanged 2483 SP:Iteration 14Q (2918.053409 sec): 3 clusters Score: Raw -11535733.448990 + Penalty 2262.383663 = -11533471.065326 nChanged 2419 SP:Iteration 15Q (2918.256838 sec): 3 clusters Score: Raw -11536731.143122 + Penalty 2262.383663 = -11534468.759459 nChanged 2241 SP:Iteration 16Q (2918.483028 sec): 3 clusters Score: Raw -11537664.810166 + Penalty 2262.383663 = -11535402.426503 nChanged 2106 SP:Iteration 17Q (2918.689808 sec): 3 clusters Score: Raw -11538523.316658 + Penalty 2262.383663 = -11536260.932994 nChanged 1964 SP:Iteration 18Q (2918.898617 sec): 3 clusters Score: Raw -11539349.580364 + Penalty 2262.383663 = -11537087.196701 nChanged 1849 SP:Iteration 19Q (2919.104361 sec): 3 clusters Score: Raw -11540153.709205 + Penalty 2262.383663 = -11537891.325542 nChanged 1712 SP:Iteration 20F (2919.330314 sec): 3 clusters Score: Raw -11540909.989341 + Penalty 2262.383663 = -11538647.605678 nChanged 1557 SP:Iteration 21Q (2919.536511 sec): 3 clusters Score: Raw -11541621.632408 + Penalty 2262.383663 = -11539359.248744 nChanged 1449 SP:Iteration 22Q (2919.742676 sec): 3 clusters Score: Raw -11542310.564192 + Penalty 2262.383663 = -11540048.180528 nChanged 1316 SP:Iteration 23Q (2919.932402 sec): 3 clusters Score: Raw -11542935.120756 + Penalty 2262.383663 = -11540672.737092 nChanged 1149 SP:Iteration 24Q (2920.140061 sec): 3 clusters Score: Raw -11543484.614247 + Penalty 2262.383663 = -11541222.230584 nChanged 1021 SP:Iteration 25Q (2920.333731 sec): 3 clusters Score: Raw -11543989.045193 + Penalty 2262.383663 = -11541726.661529 nChanged 881 SP:Iteration 26Q (2920.534546 sec): 3 clusters Score: Raw -11544439.172906 + Penalty 2262.383663 = -11542176.789243 nChanged 748 SP:Iteration 27Q (2920.721290 sec): 3 clusters Score: Raw -11544810.039578 + Penalty 2262.383663 = -11542547.655915 nChanged 549 SP:Iteration 28Q (2920.907478 sec): 3 clusters Score: Raw -11545069.770806 + Penalty 2262.383663 = -11542807.387143 nChanged 448 SP:Iteration 29Q (2921.095076 sec): 3 clusters Score: Raw -11545279.685480 + Penalty 2262.383663 = -11543017.301817 nChanged 359 SP:Iteration 30Q (2921.281526 sec): 3 clusters Score: Raw -11545443.417593 + Penalty 2262.383663 = -11543181.033929 nChanged 261 SP:Iteration 31Q (2921.478253 sec): 3 clusters Score: Raw -11545554.886015 + Penalty 2262.383663 = -11543292.502352 nChanged 198 SP:Iteration 32Q (2921.664042 sec): 3 clusters Score: Raw -11545627.733136 + Penalty 2262.383663 = -11543365.349472 nChanged 152 SP:Iteration 33Q (2921.849779 sec): 3 clusters Score: Raw -11545677.971360 + Penalty 2262.383663 = -11543415.587697 nChanged 124 SP:Iteration 34Q (2922.063695 sec): 3 clusters Score: Raw -11545726.925951 + Penalty 2262.383663 = -11543464.542288 nChanged 104 SP:Iteration 35Q (2922.256614 sec): 3 clusters Score: Raw -11545764.620097 + Penalty 2262.383663 = -11543502.236434 nChanged 87 SP:Iteration 36Q (2922.437348 sec): 3 clusters Score: Raw -11545798.365324 + Penalty 2262.383663 = -11543535.981661 nChanged 70 SP:Iteration 37Q (2922.619466 sec): 3 clusters Score: Raw -11545823.802269 + Penalty 2262.383663 = -11543561.418606 nChanged 52 SP:Iteration 38Q (2922.808829 sec): 3 clusters Score: Raw -11545840.499245 + Penalty 2262.383663 = -11543578.115581 nChanged 49 SP:Iteration 39Q (2922.994236 sec): 3 clusters Score: Raw -11545857.871408 + Penalty 2262.383663 = -11543595.487744 nChanged 39 SP:Iteration 40F (2923.223563 sec): 3 clusters Score: Raw -11545872.826858 + Penalty 2262.383663 = -11543610.443194 nChanged 40 SP:Iteration 41Q (2923.406212 sec): 3 clusters Score: Raw -11545885.836655 + Penalty 2262.383663 = -11543623.452992 nChanged 31 SP:Iteration 42Q (2923.590588 sec): 3 clusters Score: Raw -11545898.743607 + Penalty 2262.383663 = -11543636.359944 nChanged 35 SP:Iteration 43Q (2923.776351 sec): 3 clusters Score: Raw -11545910.505512 + Penalty 2262.383663 = -11543648.121848 nChanged 30 SP:Iteration 44Q (2923.971327 sec): 3 clusters Score: Raw -11545920.648861 + Penalty 2262.383663 = -11543658.265198 nChanged 25 SP:Iteration 45Q (2924.154210 sec): 3 clusters Score: Raw -11545928.277579 + Penalty 2262.383663 = -11543665.893916 nChanged 22 SP:Iteration 46Q (2924.343835 sec): 3 clusters Score: Raw -11545935.750083 + Penalty 2262.383663 = -11543673.366420 nChanged 18 SP:Iteration 47Q (2924.539108 sec): 3 clusters Score: Raw -11545941.723814 + Penalty 2262.383663 = -11543679.340151 nChanged 16 SP:Iteration 48Q (2924.718447 sec): 3 clusters Score: Raw -11545946.734076 + Penalty 2262.383663 = -11543684.350413 nChanged 19 SP:Iteration 49Q (2924.908822 sec): 3 clusters Score: Raw -11545951.036896 + Penalty 2262.383663 = -11543688.653233 nChanged 14 SP:Iteration 50Q (2925.098786 sec): 3 clusters Score: Raw -11545954.969796 + Penalty 2262.383663 = -11543692.586132 nChanged 9 SP:Iteration 51Q (2925.283916 sec): 3 clusters Score: Raw -11545957.578887 + Penalty 2262.383663 = -11543695.195223 nChanged 9 SP:Iteration 52Q (2925.471532 sec): 3 clusters Score: Raw -11545960.359007 + Penalty 2262.383663 = -11543697.975343 nChanged 9 SP:Iteration 53Q (2925.682522 sec): 3 clusters Score: Raw -11545962.676787 + Penalty 2262.383663 = -11543700.293123 nChanged 6 SP:Iteration 54Q (2925.866153 sec): 3 clusters Score: Raw -11545963.814619 + Penalty 2262.383663 = -11543701.430956 nChanged 2 SP:Iteration 55Q (2926.050304 sec): 3 clusters Score: Raw -11545964.431014 + Penalty 2262.383663 = -11543702.047351 nChanged 4 SP:Iteration 56Q (2926.263208 sec): 3 clusters Score: Raw -11545966.353953 + Penalty 2262.383663 = -11543703.970289 nChanged 3 SP:Iteration 57Q (2926.430926 sec): 3 clusters Score: Raw -11545967.096794 + Penalty 2262.383663 = -11543704.713131 nChanged 3 SP:Iteration 58Q (2926.613382 sec): 3 clusters Score: Raw -11545967.985331 + Penalty 2262.383663 = -11543705.601667 nChanged 2 SP:Iteration 59Q (2926.796967 sec): 3 clusters Score: Raw -11545968.548645 + Penalty 2262.383663 = -11543706.164982 nChanged 1 SP:Iteration 60F (2927.017517 sec): 3 clusters Score: Raw -11545968.813100 + Penalty 2262.383663 = -11543706.429437 nChanged 2 SP:Iteration 61Q (2927.211384 sec): 3 clusters Score: Raw -11545969.006460 + Penalty 2262.383663 = -11543706.622796 nChanged 1 SP:Iteration 62Q (2927.403415 sec): 3 clusters Score: Raw -11545969.214824 + Penalty 2262.383663 = -11543706.831161 nChanged 2 SP:Iteration 63Q (2927.583642 sec): 3 clusters Score: Raw -11545970.556653 + Penalty 2262.383663 = -11543708.172989 nChanged 3 SP:Iteration 64Q (2927.774456 sec): 3 clusters Score: Raw -11545971.138813 + Penalty 2262.383663 = -11543708.755149 nChanged 1 SP:Iteration 65Q (2927.962958 sec): 3 clusters Score: Raw -11545971.280185 + Penalty 2262.383663 = -11543708.896522 nChanged 0 SP:Iteration 66F (2928.183414 sec): 3 clusters Score: Raw -11545971.280185 + Penalty 2262.383663 = -11543708.896522 nChanged 0 Trying to split cluster 42 (3238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2928.223724 sec): 2 clusters Score: Raw -223582.105006 + Penalty 767.857558 = -222814.247448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2928.276881 sec): 3 clusters Score: Raw -221906.711269 + Penalty 1535.715116 = -220370.996153 nChanged 1287 SP:Iteration 1F (2928.317099 sec): 3 clusters Score: Raw -222651.453879 + Penalty 1535.715116 = -221115.738763 nChanged 249 SP:Iteration 2F (2928.365045 sec): 3 clusters Score: Raw -222788.856854 + Penalty 1535.715116 = -221253.141738 nChanged 196 SP:Iteration 3F (2928.416672 sec): 3 clusters Score: Raw -222904.935553 + Penalty 1535.715116 = -221369.220437 nChanged 148 SP:Iteration 4Q (2928.473819 sec): 3 clusters Score: Raw -222990.580001 + Penalty 1535.715116 = -221454.864885 nChanged 161 SP:Iteration 5Q (2928.525764 sec): 3 clusters Score: Raw -223100.310768 + Penalty 1535.715116 = -221564.595652 nChanged 162 SP:Iteration 6F (2928.577132 sec): 3 clusters Score: Raw -223194.278480 + Penalty 1535.715116 = -221658.563365 nChanged 119 SP:Iteration 7Q (2928.622097 sec): 3 clusters Score: Raw -223274.094105 + Penalty 1535.715116 = -221738.378990 nChanged 107 SP:Iteration 8Q (2928.676548 sec): 3 clusters Score: Raw -223341.368659 + Penalty 1535.715116 = -221805.653544 nChanged 103 SP:Iteration 9Q (2928.714834 sec): 3 clusters Score: Raw -223402.891759 + Penalty 1535.715116 = -221867.176644 nChanged 95 SP:Iteration 10Q (2928.765338 sec): 3 clusters Score: Raw -223464.016364 + Penalty 1535.715116 = -221928.301248 nChanged 85 SP:Iteration 11Q (2928.814344 sec): 3 clusters Score: Raw -223520.177521 + Penalty 1535.715116 = -221984.462406 nChanged 73 SP:Iteration 12Q (2928.868248 sec): 3 clusters Score: Raw -223578.173361 + Penalty 1535.715116 = -222042.458245 nChanged 61 SP:Iteration 13Q (2928.906176 sec): 3 clusters Score: Raw -223624.823234 + Penalty 1535.715116 = -222089.108119 nChanged 58 SP:Iteration 14Q (2928.959366 sec): 3 clusters Score: Raw -223670.735195 + Penalty 1535.715116 = -222135.020079 nChanged 57 SP:Iteration 15Q (2928.998580 sec): 3 clusters Score: Raw -223717.164011 + Penalty 1535.715116 = -222181.448895 nChanged 61 SP:Iteration 16Q (2929.050185 sec): 3 clusters Score: Raw -223767.069471 + Penalty 1535.715116 = -222231.354355 nChanged 41 SP:Iteration 17Q (2929.097624 sec): 3 clusters Score: Raw -223793.483327 + Penalty 1535.715116 = -222257.768211 nChanged 26 SP:Iteration 18Q (2929.156731 sec): 3 clusters Score: Raw -223806.017275 + Penalty 1535.715116 = -222270.302160 nChanged 21 SP:Iteration 19Q (2929.200810 sec): 3 clusters Score: Raw -223819.039627 + Penalty 1535.715116 = -222283.324511 nChanged 11 SP:Iteration 20F (2929.243201 sec): 3 clusters Score: Raw -223824.655951 + Penalty 1535.715116 = -222288.940835 nChanged 7 SP:Iteration 21Q (2929.297373 sec): 3 clusters Score: Raw -223827.064654 + Penalty 1535.715116 = -222291.349539 nChanged 4 SP:Iteration 22Q (2929.335895 sec): 3 clusters Score: Raw -223828.536948 + Penalty 1535.715116 = -222292.821832 nChanged 3 SP:Iteration 23Q (2929.372770 sec): 3 clusters Score: Raw -223829.282157 + Penalty 1535.715116 = -222293.567041 nChanged 1 SP:Iteration 24Q (2929.411336 sec): 3 clusters Score: Raw -223829.411564 + Penalty 1535.715116 = -222293.696448 nChanged 3 SP:Iteration 25Q (2929.450765 sec): 3 clusters Score: Raw -223830.458728 + Penalty 1535.715116 = -222294.743612 nChanged 3 SP:Iteration 26Q (2929.493590 sec): 3 clusters Score: Raw -223831.770860 + Penalty 1535.715116 = -222296.055745 nChanged 3 SP:Iteration 27Q (2929.530092 sec): 3 clusters Score: Raw -223832.378884 + Penalty 1535.715116 = -222296.663768 nChanged 4 SP:Iteration 28Q (2929.564809 sec): 3 clusters Score: Raw -223833.865951 + Penalty 1535.715116 = -222298.150835 nChanged 5 SP:Iteration 29Q (2929.602990 sec): 3 clusters Score: Raw -223836.043556 + Penalty 1535.715116 = -222300.328440 nChanged 3 SP:Iteration 30Q (2929.637161 sec): 3 clusters Score: Raw -223838.329064 + Penalty 1535.715116 = -222302.613948 nChanged 1 SP:Iteration 31Q (2929.682368 sec): 3 clusters Score: Raw -223838.585503 + Penalty 1535.715116 = -222302.870387 nChanged 1 SP:Iteration 32Q (2929.739120 sec): 3 clusters Score: Raw -223839.002869 + Penalty 1535.715116 = -222303.287753 nChanged 1 SP:Iteration 33Q (2929.787752 sec): 3 clusters Score: Raw -223839.788384 + Penalty 1535.715116 = -222304.073269 nChanged 3 SP:Iteration 34Q (2929.826531 sec): 3 clusters Score: Raw -223843.047800 + Penalty 1535.715116 = -222307.332685 nChanged 4 SP:Iteration 35Q (2929.875813 sec): 3 clusters Score: Raw -223846.074694 + Penalty 1535.715116 = -222310.359578 nChanged 5 SP:Iteration 36Q (2929.934515 sec): 3 clusters Score: Raw -223847.950621 + Penalty 1535.715116 = -222312.235506 nChanged 4 SP:Iteration 37Q (2929.976109 sec): 3 clusters Score: Raw -223849.349761 + Penalty 1535.715116 = -222313.634645 nChanged 3 SP:Iteration 38Q (2930.029574 sec): 3 clusters Score: Raw -223850.399263 + Penalty 1535.715116 = -222314.684147 nChanged 2 SP:Iteration 39Q (2930.067893 sec): 3 clusters Score: Raw -223850.965040 + Penalty 1535.715116 = -222315.249925 nChanged 0 SP:Iteration 40F (2930.127954 sec): 3 clusters Score: Raw -223850.965040 + Penalty 1535.715116 = -222315.249925 nChanged 0 Iteration 259Q (2936.314706 sec): 43 clusters Score: Raw -45956560.246623 + Penalty 53353.189014 = -45903207.057609 nChanged 96 Iteration 260F (2949.503893 sec): 43 clusters Score: Raw -45956562.520761 + Penalty 53353.189014 = -45903209.331747 nChanged 109 Iteration 261Q (2955.859870 sec): 43 clusters Score: Raw -45956565.230639 + Penalty 53353.189014 = -45903212.041625 nChanged 122 Iteration 262Q (2961.986771 sec): 43 clusters Score: Raw -45956568.481628 + Penalty 53353.189014 = -45903215.292614 nChanged 132 Iteration 263Q (2968.176802 sec): 43 clusters Score: Raw -45956572.157443 + Penalty 53353.189014 = -45903218.968429 nChanged 154 Iteration 264Q (2974.169867 sec): 43 clusters Score: Raw -45956576.660335 + Penalty 53353.189014 = -45903223.471321 nChanged 154 Iteration 265Q (2980.310234 sec): 43 clusters Score: Raw -45956581.818342 + Penalty 53353.189014 = -45903228.629328 nChanged 139 Iteration 266Q (2986.488552 sec): 43 clusters Score: Raw -45956586.176187 + Penalty 53353.189014 = -45903232.987173 nChanged 129 Iteration 267Q (2992.613048 sec): 43 clusters Score: Raw -45956590.246574 + Penalty 53353.189014 = -45903237.057560 nChanged 124 Iteration 268Q (2998.657164 sec): 43 clusters Score: Raw -45956593.807318 + Penalty 53353.189014 = -45903240.618304 nChanged 106 Iteration 269Q (3004.869149 sec): 43 clusters Score: Raw -45956596.270712 + Penalty 53353.189014 = -45903243.081698 nChanged 94 Iteration 270Q (3011.140665 sec): 43 clusters Score: Raw -45956598.336827 + Penalty 53353.189014 = -45903245.147813 nChanged 97 Iteration 271Q (3017.252652 sec): 43 clusters Score: Raw -45956600.967578 + Penalty 53353.189014 = -45903247.778564 nChanged 112 Iteration 272Q (3023.432498 sec): 43 clusters Score: Raw -45956603.741670 + Penalty 53353.189014 = -45903250.552656 nChanged 128 Iteration 273Q (3029.697302 sec): 43 clusters Score: Raw -45956606.744661 + Penalty 53353.189014 = -45903253.555647 nChanged 119 Iteration 274Q (3036.089152 sec): 43 clusters Score: Raw -45956609.557507 + Penalty 53353.189014 = -45903256.368493 nChanged 131 Iteration 275Q (3042.367265 sec): 43 clusters Score: Raw -45956612.589128 + Penalty 53353.189014 = -45903259.400114 nChanged 121 Iteration 276Q (3048.427725 sec): 43 clusters Score: Raw -45956615.019621 + Penalty 53353.189014 = -45903261.830607 nChanged 122 Iteration 277Q (3054.228405 sec): 43 clusters Score: Raw -45956617.588748 + Penalty 53353.189014 = -45903264.399734 nChanged 112 Iteration 278Q (3060.370050 sec): 43 clusters Score: Raw -45956619.935385 + Penalty 53353.189014 = -45903266.746371 nChanged 121 Iteration 279Q (3066.519440 sec): 43 clusters Score: Raw -45956622.794682 + Penalty 53353.189014 = -45903269.605668 nChanged 127 Iteration 280F (3079.643091 sec): 43 clusters Score: Raw -45956625.502873 + Penalty 53353.189014 = -45903272.313859 nChanged 128 Iteration 281Q (3085.796950 sec): 43 clusters Score: Raw -45956628.397355 + Penalty 53353.189014 = -45903275.208341 nChanged 115 Iteration 282Q (3091.781216 sec): 43 clusters Score: Raw -45956631.292113 + Penalty 53353.189014 = -45903278.103099 nChanged 133 Iteration 283Q (3097.960619 sec): 43 clusters Score: Raw -45956634.220955 + Penalty 53353.189014 = -45903281.031941 nChanged 153 Iteration 284Q (3104.170629 sec): 43 clusters Score: Raw -45956637.531012 + Penalty 53353.189014 = -45903284.341998 nChanged 133 Iteration 285Q (3110.369067 sec): 43 clusters Score: Raw -45956640.866152 + Penalty 53353.189014 = -45903287.677138 nChanged 165 Iteration 286Q (3116.716789 sec): 43 clusters Score: Raw -45956645.241338 + Penalty 53353.189014 = -45903292.052324 nChanged 162 Iteration 287Q (3123.120326 sec): 43 clusters Score: Raw -45956649.254371 + Penalty 53353.189014 = -45903296.065357 nChanged 175 Iteration 288Q (3129.372339 sec): 43 clusters Score: Raw -45956653.702342 + Penalty 53353.189014 = -45903300.513328 nChanged 149 Iteration 289Q (3135.350861 sec): 43 clusters Score: Raw -45956661.214113 + Penalty 53353.189014 = -45903308.025099 nChanged 160 Iteration 290Q (3141.258598 sec): 43 clusters Score: Raw -45956669.012933 + Penalty 53353.189014 = -45903315.823919 nChanged 164 Iteration 291Q (3147.286723 sec): 43 clusters Score: Raw -45956673.026960 + Penalty 53353.189014 = -45903319.837946 nChanged 138 Iteration 292Q (3153.381350 sec): 43 clusters Score: Raw -45956676.371590 + Penalty 53353.189014 = -45903323.182576 nChanged 123 Iteration 293Q (3159.504185 sec): 43 clusters Score: Raw -45956678.924075 + Penalty 53353.189014 = -45903325.735061 nChanged 123 Iteration 294Q (3165.718577 sec): 43 clusters Score: Raw -45956681.858650 + Penalty 53353.189014 = -45903328.669636 nChanged 137 Iteration 295Q (3171.674322 sec): 43 clusters Score: Raw -45956684.943636 + Penalty 53353.189014 = -45903331.754622 nChanged 129 Iteration 296Q (3177.923923 sec): 43 clusters Score: Raw -45956687.487963 + Penalty 53353.189014 = -45903334.298949 nChanged 124 Iteration 297Q (3184.235695 sec): 43 clusters Score: Raw -45956689.900422 + Penalty 53353.189014 = -45903336.711408 nChanged 117 Iteration 298Q (3190.578887 sec): 43 clusters Score: Raw -45956692.023258 + Penalty 53353.189014 = -45903338.834244 nChanged 130 Writing temp clu file Because OldScore, -45903336.711408, is greater than current (better) Score,-45903338.834244 Compute initial score before splitting: Score: Raw -45956692.023258 + Penalty 53353.189014 = -45903338.834244 Trying to split cluster 1 (13970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3190.780423 sec): 2 clusters Score: Raw -1094245.774252 + Penalty 906.743408 = -1093339.030844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3190.839580 sec): 3 clusters Score: Raw -1085690.759931 + Penalty 1813.486816 = -1083877.273115 nChanged 6368 SP:Iteration 1F (3190.912070 sec): 3 clusters Score: Raw -1089381.633134 + Penalty 1813.486816 = -1087568.146318 nChanged 796 SP:Iteration 2F (3190.956713 sec): 3 clusters Score: Raw -1089765.513835 + Penalty 1813.486816 = -1087952.027019 nChanged 762 SP:Iteration 3F (3191.020096 sec): 3 clusters Score: Raw -1090188.432223 + Penalty 1813.486816 = -1088374.945407 nChanged 812 SP:Iteration 4F (3191.075168 sec): 3 clusters Score: Raw -1090717.061306 + Penalty 1813.486816 = -1088903.574490 nChanged 856 SP:Iteration 5F (3191.138602 sec): 3 clusters Score: Raw -1091332.026288 + Penalty 1813.486816 = -1089518.539472 nChanged 870 SP:Iteration 6F (3191.207455 sec): 3 clusters Score: Raw -1091986.940447 + Penalty 1813.486816 = -1090173.453631 nChanged 816 SP:Iteration 7F (3191.252325 sec): 3 clusters Score: Raw -1092579.081102 + Penalty 1813.486816 = -1090765.594286 nChanged 720 SP:Iteration 8F (3191.316375 sec): 3 clusters Score: Raw -1093071.138784 + Penalty 1813.486816 = -1091257.651968 nChanged 547 SP:Iteration 9Q (3191.376575 sec): 3 clusters Score: Raw -1093405.047360 + Penalty 1813.486816 = -1091591.560544 nChanged 401 SP:Iteration 10Q (3191.442917 sec): 3 clusters Score: Raw -1093596.322465 + Penalty 1813.486816 = -1091782.835649 nChanged 295 SP:Iteration 11Q (3191.500333 sec): 3 clusters Score: Raw -1093713.486841 + Penalty 1813.486816 = -1091900.000025 nChanged 219 SP:Iteration 12Q (3191.563263 sec): 3 clusters Score: Raw -1093780.700382 + Penalty 1813.486816 = -1091967.213566 nChanged 172 SP:Iteration 13Q (3191.615981 sec): 3 clusters Score: Raw -1093835.250382 + Penalty 1813.486816 = -1092021.763566 nChanged 199 SP:Iteration 14Q (3191.679447 sec): 3 clusters Score: Raw -1093895.866538 + Penalty 1813.486816 = -1092082.379722 nChanged 174 SP:Iteration 15Q (3191.752242 sec): 3 clusters Score: Raw -1093942.638823 + Penalty 1813.486816 = -1092129.152007 nChanged 153 SP:Iteration 16Q (3191.811660 sec): 3 clusters Score: Raw -1093977.668964 + Penalty 1813.486816 = -1092164.182148 nChanged 130 SP:Iteration 17Q (3191.870317 sec): 3 clusters Score: Raw -1094006.158411 + Penalty 1813.486816 = -1092192.671595 nChanged 118 SP:Iteration 18Q (3191.928658 sec): 3 clusters Score: Raw -1094030.284578 + Penalty 1813.486816 = -1092216.797763 nChanged 111 SP:Iteration 19Q (3191.986868 sec): 3 clusters Score: Raw -1094053.241613 + Penalty 1813.486816 = -1092239.754797 nChanged 90 SP:Iteration 20F (3192.046359 sec): 3 clusters Score: Raw -1094068.930249 + Penalty 1813.486816 = -1092255.443433 nChanged 83 SP:Iteration 21Q (3192.116516 sec): 3 clusters Score: Raw -1094084.477719 + Penalty 1813.486816 = -1092270.990903 nChanged 86 SP:Iteration 22Q (3192.166865 sec): 3 clusters Score: Raw -1094100.901615 + Penalty 1813.486816 = -1092287.414799 nChanged 84 SP:Iteration 23Q (3192.236246 sec): 3 clusters Score: Raw -1094117.056510 + Penalty 1813.486816 = -1092303.569694 nChanged 87 SP:Iteration 24Q (3192.302473 sec): 3 clusters Score: Raw -1094133.838236 + Penalty 1813.486816 = -1092320.351420 nChanged 88 SP:Iteration 25Q (3192.349875 sec): 3 clusters Score: Raw -1094151.036813 + Penalty 1813.486816 = -1092337.549998 nChanged 86 SP:Iteration 26Q (3192.411256 sec): 3 clusters Score: Raw -1094171.429244 + Penalty 1813.486816 = -1092357.942429 nChanged 92 SP:Iteration 27Q (3192.467432 sec): 3 clusters Score: Raw -1094197.153854 + Penalty 1813.486816 = -1092383.667038 nChanged 106 SP:Iteration 28Q (3192.526348 sec): 3 clusters Score: Raw -1094224.159399 + Penalty 1813.486816 = -1092410.672583 nChanged 96 SP:Iteration 29Q (3192.582192 sec): 3 clusters Score: Raw -1094242.767418 + Penalty 1813.486816 = -1092429.280603 nChanged 86 SP:Iteration 30Q (3192.651531 sec): 3 clusters Score: Raw -1094260.890853 + Penalty 1813.486816 = -1092447.404037 nChanged 93 SP:Iteration 31Q (3192.720574 sec): 3 clusters Score: Raw -1094284.340690 + Penalty 1813.486816 = -1092470.853874 nChanged 88 SP:Iteration 32Q (3192.767902 sec): 3 clusters Score: Raw -1094305.361494 + Penalty 1813.486816 = -1092491.874678 nChanged 73 SP:Iteration 33Q (3192.829403 sec): 3 clusters Score: Raw -1094320.467463 + Penalty 1813.486816 = -1092506.980648 nChanged 70 SP:Iteration 34Q (3192.899170 sec): 3 clusters Score: Raw -1094333.622410 + Penalty 1813.486816 = -1092520.135594 nChanged 65 SP:Iteration 35Q (3192.949787 sec): 3 clusters Score: Raw -1094349.672331 + Penalty 1813.486816 = -1092536.185515 nChanged 73 SP:Iteration 36Q (3193.008304 sec): 3 clusters Score: Raw -1094366.925552 + Penalty 1813.486816 = -1092553.438736 nChanged 76 SP:Iteration 37Q (3193.074831 sec): 3 clusters Score: Raw -1094385.163298 + Penalty 1813.486816 = -1092571.676482 nChanged 76 SP:Iteration 38Q (3193.132640 sec): 3 clusters Score: Raw -1094402.960155 + Penalty 1813.486816 = -1092589.473339 nChanged 60 SP:Iteration 39Q (3193.195085 sec): 3 clusters Score: Raw -1094416.042905 + Penalty 1813.486816 = -1092602.556089 nChanged 51 SP:Iteration 40F (3193.250019 sec): 3 clusters Score: Raw -1094425.257546 + Penalty 1813.486816 = -1092611.770731 nChanged 47 SP:Iteration 41Q (3193.309472 sec): 3 clusters Score: Raw -1094436.175534 + Penalty 1813.486816 = -1092622.688718 nChanged 61 SP:Iteration 42Q (3193.376708 sec): 3 clusters Score: Raw -1094450.930474 + Penalty 1813.486816 = -1092637.443659 nChanged 68 SP:Iteration 43Q (3193.433335 sec): 3 clusters Score: Raw -1094469.916848 + Penalty 1813.486816 = -1092656.430032 nChanged 66 SP:Iteration 44Q (3193.488673 sec): 3 clusters Score: Raw -1094485.703029 + Penalty 1813.486816 = -1092672.216213 nChanged 63 SP:Iteration 45Q (3193.547448 sec): 3 clusters Score: Raw -1094501.637040 + Penalty 1813.486816 = -1092688.150225 nChanged 59 SP:Iteration 46Q (3193.616575 sec): 3 clusters Score: Raw -1094514.659685 + Penalty 1813.486816 = -1092701.172869 nChanged 53 SP:Iteration 47Q (3193.671101 sec): 3 clusters Score: Raw -1094528.299286 + Penalty 1813.486816 = -1092714.812470 nChanged 48 SP:Iteration 48Q (3193.723959 sec): 3 clusters Score: Raw -1094540.414838 + Penalty 1813.486816 = -1092726.928022 nChanged 49 SP:Iteration 49Q (3193.780943 sec): 3 clusters Score: Raw -1094551.776224 + Penalty 1813.486816 = -1092738.289408 nChanged 45 SP:Iteration 50Q (3193.833671 sec): 3 clusters Score: Raw -1094563.181726 + Penalty 1813.486816 = -1092749.694910 nChanged 39 SP:Iteration 51Q (3193.892770 sec): 3 clusters Score: Raw -1094571.939593 + Penalty 1813.486816 = -1092758.452778 nChanged 44 SP:Iteration 52Q (3193.950578 sec): 3 clusters Score: Raw -1094583.366213 + Penalty 1813.486816 = -1092769.879397 nChanged 50 SP:Iteration 53Q (3193.999343 sec): 3 clusters Score: Raw -1094595.718428 + Penalty 1813.486816 = -1092782.231612 nChanged 40 SP:Iteration 54Q (3194.065747 sec): 3 clusters Score: Raw -1094606.262075 + Penalty 1813.486816 = -1092792.775259 nChanged 40 SP:Iteration 55Q (3194.117846 sec): 3 clusters Score: Raw -1094615.854983 + Penalty 1813.486816 = -1092802.368167 nChanged 41 SP:Iteration 56Q (3194.174006 sec): 3 clusters Score: Raw -1094625.638616 + Penalty 1813.486816 = -1092812.151800 nChanged 38 SP:Iteration 57Q (3194.234544 sec): 3 clusters Score: Raw -1094636.395008 + Penalty 1813.486816 = -1092822.908192 nChanged 38 SP:Iteration 58Q (3194.284325 sec): 3 clusters Score: Raw -1094646.772380 + Penalty 1813.486816 = -1092833.285564 nChanged 32 SP:Iteration 59Q (3194.341268 sec): 3 clusters Score: Raw -1094654.524821 + Penalty 1813.486816 = -1092841.038005 nChanged 27 SP:Iteration 60F (3194.400810 sec): 3 clusters Score: Raw -1094662.612259 + Penalty 1813.486816 = -1092849.125443 nChanged 24 SP:Iteration 61Q (3194.472051 sec): 3 clusters Score: Raw -1094670.556018 + Penalty 1813.486816 = -1092857.069202 nChanged 28 SP:Iteration 62Q (3194.528201 sec): 3 clusters Score: Raw -1094679.333830 + Penalty 1813.486816 = -1092865.847014 nChanged 25 SP:Iteration 63Q (3194.590643 sec): 3 clusters Score: Raw -1094687.066332 + Penalty 1813.486816 = -1092873.579516 nChanged 23 SP:Iteration 64Q (3194.636449 sec): 3 clusters Score: Raw -1094694.055689 + Penalty 1813.486816 = -1092880.568873 nChanged 23 SP:Iteration 65Q (3194.687063 sec): 3 clusters Score: Raw -1094701.927510 + Penalty 1813.486816 = -1092888.440694 nChanged 27 SP:Iteration 66Q (3194.744046 sec): 3 clusters Score: Raw -1094709.189960 + Penalty 1813.486816 = -1092895.703144 nChanged 24 SP:Iteration 67Q (3194.802302 sec): 3 clusters Score: Raw -1094716.665344 + Penalty 1813.486816 = -1092903.178529 nChanged 25 SP:Iteration 68Q (3194.849854 sec): 3 clusters Score: Raw -1094725.249891 + Penalty 1813.486816 = -1092911.763075 nChanged 23 SP:Iteration 69Q (3194.903649 sec): 3 clusters Score: Raw -1094731.384185 + Penalty 1813.486816 = -1092917.897369 nChanged 21 SP:Iteration 70Q (3194.965646 sec): 3 clusters Score: Raw -1094736.287343 + Penalty 1813.486816 = -1092922.800527 nChanged 18 SP:Iteration 71Q (3195.016864 sec): 3 clusters Score: Raw -1094740.221295 + Penalty 1813.486816 = -1092926.734479 nChanged 13 SP:Iteration 72Q (3195.071951 sec): 3 clusters Score: Raw -1094744.399683 + Penalty 1813.486816 = -1092930.912867 nChanged 10 SP:Iteration 73Q (3195.135535 sec): 3 clusters Score: Raw -1094746.581812 + Penalty 1813.486816 = -1092933.094997 nChanged 8 SP:Iteration 74Q (3195.188261 sec): 3 clusters Score: Raw -1094747.860452 + Penalty 1813.486816 = -1092934.373636 nChanged 6 SP:Iteration 75Q (3195.254414 sec): 3 clusters Score: Raw -1094748.809445 + Penalty 1813.486816 = -1092935.322629 nChanged 5 SP:Iteration 76Q (3195.314073 sec): 3 clusters Score: Raw -1094749.890387 + Penalty 1813.486816 = -1092936.403571 nChanged 3 SP:Iteration 77Q (3195.365395 sec): 3 clusters Score: Raw -1094750.359545 + Penalty 1813.486816 = -1092936.872729 nChanged 2 SP:Iteration 78Q (3195.436288 sec): 3 clusters Score: Raw -1094751.332447 + Penalty 1813.486816 = -1092937.845631 nChanged 4 SP:Iteration 79Q (3195.494093 sec): 3 clusters Score: Raw -1094752.224267 + Penalty 1813.486816 = -1092938.737452 nChanged 3 SP:Iteration 80F (3195.549597 sec): 3 clusters Score: Raw -1094752.627042 + Penalty 1813.486816 = -1092939.140227 nChanged 1 SP:Iteration 81Q (3195.604022 sec): 3 clusters Score: Raw -1094752.720249 + Penalty 1813.486816 = -1092939.233434 nChanged 3 SP:Iteration 82Q (3195.664629 sec): 3 clusters Score: Raw -1094753.083701 + Penalty 1813.486816 = -1092939.596885 nChanged 4 SP:Iteration 83Q (3195.725477 sec): 3 clusters Score: Raw -1094753.721800 + Penalty 1813.486816 = -1092940.234984 nChanged 5 SP:Iteration 84Q (3195.786932 sec): 3 clusters Score: Raw -1094754.322595 + Penalty 1813.486816 = -1092940.835779 nChanged 4 SP:Iteration 85Q (3195.842001 sec): 3 clusters Score: Raw -1094754.980711 + Penalty 1813.486816 = -1092941.493896 nChanged 2 SP:Iteration 86Q (3195.912509 sec): 3 clusters Score: Raw -1094755.391997 + Penalty 1813.486816 = -1092941.905181 nChanged 3 SP:Iteration 87Q (3195.975296 sec): 3 clusters Score: Raw -1094756.556112 + Penalty 1813.486816 = -1092943.069296 nChanged 5 SP:Iteration 88Q (3196.021568 sec): 3 clusters Score: Raw -1094759.123246 + Penalty 1813.486816 = -1092945.636430 nChanged 7 SP:Iteration 89Q (3196.078011 sec): 3 clusters Score: Raw -1094760.791535 + Penalty 1813.486816 = -1092947.304720 nChanged 2 SP:Iteration 90Q (3196.136235 sec): 3 clusters Score: Raw -1094761.079364 + Penalty 1813.486816 = -1092947.592548 nChanged 1 SP:Iteration 91Q (3196.203308 sec): 3 clusters Score: Raw -1094761.168482 + Penalty 1813.486816 = -1092947.681666 nChanged 0 SP:Iteration 92F (3196.252593 sec): 3 clusters Score: Raw -1094761.168482 + Penalty 1813.486816 = -1092947.681666 nChanged 0 Trying to split cluster 2 (819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3196.283182 sec): 2 clusters Score: Raw -58372.791003 + Penalty 637.267988 = -57735.523015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3196.317872 sec): 3 clusters Score: Raw -58085.815627 + Penalty 1274.535976 = -56811.279651 nChanged 263 SP:Iteration 1F (3196.365555 sec): 3 clusters Score: Raw -58271.498964 + Penalty 1274.535976 = -56996.962988 nChanged 61 SP:Iteration 2F (3196.409187 sec): 3 clusters Score: Raw -58341.359635 + Penalty 1274.535976 = -57066.823659 nChanged 45 SP:Iteration 3F (3196.450733 sec): 3 clusters Score: Raw -58377.737580 + Penalty 1274.535976 = -57103.201604 nChanged 26 SP:Iteration 4Q (3196.489610 sec): 3 clusters Score: Raw -58397.870041 + Penalty 1274.535976 = -57123.334065 nChanged 25 SP:Iteration 5Q (3196.530750 sec): 3 clusters Score: Raw -58418.176356 + Penalty 1274.535976 = -57143.640380 nChanged 16 SP:Iteration 6Q (3196.570165 sec): 3 clusters Score: Raw -58429.580323 + Penalty 1274.535976 = -57155.044347 nChanged 12 SP:Iteration 7Q (3196.614644 sec): 3 clusters Score: Raw -58441.432754 + Penalty 1274.535976 = -57166.896778 nChanged 10 SP:Iteration 8Q (3196.651690 sec): 3 clusters Score: Raw -58450.692692 + Penalty 1274.535976 = -57176.156716 nChanged 9 SP:Iteration 9Q (3196.707387 sec): 3 clusters Score: Raw -58460.390223 + Penalty 1274.535976 = -57185.854247 nChanged 12 SP:Iteration 10Q (3196.745600 sec): 3 clusters Score: Raw -58490.263301 + Penalty 1274.535976 = -57215.727325 nChanged 29 SP:Iteration 11Q (3196.787301 sec): 3 clusters Score: Raw -58576.465748 + Penalty 1274.535976 = -57301.929772 nChanged 33 SP:Iteration 12Q (3196.823796 sec): 3 clusters Score: Raw -58649.687972 + Penalty 1274.535976 = -57375.151996 nChanged 28 SP:Iteration 13Q (3196.874977 sec): 3 clusters Score: Raw -58717.868982 + Penalty 1274.535976 = -57443.333006 nChanged 34 SP:Iteration 14Q (3196.918391 sec): 3 clusters Score: Raw -58790.247040 + Penalty 1274.535976 = -57515.711064 nChanged 34 SP:Iteration 15Q (3196.952181 sec): 3 clusters Score: Raw -58829.246164 + Penalty 1274.535976 = -57554.710188 nChanged 21 SP:Iteration 16Q (3196.999702 sec): 3 clusters Score: Raw -58849.140107 + Penalty 1274.535976 = -57574.604131 nChanged 12 SP:Iteration 17Q (3197.051345 sec): 3 clusters Score: Raw -58864.648582 + Penalty 1274.535976 = -57590.112606 nChanged 14 SP:Iteration 18Q (3197.083573 sec): 3 clusters Score: Raw -58880.375742 + Penalty 1274.535976 = -57605.839766 nChanged 9 SP:Iteration 19Q (3197.126487 sec): 3 clusters Score: Raw -58889.067551 + Penalty 1274.535976 = -57614.531575 nChanged 7 SP:Iteration 20F (3197.169736 sec): 3 clusters Score: Raw -58897.545527 + Penalty 1274.535976 = -57623.009551 nChanged 5 SP:Iteration 21Q (3197.216360 sec): 3 clusters Score: Raw -58902.051539 + Penalty 1274.535976 = -57627.515563 nChanged 2 SP:Iteration 22Q (3197.267054 sec): 3 clusters Score: Raw -58904.658307 + Penalty 1274.535976 = -57630.122331 nChanged 1 SP:Iteration 23Q (3197.305502 sec): 3 clusters Score: Raw -58905.765844 + Penalty 1274.535976 = -57631.229868 nChanged 1 SP:Iteration 24Q (3197.351427 sec): 3 clusters Score: Raw -58906.256673 + Penalty 1274.535976 = -57631.720697 nChanged 1 SP:Iteration 25Q (3197.385529 sec): 3 clusters Score: Raw -58906.757412 + Penalty 1274.535976 = -57632.221436 nChanged 1 SP:Iteration 26Q (3197.438517 sec): 3 clusters Score: Raw -58907.021485 + Penalty 1274.535976 = -57632.485509 nChanged 0 SP:Iteration 27F (3197.480235 sec): 3 clusters Score: Raw -58907.021485 + Penalty 1274.535976 = -57632.485509 nChanged 0 Trying to split cluster 3 (9203 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3197.522629 sec): 2 clusters Score: Raw -590923.266974 + Penalty 867.092056 = -590056.174918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3197.571855 sec): 3 clusters Score: Raw -585512.259690 + Penalty 1734.184111 = -583778.075579 nChanged 4161 SP:Iteration 1F (3197.626950 sec): 3 clusters Score: Raw -587939.739480 + Penalty 1734.184111 = -586205.555368 nChanged 573 SP:Iteration 2F (3197.678146 sec): 3 clusters Score: Raw -588233.298810 + Penalty 1734.184111 = -586499.114699 nChanged 612 SP:Iteration 3F (3197.723365 sec): 3 clusters Score: Raw -588655.262110 + Penalty 1734.184111 = -586921.077999 nChanged 718 SP:Iteration 4F (3197.786726 sec): 3 clusters Score: Raw -589174.267259 + Penalty 1734.184111 = -587440.083147 nChanged 664 SP:Iteration 5F (3197.833220 sec): 3 clusters Score: Raw -589708.817204 + Penalty 1734.184111 = -587974.633092 nChanged 601 SP:Iteration 6F (3197.893795 sec): 3 clusters Score: Raw -590168.787951 + Penalty 1734.184111 = -588434.603840 nChanged 408 SP:Iteration 7Q (3197.941630 sec): 3 clusters Score: Raw -590460.100661 + Penalty 1734.184111 = -588725.916550 nChanged 302 SP:Iteration 8Q (3198.002200 sec): 3 clusters Score: Raw -590656.963781 + Penalty 1734.184111 = -588922.779669 nChanged 216 SP:Iteration 9Q (3198.060377 sec): 3 clusters Score: Raw -590795.498374 + Penalty 1734.184111 = -589061.314263 nChanged 159 SP:Iteration 10Q (3198.118509 sec): 3 clusters Score: Raw -590892.163617 + Penalty 1734.184111 = -589157.979506 nChanged 121 SP:Iteration 11Q (3198.176382 sec): 3 clusters Score: Raw -590961.355265 + Penalty 1734.184111 = -589227.171153 nChanged 80 SP:Iteration 12Q (3198.223132 sec): 3 clusters Score: Raw -591009.576556 + Penalty 1734.184111 = -589275.392444 nChanged 64 SP:Iteration 13Q (3198.280200 sec): 3 clusters Score: Raw -591049.950846 + Penalty 1734.184111 = -589315.766734 nChanged 41 SP:Iteration 14Q (3198.342421 sec): 3 clusters Score: Raw -591070.742668 + Penalty 1734.184111 = -589336.558557 nChanged 25 SP:Iteration 15Q (3198.385150 sec): 3 clusters Score: Raw -591085.790112 + Penalty 1734.184111 = -589351.606001 nChanged 14 SP:Iteration 16Q (3198.445765 sec): 3 clusters Score: Raw -591092.428986 + Penalty 1734.184111 = -589358.244874 nChanged 13 SP:Iteration 17Q (3198.497895 sec): 3 clusters Score: Raw -591099.603419 + Penalty 1734.184111 = -589365.419307 nChanged 8 SP:Iteration 18Q (3198.551339 sec): 3 clusters Score: Raw -591103.466061 + Penalty 1734.184111 = -589369.281949 nChanged 11 SP:Iteration 19Q (3198.610165 sec): 3 clusters Score: Raw -591108.840592 + Penalty 1734.184111 = -589374.656481 nChanged 4 SP:Iteration 20F (3198.673160 sec): 3 clusters Score: Raw -591111.620367 + Penalty 1734.184111 = -589377.436255 nChanged 7 SP:Iteration 21Q (3198.721681 sec): 3 clusters Score: Raw -591116.183256 + Penalty 1734.184111 = -589381.999144 nChanged 11 SP:Iteration 22Q (3198.782948 sec): 3 clusters Score: Raw -591121.496674 + Penalty 1734.184111 = -589387.312562 nChanged 7 SP:Iteration 23Q (3198.837291 sec): 3 clusters Score: Raw -591125.840828 + Penalty 1734.184111 = -589391.656717 nChanged 7 SP:Iteration 24Q (3198.887906 sec): 3 clusters Score: Raw -591130.070629 + Penalty 1734.184111 = -589395.886517 nChanged 5 SP:Iteration 25Q (3198.940077 sec): 3 clusters Score: Raw -591131.674453 + Penalty 1734.184111 = -589397.490341 nChanged 2 SP:Iteration 26Q (3198.983332 sec): 3 clusters Score: Raw -591132.494850 + Penalty 1734.184111 = -589398.310739 nChanged 2 SP:Iteration 27Q (3199.043590 sec): 3 clusters Score: Raw -591133.119895 + Penalty 1734.184111 = -589398.935783 nChanged 1 SP:Iteration 28Q (3199.089793 sec): 3 clusters Score: Raw -591133.651495 + Penalty 1734.184111 = -589399.467384 nChanged 2 SP:Iteration 29Q (3199.157686 sec): 3 clusters Score: Raw -591134.494922 + Penalty 1734.184111 = -589400.310811 nChanged 1 SP:Iteration 30Q (3199.191776 sec): 3 clusters Score: Raw -591134.622030 + Penalty 1734.184111 = -589400.437919 nChanged 0 SP:Iteration 31F (3199.244361 sec): 3 clusters Score: Raw -591134.622030 + Penalty 1734.184111 = -589400.437919 nChanged 0 Trying to split cluster 4 (15517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3199.292975 sec): 2 clusters Score: Raw -1149166.436831 + Penalty 916.720690 = -1148249.716141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3199.349861 sec): 3 clusters Score: Raw -1139636.993697 + Penalty 1833.441380 = -1137803.552317 nChanged 7109 SP:Iteration 1F (3199.419871 sec): 3 clusters Score: Raw -1143643.509137 + Penalty 1833.441380 = -1141810.067756 nChanged 889 SP:Iteration 2F (3199.477004 sec): 3 clusters Score: Raw -1144037.866038 + Penalty 1833.441380 = -1142204.424658 nChanged 898 SP:Iteration 3F (3199.533420 sec): 3 clusters Score: Raw -1144474.679647 + Penalty 1833.441380 = -1142641.238266 nChanged 905 SP:Iteration 4F (3199.599130 sec): 3 clusters Score: Raw -1144986.379474 + Penalty 1833.441380 = -1143152.938094 nChanged 971 SP:Iteration 5F (3199.659255 sec): 3 clusters Score: Raw -1145591.928453 + Penalty 1833.441380 = -1143758.487072 nChanged 983 SP:Iteration 6F (3199.722123 sec): 3 clusters Score: Raw -1146301.361688 + Penalty 1833.441380 = -1144467.920308 nChanged 919 SP:Iteration 7F (3199.785125 sec): 3 clusters Score: Raw -1147009.677849 + Penalty 1833.441380 = -1145176.236469 nChanged 781 SP:Iteration 8F (3199.841621 sec): 3 clusters Score: Raw -1147686.425762 + Penalty 1833.441380 = -1145852.984381 nChanged 568 SP:Iteration 9Q (3199.913970 sec): 3 clusters Score: Raw -1148178.982197 + Penalty 1833.441380 = -1146345.540817 nChanged 412 SP:Iteration 10Q (3199.966103 sec): 3 clusters Score: Raw -1148531.023992 + Penalty 1833.441380 = -1146697.582611 nChanged 312 SP:Iteration 11Q (3200.029419 sec): 3 clusters Score: Raw -1148767.538070 + Penalty 1833.441380 = -1146934.096690 nChanged 200 SP:Iteration 12Q (3200.081007 sec): 3 clusters Score: Raw -1148903.748041 + Penalty 1833.441380 = -1147070.306660 nChanged 147 SP:Iteration 13Q (3200.143379 sec): 3 clusters Score: Raw -1148985.670396 + Penalty 1833.441380 = -1147152.229015 nChanged 106 SP:Iteration 14Q (3200.202089 sec): 3 clusters Score: Raw -1149040.753189 + Penalty 1833.441380 = -1147207.311809 nChanged 86 SP:Iteration 15Q (3200.244710 sec): 3 clusters Score: Raw -1149085.720854 + Penalty 1833.441380 = -1147252.279474 nChanged 70 SP:Iteration 16Q (3200.299948 sec): 3 clusters Score: Raw -1149118.504877 + Penalty 1833.441380 = -1147285.063496 nChanged 56 SP:Iteration 17Q (3200.362238 sec): 3 clusters Score: Raw -1149143.671818 + Penalty 1833.441380 = -1147310.230438 nChanged 50 SP:Iteration 18Q (3200.427951 sec): 3 clusters Score: Raw -1149169.572956 + Penalty 1833.441380 = -1147336.131575 nChanged 47 SP:Iteration 19Q (3200.496646 sec): 3 clusters Score: Raw -1149192.227682 + Penalty 1833.441380 = -1147358.786301 nChanged 34 SP:Iteration 20F (3200.551602 sec): 3 clusters Score: Raw -1149208.497584 + Penalty 1833.441380 = -1147375.056204 nChanged 40 SP:Iteration 21Q (3200.587241 sec): 3 clusters Score: Raw -1149226.866983 + Penalty 1833.441380 = -1147393.425602 nChanged 33 SP:Iteration 22Q (3200.653950 sec): 3 clusters Score: Raw -1149244.545465 + Penalty 1833.441380 = -1147411.104084 nChanged 27 SP:Iteration 23Q (3200.715132 sec): 3 clusters Score: Raw -1149259.652643 + Penalty 1833.441380 = -1147426.211262 nChanged 25 SP:Iteration 24Q (3200.777416 sec): 3 clusters Score: Raw -1149271.292663 + Penalty 1833.441380 = -1147437.851283 nChanged 19 SP:Iteration 25Q (3200.834345 sec): 3 clusters Score: Raw -1149279.500193 + Penalty 1833.441380 = -1147446.058812 nChanged 13 SP:Iteration 26Q (3200.893132 sec): 3 clusters Score: Raw -1149283.496137 + Penalty 1833.441380 = -1147450.054757 nChanged 4 SP:Iteration 27Q (3200.939376 sec): 3 clusters Score: Raw -1149284.977122 + Penalty 1833.441380 = -1147451.535742 nChanged 5 SP:Iteration 28Q (3201.004665 sec): 3 clusters Score: Raw -1149287.341481 + Penalty 1833.441380 = -1147453.900101 nChanged 6 SP:Iteration 29Q (3201.068610 sec): 3 clusters Score: Raw -1149289.812713 + Penalty 1833.441380 = -1147456.371332 nChanged 3 SP:Iteration 30Q (3201.112007 sec): 3 clusters Score: Raw -1149290.954678 + Penalty 1833.441380 = -1147457.513298 nChanged 1 SP:Iteration 31Q (3201.174806 sec): 3 clusters Score: Raw -1149291.457112 + Penalty 1833.441380 = -1147458.015732 nChanged 3 SP:Iteration 32Q (3201.235884 sec): 3 clusters Score: Raw -1149292.937335 + Penalty 1833.441380 = -1147459.495955 nChanged 2 SP:Iteration 33Q (3201.300879 sec): 3 clusters Score: Raw -1149293.949999 + Penalty 1833.441380 = -1147460.508619 nChanged 3 SP:Iteration 34Q (3201.344402 sec): 3 clusters Score: Raw -1149295.655632 + Penalty 1833.441380 = -1147462.214251 nChanged 5 SP:Iteration 35Q (3201.405138 sec): 3 clusters Score: Raw -1149299.160077 + Penalty 1833.441380 = -1147465.718696 nChanged 5 SP:Iteration 36Q (3201.474325 sec): 3 clusters Score: Raw -1149300.584927 + Penalty 1833.441380 = -1147467.143546 nChanged 3 SP:Iteration 37Q (3201.537093 sec): 3 clusters Score: Raw -1149303.273394 + Penalty 1833.441380 = -1147469.832014 nChanged 5 SP:Iteration 38Q (3201.600620 sec): 3 clusters Score: Raw -1149306.363290 + Penalty 1833.441380 = -1147472.921910 nChanged 9 SP:Iteration 39Q (3201.658771 sec): 3 clusters Score: Raw -1149311.436039 + Penalty 1833.441380 = -1147477.994659 nChanged 9 SP:Iteration 40F (3201.705865 sec): 3 clusters Score: Raw -1149316.084882 + Penalty 1833.441380 = -1147482.643501 nChanged 8 SP:Iteration 41Q (3201.762741 sec): 3 clusters Score: Raw -1149319.794849 + Penalty 1833.441380 = -1147486.353468 nChanged 3 SP:Iteration 42Q (3201.824310 sec): 3 clusters Score: Raw -1149321.093063 + Penalty 1833.441380 = -1147487.651683 nChanged 3 SP:Iteration 43Q (3201.888852 sec): 3 clusters Score: Raw -1149322.569066 + Penalty 1833.441380 = -1147489.127685 nChanged 2 SP:Iteration 44Q (3201.954349 sec): 3 clusters Score: Raw -1149323.336902 + Penalty 1833.441380 = -1147489.895522 nChanged 1 SP:Iteration 45Q (3202.001378 sec): 3 clusters Score: Raw -1149323.852560 + Penalty 1833.441380 = -1147490.411180 nChanged 1 SP:Iteration 46Q (3202.063503 sec): 3 clusters Score: Raw -1149324.162081 + Penalty 1833.441380 = -1147490.720701 nChanged 2 SP:Iteration 47Q (3202.121967 sec): 3 clusters Score: Raw -1149324.559052 + Penalty 1833.441380 = -1147491.117672 nChanged 1 SP:Iteration 48Q (3202.194469 sec): 3 clusters Score: Raw -1149325.526129 + Penalty 1833.441380 = -1147492.084749 nChanged 2 SP:Iteration 49Q (3202.242750 sec): 3 clusters Score: Raw -1149327.492032 + Penalty 1833.441380 = -1147494.050652 nChanged 4 SP:Iteration 50Q (3202.307845 sec): 3 clusters Score: Raw -1149329.240249 + Penalty 1833.441380 = -1147495.798869 nChanged 4 SP:Iteration 51Q (3202.361629 sec): 3 clusters Score: Raw -1149331.632711 + Penalty 1833.441380 = -1147498.191331 nChanged 3 SP:Iteration 52Q (3202.412856 sec): 3 clusters Score: Raw -1149332.740767 + Penalty 1833.441380 = -1147499.299387 nChanged 3 SP:Iteration 53Q (3202.486486 sec): 3 clusters Score: Raw -1149333.777897 + Penalty 1833.441380 = -1147500.336516 nChanged 3 SP:Iteration 54Q (3202.541729 sec): 3 clusters Score: Raw -1149334.981936 + Penalty 1833.441380 = -1147501.540555 nChanged 3 SP:Iteration 55Q (3202.591714 sec): 3 clusters Score: Raw -1149336.374054 + Penalty 1833.441380 = -1147502.932674 nChanged 2 SP:Iteration 56Q (3202.656332 sec): 3 clusters Score: Raw -1149336.725863 + Penalty 1833.441380 = -1147503.284483 nChanged 1 SP:Iteration 57Q (3202.720350 sec): 3 clusters Score: Raw -1149337.476800 + Penalty 1833.441380 = -1147504.035419 nChanged 4 SP:Iteration 58Q (3202.772297 sec): 3 clusters Score: Raw -1149339.433504 + Penalty 1833.441380 = -1147505.992123 nChanged 2 SP:Iteration 59Q (3202.824154 sec): 3 clusters Score: Raw -1149339.989693 + Penalty 1833.441380 = -1147506.548313 nChanged 1 SP:Iteration 60F (3202.884942 sec): 3 clusters Score: Raw -1149340.353178 + Penalty 1833.441380 = -1147506.911798 nChanged 1 SP:Iteration 61Q (3202.939352 sec): 3 clusters Score: Raw -1149340.780119 + Penalty 1833.441380 = -1147507.338739 nChanged 1 SP:Iteration 62Q (3202.987035 sec): 3 clusters Score: Raw -1149341.256730 + Penalty 1833.441380 = -1147507.815350 nChanged 1 SP:Iteration 63Q (3203.052870 sec): 3 clusters Score: Raw -1149341.607537 + Penalty 1833.441380 = -1147508.166156 nChanged 0 SP:Iteration 64F (3203.117453 sec): 3 clusters Score: Raw -1149341.607537 + Penalty 1833.441380 = -1147508.166156 nChanged 0 Trying to split cluster 5 (12956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3203.156765 sec): 2 clusters Score: Raw -875063.623295 + Penalty 899.584857 = -874164.038438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3203.210258 sec): 3 clusters Score: Raw -867152.666824 + Penalty 1799.169713 = -865353.497111 nChanged 5905 SP:Iteration 1F (3203.269331 sec): 3 clusters Score: Raw -870425.018660 + Penalty 1799.169713 = -868625.848947 nChanged 704 SP:Iteration 2F (3203.343525 sec): 3 clusters Score: Raw -870679.032483 + Penalty 1799.169713 = -868879.862770 nChanged 604 SP:Iteration 3Q (3203.397296 sec): 3 clusters Score: Raw -870894.938786 + Penalty 1799.169713 = -869095.769073 nChanged 564 SP:Iteration 4Q (3203.461417 sec): 3 clusters Score: Raw -871094.020981 + Penalty 1799.169713 = -869294.851268 nChanged 537 SP:Iteration 5Q (3203.527877 sec): 3 clusters Score: Raw -871286.117403 + Penalty 1799.169713 = -869486.947690 nChanged 559 SP:Iteration 6Q (3203.577275 sec): 3 clusters Score: Raw -871519.818387 + Penalty 1799.169713 = -869720.648674 nChanged 622 SP:Iteration 7Q (3203.639199 sec): 3 clusters Score: Raw -871810.885438 + Penalty 1799.169713 = -870011.715725 nChanged 638 SP:Iteration 8Q (3203.711231 sec): 3 clusters Score: Raw -872125.047957 + Penalty 1799.169713 = -870325.878244 nChanged 659 SP:Iteration 9F (3203.769826 sec): 3 clusters Score: Raw -872491.689367 + Penalty 1799.169713 = -870692.519653 nChanged 661 SP:Iteration 10F (3203.829472 sec): 3 clusters Score: Raw -872899.354117 + Penalty 1799.169713 = -871100.184404 nChanged 629 SP:Iteration 11Q (3203.876894 sec): 3 clusters Score: Raw -873351.164539 + Penalty 1799.169713 = -871551.994826 nChanged 623 SP:Iteration 12Q (3203.943498 sec): 3 clusters Score: Raw -873847.471797 + Penalty 1799.169713 = -872048.302084 nChanged 515 SP:Iteration 13Q (3203.996151 sec): 3 clusters Score: Raw -874313.149251 + Penalty 1799.169713 = -872513.979538 nChanged 392 SP:Iteration 14Q (3204.057172 sec): 3 clusters Score: Raw -874738.600661 + Penalty 1799.169713 = -872939.430948 nChanged 281 SP:Iteration 15Q (3204.115173 sec): 3 clusters Score: Raw -875047.944109 + Penalty 1799.169713 = -873248.774396 nChanged 206 SP:Iteration 16Q (3204.166226 sec): 3 clusters Score: Raw -875194.436821 + Penalty 1799.169713 = -873395.267107 nChanged 151 SP:Iteration 17Q (3204.217962 sec): 3 clusters Score: Raw -875303.237117 + Penalty 1799.169713 = -873504.067404 nChanged 133 SP:Iteration 18Q (3204.282250 sec): 3 clusters Score: Raw -875385.187038 + Penalty 1799.169713 = -873586.017325 nChanged 107 SP:Iteration 19Q (3204.333713 sec): 3 clusters Score: Raw -875432.780262 + Penalty 1799.169713 = -873633.610549 nChanged 64 SP:Iteration 20F (3204.394831 sec): 3 clusters Score: Raw -875455.903598 + Penalty 1799.169713 = -873656.733885 nChanged 46 SP:Iteration 21Q (3204.459318 sec): 3 clusters Score: Raw -875469.876822 + Penalty 1799.169713 = -873670.707108 nChanged 31 SP:Iteration 22Q (3204.513336 sec): 3 clusters Score: Raw -875476.872303 + Penalty 1799.169713 = -873677.702590 nChanged 23 SP:Iteration 23Q (3204.563529 sec): 3 clusters Score: Raw -875482.335709 + Penalty 1799.169713 = -873683.165996 nChanged 18 SP:Iteration 24Q (3204.619737 sec): 3 clusters Score: Raw -875486.369893 + Penalty 1799.169713 = -873687.200180 nChanged 22 SP:Iteration 25Q (3204.692138 sec): 3 clusters Score: Raw -875490.650735 + Penalty 1799.169713 = -873691.481021 nChanged 18 SP:Iteration 26Q (3204.744236 sec): 3 clusters Score: Raw -875494.381074 + Penalty 1799.169713 = -873695.211361 nChanged 16 SP:Iteration 27Q (3204.795232 sec): 3 clusters Score: Raw -875498.443439 + Penalty 1799.169713 = -873699.273726 nChanged 16 SP:Iteration 28Q (3204.858625 sec): 3 clusters Score: Raw -875501.595464 + Penalty 1799.169713 = -873702.425751 nChanged 14 SP:Iteration 29Q (3204.914817 sec): 3 clusters Score: Raw -875504.189195 + Penalty 1799.169713 = -873705.019481 nChanged 10 SP:Iteration 30Q (3204.965972 sec): 3 clusters Score: Raw -875505.168926 + Penalty 1799.169713 = -873705.999213 nChanged 7 SP:Iteration 31Q (3205.031226 sec): 3 clusters Score: Raw -875505.911134 + Penalty 1799.169713 = -873706.741420 nChanged 6 SP:Iteration 32Q (3205.085686 sec): 3 clusters Score: Raw -875506.548439 + Penalty 1799.169713 = -873707.378726 nChanged 6 SP:Iteration 33Q (3205.135854 sec): 3 clusters Score: Raw -875507.276572 + Penalty 1799.169713 = -873708.106859 nChanged 6 SP:Iteration 34Q (3205.194485 sec): 3 clusters Score: Raw -875508.203139 + Penalty 1799.169713 = -873709.033426 nChanged 10 SP:Iteration 35Q (3205.244695 sec): 3 clusters Score: Raw -875510.044847 + Penalty 1799.169713 = -873710.875134 nChanged 11 SP:Iteration 36Q (3205.296502 sec): 3 clusters Score: Raw -875512.744176 + Penalty 1799.169713 = -873713.574463 nChanged 15 SP:Iteration 37Q (3205.353619 sec): 3 clusters Score: Raw -875514.974023 + Penalty 1799.169713 = -873715.804310 nChanged 12 SP:Iteration 38Q (3205.422926 sec): 3 clusters Score: Raw -875516.980455 + Penalty 1799.169713 = -873717.810742 nChanged 9 SP:Iteration 39Q (3205.467707 sec): 3 clusters Score: Raw -875518.472439 + Penalty 1799.169713 = -873719.302726 nChanged 14 SP:Iteration 40F (3205.531470 sec): 3 clusters Score: Raw -875521.591076 + Penalty 1799.169713 = -873722.421363 nChanged 14 SP:Iteration 41Q (3205.594132 sec): 3 clusters Score: Raw -875523.811296 + Penalty 1799.169713 = -873724.641582 nChanged 10 SP:Iteration 42Q (3205.649480 sec): 3 clusters Score: Raw -875525.349587 + Penalty 1799.169713 = -873726.179874 nChanged 3 SP:Iteration 43Q (3205.710854 sec): 3 clusters Score: Raw -875525.767887 + Penalty 1799.169713 = -873726.598173 nChanged 4 SP:Iteration 44Q (3205.774860 sec): 3 clusters Score: Raw -875526.367517 + Penalty 1799.169713 = -873727.197804 nChanged 3 SP:Iteration 45Q (3205.828776 sec): 3 clusters Score: Raw -875526.695745 + Penalty 1799.169713 = -873727.526031 nChanged 5 SP:Iteration 46Q (3205.893946 sec): 3 clusters Score: Raw -875527.756653 + Penalty 1799.169713 = -873728.586940 nChanged 6 SP:Iteration 47Q (3205.952408 sec): 3 clusters Score: Raw -875528.319040 + Penalty 1799.169713 = -873729.149327 nChanged 2 SP:Iteration 48Q (3205.999780 sec): 3 clusters Score: Raw -875528.407456 + Penalty 1799.169713 = -873729.237743 nChanged 2 SP:Iteration 49Q (3206.066649 sec): 3 clusters Score: Raw -875528.538792 + Penalty 1799.169713 = -873729.369078 nChanged 0 SP:Iteration 50F (3206.113288 sec): 3 clusters Score: Raw -875528.538792 + Penalty 1799.169713 = -873729.369078 nChanged 0 Trying to split cluster 6 (4907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3206.152698 sec): 2 clusters Score: Raw -328577.997765 + Penalty 807.349713 = -327770.648052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3206.197555 sec): 3 clusters Score: Raw -325830.728327 + Penalty 1614.699427 = -324216.028901 nChanged 2097 SP:Iteration 1F (3206.238686 sec): 3 clusters Score: Raw -327085.098877 + Penalty 1614.699427 = -325470.399450 nChanged 381 SP:Iteration 2F (3206.297972 sec): 3 clusters Score: Raw -327368.503907 + Penalty 1614.699427 = -325753.804480 nChanged 355 SP:Iteration 3F (3206.347254 sec): 3 clusters Score: Raw -327630.487941 + Penalty 1614.699427 = -326015.788514 nChanged 303 SP:Iteration 4F (3206.402275 sec): 3 clusters Score: Raw -327864.181977 + Penalty 1614.699427 = -326249.482550 nChanged 292 SP:Iteration 5F (3206.452283 sec): 3 clusters Score: Raw -328075.019161 + Penalty 1614.699427 = -326460.319734 nChanged 231 SP:Iteration 6Q (3206.494156 sec): 3 clusters Score: Raw -328201.346202 + Penalty 1614.699427 = -326586.646775 nChanged 170 SP:Iteration 7Q (3206.545702 sec): 3 clusters Score: Raw -328282.790502 + Penalty 1614.699427 = -326668.091075 nChanged 121 SP:Iteration 8Q (3206.596567 sec): 3 clusters Score: Raw -328337.341042 + Penalty 1614.699427 = -326722.641616 nChanged 106 SP:Iteration 9Q (3206.632544 sec): 3 clusters Score: Raw -328375.176480 + Penalty 1614.699427 = -326760.477053 nChanged 94 SP:Iteration 10Q (3206.679736 sec): 3 clusters Score: Raw -328407.120233 + Penalty 1614.699427 = -326792.420806 nChanged 67 SP:Iteration 11Q (3206.720819 sec): 3 clusters Score: Raw -328430.834266 + Penalty 1614.699427 = -326816.134839 nChanged 58 SP:Iteration 12Q (3206.775124 sec): 3 clusters Score: Raw -328445.823281 + Penalty 1614.699427 = -326831.123854 nChanged 51 SP:Iteration 13Q (3206.813737 sec): 3 clusters Score: Raw -328460.603041 + Penalty 1614.699427 = -326845.903614 nChanged 55 SP:Iteration 14Q (3206.864332 sec): 3 clusters Score: Raw -328476.883722 + Penalty 1614.699427 = -326862.184295 nChanged 42 SP:Iteration 15Q (3206.912162 sec): 3 clusters Score: Raw -328491.151592 + Penalty 1614.699427 = -326876.452165 nChanged 36 SP:Iteration 16Q (3206.956471 sec): 3 clusters Score: Raw -328507.641506 + Penalty 1614.699427 = -326892.942080 nChanged 45 SP:Iteration 17Q (3207.014808 sec): 3 clusters Score: Raw -328523.833068 + Penalty 1614.699427 = -326909.133641 nChanged 34 SP:Iteration 18Q (3207.063580 sec): 3 clusters Score: Raw -328532.340842 + Penalty 1614.699427 = -326917.641415 nChanged 27 SP:Iteration 19Q (3207.101023 sec): 3 clusters Score: Raw -328540.729532 + Penalty 1614.699427 = -326926.030106 nChanged 24 SP:Iteration 20F (3207.162017 sec): 3 clusters Score: Raw -328546.479055 + Penalty 1614.699427 = -326931.779628 nChanged 18 SP:Iteration 21Q (3207.212084 sec): 3 clusters Score: Raw -328553.847252 + Penalty 1614.699427 = -326939.147825 nChanged 23 SP:Iteration 22Q (3207.254366 sec): 3 clusters Score: Raw -328560.823158 + Penalty 1614.699427 = -326946.123731 nChanged 20 SP:Iteration 23Q (3207.298988 sec): 3 clusters Score: Raw -328566.659909 + Penalty 1614.699427 = -326951.960483 nChanged 12 SP:Iteration 24Q (3207.345907 sec): 3 clusters Score: Raw -328572.204566 + Penalty 1614.699427 = -326957.505139 nChanged 19 SP:Iteration 25Q (3207.390426 sec): 3 clusters Score: Raw -328578.945079 + Penalty 1614.699427 = -326964.245652 nChanged 19 SP:Iteration 26Q (3207.446087 sec): 3 clusters Score: Raw -328588.469447 + Penalty 1614.699427 = -326973.770021 nChanged 22 SP:Iteration 27Q (3207.502985 sec): 3 clusters Score: Raw -328595.541273 + Penalty 1614.699427 = -326980.841846 nChanged 21 SP:Iteration 28Q (3207.552308 sec): 3 clusters Score: Raw -328599.868093 + Penalty 1614.699427 = -326985.168666 nChanged 18 SP:Iteration 29Q (3207.601427 sec): 3 clusters Score: Raw -328603.391844 + Penalty 1614.699427 = -326988.692417 nChanged 11 SP:Iteration 30Q (3207.638779 sec): 3 clusters Score: Raw -328605.644826 + Penalty 1614.699427 = -326990.945400 nChanged 12 SP:Iteration 31Q (3207.689499 sec): 3 clusters Score: Raw -328607.806869 + Penalty 1614.699427 = -326993.107442 nChanged 10 SP:Iteration 32Q (3207.745284 sec): 3 clusters Score: Raw -328610.549146 + Penalty 1614.699427 = -326995.849719 nChanged 6 SP:Iteration 33Q (3207.783731 sec): 3 clusters Score: Raw -328611.334118 + Penalty 1614.699427 = -326996.634691 nChanged 5 SP:Iteration 34Q (3207.840634 sec): 3 clusters Score: Raw -328612.520472 + Penalty 1614.699427 = -326997.821045 nChanged 5 SP:Iteration 35Q (3207.888026 sec): 3 clusters Score: Raw -328614.052639 + Penalty 1614.699427 = -326999.353212 nChanged 6 SP:Iteration 36Q (3207.935199 sec): 3 clusters Score: Raw -328614.767734 + Penalty 1614.699427 = -327000.068308 nChanged 5 SP:Iteration 37Q (3207.987976 sec): 3 clusters Score: Raw -328615.774776 + Penalty 1614.699427 = -327001.075349 nChanged 3 SP:Iteration 38Q (3208.030620 sec): 3 clusters Score: Raw -328616.860574 + Penalty 1614.699427 = -327002.161147 nChanged 4 SP:Iteration 39Q (3208.086524 sec): 3 clusters Score: Raw -328617.549479 + Penalty 1614.699427 = -327002.850052 nChanged 6 SP:Iteration 40F (3208.126731 sec): 3 clusters Score: Raw -328618.188685 + Penalty 1614.699427 = -327003.489258 nChanged 1 SP:Iteration 41Q (3208.177845 sec): 3 clusters Score: Raw -328618.949226 + Penalty 1614.699427 = -327004.249799 nChanged 6 SP:Iteration 42Q (3208.232492 sec): 3 clusters Score: Raw -328620.317092 + Penalty 1614.699427 = -327005.617665 nChanged 7 SP:Iteration 43Q (3208.281479 sec): 3 clusters Score: Raw -328621.289374 + Penalty 1614.699427 = -327006.589947 nChanged 4 SP:Iteration 44Q (3208.324168 sec): 3 clusters Score: Raw -328621.931458 + Penalty 1614.699427 = -327007.232031 nChanged 5 SP:Iteration 45Q (3208.381395 sec): 3 clusters Score: Raw -328622.560030 + Penalty 1614.699427 = -327007.860603 nChanged 1 SP:Iteration 46Q (3208.419996 sec): 3 clusters Score: Raw -328622.704801 + Penalty 1614.699427 = -327008.005374 nChanged 2 SP:Iteration 47Q (3208.477737 sec): 3 clusters Score: Raw -328623.202860 + Penalty 1614.699427 = -327008.503433 nChanged 5 SP:Iteration 48Q (3208.516757 sec): 3 clusters Score: Raw -328623.794317 + Penalty 1614.699427 = -327009.094890 nChanged 3 SP:Iteration 49Q (3208.563055 sec): 3 clusters Score: Raw -328624.159753 + Penalty 1614.699427 = -327009.460326 nChanged 3 SP:Iteration 50Q (3208.619410 sec): 3 clusters Score: Raw -328624.415889 + Penalty 1614.699427 = -327009.716462 nChanged 0 SP:Iteration 51F (3208.668732 sec): 3 clusters Score: Raw -328624.415889 + Penalty 1614.699427 = -327009.716462 nChanged 0 Trying to split cluster 7 (18355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3208.710651 sec): 2 clusters Score: Raw -1357859.649311 + Penalty 932.677443 = -1356926.971868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3208.763780 sec): 3 clusters Score: Raw -1346612.566689 + Penalty 1865.354886 = -1344747.211803 nChanged 8388 SP:Iteration 1F (3208.840008 sec): 3 clusters Score: Raw -1351337.300147 + Penalty 1865.354886 = -1349471.945261 nChanged 905 SP:Iteration 2Q (3208.902732 sec): 3 clusters Score: Raw -1351755.795743 + Penalty 1865.354886 = -1349890.440857 nChanged 1043 SP:Iteration 3F (3208.956057 sec): 3 clusters Score: Raw -1352344.253458 + Penalty 1865.354886 = -1350478.898571 nChanged 1113 SP:Iteration 4F (3209.027716 sec): 3 clusters Score: Raw -1353110.011379 + Penalty 1865.354886 = -1351244.656493 nChanged 1143 SP:Iteration 5F (3209.091481 sec): 3 clusters Score: Raw -1353955.526370 + Penalty 1865.354886 = -1352090.171484 nChanged 1104 SP:Iteration 6F (3209.160378 sec): 3 clusters Score: Raw -1354742.928699 + Penalty 1865.354886 = -1352877.573812 nChanged 1005 SP:Iteration 7F (3209.223347 sec): 3 clusters Score: Raw -1355400.404574 + Penalty 1865.354886 = -1353535.049687 nChanged 825 SP:Iteration 8Q (3209.293985 sec): 3 clusters Score: Raw -1355800.247899 + Penalty 1865.354886 = -1353934.893013 nChanged 562 SP:Iteration 9Q (3209.356418 sec): 3 clusters Score: Raw -1355985.550670 + Penalty 1865.354886 = -1354120.195784 nChanged 341 SP:Iteration 10Q (3209.428242 sec): 3 clusters Score: Raw -1356074.469572 + Penalty 1865.354886 = -1354209.114685 nChanged 248 SP:Iteration 11Q (3209.503152 sec): 3 clusters Score: Raw -1356131.052701 + Penalty 1865.354886 = -1354265.697815 nChanged 207 SP:Iteration 12Q (3209.572513 sec): 3 clusters Score: Raw -1356170.649192 + Penalty 1865.354886 = -1354305.294306 nChanged 178 SP:Iteration 13Q (3209.632992 sec): 3 clusters Score: Raw -1356203.606207 + Penalty 1865.354886 = -1354338.251321 nChanged 169 SP:Iteration 14Q (3209.692885 sec): 3 clusters Score: Raw -1356237.311500 + Penalty 1865.354886 = -1354371.956613 nChanged 163 SP:Iteration 15Q (3209.772862 sec): 3 clusters Score: Raw -1356270.484271 + Penalty 1865.354886 = -1354405.129385 nChanged 155 SP:Iteration 16Q (3209.833171 sec): 3 clusters Score: Raw -1356300.439067 + Penalty 1865.354886 = -1354435.084181 nChanged 152 SP:Iteration 17Q (3209.905566 sec): 3 clusters Score: Raw -1356329.312628 + Penalty 1865.354886 = -1354463.957742 nChanged 166 SP:Iteration 18Q (3209.977665 sec): 3 clusters Score: Raw -1356364.396357 + Penalty 1865.354886 = -1354499.041471 nChanged 161 SP:Iteration 19Q (3210.038793 sec): 3 clusters Score: Raw -1356398.668133 + Penalty 1865.354886 = -1354533.313247 nChanged 169 SP:Iteration 20F (3210.103463 sec): 3 clusters Score: Raw -1356437.340853 + Penalty 1865.354886 = -1354571.985967 nChanged 151 SP:Iteration 21Q (3210.182532 sec): 3 clusters Score: Raw -1356470.757526 + Penalty 1865.354886 = -1354605.402639 nChanged 131 SP:Iteration 22Q (3210.252392 sec): 3 clusters Score: Raw -1356495.922853 + Penalty 1865.354886 = -1354630.567967 nChanged 131 SP:Iteration 23Q (3210.325321 sec): 3 clusters Score: Raw -1356520.468824 + Penalty 1865.354886 = -1354655.113938 nChanged 123 SP:Iteration 24Q (3210.395436 sec): 3 clusters Score: Raw -1356540.859109 + Penalty 1865.354886 = -1354675.504223 nChanged 114 SP:Iteration 25Q (3210.449154 sec): 3 clusters Score: Raw -1356558.680705 + Penalty 1865.354886 = -1354693.325819 nChanged 105 SP:Iteration 26Q (3210.514357 sec): 3 clusters Score: Raw -1356576.335689 + Penalty 1865.354886 = -1354710.980803 nChanged 106 SP:Iteration 27Q (3210.587818 sec): 3 clusters Score: Raw -1356594.199018 + Penalty 1865.354886 = -1354728.844132 nChanged 110 SP:Iteration 28Q (3210.642256 sec): 3 clusters Score: Raw -1356615.791648 + Penalty 1865.354886 = -1354750.436762 nChanged 109 SP:Iteration 29Q (3210.706952 sec): 3 clusters Score: Raw -1356634.252586 + Penalty 1865.354886 = -1354768.897700 nChanged 101 SP:Iteration 30Q (3210.780894 sec): 3 clusters Score: Raw -1356651.520074 + Penalty 1865.354886 = -1354786.165187 nChanged 105 SP:Iteration 31Q (3210.844497 sec): 3 clusters Score: Raw -1356669.116833 + Penalty 1865.354886 = -1354803.761946 nChanged 103 SP:Iteration 32Q (3210.912512 sec): 3 clusters Score: Raw -1356686.933319 + Penalty 1865.354886 = -1354821.578433 nChanged 104 SP:Iteration 33Q (3210.973170 sec): 3 clusters Score: Raw -1356707.668931 + Penalty 1865.354886 = -1354842.314044 nChanged 104 SP:Iteration 34Q (3211.031411 sec): 3 clusters Score: Raw -1356728.310515 + Penalty 1865.354886 = -1354862.955628 nChanged 131 SP:Iteration 35Q (3211.090676 sec): 3 clusters Score: Raw -1356756.630208 + Penalty 1865.354886 = -1354891.275321 nChanged 115 SP:Iteration 36Q (3211.157580 sec): 3 clusters Score: Raw -1356777.827124 + Penalty 1865.354886 = -1354912.472238 nChanged 102 SP:Iteration 37Q (3211.219818 sec): 3 clusters Score: Raw -1356795.806136 + Penalty 1865.354886 = -1354930.451250 nChanged 101 SP:Iteration 38Q (3211.294242 sec): 3 clusters Score: Raw -1356813.580695 + Penalty 1865.354886 = -1354948.225809 nChanged 98 SP:Iteration 39Q (3211.360983 sec): 3 clusters Score: Raw -1356831.273858 + Penalty 1865.354886 = -1354965.918972 nChanged 95 SP:Iteration 40F (3211.407813 sec): 3 clusters Score: Raw -1356849.980078 + Penalty 1865.354886 = -1354984.625192 nChanged 102 SP:Iteration 41Q (3211.468994 sec): 3 clusters Score: Raw -1356870.420885 + Penalty 1865.354886 = -1355005.065999 nChanged 83 SP:Iteration 42Q (3211.533342 sec): 3 clusters Score: Raw -1356887.758712 + Penalty 1865.354886 = -1355022.403826 nChanged 97 SP:Iteration 43Q (3211.610033 sec): 3 clusters Score: Raw -1356906.217775 + Penalty 1865.354886 = -1355040.862888 nChanged 102 SP:Iteration 44Q (3211.657242 sec): 3 clusters Score: Raw -1356924.938559 + Penalty 1865.354886 = -1355059.583672 nChanged 115 SP:Iteration 45Q (3211.734613 sec): 3 clusters Score: Raw -1356949.254465 + Penalty 1865.354886 = -1355083.899579 nChanged 123 SP:Iteration 46Q (3211.787449 sec): 3 clusters Score: Raw -1356980.501904 + Penalty 1865.354886 = -1355115.147017 nChanged 118 SP:Iteration 47Q (3211.855389 sec): 3 clusters Score: Raw -1357010.487824 + Penalty 1865.354886 = -1355145.132937 nChanged 113 SP:Iteration 48Q (3211.921429 sec): 3 clusters Score: Raw -1357044.372227 + Penalty 1865.354886 = -1355179.017340 nChanged 117 SP:Iteration 49Q (3211.981679 sec): 3 clusters Score: Raw -1357079.826640 + Penalty 1865.354886 = -1355214.471754 nChanged 128 SP:Iteration 50Q (3212.042582 sec): 3 clusters Score: Raw -1357120.243035 + Penalty 1865.354886 = -1355254.888149 nChanged 121 SP:Iteration 51Q (3212.099547 sec): 3 clusters Score: Raw -1357156.789952 + Penalty 1865.354886 = -1355291.435066 nChanged 123 SP:Iteration 52Q (3212.162204 sec): 3 clusters Score: Raw -1357195.929116 + Penalty 1865.354886 = -1355330.574230 nChanged 133 SP:Iteration 53Q (3212.226448 sec): 3 clusters Score: Raw -1357238.675130 + Penalty 1865.354886 = -1355373.320244 nChanged 120 SP:Iteration 54Q (3212.290340 sec): 3 clusters Score: Raw -1357277.588949 + Penalty 1865.354886 = -1355412.234063 nChanged 107 SP:Iteration 55Q (3212.354802 sec): 3 clusters Score: Raw -1357309.535530 + Penalty 1865.354886 = -1355444.180644 nChanged 98 SP:Iteration 56Q (3212.422551 sec): 3 clusters Score: Raw -1357340.674305 + Penalty 1865.354886 = -1355475.319418 nChanged 100 SP:Iteration 57Q (3212.478808 sec): 3 clusters Score: Raw -1357374.596142 + Penalty 1865.354886 = -1355509.241256 nChanged 91 SP:Iteration 58Q (3212.537767 sec): 3 clusters Score: Raw -1357401.014965 + Penalty 1865.354886 = -1355535.660078 nChanged 82 SP:Iteration 59Q (3212.591845 sec): 3 clusters Score: Raw -1357423.115031 + Penalty 1865.354886 = -1355557.760144 nChanged 81 SP:Iteration 60F (3212.662254 sec): 3 clusters Score: Raw -1357451.278934 + Penalty 1865.354886 = -1355585.924048 nChanged 91 SP:Iteration 61Q (3212.710034 sec): 3 clusters Score: Raw -1357485.227588 + Penalty 1865.354886 = -1355619.872702 nChanged 96 SP:Iteration 62Q (3212.772774 sec): 3 clusters Score: Raw -1357515.139608 + Penalty 1865.354886 = -1355649.784722 nChanged 96 SP:Iteration 63Q (3212.837311 sec): 3 clusters Score: Raw -1357554.351509 + Penalty 1865.354886 = -1355688.996623 nChanged 101 SP:Iteration 64Q (3212.899336 sec): 3 clusters Score: Raw -1357598.732211 + Penalty 1865.354886 = -1355733.377325 nChanged 95 SP:Iteration 65Q (3212.972380 sec): 3 clusters Score: Raw -1357641.735376 + Penalty 1865.354886 = -1355776.380489 nChanged 80 SP:Iteration 66Q (3213.029102 sec): 3 clusters Score: Raw -1357677.599537 + Penalty 1865.354886 = -1355812.244650 nChanged 76 SP:Iteration 67Q (3213.092601 sec): 3 clusters Score: Raw -1357713.141220 + Penalty 1865.354886 = -1355847.786334 nChanged 62 SP:Iteration 68Q (3213.151444 sec): 3 clusters Score: Raw -1357743.349394 + Penalty 1865.354886 = -1355877.994507 nChanged 64 SP:Iteration 69Q (3213.220765 sec): 3 clusters Score: Raw -1357768.726596 + Penalty 1865.354886 = -1355903.371709 nChanged 50 SP:Iteration 70Q (3213.286213 sec): 3 clusters Score: Raw -1357787.762281 + Penalty 1865.354886 = -1355922.407395 nChanged 38 SP:Iteration 71Q (3213.344206 sec): 3 clusters Score: Raw -1357801.077605 + Penalty 1865.354886 = -1355935.722719 nChanged 39 SP:Iteration 72Q (3213.406644 sec): 3 clusters Score: Raw -1357816.281275 + Penalty 1865.354886 = -1355950.926389 nChanged 36 SP:Iteration 73Q (3213.479492 sec): 3 clusters Score: Raw -1357834.537952 + Penalty 1865.354886 = -1355969.183066 nChanged 39 SP:Iteration 74Q (3213.538815 sec): 3 clusters Score: Raw -1357855.987835 + Penalty 1865.354886 = -1355990.632949 nChanged 38 SP:Iteration 75Q (3213.598252 sec): 3 clusters Score: Raw -1357880.265645 + Penalty 1865.354886 = -1356014.910759 nChanged 32 SP:Iteration 76Q (3213.663736 sec): 3 clusters Score: Raw -1357902.961370 + Penalty 1865.354886 = -1356037.606484 nChanged 36 SP:Iteration 77Q (3213.740635 sec): 3 clusters Score: Raw -1357922.992230 + Penalty 1865.354886 = -1356057.637343 nChanged 31 SP:Iteration 78Q (3213.796476 sec): 3 clusters Score: Raw -1357943.052037 + Penalty 1865.354886 = -1356077.697151 nChanged 23 SP:Iteration 79Q (3213.847017 sec): 3 clusters Score: Raw -1357956.612691 + Penalty 1865.354886 = -1356091.257804 nChanged 17 SP:Iteration 80F (3213.915885 sec): 3 clusters Score: Raw -1357965.700001 + Penalty 1865.354886 = -1356100.345115 nChanged 13 SP:Iteration 81Q (3213.978619 sec): 3 clusters Score: Raw -1357973.451499 + Penalty 1865.354886 = -1356108.096613 nChanged 14 SP:Iteration 82Q (3214.042607 sec): 3 clusters Score: Raw -1357980.767548 + Penalty 1865.354886 = -1356115.412662 nChanged 8 SP:Iteration 83Q (3214.098016 sec): 3 clusters Score: Raw -1357984.416260 + Penalty 1865.354886 = -1356119.061374 nChanged 6 SP:Iteration 84Q (3214.163182 sec): 3 clusters Score: Raw -1357987.623868 + Penalty 1865.354886 = -1356122.268982 nChanged 7 SP:Iteration 85Q (3214.228300 sec): 3 clusters Score: Raw -1357991.361496 + Penalty 1865.354886 = -1356126.006610 nChanged 7 SP:Iteration 86Q (3214.284888 sec): 3 clusters Score: Raw -1357994.182856 + Penalty 1865.354886 = -1356128.827970 nChanged 4 SP:Iteration 87Q (3214.353356 sec): 3 clusters Score: Raw -1357995.243173 + Penalty 1865.354886 = -1356129.888286 nChanged 3 SP:Iteration 88Q (3214.419215 sec): 3 clusters Score: Raw -1357996.357037 + Penalty 1865.354886 = -1356131.002151 nChanged 2 SP:Iteration 89Q (3214.487910 sec): 3 clusters Score: Raw -1357997.415328 + Penalty 1865.354886 = -1356132.060442 nChanged 0 SP:Iteration 90F (3214.557760 sec): 3 clusters Score: Raw -1357997.415328 + Penalty 1865.354886 = -1356132.060442 nChanged 0 Trying to split cluster 8 (8353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3214.592465 sec): 2 clusters Score: Raw -622222.462200 + Penalty 857.885723 = -621364.576477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3214.625243 sec): 3 clusters Score: Raw -617376.445717 + Penalty 1715.771447 = -615660.674271 nChanged 3648 SP:Iteration 1F (3214.682197 sec): 3 clusters Score: Raw -619498.706269 + Penalty 1715.771447 = -617782.934822 nChanged 529 SP:Iteration 2F (3214.745006 sec): 3 clusters Score: Raw -619796.878173 + Penalty 1715.771447 = -618081.106727 nChanged 494 SP:Iteration 3F (3214.796435 sec): 3 clusters Score: Raw -620070.404633 + Penalty 1715.771447 = -618354.633187 nChanged 424 SP:Iteration 4F (3214.844009 sec): 3 clusters Score: Raw -620315.211277 + Penalty 1715.771447 = -618599.439831 nChanged 408 SP:Iteration 5Q (3214.906412 sec): 3 clusters Score: Raw -620577.164750 + Penalty 1715.771447 = -618861.393304 nChanged 415 SP:Iteration 6Q (3214.952484 sec): 3 clusters Score: Raw -620827.727237 + Penalty 1715.771447 = -619111.955791 nChanged 405 SP:Iteration 7Q (3214.999772 sec): 3 clusters Score: Raw -621067.316864 + Penalty 1715.771447 = -619351.545418 nChanged 344 SP:Iteration 8Q (3215.044983 sec): 3 clusters Score: Raw -621271.380211 + Penalty 1715.771447 = -619555.608765 nChanged 318 SP:Iteration 9Q (3215.107117 sec): 3 clusters Score: Raw -621464.742691 + Penalty 1715.771447 = -619748.971245 nChanged 283 SP:Iteration 10Q (3215.154751 sec): 3 clusters Score: Raw -621630.770811 + Penalty 1715.771447 = -619914.999365 nChanged 246 SP:Iteration 11Q (3215.221146 sec): 3 clusters Score: Raw -621769.293862 + Penalty 1715.771447 = -620053.522415 nChanged 210 SP:Iteration 12Q (3215.266160 sec): 3 clusters Score: Raw -621886.746028 + Penalty 1715.771447 = -620170.974581 nChanged 178 SP:Iteration 13Q (3215.316318 sec): 3 clusters Score: Raw -621972.851003 + Penalty 1715.771447 = -620257.079557 nChanged 142 SP:Iteration 14Q (3215.374105 sec): 3 clusters Score: Raw -622043.795681 + Penalty 1715.771447 = -620328.024235 nChanged 113 SP:Iteration 15Q (3215.425207 sec): 3 clusters Score: Raw -622096.990878 + Penalty 1715.771447 = -620381.219432 nChanged 97 SP:Iteration 16Q (3215.474796 sec): 3 clusters Score: Raw -622137.873049 + Penalty 1715.771447 = -620422.101602 nChanged 87 SP:Iteration 17Q (3215.522831 sec): 3 clusters Score: Raw -622171.508529 + Penalty 1715.771447 = -620455.737082 nChanged 72 SP:Iteration 18Q (3215.579788 sec): 3 clusters Score: Raw -622198.576125 + Penalty 1715.771447 = -620482.804678 nChanged 62 SP:Iteration 19Q (3215.642196 sec): 3 clusters Score: Raw -622223.923579 + Penalty 1715.771447 = -620508.152132 nChanged 55 SP:Iteration 20F (3215.696596 sec): 3 clusters Score: Raw -622243.397247 + Penalty 1715.771447 = -620527.625800 nChanged 42 SP:Iteration 21Q (3215.742887 sec): 3 clusters Score: Raw -622256.435907 + Penalty 1715.771447 = -620540.664461 nChanged 34 SP:Iteration 22Q (3215.791679 sec): 3 clusters Score: Raw -622265.221984 + Penalty 1715.771447 = -620549.450537 nChanged 17 SP:Iteration 23Q (3215.845036 sec): 3 clusters Score: Raw -622271.764472 + Penalty 1715.771447 = -620555.993026 nChanged 15 SP:Iteration 24Q (3215.893810 sec): 3 clusters Score: Raw -622276.251205 + Penalty 1715.771447 = -620560.479759 nChanged 14 SP:Iteration 25Q (3215.951952 sec): 3 clusters Score: Raw -622279.881163 + Penalty 1715.771447 = -620564.109717 nChanged 12 SP:Iteration 26Q (3215.990194 sec): 3 clusters Score: Raw -622282.749029 + Penalty 1715.771447 = -620566.977583 nChanged 14 SP:Iteration 27Q (3216.040830 sec): 3 clusters Score: Raw -622288.164857 + Penalty 1715.771447 = -620572.393410 nChanged 11 SP:Iteration 28Q (3216.105558 sec): 3 clusters Score: Raw -622292.620919 + Penalty 1715.771447 = -620576.849472 nChanged 16 SP:Iteration 29Q (3216.153966 sec): 3 clusters Score: Raw -622300.480000 + Penalty 1715.771447 = -620584.708554 nChanged 17 SP:Iteration 30Q (3216.198979 sec): 3 clusters Score: Raw -622306.162064 + Penalty 1715.771447 = -620590.390617 nChanged 12 SP:Iteration 31Q (3216.245724 sec): 3 clusters Score: Raw -622312.360573 + Penalty 1715.771447 = -620596.589126 nChanged 12 SP:Iteration 32Q (3216.299733 sec): 3 clusters Score: Raw -622317.093405 + Penalty 1715.771447 = -620601.321958 nChanged 10 SP:Iteration 33Q (3216.343414 sec): 3 clusters Score: Raw -622320.598803 + Penalty 1715.771447 = -620604.827357 nChanged 6 SP:Iteration 34Q (3216.406529 sec): 3 clusters Score: Raw -622324.139262 + Penalty 1715.771447 = -620608.367816 nChanged 8 SP:Iteration 35Q (3216.455895 sec): 3 clusters Score: Raw -622327.002800 + Penalty 1715.771447 = -620611.231354 nChanged 12 SP:Iteration 36Q (3216.510482 sec): 3 clusters Score: Raw -622330.703643 + Penalty 1715.771447 = -620614.932196 nChanged 7 SP:Iteration 37Q (3216.553517 sec): 3 clusters Score: Raw -622332.411259 + Penalty 1715.771447 = -620616.639812 nChanged 4 SP:Iteration 38Q (3216.616086 sec): 3 clusters Score: Raw -622333.574515 + Penalty 1715.771447 = -620617.803068 nChanged 2 SP:Iteration 39Q (3216.663419 sec): 3 clusters Score: Raw -622334.283883 + Penalty 1715.771447 = -620618.512436 nChanged 2 SP:Iteration 40F (3216.715384 sec): 3 clusters Score: Raw -622335.423734 + Penalty 1715.771447 = -620619.652288 nChanged 5 SP:Iteration 41Q (3216.760519 sec): 3 clusters Score: Raw -622337.490525 + Penalty 1715.771447 = -620621.719079 nChanged 2 SP:Iteration 42Q (3216.806611 sec): 3 clusters Score: Raw -622338.037418 + Penalty 1715.771447 = -620622.265971 nChanged 1 SP:Iteration 43Q (3216.860766 sec): 3 clusters Score: Raw -622338.315051 + Penalty 1715.771447 = -620622.543604 nChanged 0 SP:Iteration 44F (3216.917317 sec): 3 clusters Score: Raw -622338.315051 + Penalty 1715.771447 = -620622.543604 nChanged 0 Trying to split cluster 9 (8242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3216.946920 sec): 2 clusters Score: Raw -667759.622747 + Penalty 856.614840 = -666903.007907 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3217.007320 sec): 3 clusters Score: Raw -662893.734982 + Penalty 1713.229679 = -661180.505303 nChanged 3658 SP:Iteration 1F (3217.065605 sec): 3 clusters Score: Raw -664851.940416 + Penalty 1713.229679 = -663138.710737 nChanged 540 SP:Iteration 2F (3217.125916 sec): 3 clusters Score: Raw -665082.838312 + Penalty 1713.229679 = -663369.608632 nChanged 466 SP:Iteration 3F (3217.172326 sec): 3 clusters Score: Raw -665267.178435 + Penalty 1713.229679 = -663553.948756 nChanged 400 SP:Iteration 4Q (3217.233293 sec): 3 clusters Score: Raw -665437.235679 + Penalty 1713.229679 = -663724.006000 nChanged 357 SP:Iteration 5Q (3217.271545 sec): 3 clusters Score: Raw -665566.548076 + Penalty 1713.229679 = -663853.318397 nChanged 302 SP:Iteration 6Q (3217.332186 sec): 3 clusters Score: Raw -665687.102616 + Penalty 1713.229679 = -663973.872936 nChanged 306 SP:Iteration 7Q (3217.379146 sec): 3 clusters Score: Raw -665811.388895 + Penalty 1713.229679 = -664098.159216 nChanged 305 SP:Iteration 8Q (3217.438341 sec): 3 clusters Score: Raw -665935.734188 + Penalty 1713.229679 = -664222.504509 nChanged 297 SP:Iteration 9Q (3217.494053 sec): 3 clusters Score: Raw -666087.674647 + Penalty 1713.229679 = -664374.444968 nChanged 318 SP:Iteration 10Q (3217.543522 sec): 3 clusters Score: Raw -666256.762687 + Penalty 1713.229679 = -664543.533008 nChanged 320 SP:Iteration 11Q (3217.596350 sec): 3 clusters Score: Raw -666420.274585 + Penalty 1713.229679 = -664707.044906 nChanged 289 SP:Iteration 12Q (3217.648115 sec): 3 clusters Score: Raw -666572.947108 + Penalty 1713.229679 = -664859.717428 nChanged 262 SP:Iteration 13Q (3217.701875 sec): 3 clusters Score: Raw -666679.793885 + Penalty 1713.229679 = -664966.564206 nChanged 216 SP:Iteration 14Q (3217.754724 sec): 3 clusters Score: Raw -666765.699170 + Penalty 1713.229679 = -665052.469491 nChanged 199 SP:Iteration 15Q (3217.819387 sec): 3 clusters Score: Raw -666841.405752 + Penalty 1713.229679 = -665128.176073 nChanged 184 SP:Iteration 16Q (3217.863882 sec): 3 clusters Score: Raw -666909.641713 + Penalty 1713.229679 = -665196.412033 nChanged 148 SP:Iteration 17Q (3217.912514 sec): 3 clusters Score: Raw -666957.328939 + Penalty 1713.229679 = -665244.099260 nChanged 126 SP:Iteration 18Q (3217.966475 sec): 3 clusters Score: Raw -666993.626097 + Penalty 1713.229679 = -665280.396418 nChanged 111 SP:Iteration 19Q (3218.012299 sec): 3 clusters Score: Raw -667023.028062 + Penalty 1713.229679 = -665309.798383 nChanged 106 SP:Iteration 20F (3218.064995 sec): 3 clusters Score: Raw -667056.176008 + Penalty 1713.229679 = -665342.946329 nChanged 111 SP:Iteration 21Q (3218.119169 sec): 3 clusters Score: Raw -667091.260244 + Penalty 1713.229679 = -665378.030565 nChanged 106 SP:Iteration 22Q (3218.171880 sec): 3 clusters Score: Raw -667127.054196 + Penalty 1713.229679 = -665413.824516 nChanged 115 SP:Iteration 23Q (3218.215084 sec): 3 clusters Score: Raw -667165.013903 + Penalty 1713.229679 = -665451.784224 nChanged 99 SP:Iteration 24Q (3218.271777 sec): 3 clusters Score: Raw -667199.887799 + Penalty 1713.229679 = -665486.658120 nChanged 107 SP:Iteration 25Q (3218.327460 sec): 3 clusters Score: Raw -667236.733100 + Penalty 1713.229679 = -665523.503421 nChanged 112 SP:Iteration 26Q (3218.370171 sec): 3 clusters Score: Raw -667280.327903 + Penalty 1713.229679 = -665567.098223 nChanged 109 SP:Iteration 27Q (3218.418781 sec): 3 clusters Score: Raw -667328.735297 + Penalty 1713.229679 = -665615.505618 nChanged 126 SP:Iteration 28Q (3218.474020 sec): 3 clusters Score: Raw -667382.110029 + Penalty 1713.229679 = -665668.880350 nChanged 101 SP:Iteration 29Q (3218.530826 sec): 3 clusters Score: Raw -667418.933522 + Penalty 1713.229679 = -665705.703843 nChanged 98 SP:Iteration 30Q (3218.575326 sec): 3 clusters Score: Raw -667453.245591 + Penalty 1713.229679 = -665740.015912 nChanged 78 SP:Iteration 31Q (3218.631783 sec): 3 clusters Score: Raw -667479.596924 + Penalty 1713.229679 = -665766.367245 nChanged 74 SP:Iteration 32Q (3218.689076 sec): 3 clusters Score: Raw -667502.647060 + Penalty 1713.229679 = -665789.417381 nChanged 64 SP:Iteration 33Q (3218.737360 sec): 3 clusters Score: Raw -667519.977080 + Penalty 1713.229679 = -665806.747400 nChanged 59 SP:Iteration 34Q (3218.790767 sec): 3 clusters Score: Raw -667537.820835 + Penalty 1713.229679 = -665824.591155 nChanged 60 SP:Iteration 35Q (3218.836344 sec): 3 clusters Score: Raw -667556.417363 + Penalty 1713.229679 = -665843.187683 nChanged 74 SP:Iteration 36Q (3218.901643 sec): 3 clusters Score: Raw -667581.285367 + Penalty 1713.229679 = -665868.055688 nChanged 63 SP:Iteration 37Q (3218.941265 sec): 3 clusters Score: Raw -667601.923669 + Penalty 1713.229679 = -665888.693989 nChanged 55 SP:Iteration 38Q (3218.997014 sec): 3 clusters Score: Raw -667619.489528 + Penalty 1713.229679 = -665906.259849 nChanged 59 SP:Iteration 39Q (3219.053719 sec): 3 clusters Score: Raw -667646.774594 + Penalty 1713.229679 = -665933.544915 nChanged 53 SP:Iteration 40F (3219.104032 sec): 3 clusters Score: Raw -667668.258112 + Penalty 1713.229679 = -665955.028433 nChanged 51 SP:Iteration 41Q (3219.160299 sec): 3 clusters Score: Raw -667690.530650 + Penalty 1713.229679 = -665977.300970 nChanged 56 SP:Iteration 42Q (3219.206239 sec): 3 clusters Score: Raw -667717.030920 + Penalty 1713.229679 = -666003.801241 nChanged 47 SP:Iteration 43Q (3219.253717 sec): 3 clusters Score: Raw -667734.878776 + Penalty 1713.229679 = -666021.649097 nChanged 36 SP:Iteration 44Q (3219.308030 sec): 3 clusters Score: Raw -667745.519440 + Penalty 1713.229679 = -666032.289761 nChanged 29 SP:Iteration 45Q (3219.361194 sec): 3 clusters Score: Raw -667754.145274 + Penalty 1713.229679 = -666040.915595 nChanged 23 SP:Iteration 46Q (3219.405821 sec): 3 clusters Score: Raw -667763.749611 + Penalty 1713.229679 = -666050.519932 nChanged 30 SP:Iteration 47Q (3219.466488 sec): 3 clusters Score: Raw -667776.744363 + Penalty 1713.229679 = -666063.514683 nChanged 25 SP:Iteration 48Q (3219.522162 sec): 3 clusters Score: Raw -667787.221962 + Penalty 1713.229679 = -666073.992282 nChanged 29 SP:Iteration 49Q (3219.566505 sec): 3 clusters Score: Raw -667796.660179 + Penalty 1713.229679 = -666083.430500 nChanged 22 SP:Iteration 50Q (3219.612716 sec): 3 clusters Score: Raw -667801.319613 + Penalty 1713.229679 = -666088.089933 nChanged 19 SP:Iteration 51Q (3219.668385 sec): 3 clusters Score: Raw -667806.323746 + Penalty 1713.229679 = -666093.094067 nChanged 20 SP:Iteration 52Q (3219.722289 sec): 3 clusters Score: Raw -667812.208359 + Penalty 1713.229679 = -666098.978680 nChanged 19 SP:Iteration 53Q (3219.779243 sec): 3 clusters Score: Raw -667816.809215 + Penalty 1713.229679 = -666103.579536 nChanged 12 SP:Iteration 54Q (3219.827929 sec): 3 clusters Score: Raw -667819.444060 + Penalty 1713.229679 = -666106.214381 nChanged 10 SP:Iteration 55Q (3219.881409 sec): 3 clusters Score: Raw -667822.086486 + Penalty 1713.229679 = -666108.856807 nChanged 13 SP:Iteration 56Q (3219.931039 sec): 3 clusters Score: Raw -667825.172374 + Penalty 1713.229679 = -666111.942695 nChanged 10 SP:Iteration 57Q (3219.985157 sec): 3 clusters Score: Raw -667828.035030 + Penalty 1713.229679 = -666114.805351 nChanged 9 SP:Iteration 58Q (3220.026674 sec): 3 clusters Score: Raw -667831.743914 + Penalty 1713.229679 = -666118.514235 nChanged 11 SP:Iteration 59Q (3220.067338 sec): 3 clusters Score: Raw -667835.517978 + Penalty 1713.229679 = -666122.288299 nChanged 12 SP:Iteration 60F (3220.132472 sec): 3 clusters Score: Raw -667839.390148 + Penalty 1713.229679 = -666126.160468 nChanged 15 SP:Iteration 61Q (3220.184423 sec): 3 clusters Score: Raw -667843.972270 + Penalty 1713.229679 = -666130.742591 nChanged 8 SP:Iteration 62Q (3220.237229 sec): 3 clusters Score: Raw -667846.183642 + Penalty 1713.229679 = -666132.953963 nChanged 11 SP:Iteration 63Q (3220.280498 sec): 3 clusters Score: Raw -667849.990136 + Penalty 1713.229679 = -666136.760456 nChanged 9 SP:Iteration 64Q (3220.345662 sec): 3 clusters Score: Raw -667853.873872 + Penalty 1713.229679 = -666140.644192 nChanged 6 SP:Iteration 65Q (3220.387743 sec): 3 clusters Score: Raw -667855.814946 + Penalty 1713.229679 = -666142.585266 nChanged 7 SP:Iteration 66Q (3220.432241 sec): 3 clusters Score: Raw -667857.979718 + Penalty 1713.229679 = -666144.750039 nChanged 4 SP:Iteration 67Q (3220.488279 sec): 3 clusters Score: Raw -667859.245508 + Penalty 1713.229679 = -666146.015829 nChanged 2 SP:Iteration 68Q (3220.539927 sec): 3 clusters Score: Raw -667859.682570 + Penalty 1713.229679 = -666146.452891 nChanged 1 SP:Iteration 69Q (3220.597364 sec): 3 clusters Score: Raw -667859.856629 + Penalty 1713.229679 = -666146.626949 nChanged 0 SP:Iteration 70F (3220.655340 sec): 3 clusters Score: Raw -667859.856629 + Penalty 1713.229679 = -666146.626949 nChanged 0 Trying to split cluster 10 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3220.682149 sec): 2 clusters Score: Raw -259667.045976 + Penalty 774.540885 = -258892.505091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3220.719948 sec): 3 clusters Score: Raw -257851.781693 + Penalty 1549.081770 = -256302.699923 nChanged 1420 SP:Iteration 1F (3220.767452 sec): 3 clusters Score: Raw -258691.711784 + Penalty 1549.081770 = -257142.630014 nChanged 293 SP:Iteration 2F (3220.819512 sec): 3 clusters Score: Raw -258902.648563 + Penalty 1549.081770 = -257353.566793 nChanged 246 SP:Iteration 3F (3220.878992 sec): 3 clusters Score: Raw -259067.419768 + Penalty 1549.081770 = -257518.337998 nChanged 201 SP:Iteration 4F (3220.918137 sec): 3 clusters Score: Raw -259223.955215 + Penalty 1549.081770 = -257674.873445 nChanged 189 SP:Iteration 5F (3220.968339 sec): 3 clusters Score: Raw -259364.672504 + Penalty 1549.081770 = -257815.590735 nChanged 153 SP:Iteration 6Q (3221.012149 sec): 3 clusters Score: Raw -259470.290858 + Penalty 1549.081770 = -257921.209088 nChanged 136 SP:Iteration 7Q (3221.065787 sec): 3 clusters Score: Raw -259571.743498 + Penalty 1549.081770 = -258022.661728 nChanged 130 SP:Iteration 8Q (3221.109477 sec): 3 clusters Score: Raw -259674.754703 + Penalty 1549.081770 = -258125.672933 nChanged 117 SP:Iteration 9Q (3221.153164 sec): 3 clusters Score: Raw -259769.515282 + Penalty 1549.081770 = -258220.433512 nChanged 99 SP:Iteration 10Q (3221.199613 sec): 3 clusters Score: Raw -259844.427277 + Penalty 1549.081770 = -258295.345507 nChanged 89 SP:Iteration 11Q (3221.254968 sec): 3 clusters Score: Raw -259909.366651 + Penalty 1549.081770 = -258360.284881 nChanged 88 SP:Iteration 12Q (3221.291644 sec): 3 clusters Score: Raw -259965.658414 + Penalty 1549.081770 = -258416.576644 nChanged 80 SP:Iteration 13Q (3221.348136 sec): 3 clusters Score: Raw -260014.415755 + Penalty 1549.081770 = -258465.333985 nChanged 73 SP:Iteration 14Q (3221.397528 sec): 3 clusters Score: Raw -260044.696189 + Penalty 1549.081770 = -258495.614420 nChanged 45 SP:Iteration 15Q (3221.452310 sec): 3 clusters Score: Raw -260064.633748 + Penalty 1549.081770 = -258515.551978 nChanged 48 SP:Iteration 16Q (3221.492097 sec): 3 clusters Score: Raw -260085.554253 + Penalty 1549.081770 = -258536.472483 nChanged 47 SP:Iteration 17Q (3221.538206 sec): 3 clusters Score: Raw -260104.260166 + Penalty 1549.081770 = -258555.178396 nChanged 34 SP:Iteration 18Q (3221.592676 sec): 3 clusters Score: Raw -260116.264217 + Penalty 1549.081770 = -258567.182447 nChanged 42 SP:Iteration 19Q (3221.636966 sec): 3 clusters Score: Raw -260132.751091 + Penalty 1549.081770 = -258583.669321 nChanged 41 SP:Iteration 20F (3221.687809 sec): 3 clusters Score: Raw -260146.389607 + Penalty 1549.081770 = -258597.307837 nChanged 29 SP:Iteration 21Q (3221.730534 sec): 3 clusters Score: Raw -260155.549364 + Penalty 1549.081770 = -258606.467594 nChanged 32 SP:Iteration 22Q (3221.779750 sec): 3 clusters Score: Raw -260165.300724 + Penalty 1549.081770 = -258616.218954 nChanged 31 SP:Iteration 23Q (3221.825207 sec): 3 clusters Score: Raw -260175.376460 + Penalty 1549.081770 = -258626.294690 nChanged 32 SP:Iteration 24Q (3221.870984 sec): 3 clusters Score: Raw -260184.986817 + Penalty 1549.081770 = -258635.905047 nChanged 26 SP:Iteration 25Q (3221.913145 sec): 3 clusters Score: Raw -260192.926662 + Penalty 1549.081770 = -258643.844893 nChanged 28 SP:Iteration 26Q (3221.962632 sec): 3 clusters Score: Raw -260199.440038 + Penalty 1549.081770 = -258650.358268 nChanged 14 SP:Iteration 27Q (3222.022659 sec): 3 clusters Score: Raw -260202.524406 + Penalty 1549.081770 = -258653.442636 nChanged 4 SP:Iteration 28Q (3222.063366 sec): 3 clusters Score: Raw -260203.058102 + Penalty 1549.081770 = -258653.976332 nChanged 4 SP:Iteration 29Q (3222.119332 sec): 3 clusters Score: Raw -260203.675278 + Penalty 1549.081770 = -258654.593508 nChanged 5 SP:Iteration 30Q (3222.160576 sec): 3 clusters Score: Raw -260204.334185 + Penalty 1549.081770 = -258655.252415 nChanged 3 SP:Iteration 31Q (3222.213958 sec): 3 clusters Score: Raw -260204.821418 + Penalty 1549.081770 = -258655.739648 nChanged 3 SP:Iteration 32Q (3222.255419 sec): 3 clusters Score: Raw -260205.239594 + Penalty 1549.081770 = -258656.157824 nChanged 6 SP:Iteration 33Q (3222.297240 sec): 3 clusters Score: Raw -260206.216646 + Penalty 1549.081770 = -258657.134876 nChanged 9 SP:Iteration 34Q (3222.344501 sec): 3 clusters Score: Raw -260207.049376 + Penalty 1549.081770 = -258657.967606 nChanged 5 SP:Iteration 35Q (3222.393027 sec): 3 clusters Score: Raw -260207.504002 + Penalty 1549.081770 = -258658.422232 nChanged 3 SP:Iteration 36Q (3222.453472 sec): 3 clusters Score: Raw -260208.131943 + Penalty 1549.081770 = -258659.050173 nChanged 4 SP:Iteration 37Q (3222.495476 sec): 3 clusters Score: Raw -260208.749243 + Penalty 1549.081770 = -258659.667473 nChanged 2 SP:Iteration 38Q (3222.540099 sec): 3 clusters Score: Raw -260208.978695 + Penalty 1549.081770 = -258659.896925 nChanged 3 SP:Iteration 39Q (3222.575908 sec): 3 clusters Score: Raw -260209.203275 + Penalty 1549.081770 = -258660.121505 nChanged 2 SP:Iteration 40F (3222.628149 sec): 3 clusters Score: Raw -260209.550635 + Penalty 1549.081770 = -258660.468865 nChanged 3 SP:Iteration 41Q (3222.681033 sec): 3 clusters Score: Raw -260210.080998 + Penalty 1549.081770 = -258660.999228 nChanged 3 SP:Iteration 42Q (3222.728246 sec): 3 clusters Score: Raw -260210.438966 + Penalty 1549.081770 = -258661.357196 nChanged 5 SP:Iteration 43Q (3222.777531 sec): 3 clusters Score: Raw -260211.026926 + Penalty 1549.081770 = -258661.945156 nChanged 5 SP:Iteration 44Q (3222.822691 sec): 3 clusters Score: Raw -260212.252267 + Penalty 1549.081770 = -258663.170497 nChanged 7 SP:Iteration 45Q (3222.867276 sec): 3 clusters Score: Raw -260213.810599 + Penalty 1549.081770 = -258664.728829 nChanged 6 SP:Iteration 46Q (3222.920849 sec): 3 clusters Score: Raw -260214.767780 + Penalty 1549.081770 = -258665.686010 nChanged 7 SP:Iteration 47Q (3222.966952 sec): 3 clusters Score: Raw -260215.969722 + Penalty 1549.081770 = -258666.887952 nChanged 8 SP:Iteration 48Q (3223.018438 sec): 3 clusters Score: Raw -260218.391236 + Penalty 1549.081770 = -258669.309466 nChanged 7 SP:Iteration 49Q (3223.067315 sec): 3 clusters Score: Raw -260220.217296 + Penalty 1549.081770 = -258671.135526 nChanged 3 SP:Iteration 50Q (3223.109690 sec): 3 clusters Score: Raw -260220.601029 + Penalty 1549.081770 = -258671.519259 nChanged 3 SP:Iteration 51Q (3223.160784 sec): 3 clusters Score: Raw -260220.935622 + Penalty 1549.081770 = -258671.853852 nChanged 2 SP:Iteration 52Q (3223.201944 sec): 3 clusters Score: Raw -260221.092045 + Penalty 1549.081770 = -258672.010275 nChanged 2 SP:Iteration 53Q (3223.247661 sec): 3 clusters Score: Raw -260221.264802 + Penalty 1549.081770 = -258672.183033 nChanged 1 SP:Iteration 54Q (3223.297269 sec): 3 clusters Score: Raw -260221.320111 + Penalty 1549.081770 = -258672.238341 nChanged 1 SP:Iteration 55Q (3223.347114 sec): 3 clusters Score: Raw -260221.635633 + Penalty 1549.081770 = -258672.553863 nChanged 1 SP:Iteration 56Q (3223.399204 sec): 3 clusters Score: Raw -260221.791821 + Penalty 1549.081770 = -258672.710051 nChanged 0 SP:Iteration 57F (3223.457288 sec): 3 clusters Score: Raw -260221.791821 + Penalty 1549.081770 = -258672.710051 nChanged 0 Trying to split cluster 11 (34379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3223.519344 sec): 2 clusters Score: Raw -2404658.640480 + Penalty 992.294113 = -2403666.346367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3223.602455 sec): 3 clusters Score: Raw -2382802.096571 + Penalty 1984.588226 = -2380817.508345 nChanged 16195 SP:Iteration 1F (3223.692137 sec): 3 clusters Score: Raw -2392387.117657 + Penalty 1984.588226 = -2390402.529431 nChanged 1806 SP:Iteration 2F (3223.779486 sec): 3 clusters Score: Raw -2393241.773654 + Penalty 1984.588226 = -2391257.185427 nChanged 2022 SP:Iteration 3F (3223.868097 sec): 3 clusters Score: Raw -2394408.473803 + Penalty 1984.588226 = -2392423.885577 nChanged 2285 SP:Iteration 4F (3223.950963 sec): 3 clusters Score: Raw -2396044.631579 + Penalty 1984.588226 = -2394060.043353 nChanged 2438 SP:Iteration 5F (3224.030425 sec): 3 clusters Score: Raw -2397998.730939 + Penalty 1984.588226 = -2396014.142712 nChanged 2148 SP:Iteration 6F (3224.106427 sec): 3 clusters Score: Raw -2399787.033023 + Penalty 1984.588226 = -2397802.444796 nChanged 1758 SP:Iteration 7F (3224.202983 sec): 3 clusters Score: Raw -2401221.464646 + Penalty 1984.588226 = -2399236.876420 nChanged 1334 SP:Iteration 8Q (3224.285059 sec): 3 clusters Score: Raw -2402231.971252 + Penalty 1984.588226 = -2400247.383026 nChanged 987 SP:Iteration 9Q (3224.370918 sec): 3 clusters Score: Raw -2402959.148916 + Penalty 1984.588226 = -2400974.560690 nChanged 766 SP:Iteration 10Q (3224.455319 sec): 3 clusters Score: Raw -2403506.965376 + Penalty 1984.588226 = -2401522.377150 nChanged 572 SP:Iteration 11Q (3224.543361 sec): 3 clusters Score: Raw -2403885.532695 + Penalty 1984.588226 = -2401900.944469 nChanged 436 SP:Iteration 12Q (3224.620873 sec): 3 clusters Score: Raw -2404167.845694 + Penalty 1984.588226 = -2402183.257468 nChanged 329 SP:Iteration 13Q (3224.698672 sec): 3 clusters Score: Raw -2404378.220779 + Penalty 1984.588226 = -2402393.632552 nChanged 240 SP:Iteration 14Q (3224.774052 sec): 3 clusters Score: Raw -2404530.352015 + Penalty 1984.588226 = -2402545.763788 nChanged 156 SP:Iteration 15Q (3224.856540 sec): 3 clusters Score: Raw -2404617.710569 + Penalty 1984.588226 = -2402633.122343 nChanged 118 SP:Iteration 16Q (3224.927116 sec): 3 clusters Score: Raw -2404679.483364 + Penalty 1984.588226 = -2402694.895137 nChanged 80 SP:Iteration 17Q (3225.006153 sec): 3 clusters Score: Raw -2404727.579621 + Penalty 1984.588226 = -2402742.991394 nChanged 61 SP:Iteration 18Q (3225.100081 sec): 3 clusters Score: Raw -2404769.571519 + Penalty 1984.588226 = -2402784.983293 nChanged 41 SP:Iteration 19Q (3225.179271 sec): 3 clusters Score: Raw -2404798.616767 + Penalty 1984.588226 = -2402814.028540 nChanged 30 SP:Iteration 20F (3225.257521 sec): 3 clusters Score: Raw -2404816.210253 + Penalty 1984.588226 = -2402831.622027 nChanged 22 SP:Iteration 21Q (3225.341185 sec): 3 clusters Score: Raw -2404825.470563 + Penalty 1984.588226 = -2402840.882336 nChanged 18 SP:Iteration 22Q (3225.424735 sec): 3 clusters Score: Raw -2404833.125156 + Penalty 1984.588226 = -2402848.536930 nChanged 11 SP:Iteration 23Q (3225.504797 sec): 3 clusters Score: Raw -2404838.393817 + Penalty 1984.588226 = -2402853.805590 nChanged 11 SP:Iteration 24Q (3225.575736 sec): 3 clusters Score: Raw -2404846.323017 + Penalty 1984.588226 = -2402861.734791 nChanged 12 SP:Iteration 25Q (3225.660621 sec): 3 clusters Score: Raw -2404851.194223 + Penalty 1984.588226 = -2402866.605997 nChanged 4 SP:Iteration 26Q (3225.721199 sec): 3 clusters Score: Raw -2404854.164478 + Penalty 1984.588226 = -2402869.576251 nChanged 3 SP:Iteration 27Q (3225.809464 sec): 3 clusters Score: Raw -2404855.355699 + Penalty 1984.588226 = -2402870.767473 nChanged 2 SP:Iteration 28Q (3225.887260 sec): 3 clusters Score: Raw -2404855.906386 + Penalty 1984.588226 = -2402871.318160 nChanged 0 SP:Iteration 29F (3225.978934 sec): 3 clusters Score: Raw -2404855.906386 + Penalty 1984.588226 = -2402871.318160 nChanged 0 Trying to split cluster 12 (12931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3226.010781 sec): 2 clusters Score: Raw -924203.051944 + Penalty 899.401367 = -923303.650578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3226.086522 sec): 3 clusters Score: Raw -916441.633232 + Penalty 1798.802734 = -914642.830499 nChanged 5867 SP:Iteration 1F (3226.139973 sec): 3 clusters Score: Raw -919887.790760 + Penalty 1798.802734 = -918088.988026 nChanged 861 SP:Iteration 2F (3226.204120 sec): 3 clusters Score: Raw -920363.800967 + Penalty 1798.802734 = -918564.998233 nChanged 851 SP:Iteration 3F (3226.271932 sec): 3 clusters Score: Raw -920852.255974 + Penalty 1798.802734 = -919053.453241 nChanged 762 SP:Iteration 4F (3226.341787 sec): 3 clusters Score: Raw -921262.754808 + Penalty 1798.802734 = -919463.952074 nChanged 657 SP:Iteration 5F (3226.392868 sec): 3 clusters Score: Raw -921580.370634 + Penalty 1798.802734 = -919781.567900 nChanged 566 SP:Iteration 6Q (3226.447670 sec): 3 clusters Score: Raw -921845.896766 + Penalty 1798.802734 = -920047.094032 nChanged 542 SP:Iteration 7Q (3226.515243 sec): 3 clusters Score: Raw -922092.980101 + Penalty 1798.802734 = -920294.177368 nChanged 458 SP:Iteration 8Q (3226.583362 sec): 3 clusters Score: Raw -922300.157587 + Penalty 1798.802734 = -920501.354853 nChanged 422 SP:Iteration 9Q (3226.646885 sec): 3 clusters Score: Raw -922480.701897 + Penalty 1798.802734 = -920681.899163 nChanged 429 SP:Iteration 10Q (3226.700626 sec): 3 clusters Score: Raw -922659.098843 + Penalty 1798.802734 = -920860.296109 nChanged 366 SP:Iteration 11Q (3226.763721 sec): 3 clusters Score: Raw -922795.122643 + Penalty 1798.802734 = -920996.319909 nChanged 335 SP:Iteration 12Q (3226.827824 sec): 3 clusters Score: Raw -922914.226008 + Penalty 1798.802734 = -921115.423274 nChanged 338 SP:Iteration 13Q (3226.893491 sec): 3 clusters Score: Raw -923043.101165 + Penalty 1798.802734 = -921244.298431 nChanged 334 SP:Iteration 14Q (3226.964462 sec): 3 clusters Score: Raw -923159.109785 + Penalty 1798.802734 = -921360.307051 nChanged 306 SP:Iteration 15Q (3227.031974 sec): 3 clusters Score: Raw -923269.194526 + Penalty 1798.802734 = -921470.391793 nChanged 315 SP:Iteration 16Q (3227.084794 sec): 3 clusters Score: Raw -923391.223943 + Penalty 1798.802734 = -921592.421210 nChanged 305 SP:Iteration 17Q (3227.146800 sec): 3 clusters Score: Raw -923513.799947 + Penalty 1798.802734 = -921714.997214 nChanged 279 SP:Iteration 18Q (3227.209843 sec): 3 clusters Score: Raw -923646.965430 + Penalty 1798.802734 = -921848.162696 nChanged 282 SP:Iteration 19Q (3227.269776 sec): 3 clusters Score: Raw -923789.312376 + Penalty 1798.802734 = -921990.509642 nChanged 268 SP:Iteration 20F (3227.338088 sec): 3 clusters Score: Raw -923921.385963 + Penalty 1798.802734 = -922122.583229 nChanged 247 SP:Iteration 21Q (3227.397466 sec): 3 clusters Score: Raw -924032.650342 + Penalty 1798.802734 = -922233.847608 nChanged 204 SP:Iteration 22Q (3227.460609 sec): 3 clusters Score: Raw -924114.161342 + Penalty 1798.802734 = -922315.358609 nChanged 177 SP:Iteration 23Q (3227.532689 sec): 3 clusters Score: Raw -924189.966434 + Penalty 1798.802734 = -922391.163700 nChanged 168 SP:Iteration 24Q (3227.594209 sec): 3 clusters Score: Raw -924255.081546 + Penalty 1798.802734 = -922456.278813 nChanged 139 SP:Iteration 25Q (3227.658457 sec): 3 clusters Score: Raw -924307.071170 + Penalty 1798.802734 = -922508.268436 nChanged 115 SP:Iteration 26Q (3227.716378 sec): 3 clusters Score: Raw -924349.725754 + Penalty 1798.802734 = -922550.923020 nChanged 89 SP:Iteration 27Q (3227.783896 sec): 3 clusters Score: Raw -924381.464002 + Penalty 1798.802734 = -922582.661269 nChanged 69 SP:Iteration 28Q (3227.844172 sec): 3 clusters Score: Raw -924405.486219 + Penalty 1798.802734 = -922606.683486 nChanged 57 SP:Iteration 29Q (3227.904871 sec): 3 clusters Score: Raw -924427.359494 + Penalty 1798.802734 = -922628.556761 nChanged 68 SP:Iteration 30Q (3227.953983 sec): 3 clusters Score: Raw -924453.754341 + Penalty 1798.802734 = -922654.951607 nChanged 57 SP:Iteration 31Q (3228.016863 sec): 3 clusters Score: Raw -924475.067704 + Penalty 1798.802734 = -922676.264971 nChanged 57 SP:Iteration 32Q (3228.083409 sec): 3 clusters Score: Raw -924493.134771 + Penalty 1798.802734 = -922694.332038 nChanged 39 SP:Iteration 33Q (3228.141554 sec): 3 clusters Score: Raw -924504.616881 + Penalty 1798.802734 = -922705.814147 nChanged 27 SP:Iteration 34Q (3228.191967 sec): 3 clusters Score: Raw -924515.165479 + Penalty 1798.802734 = -922716.362746 nChanged 30 SP:Iteration 35Q (3228.251046 sec): 3 clusters Score: Raw -924528.559133 + Penalty 1798.802734 = -922729.756400 nChanged 43 SP:Iteration 36Q (3228.307913 sec): 3 clusters Score: Raw -924546.253046 + Penalty 1798.802734 = -922747.450313 nChanged 39 SP:Iteration 37Q (3228.359272 sec): 3 clusters Score: Raw -924563.017261 + Penalty 1798.802734 = -922764.214527 nChanged 32 SP:Iteration 38Q (3228.418258 sec): 3 clusters Score: Raw -924575.820724 + Penalty 1798.802734 = -922777.017990 nChanged 29 SP:Iteration 39Q (3228.484005 sec): 3 clusters Score: Raw -924585.861881 + Penalty 1798.802734 = -922787.059147 nChanged 18 SP:Iteration 40F (3228.547882 sec): 3 clusters Score: Raw -924593.669254 + Penalty 1798.802734 = -922794.866520 nChanged 23 SP:Iteration 41Q (3228.604303 sec): 3 clusters Score: Raw -924600.726711 + Penalty 1798.802734 = -922801.923977 nChanged 13 SP:Iteration 42Q (3228.663816 sec): 3 clusters Score: Raw -924603.601113 + Penalty 1798.802734 = -922804.798379 nChanged 8 SP:Iteration 43Q (3228.723384 sec): 3 clusters Score: Raw -924605.154736 + Penalty 1798.802734 = -922806.352003 nChanged 4 SP:Iteration 44Q (3228.779413 sec): 3 clusters Score: Raw -924605.881848 + Penalty 1798.802734 = -922807.079114 nChanged 2 SP:Iteration 45Q (3228.840433 sec): 3 clusters Score: Raw -924606.059573 + Penalty 1798.802734 = -922807.256840 nChanged 0 SP:Iteration 46F (3228.903537 sec): 3 clusters Score: Raw -924606.059573 + Penalty 1798.802734 = -922807.256840 nChanged 0 Trying to split cluster 13 (16335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3228.956127 sec): 2 clusters Score: Raw -1111218.881671 + Penalty 921.601206 = -1110297.280465 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.019138 sec): 3 clusters Score: Raw -1101209.601800 + Penalty 1843.202412 = -1099366.399388 nChanged 7515 SP:Iteration 1F (3229.083079 sec): 3 clusters Score: Raw -1105893.844677 + Penalty 1843.202412 = -1104050.642266 nChanged 995 SP:Iteration 2F (3229.156470 sec): 3 clusters Score: Raw -1106414.074947 + Penalty 1843.202412 = -1104570.872535 nChanged 967 SP:Iteration 3F (3229.228832 sec): 3 clusters Score: Raw -1106910.766606 + Penalty 1843.202412 = -1105067.564194 nChanged 874 SP:Iteration 4F (3229.296617 sec): 3 clusters Score: Raw -1107369.149402 + Penalty 1843.202412 = -1105525.946991 nChanged 840 SP:Iteration 5F (3229.362554 sec): 3 clusters Score: Raw -1107872.159869 + Penalty 1843.202412 = -1106028.957458 nChanged 872 SP:Iteration 6F (3229.432905 sec): 3 clusters Score: Raw -1108402.519765 + Penalty 1843.202412 = -1106559.317354 nChanged 831 SP:Iteration 7F (3229.498969 sec): 3 clusters Score: Raw -1108873.270585 + Penalty 1843.202412 = -1107030.068173 nChanged 756 SP:Iteration 8Q (3229.557360 sec): 3 clusters Score: Raw -1109310.636459 + Penalty 1843.202412 = -1107467.434048 nChanged 697 SP:Iteration 9Q (3229.635954 sec): 3 clusters Score: Raw -1109721.698971 + Penalty 1843.202412 = -1107878.496559 nChanged 647 SP:Iteration 10Q (3229.708220 sec): 3 clusters Score: Raw -1110094.060655 + Penalty 1843.202412 = -1108250.858243 nChanged 623 SP:Iteration 11Q (3229.764229 sec): 3 clusters Score: Raw -1110439.083664 + Penalty 1843.202412 = -1108595.881253 nChanged 527 SP:Iteration 12Q (3229.826139 sec): 3 clusters Score: Raw -1110690.840092 + Penalty 1843.202412 = -1108847.637681 nChanged 387 SP:Iteration 13Q (3229.903897 sec): 3 clusters Score: Raw -1110859.725550 + Penalty 1843.202412 = -1109016.523139 nChanged 351 SP:Iteration 14Q (3229.969905 sec): 3 clusters Score: Raw -1111015.052099 + Penalty 1843.202412 = -1109171.849687 nChanged 291 SP:Iteration 15Q (3230.037416 sec): 3 clusters Score: Raw -1111135.173819 + Penalty 1843.202412 = -1109291.971407 nChanged 227 SP:Iteration 16Q (3230.101465 sec): 3 clusters Score: Raw -1111216.814800 + Penalty 1843.202412 = -1109373.612388 nChanged 184 SP:Iteration 17Q (3230.158365 sec): 3 clusters Score: Raw -1111287.007000 + Penalty 1843.202412 = -1109443.804588 nChanged 156 SP:Iteration 18Q (3230.235944 sec): 3 clusters Score: Raw -1111353.502529 + Penalty 1843.202412 = -1109510.300117 nChanged 131 SP:Iteration 19Q (3230.302002 sec): 3 clusters Score: Raw -1111394.632891 + Penalty 1843.202412 = -1109551.430479 nChanged 114 SP:Iteration 20F (3230.368974 sec): 3 clusters Score: Raw -1111430.472184 + Penalty 1843.202412 = -1109587.269772 nChanged 97 SP:Iteration 21Q (3230.429155 sec): 3 clusters Score: Raw -1111463.557851 + Penalty 1843.202412 = -1109620.355440 nChanged 98 SP:Iteration 22Q (3230.489631 sec): 3 clusters Score: Raw -1111495.419531 + Penalty 1843.202412 = -1109652.217120 nChanged 81 SP:Iteration 23Q (3230.554875 sec): 3 clusters Score: Raw -1111522.532609 + Penalty 1843.202412 = -1109679.330197 nChanged 79 SP:Iteration 24Q (3230.621582 sec): 3 clusters Score: Raw -1111546.250572 + Penalty 1843.202412 = -1109703.048160 nChanged 53 SP:Iteration 25Q (3230.687382 sec): 3 clusters Score: Raw -1111562.862357 + Penalty 1843.202412 = -1109719.659945 nChanged 44 SP:Iteration 26Q (3230.752160 sec): 3 clusters Score: Raw -1111574.943107 + Penalty 1843.202412 = -1109731.740695 nChanged 34 SP:Iteration 27Q (3230.816979 sec): 3 clusters Score: Raw -1111583.562934 + Penalty 1843.202412 = -1109740.360523 nChanged 24 SP:Iteration 28Q (3230.873432 sec): 3 clusters Score: Raw -1111588.372945 + Penalty 1843.202412 = -1109745.170533 nChanged 18 SP:Iteration 29Q (3230.949598 sec): 3 clusters Score: Raw -1111592.300527 + Penalty 1843.202412 = -1109749.098115 nChanged 25 SP:Iteration 30Q (3231.009812 sec): 3 clusters Score: Raw -1111596.593513 + Penalty 1843.202412 = -1109753.391102 nChanged 16 SP:Iteration 31Q (3231.070607 sec): 3 clusters Score: Raw -1111600.701943 + Penalty 1843.202412 = -1109757.499532 nChanged 15 SP:Iteration 32Q (3231.125719 sec): 3 clusters Score: Raw -1111604.933343 + Penalty 1843.202412 = -1109761.730931 nChanged 13 SP:Iteration 33Q (3231.199733 sec): 3 clusters Score: Raw -1111609.629768 + Penalty 1843.202412 = -1109766.427356 nChanged 13 SP:Iteration 34Q (3231.259246 sec): 3 clusters Score: Raw -1111613.122040 + Penalty 1843.202412 = -1109769.919628 nChanged 13 SP:Iteration 35Q (3231.325062 sec): 3 clusters Score: Raw -1111616.898418 + Penalty 1843.202412 = -1109773.696007 nChanged 13 SP:Iteration 36Q (3231.390641 sec): 3 clusters Score: Raw -1111620.708679 + Penalty 1843.202412 = -1109777.506268 nChanged 10 SP:Iteration 37Q (3231.446712 sec): 3 clusters Score: Raw -1111622.137542 + Penalty 1843.202412 = -1109778.935130 nChanged 7 SP:Iteration 38Q (3231.519212 sec): 3 clusters Score: Raw -1111623.456470 + Penalty 1843.202412 = -1109780.254059 nChanged 2 SP:Iteration 39Q (3231.576318 sec): 3 clusters Score: Raw -1111623.639358 + Penalty 1843.202412 = -1109780.436946 nChanged 2 SP:Iteration 40F (3231.651374 sec): 3 clusters Score: Raw -1111623.954225 + Penalty 1843.202412 = -1109780.751813 nChanged 1 SP:Iteration 41Q (3231.717049 sec): 3 clusters Score: Raw -1111624.171630 + Penalty 1843.202412 = -1109780.969219 nChanged 1 SP:Iteration 42Q (3231.781557 sec): 3 clusters Score: Raw -1111624.247951 + Penalty 1843.202412 = -1109781.045539 nChanged 2 SP:Iteration 43Q (3231.848111 sec): 3 clusters Score: Raw -1111624.969050 + Penalty 1843.202412 = -1109781.766638 nChanged 4 SP:Iteration 44Q (3231.912566 sec): 3 clusters Score: Raw -1111626.377266 + Penalty 1843.202412 = -1109783.174854 nChanged 7 SP:Iteration 45Q (3231.973773 sec): 3 clusters Score: Raw -1111627.430848 + Penalty 1843.202412 = -1109784.228436 nChanged 3 SP:Iteration 46Q (3232.030325 sec): 3 clusters Score: Raw -1111628.472639 + Penalty 1843.202412 = -1109785.270227 nChanged 5 SP:Iteration 47Q (3232.094616 sec): 3 clusters Score: Raw -1111629.548079 + Penalty 1843.202412 = -1109786.345668 nChanged 4 SP:Iteration 48Q (3232.166652 sec): 3 clusters Score: Raw -1111630.447198 + Penalty 1843.202412 = -1109787.244787 nChanged 3 SP:Iteration 49Q (3232.228159 sec): 3 clusters Score: Raw -1111631.318607 + Penalty 1843.202412 = -1109788.116195 nChanged 5 SP:Iteration 50Q (3232.284953 sec): 3 clusters Score: Raw -1111632.496559 + Penalty 1843.202412 = -1109789.294147 nChanged 4 SP:Iteration 51Q (3232.335723 sec): 3 clusters Score: Raw -1111632.809190 + Penalty 1843.202412 = -1109789.606778 nChanged 0 SP:Iteration 52F (3232.405338 sec): 3 clusters Score: Raw -1111632.809190 + Penalty 1843.202412 = -1109789.606778 nChanged 0 Trying to split cluster 14 (9939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3232.449325 sec): 2 clusters Score: Raw -640350.118619 + Penalty 874.401061 = -639475.717558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3232.496316 sec): 3 clusters Score: Raw -634426.109851 + Penalty 1748.802121 = -632677.307730 nChanged 4480 SP:Iteration 1F (3232.546428 sec): 3 clusters Score: Raw -637085.771006 + Penalty 1748.802121 = -635336.968885 nChanged 686 SP:Iteration 2F (3232.605333 sec): 3 clusters Score: Raw -637476.426396 + Penalty 1748.802121 = -635727.624275 nChanged 621 SP:Iteration 3F (3232.667330 sec): 3 clusters Score: Raw -637821.140462 + Penalty 1748.802121 = -636072.338341 nChanged 558 SP:Iteration 4F (3232.720790 sec): 3 clusters Score: Raw -638152.073657 + Penalty 1748.802121 = -636403.271536 nChanged 547 SP:Iteration 5F (3232.771373 sec): 3 clusters Score: Raw -638463.365117 + Penalty 1748.802121 = -636714.562995 nChanged 492 SP:Iteration 6Q (3232.835092 sec): 3 clusters Score: Raw -638738.088248 + Penalty 1748.802121 = -636989.286127 nChanged 412 SP:Iteration 7Q (3232.894469 sec): 3 clusters Score: Raw -638978.570716 + Penalty 1748.802121 = -637229.768595 nChanged 399 SP:Iteration 8Q (3232.943188 sec): 3 clusters Score: Raw -639218.630840 + Penalty 1748.802121 = -637469.828718 nChanged 377 SP:Iteration 9Q (3232.999016 sec): 3 clusters Score: Raw -639436.416901 + Penalty 1748.802121 = -637687.614780 nChanged 349 SP:Iteration 10Q (3233.058119 sec): 3 clusters Score: Raw -639653.663217 + Penalty 1748.802121 = -637904.861096 nChanged 292 SP:Iteration 11Q (3233.122236 sec): 3 clusters Score: Raw -639818.850461 + Penalty 1748.802121 = -638070.048339 nChanged 241 SP:Iteration 12Q (3233.163237 sec): 3 clusters Score: Raw -639941.480953 + Penalty 1748.802121 = -638192.678832 nChanged 190 SP:Iteration 13Q (3233.211892 sec): 3 clusters Score: Raw -640024.050924 + Penalty 1748.802121 = -638275.248803 nChanged 145 SP:Iteration 14Q (3233.264609 sec): 3 clusters Score: Raw -640079.739201 + Penalty 1748.802121 = -638330.937080 nChanged 116 SP:Iteration 15Q (3233.324037 sec): 3 clusters Score: Raw -640122.072150 + Penalty 1748.802121 = -638373.270028 nChanged 110 SP:Iteration 16Q (3233.382309 sec): 3 clusters Score: Raw -640171.405249 + Penalty 1748.802121 = -638422.603127 nChanged 110 SP:Iteration 17Q (3233.433683 sec): 3 clusters Score: Raw -640222.337827 + Penalty 1748.802121 = -638473.535706 nChanged 115 SP:Iteration 18Q (3233.490728 sec): 3 clusters Score: Raw -640279.213341 + Penalty 1748.802121 = -638530.411220 nChanged 109 SP:Iteration 19Q (3233.536393 sec): 3 clusters Score: Raw -640333.981573 + Penalty 1748.802121 = -638585.179452 nChanged 103 SP:Iteration 20F (3233.589718 sec): 3 clusters Score: Raw -640395.336656 + Penalty 1748.802121 = -638646.534534 nChanged 110 SP:Iteration 21Q (3233.640988 sec): 3 clusters Score: Raw -640461.088206 + Penalty 1748.802121 = -638712.286085 nChanged 109 SP:Iteration 22Q (3233.695012 sec): 3 clusters Score: Raw -640527.467690 + Penalty 1748.802121 = -638778.665569 nChanged 82 SP:Iteration 23Q (3233.746287 sec): 3 clusters Score: Raw -640570.424073 + Penalty 1748.802121 = -638821.621952 nChanged 70 SP:Iteration 24Q (3233.799867 sec): 3 clusters Score: Raw -640605.759884 + Penalty 1748.802121 = -638856.957762 nChanged 60 SP:Iteration 25Q (3233.854794 sec): 3 clusters Score: Raw -640628.704658 + Penalty 1748.802121 = -638879.902537 nChanged 46 SP:Iteration 26Q (3233.911819 sec): 3 clusters Score: Raw -640650.811216 + Penalty 1748.802121 = -638902.009095 nChanged 36 SP:Iteration 27Q (3233.968389 sec): 3 clusters Score: Raw -640665.260552 + Penalty 1748.802121 = -638916.458430 nChanged 32 SP:Iteration 28Q (3234.023996 sec): 3 clusters Score: Raw -640680.433076 + Penalty 1748.802121 = -638931.630955 nChanged 33 SP:Iteration 29Q (3234.070430 sec): 3 clusters Score: Raw -640699.991680 + Penalty 1748.802121 = -638951.189558 nChanged 22 SP:Iteration 30Q (3234.130603 sec): 3 clusters Score: Raw -640711.723694 + Penalty 1748.802121 = -638962.921573 nChanged 21 SP:Iteration 31Q (3234.175378 sec): 3 clusters Score: Raw -640726.124538 + Penalty 1748.802121 = -638977.322416 nChanged 25 SP:Iteration 32Q (3234.228639 sec): 3 clusters Score: Raw -640739.156352 + Penalty 1748.802121 = -638990.354231 nChanged 20 SP:Iteration 33Q (3234.289275 sec): 3 clusters Score: Raw -640749.808884 + Penalty 1748.802121 = -639001.006762 nChanged 21 SP:Iteration 34Q (3234.340310 sec): 3 clusters Score: Raw -640760.352876 + Penalty 1748.802121 = -639011.550754 nChanged 13 SP:Iteration 35Q (3234.397461 sec): 3 clusters Score: Raw -640764.168811 + Penalty 1748.802121 = -639015.366690 nChanged 8 SP:Iteration 36Q (3234.447572 sec): 3 clusters Score: Raw -640766.668010 + Penalty 1748.802121 = -639017.865888 nChanged 4 SP:Iteration 37Q (3234.498070 sec): 3 clusters Score: Raw -640768.405654 + Penalty 1748.802121 = -639019.603532 nChanged 6 SP:Iteration 38Q (3234.561041 sec): 3 clusters Score: Raw -640770.304499 + Penalty 1748.802121 = -639021.502378 nChanged 4 SP:Iteration 39Q (3234.620817 sec): 3 clusters Score: Raw -640770.928542 + Penalty 1748.802121 = -639022.126421 nChanged 3 SP:Iteration 40F (3234.672543 sec): 3 clusters Score: Raw -640771.845748 + Penalty 1748.802121 = -639023.043627 nChanged 3 SP:Iteration 41Q (3234.729632 sec): 3 clusters Score: Raw -640773.181540 + Penalty 1748.802121 = -639024.379419 nChanged 5 SP:Iteration 42Q (3234.787018 sec): 3 clusters Score: Raw -640774.522900 + Penalty 1748.802121 = -639025.720778 nChanged 1 SP:Iteration 43Q (3234.845876 sec): 3 clusters Score: Raw -640774.883659 + Penalty 1748.802121 = -639026.081537 nChanged 0 SP:Iteration 44F (3234.901247 sec): 3 clusters Score: Raw -640774.883659 + Penalty 1748.802121 = -639026.081537 nChanged 0 Trying to split cluster 15 (6626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3234.929233 sec): 2 clusters Score: Raw -469854.743241 + Penalty 835.881875 = -469018.861365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3234.974967 sec): 3 clusters Score: Raw -466024.762465 + Penalty 1671.763751 = -464352.998714 nChanged 2985 SP:Iteration 1F (3235.025780 sec): 3 clusters Score: Raw -467901.112167 + Penalty 1671.763751 = -466229.348416 nChanged 530 SP:Iteration 2F (3235.073971 sec): 3 clusters Score: Raw -468228.361565 + Penalty 1671.763751 = -466556.597814 nChanged 456 SP:Iteration 3F (3235.128123 sec): 3 clusters Score: Raw -468484.389210 + Penalty 1671.763751 = -466812.625459 nChanged 421 SP:Iteration 4F (3235.175766 sec): 3 clusters Score: Raw -468726.104396 + Penalty 1671.763751 = -467054.340646 nChanged 356 SP:Iteration 5F (3235.235523 sec): 3 clusters Score: Raw -468912.103822 + Penalty 1671.763751 = -467240.340072 nChanged 274 SP:Iteration 6Q (3235.285175 sec): 3 clusters Score: Raw -469056.565886 + Penalty 1671.763751 = -467384.802135 nChanged 263 SP:Iteration 7Q (3235.333261 sec): 3 clusters Score: Raw -469191.519100 + Penalty 1671.763751 = -467519.755349 nChanged 255 SP:Iteration 8Q (3235.390228 sec): 3 clusters Score: Raw -469337.687109 + Penalty 1671.763751 = -467665.923358 nChanged 240 SP:Iteration 9Q (3235.429687 sec): 3 clusters Score: Raw -469479.133443 + Penalty 1671.763751 = -467807.369692 nChanged 203 SP:Iteration 10Q (3235.484726 sec): 3 clusters Score: Raw -469609.178487 + Penalty 1671.763751 = -467937.414736 nChanged 187 SP:Iteration 11Q (3235.531961 sec): 3 clusters Score: Raw -469729.674460 + Penalty 1671.763751 = -468057.910709 nChanged 144 SP:Iteration 12Q (3235.589659 sec): 3 clusters Score: Raw -469814.853518 + Penalty 1671.763751 = -468143.089767 nChanged 106 SP:Iteration 13Q (3235.641924 sec): 3 clusters Score: Raw -469868.639400 + Penalty 1671.763751 = -468196.875649 nChanged 84 SP:Iteration 14Q (3235.692472 sec): 3 clusters Score: Raw -469907.235137 + Penalty 1671.763751 = -468235.471386 nChanged 56 SP:Iteration 15Q (3235.744169 sec): 3 clusters Score: Raw -469932.738387 + Penalty 1671.763751 = -468260.974636 nChanged 36 SP:Iteration 16Q (3235.796738 sec): 3 clusters Score: Raw -469950.234975 + Penalty 1671.763751 = -468278.471224 nChanged 26 SP:Iteration 17Q (3235.843517 sec): 3 clusters Score: Raw -469960.340982 + Penalty 1671.763751 = -468288.577231 nChanged 16 SP:Iteration 18Q (3235.897344 sec): 3 clusters Score: Raw -469966.363066 + Penalty 1671.763751 = -468294.599316 nChanged 14 SP:Iteration 19Q (3235.957842 sec): 3 clusters Score: Raw -469972.976131 + Penalty 1671.763751 = -468301.212380 nChanged 18 SP:Iteration 20F (3236.005927 sec): 3 clusters Score: Raw -469983.436052 + Penalty 1671.763751 = -468311.672301 nChanged 19 SP:Iteration 21Q (3236.051301 sec): 3 clusters Score: Raw -469994.661183 + Penalty 1671.763751 = -468322.897432 nChanged 13 SP:Iteration 22Q (3236.118391 sec): 3 clusters Score: Raw -470001.996843 + Penalty 1671.763751 = -468330.233092 nChanged 16 SP:Iteration 23Q (3236.155388 sec): 3 clusters Score: Raw -470011.841121 + Penalty 1671.763751 = -468340.077371 nChanged 13 SP:Iteration 24Q (3236.219544 sec): 3 clusters Score: Raw -470018.148527 + Penalty 1671.763751 = -468346.384776 nChanged 6 SP:Iteration 25Q (3236.267647 sec): 3 clusters Score: Raw -470021.792415 + Penalty 1671.763751 = -468350.028665 nChanged 14 SP:Iteration 26Q (3236.309243 sec): 3 clusters Score: Raw -470028.913980 + Penalty 1671.763751 = -468357.150230 nChanged 13 SP:Iteration 27Q (3236.361045 sec): 3 clusters Score: Raw -470036.799073 + Penalty 1671.763751 = -468365.035322 nChanged 9 SP:Iteration 28Q (3236.414900 sec): 3 clusters Score: Raw -470041.184246 + Penalty 1671.763751 = -468369.420495 nChanged 5 SP:Iteration 29Q (3236.468714 sec): 3 clusters Score: Raw -470043.714070 + Penalty 1671.763751 = -468371.950320 nChanged 2 SP:Iteration 30Q (3236.518922 sec): 3 clusters Score: Raw -470044.747060 + Penalty 1671.763751 = -468372.983309 nChanged 1 SP:Iteration 31Q (3236.571829 sec): 3 clusters Score: Raw -470045.103361 + Penalty 1671.763751 = -468373.339610 nChanged 1 SP:Iteration 32Q (3236.627675 sec): 3 clusters Score: Raw -470045.612427 + Penalty 1671.763751 = -468373.848676 nChanged 0 SP:Iteration 33F (3236.677929 sec): 3 clusters Score: Raw -470045.612427 + Penalty 1671.763751 = -468373.848676 nChanged 0 Trying to split cluster 16 (2678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3236.704731 sec): 2 clusters Score: Raw -205176.397541 + Penalty 749.818425 = -204426.579116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3236.747135 sec): 3 clusters Score: Raw -203795.274189 + Penalty 1499.636850 = -202295.637339 nChanged 1075 SP:Iteration 1F (3236.788239 sec): 3 clusters Score: Raw -204380.362834 + Penalty 1499.636850 = -202880.725984 nChanged 233 SP:Iteration 2F (3236.838016 sec): 3 clusters Score: Raw -204521.526571 + Penalty 1499.636850 = -203021.889721 nChanged 176 SP:Iteration 3F (3236.888121 sec): 3 clusters Score: Raw -204645.153993 + Penalty 1499.636850 = -203145.517143 nChanged 137 SP:Iteration 4F (3236.931717 sec): 3 clusters Score: Raw -204734.769495 + Penalty 1499.636850 = -203235.132645 nChanged 131 SP:Iteration 5Q (3236.987254 sec): 3 clusters Score: Raw -204824.321856 + Penalty 1499.636850 = -203324.685006 nChanged 110 SP:Iteration 6Q (3237.027074 sec): 3 clusters Score: Raw -204905.151424 + Penalty 1499.636850 = -203405.514574 nChanged 87 SP:Iteration 7Q (3237.071312 sec): 3 clusters Score: Raw -204966.671761 + Penalty 1499.636850 = -203467.034911 nChanged 70 SP:Iteration 8Q (3237.114132 sec): 3 clusters Score: Raw -205018.100505 + Penalty 1499.636850 = -203518.463655 nChanged 67 SP:Iteration 9Q (3237.156912 sec): 3 clusters Score: Raw -205066.320486 + Penalty 1499.636850 = -203566.683636 nChanged 61 SP:Iteration 10Q (3237.199669 sec): 3 clusters Score: Raw -205107.810619 + Penalty 1499.636850 = -203608.173769 nChanged 43 SP:Iteration 11Q (3237.243832 sec): 3 clusters Score: Raw -205135.928960 + Penalty 1499.636850 = -203636.292110 nChanged 40 SP:Iteration 12Q (3237.290595 sec): 3 clusters Score: Raw -205155.519514 + Penalty 1499.636850 = -203655.882664 nChanged 23 SP:Iteration 13Q (3237.345780 sec): 3 clusters Score: Raw -205165.026844 + Penalty 1499.636850 = -203665.389994 nChanged 18 SP:Iteration 14Q (3237.392023 sec): 3 clusters Score: Raw -205170.476671 + Penalty 1499.636850 = -203670.839821 nChanged 9 SP:Iteration 15Q (3237.431709 sec): 3 clusters Score: Raw -205174.408019 + Penalty 1499.636850 = -203674.771169 nChanged 7 SP:Iteration 16Q (3237.475206 sec): 3 clusters Score: Raw -205177.542464 + Penalty 1499.636850 = -203677.905614 nChanged 11 SP:Iteration 17Q (3237.519797 sec): 3 clusters Score: Raw -205180.252607 + Penalty 1499.636850 = -203680.615757 nChanged 3 SP:Iteration 18Q (3237.559842 sec): 3 clusters Score: Raw -205180.787313 + Penalty 1499.636850 = -203681.150463 nChanged 5 SP:Iteration 19Q (3237.614606 sec): 3 clusters Score: Raw -205182.276816 + Penalty 1499.636850 = -203682.639966 nChanged 3 SP:Iteration 20F (3237.661750 sec): 3 clusters Score: Raw -205182.833153 + Penalty 1499.636850 = -203683.196303 nChanged 3 SP:Iteration 21Q (3237.699655 sec): 3 clusters Score: Raw -205183.543889 + Penalty 1499.636850 = -203683.907039 nChanged 2 SP:Iteration 22Q (3237.754313 sec): 3 clusters Score: Raw -205183.770838 + Penalty 1499.636850 = -203684.133988 nChanged 1 SP:Iteration 23Q (3237.792085 sec): 3 clusters Score: Raw -205184.109851 + Penalty 1499.636850 = -203684.473001 nChanged 1 SP:Iteration 24Q (3237.846146 sec): 3 clusters Score: Raw -205184.176344 + Penalty 1499.636850 = -203684.539494 nChanged 0 SP:Iteration 25F (3237.880372 sec): 3 clusters Score: Raw -205184.176344 + Penalty 1499.636850 = -203684.539494 nChanged 0 Trying to split cluster 17 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3237.902731 sec): 2 clusters Score: Raw -59106.948836 + Penalty 648.830405 = -58458.118431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3237.951510 sec): 3 clusters Score: Raw -58771.448153 + Penalty 1297.660810 = -57473.787343 nChanged 316 SP:Iteration 1F (3238.000732 sec): 3 clusters Score: Raw -59018.446073 + Penalty 1297.660810 = -57720.785263 nChanged 83 SP:Iteration 2F (3238.046493 sec): 3 clusters Score: Raw -59094.994858 + Penalty 1297.660810 = -57797.334048 nChanged 45 SP:Iteration 3Q (3238.091341 sec): 3 clusters Score: Raw -59141.835564 + Penalty 1297.660810 = -57844.174754 nChanged 36 SP:Iteration 4Q (3238.145249 sec): 3 clusters Score: Raw -59172.481889 + Penalty 1297.660810 = -57874.821079 nChanged 22 SP:Iteration 5Q (3238.183521 sec): 3 clusters Score: Raw -59197.000770 + Penalty 1297.660810 = -57899.339960 nChanged 19 SP:Iteration 6Q (3238.224715 sec): 3 clusters Score: Raw -59219.232506 + Penalty 1297.660810 = -57921.571696 nChanged 19 SP:Iteration 7Q (3238.265755 sec): 3 clusters Score: Raw -59242.993199 + Penalty 1297.660810 = -57945.332388 nChanged 23 SP:Iteration 8Q (3238.320136 sec): 3 clusters Score: Raw -59263.887093 + Penalty 1297.660810 = -57966.226283 nChanged 14 SP:Iteration 9Q (3238.355891 sec): 3 clusters Score: Raw -59278.591333 + Penalty 1297.660810 = -57980.930523 nChanged 14 SP:Iteration 10Q (3238.403069 sec): 3 clusters Score: Raw -59288.835378 + Penalty 1297.660810 = -57991.174568 nChanged 13 SP:Iteration 11Q (3238.443309 sec): 3 clusters Score: Raw -59299.038232 + Penalty 1297.660810 = -58001.377422 nChanged 11 SP:Iteration 12Q (3238.486427 sec): 3 clusters Score: Raw -59308.520475 + Penalty 1297.660810 = -58010.859665 nChanged 20 SP:Iteration 13Q (3238.537410 sec): 3 clusters Score: Raw -59320.217998 + Penalty 1297.660810 = -58022.557188 nChanged 9 SP:Iteration 14Q (3238.571403 sec): 3 clusters Score: Raw -59329.129614 + Penalty 1297.660810 = -58031.468804 nChanged 12 SP:Iteration 15Q (3238.619355 sec): 3 clusters Score: Raw -59337.251604 + Penalty 1297.660810 = -58039.590794 nChanged 10 SP:Iteration 16Q (3238.671989 sec): 3 clusters Score: Raw -59345.186368 + Penalty 1297.660810 = -58047.525558 nChanged 10 SP:Iteration 17Q (3238.705185 sec): 3 clusters Score: Raw -59351.545389 + Penalty 1297.660810 = -58053.884579 nChanged 7 SP:Iteration 18Q (3238.737728 sec): 3 clusters Score: Raw -59356.406177 + Penalty 1297.660810 = -58058.745367 nChanged 6 SP:Iteration 19Q (3238.779227 sec): 3 clusters Score: Raw -59360.156698 + Penalty 1297.660810 = -58062.495888 nChanged 1 SP:Iteration 20F (3238.816040 sec): 3 clusters Score: Raw -59360.439980 + Penalty 1297.660810 = -58062.779170 nChanged 1 SP:Iteration 21Q (3238.859883 sec): 3 clusters Score: Raw -59360.906550 + Penalty 1297.660810 = -58063.245739 nChanged 1 SP:Iteration 22Q (3238.907717 sec): 3 clusters Score: Raw -59361.324891 + Penalty 1297.660810 = -58063.664081 nChanged 1 SP:Iteration 23Q (3238.950540 sec): 3 clusters Score: Raw -59361.473805 + Penalty 1297.660810 = -58063.812995 nChanged 0 SP:Iteration 24F (3238.997842 sec): 3 clusters Score: Raw -59361.473805 + Penalty 1297.660810 = -58063.812995 nChanged 0 Trying to split cluster 18 (5615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3239.024869 sec): 2 clusters Score: Raw -344459.983553 + Penalty 820.153702 = -343639.829850 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3239.077730 sec): 3 clusters Score: Raw -341343.867847 + Penalty 1640.307405 = -339703.560442 nChanged 2378 SP:Iteration 1F (3239.124071 sec): 3 clusters Score: Raw -342679.949407 + Penalty 1640.307405 = -341039.642002 nChanged 313 SP:Iteration 2F (3239.174169 sec): 3 clusters Score: Raw -342830.413264 + Penalty 1640.307405 = -341190.105860 nChanged 293 SP:Iteration 3F (3239.233014 sec): 3 clusters Score: Raw -342993.804379 + Penalty 1640.307405 = -341353.496974 nChanged 289 SP:Iteration 4F (3239.278869 sec): 3 clusters Score: Raw -343154.272401 + Penalty 1640.307405 = -341513.964997 nChanged 261 SP:Iteration 5Q (3239.329904 sec): 3 clusters Score: Raw -343296.388995 + Penalty 1640.307405 = -341656.081590 nChanged 238 SP:Iteration 6Q (3239.385550 sec): 3 clusters Score: Raw -343414.137378 + Penalty 1640.307405 = -341773.829974 nChanged 213 SP:Iteration 7Q (3239.441188 sec): 3 clusters Score: Raw -343523.078705 + Penalty 1640.307405 = -341882.771300 nChanged 202 SP:Iteration 8Q (3239.484529 sec): 3 clusters Score: Raw -343614.344198 + Penalty 1640.307405 = -341974.036793 nChanged 184 SP:Iteration 9Q (3239.542558 sec): 3 clusters Score: Raw -343702.644313 + Penalty 1640.307405 = -342062.336908 nChanged 179 SP:Iteration 10Q (3239.587569 sec): 3 clusters Score: Raw -343800.607375 + Penalty 1640.307405 = -342160.299970 nChanged 181 SP:Iteration 11Q (3239.641921 sec): 3 clusters Score: Raw -343912.099383 + Penalty 1640.307405 = -342271.791978 nChanged 183 SP:Iteration 12Q (3239.690452 sec): 3 clusters Score: Raw -344034.628033 + Penalty 1640.307405 = -342394.320628 nChanged 179 SP:Iteration 13Q (3239.746380 sec): 3 clusters Score: Raw -344150.248189 + Penalty 1640.307405 = -342509.940784 nChanged 151 SP:Iteration 14Q (3239.787091 sec): 3 clusters Score: Raw -344252.490637 + Penalty 1640.307405 = -342612.183232 nChanged 124 SP:Iteration 15Q (3239.847167 sec): 3 clusters Score: Raw -344335.725018 + Penalty 1640.307405 = -342695.417614 nChanged 97 SP:Iteration 16Q (3239.896281 sec): 3 clusters Score: Raw -344395.793627 + Penalty 1640.307405 = -342755.486222 nChanged 87 SP:Iteration 17Q (3239.943165 sec): 3 clusters Score: Raw -344450.696511 + Penalty 1640.307405 = -342810.389106 nChanged 66 SP:Iteration 18Q (3239.984923 sec): 3 clusters Score: Raw -344490.397014 + Penalty 1640.307405 = -342850.089610 nChanged 65 SP:Iteration 19Q (3240.044898 sec): 3 clusters Score: Raw -344531.815723 + Penalty 1640.307405 = -342891.508318 nChanged 49 SP:Iteration 20F (3240.094150 sec): 3 clusters Score: Raw -344565.696001 + Penalty 1640.307405 = -342925.388596 nChanged 35 SP:Iteration 21Q (3240.137981 sec): 3 clusters Score: Raw -344589.434059 + Penalty 1640.307405 = -342949.126654 nChanged 33 SP:Iteration 22Q (3240.200563 sec): 3 clusters Score: Raw -344611.497241 + Penalty 1640.307405 = -342971.189837 nChanged 24 SP:Iteration 23Q (3240.252361 sec): 3 clusters Score: Raw -344627.450682 + Penalty 1640.307405 = -342987.143277 nChanged 20 SP:Iteration 24Q (3240.301901 sec): 3 clusters Score: Raw -344636.282338 + Penalty 1640.307405 = -342995.974933 nChanged 6 SP:Iteration 25Q (3240.351610 sec): 3 clusters Score: Raw -344639.184700 + Penalty 1640.307405 = -342998.877295 nChanged 7 SP:Iteration 26Q (3240.396271 sec): 3 clusters Score: Raw -344646.130601 + Penalty 1640.307405 = -343005.823196 nChanged 5 SP:Iteration 27Q (3240.446673 sec): 3 clusters Score: Raw -344649.170079 + Penalty 1640.307405 = -343008.862674 nChanged 4 SP:Iteration 28Q (3240.495982 sec): 3 clusters Score: Raw -344650.741779 + Penalty 1640.307405 = -343010.434374 nChanged 2 SP:Iteration 29Q (3240.540653 sec): 3 clusters Score: Raw -344651.793447 + Penalty 1640.307405 = -343011.486042 nChanged 0 SP:Iteration 30F (3240.594964 sec): 3 clusters Score: Raw -344651.793447 + Penalty 1640.307405 = -343011.486042 nChanged 0 Trying to split cluster 19 (67997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3240.686634 sec): 2 clusters Score: Raw -5059309.031409 + Penalty 1057.085792 = -5058251.945616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3240.815618 sec): 3 clusters Score: Raw -5014821.839825 + Penalty 2114.171584 = -5012707.668241 nChanged 32730 SP:Iteration 1F (3240.946426 sec): 3 clusters Score: Raw -5034853.303652 + Penalty 2114.171584 = -5032739.132067 nChanged 3781 SP:Iteration 2F (3241.078772 sec): 3 clusters Score: Raw -5036688.986833 + Penalty 2114.171584 = -5034574.815249 nChanged 4769 SP:Iteration 3F (3241.215043 sec): 3 clusters Score: Raw -5039586.588883 + Penalty 2114.171584 = -5037472.417299 nChanged 5368 SP:Iteration 4F (3241.341530 sec): 3 clusters Score: Raw -5043610.398603 + Penalty 2114.171584 = -5041496.227019 nChanged 5489 SP:Iteration 5F (3241.464565 sec): 3 clusters Score: Raw -5048331.663612 + Penalty 2114.171584 = -5046217.492027 nChanged 4719 SP:Iteration 6F (3241.599308 sec): 3 clusters Score: Raw -5052820.913078 + Penalty 2114.171584 = -5050706.741494 nChanged 3242 SP:Iteration 7Q (3241.746277 sec): 3 clusters Score: Raw -5055944.284507 + Penalty 2114.171584 = -5053830.112923 nChanged 1839 SP:Iteration 8Q (3241.881793 sec): 3 clusters Score: Raw -5057611.851951 + Penalty 2114.171584 = -5055497.680367 nChanged 972 SP:Iteration 9Q (3241.999656 sec): 3 clusters Score: Raw -5058394.847173 + Penalty 2114.171584 = -5056280.675589 nChanged 542 SP:Iteration 10Q (3242.126324 sec): 3 clusters Score: Raw -5058781.957316 + Penalty 2114.171584 = -5056667.785732 nChanged 350 SP:Iteration 11Q (3242.245645 sec): 3 clusters Score: Raw -5059002.207976 + Penalty 2114.171584 = -5056888.036392 nChanged 273 SP:Iteration 12Q (3242.365399 sec): 3 clusters Score: Raw -5059163.537554 + Penalty 2114.171584 = -5057049.365969 nChanged 195 SP:Iteration 13Q (3242.494648 sec): 3 clusters Score: Raw -5059269.771586 + Penalty 2114.171584 = -5057155.600001 nChanged 141 SP:Iteration 14Q (3242.602138 sec): 3 clusters Score: Raw -5059329.209482 + Penalty 2114.171584 = -5057215.037898 nChanged 93 SP:Iteration 15Q (3242.733511 sec): 3 clusters Score: Raw -5059362.052060 + Penalty 2114.171584 = -5057247.880476 nChanged 70 SP:Iteration 16Q (3242.853995 sec): 3 clusters Score: Raw -5059383.109870 + Penalty 2114.171584 = -5057268.938286 nChanged 54 SP:Iteration 17Q (3242.976543 sec): 3 clusters Score: Raw -5059401.530292 + Penalty 2114.171584 = -5057287.358707 nChanged 44 SP:Iteration 18Q (3243.099900 sec): 3 clusters Score: Raw -5059415.843467 + Penalty 2114.171584 = -5057301.671882 nChanged 36 SP:Iteration 19Q (3243.217169 sec): 3 clusters Score: Raw -5059425.542986 + Penalty 2114.171584 = -5057311.371401 nChanged 33 SP:Iteration 20F (3243.343510 sec): 3 clusters Score: Raw -5059436.170208 + Penalty 2114.171584 = -5057321.998624 nChanged 33 SP:Iteration 21Q (3243.457123 sec): 3 clusters Score: Raw -5059451.353270 + Penalty 2114.171584 = -5057337.181685 nChanged 34 SP:Iteration 22Q (3243.577684 sec): 3 clusters Score: Raw -5059464.305802 + Penalty 2114.171584 = -5057350.134218 nChanged 29 SP:Iteration 23Q (3243.689819 sec): 3 clusters Score: Raw -5059473.275949 + Penalty 2114.171584 = -5057359.104364 nChanged 34 SP:Iteration 24Q (3243.807246 sec): 3 clusters Score: Raw -5059485.741138 + Penalty 2114.171584 = -5057371.569554 nChanged 29 SP:Iteration 25Q (3243.925591 sec): 3 clusters Score: Raw -5059501.186599 + Penalty 2114.171584 = -5057387.015014 nChanged 26 SP:Iteration 26Q (3244.036287 sec): 3 clusters Score: Raw -5059510.424953 + Penalty 2114.171584 = -5057396.253368 nChanged 13 SP:Iteration 27Q (3244.149035 sec): 3 clusters Score: Raw -5059515.241631 + Penalty 2114.171584 = -5057401.070047 nChanged 14 SP:Iteration 28Q (3244.266880 sec): 3 clusters Score: Raw -5059520.860168 + Penalty 2114.171584 = -5057406.688583 nChanged 17 SP:Iteration 29Q (3244.390079 sec): 3 clusters Score: Raw -5059525.763796 + Penalty 2114.171584 = -5057411.592212 nChanged 9 SP:Iteration 30Q (3244.506524 sec): 3 clusters Score: Raw -5059528.871620 + Penalty 2114.171584 = -5057414.700036 nChanged 10 SP:Iteration 31Q (3244.627682 sec): 3 clusters Score: Raw -5059531.336757 + Penalty 2114.171584 = -5057417.165172 nChanged 7 SP:Iteration 32Q (3244.744970 sec): 3 clusters Score: Raw -5059533.808035 + Penalty 2114.171584 = -5057419.636451 nChanged 4 SP:Iteration 33Q (3244.863965 sec): 3 clusters Score: Raw -5059535.035093 + Penalty 2114.171584 = -5057420.863508 nChanged 7 SP:Iteration 34Q (3244.983134 sec): 3 clusters Score: Raw -5059538.256409 + Penalty 2114.171584 = -5057424.084825 nChanged 8 SP:Iteration 35Q (3245.096027 sec): 3 clusters Score: Raw -5059541.673405 + Penalty 2114.171584 = -5057427.501821 nChanged 8 SP:Iteration 36Q (3245.208226 sec): 3 clusters Score: Raw -5059543.843411 + Penalty 2114.171584 = -5057429.671827 nChanged 12 SP:Iteration 37Q (3245.317293 sec): 3 clusters Score: Raw -5059546.754848 + Penalty 2114.171584 = -5057432.583264 nChanged 5 SP:Iteration 38Q (3245.436628 sec): 3 clusters Score: Raw -5059548.428846 + Penalty 2114.171584 = -5057434.257261 nChanged 6 SP:Iteration 39Q (3245.551217 sec): 3 clusters Score: Raw -5059550.498315 + Penalty 2114.171584 = -5057436.326731 nChanged 7 SP:Iteration 40F (3245.683620 sec): 3 clusters Score: Raw -5059552.760310 + Penalty 2114.171584 = -5057438.588726 nChanged 6 SP:Iteration 41Q (3245.809088 sec): 3 clusters Score: Raw -5059554.876288 + Penalty 2114.171584 = -5057440.704704 nChanged 6 SP:Iteration 42Q (3245.927767 sec): 3 clusters Score: Raw -5059556.854102 + Penalty 2114.171584 = -5057442.682518 nChanged 0 SP:Iteration 43F (3246.050808 sec): 3 clusters Score: Raw -5059556.854102 + Penalty 2114.171584 = -5057442.682518 nChanged 0 Trying to split cluster 20 (1768 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.089122 sec): 2 clusters Score: Raw -98762.227004 + Penalty 710.372403 = -98051.854601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.137383 sec): 3 clusters Score: Raw -97940.863384 + Penalty 1420.744806 = -96520.118577 nChanged 707 SP:Iteration 1F (3246.178032 sec): 3 clusters Score: Raw -98594.148297 + Penalty 1420.744806 = -97173.403491 nChanged 223 SP:Iteration 2F (3246.226755 sec): 3 clusters Score: Raw -98921.493555 + Penalty 1420.744806 = -97500.748749 nChanged 157 SP:Iteration 3F (3246.274230 sec): 3 clusters Score: Raw -99164.289092 + Penalty 1420.744806 = -97743.544285 nChanged 97 SP:Iteration 4F (3246.323933 sec): 3 clusters Score: Raw -99253.624621 + Penalty 1420.744806 = -97832.879815 nChanged 57 SP:Iteration 5Q (3246.367438 sec): 3 clusters Score: Raw -99298.244883 + Penalty 1420.744806 = -97877.500077 nChanged 43 SP:Iteration 6Q (3246.412072 sec): 3 clusters Score: Raw -99356.458811 + Penalty 1420.744806 = -97935.714005 nChanged 46 SP:Iteration 7Q (3246.448823 sec): 3 clusters Score: Raw -99420.235017 + Penalty 1420.744806 = -97999.490211 nChanged 29 SP:Iteration 8Q (3246.498051 sec): 3 clusters Score: Raw -99458.856895 + Penalty 1420.744806 = -98038.112088 nChanged 26 SP:Iteration 9Q (3246.552175 sec): 3 clusters Score: Raw -99483.223135 + Penalty 1420.744806 = -98062.478329 nChanged 16 SP:Iteration 10Q (3246.588785 sec): 3 clusters Score: Raw -99490.000056 + Penalty 1420.744806 = -98069.255249 nChanged 9 SP:Iteration 11Q (3246.639295 sec): 3 clusters Score: Raw -99493.009703 + Penalty 1420.744806 = -98072.264897 nChanged 2 SP:Iteration 12Q (3246.696959 sec): 3 clusters Score: Raw -99494.042313 + Penalty 1420.744806 = -98073.297507 nChanged 1 SP:Iteration 13Q (3246.751082 sec): 3 clusters Score: Raw -99494.164057 + Penalty 1420.744806 = -98073.419251 nChanged 0 SP:Iteration 14F (3246.798494 sec): 3 clusters Score: Raw -99494.164057 + Penalty 1420.744806 = -98073.419251 nChanged 0 Score: Raw -45957425.827453 + Penalty 54623.503038 = -45902802.324415 Splitting cluster 20 changes total score from -45903338.834244 to -45902802.324415 So it's not getting split. Trying to split cluster 21 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3260.176284 sec): 2 clusters Score: Raw -386771.626753 + Penalty 812.217736 = -385959.409017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3260.212947 sec): 3 clusters Score: Raw -383824.059738 + Penalty 1624.435472 = -382199.624265 nChanged 2254 SP:Iteration 1F (3260.260099 sec): 3 clusters Score: Raw -385072.087310 + Penalty 1624.435472 = -383447.651838 nChanged 367 SP:Iteration 2F (3260.311270 sec): 3 clusters Score: Raw -385246.586349 + Penalty 1624.435472 = -383622.150876 nChanged 289 SP:Iteration 3F (3260.350830 sec): 3 clusters Score: Raw -385395.425026 + Penalty 1624.435472 = -383770.989553 nChanged 264 SP:Iteration 4F (3260.401826 sec): 3 clusters Score: Raw -385544.513809 + Penalty 1624.435472 = -383920.078336 nChanged 249 SP:Iteration 5Q (3260.455933 sec): 3 clusters Score: Raw -385695.873484 + Penalty 1624.435472 = -384071.438011 nChanged 247 SP:Iteration 6Q (3260.520686 sec): 3 clusters Score: Raw -385856.079308 + Penalty 1624.435472 = -384231.643836 nChanged 245 SP:Iteration 7Q (3260.560968 sec): 3 clusters Score: Raw -386021.856635 + Penalty 1624.435472 = -384397.421163 nChanged 233 SP:Iteration 8Q (3260.612632 sec): 3 clusters Score: Raw -386180.836655 + Penalty 1624.435472 = -384556.401183 nChanged 217 SP:Iteration 9Q (3260.651737 sec): 3 clusters Score: Raw -386331.693889 + Penalty 1624.435472 = -384707.258416 nChanged 197 SP:Iteration 10Q (3260.708165 sec): 3 clusters Score: Raw -386469.219417 + Penalty 1624.435472 = -384844.783945 nChanged 158 SP:Iteration 11Q (3260.756072 sec): 3 clusters Score: Raw -386552.126580 + Penalty 1624.435472 = -384927.691107 nChanged 121 SP:Iteration 12Q (3260.797512 sec): 3 clusters Score: Raw -386605.561773 + Penalty 1624.435472 = -384981.126301 nChanged 91 SP:Iteration 13Q (3260.846109 sec): 3 clusters Score: Raw -386636.834490 + Penalty 1624.435472 = -385012.399017 nChanged 68 SP:Iteration 14Q (3260.901261 sec): 3 clusters Score: Raw -386663.544263 + Penalty 1624.435472 = -385039.108790 nChanged 56 SP:Iteration 15Q (3260.951214 sec): 3 clusters Score: Raw -386681.859485 + Penalty 1624.435472 = -385057.424013 nChanged 40 SP:Iteration 16Q (3260.989109 sec): 3 clusters Score: Raw -386691.829741 + Penalty 1624.435472 = -385067.394268 nChanged 33 SP:Iteration 17Q (3261.036900 sec): 3 clusters Score: Raw -386701.140804 + Penalty 1624.435472 = -385076.705332 nChanged 31 SP:Iteration 18Q (3261.085111 sec): 3 clusters Score: Raw -386709.562621 + Penalty 1624.435472 = -385085.127148 nChanged 33 SP:Iteration 19Q (3261.139460 sec): 3 clusters Score: Raw -386719.214207 + Penalty 1624.435472 = -385094.778735 nChanged 33 SP:Iteration 20F (3261.191659 sec): 3 clusters Score: Raw -386729.611952 + Penalty 1624.435472 = -385105.176480 nChanged 35 SP:Iteration 21Q (3261.243804 sec): 3 clusters Score: Raw -386741.020525 + Penalty 1624.435472 = -385116.585053 nChanged 35 SP:Iteration 22Q (3261.296898 sec): 3 clusters Score: Raw -386752.798217 + Penalty 1624.435472 = -385128.362745 nChanged 36 SP:Iteration 23Q (3261.347443 sec): 3 clusters Score: Raw -386764.096850 + Penalty 1624.435472 = -385139.661378 nChanged 31 SP:Iteration 24Q (3261.404418 sec): 3 clusters Score: Raw -386771.953880 + Penalty 1624.435472 = -385147.518408 nChanged 33 SP:Iteration 25Q (3261.448872 sec): 3 clusters Score: Raw -386781.148003 + Penalty 1624.435472 = -385156.712531 nChanged 27 SP:Iteration 26Q (3261.483317 sec): 3 clusters Score: Raw -386789.783313 + Penalty 1624.435472 = -385165.347841 nChanged 25 SP:Iteration 27Q (3261.536627 sec): 3 clusters Score: Raw -386798.758495 + Penalty 1624.435472 = -385174.323023 nChanged 22 SP:Iteration 28Q (3261.581321 sec): 3 clusters Score: Raw -386805.979171 + Penalty 1624.435472 = -385181.543698 nChanged 25 SP:Iteration 29Q (3261.634591 sec): 3 clusters Score: Raw -386814.274268 + Penalty 1624.435472 = -385189.838795 nChanged 35 SP:Iteration 30Q (3261.674813 sec): 3 clusters Score: Raw -386823.777531 + Penalty 1624.435472 = -385199.342059 nChanged 26 SP:Iteration 31Q (3261.731364 sec): 3 clusters Score: Raw -386829.172749 + Penalty 1624.435472 = -385204.737277 nChanged 19 SP:Iteration 32Q (3261.778742 sec): 3 clusters Score: Raw -386833.452464 + Penalty 1624.435472 = -385209.016991 nChanged 12 SP:Iteration 33Q (3261.828235 sec): 3 clusters Score: Raw -386836.140379 + Penalty 1624.435472 = -385211.704906 nChanged 18 SP:Iteration 34Q (3261.868213 sec): 3 clusters Score: Raw -386841.860168 + Penalty 1624.435472 = -385217.424696 nChanged 18 SP:Iteration 35Q (3261.917507 sec): 3 clusters Score: Raw -386848.920828 + Penalty 1624.435472 = -385224.485355 nChanged 20 SP:Iteration 36Q (3261.964662 sec): 3 clusters Score: Raw -386855.916486 + Penalty 1624.435472 = -385231.481014 nChanged 19 SP:Iteration 37Q (3262.011690 sec): 3 clusters Score: Raw -386861.091806 + Penalty 1624.435472 = -385236.656334 nChanged 19 SP:Iteration 38Q (3262.066144 sec): 3 clusters Score: Raw -386864.489069 + Penalty 1624.435472 = -385240.053596 nChanged 11 SP:Iteration 39Q (3262.103032 sec): 3 clusters Score: Raw -386867.502229 + Penalty 1624.435472 = -385243.066756 nChanged 13 SP:Iteration 40F (3262.149957 sec): 3 clusters Score: Raw -386870.562567 + Penalty 1624.435472 = -385246.127095 nChanged 9 SP:Iteration 41Q (3262.200917 sec): 3 clusters Score: Raw -386872.028837 + Penalty 1624.435472 = -385247.593365 nChanged 10 SP:Iteration 42Q (3262.254200 sec): 3 clusters Score: Raw -386874.040475 + Penalty 1624.435472 = -385249.605003 nChanged 8 SP:Iteration 43Q (3262.298256 sec): 3 clusters Score: Raw -386875.585263 + Penalty 1624.435472 = -385251.149790 nChanged 9 SP:Iteration 44Q (3262.350482 sec): 3 clusters Score: Raw -386877.150670 + Penalty 1624.435472 = -385252.715198 nChanged 11 SP:Iteration 45Q (3262.392454 sec): 3 clusters Score: Raw -386878.893954 + Penalty 1624.435472 = -385254.458482 nChanged 8 SP:Iteration 46Q (3262.443835 sec): 3 clusters Score: Raw -386880.796415 + Penalty 1624.435472 = -385256.360943 nChanged 7 SP:Iteration 47Q (3262.505378 sec): 3 clusters Score: Raw -386882.821053 + Penalty 1624.435472 = -385258.385581 nChanged 8 SP:Iteration 48Q (3262.546344 sec): 3 clusters Score: Raw -386884.155274 + Penalty 1624.435472 = -385259.719802 nChanged 7 SP:Iteration 49Q (3262.607833 sec): 3 clusters Score: Raw -386884.945426 + Penalty 1624.435472 = -385260.509954 nChanged 7 SP:Iteration 50Q (3262.655805 sec): 3 clusters Score: Raw -386885.854730 + Penalty 1624.435472 = -385261.419257 nChanged 8 SP:Iteration 51Q (3262.709664 sec): 3 clusters Score: Raw -386887.276441 + Penalty 1624.435472 = -385262.840968 nChanged 7 SP:Iteration 52Q (3262.763699 sec): 3 clusters Score: Raw -386888.353933 + Penalty 1624.435472 = -385263.918460 nChanged 5 SP:Iteration 53Q (3262.815063 sec): 3 clusters Score: Raw -386889.125924 + Penalty 1624.435472 = -385264.690452 nChanged 5 SP:Iteration 54Q (3262.852385 sec): 3 clusters Score: Raw -386890.157765 + Penalty 1624.435472 = -385265.722293 nChanged 5 SP:Iteration 55Q (3262.904315 sec): 3 clusters Score: Raw -386890.948712 + Penalty 1624.435472 = -385266.513239 nChanged 5 SP:Iteration 56Q (3262.950257 sec): 3 clusters Score: Raw -386891.729444 + Penalty 1624.435472 = -385267.293971 nChanged 6 SP:Iteration 57Q (3263.009935 sec): 3 clusters Score: Raw -386892.567002 + Penalty 1624.435472 = -385268.131530 nChanged 3 SP:Iteration 58Q (3263.058161 sec): 3 clusters Score: Raw -386893.109763 + Penalty 1624.435472 = -385268.674291 nChanged 4 SP:Iteration 59Q (3263.098996 sec): 3 clusters Score: Raw -386893.865754 + Penalty 1624.435472 = -385269.430282 nChanged 6 SP:Iteration 60F (3263.156712 sec): 3 clusters Score: Raw -386894.916740 + Penalty 1624.435472 = -385270.481268 nChanged 3 SP:Iteration 61Q (3263.208612 sec): 3 clusters Score: Raw -386895.423483 + Penalty 1624.435472 = -385270.988011 nChanged 2 SP:Iteration 62Q (3263.253127 sec): 3 clusters Score: Raw -386895.686776 + Penalty 1624.435472 = -385271.251303 nChanged 1 SP:Iteration 63Q (3263.301000 sec): 3 clusters Score: Raw -386895.984544 + Penalty 1624.435472 = -385271.549072 nChanged 5 SP:Iteration 64Q (3263.346453 sec): 3 clusters Score: Raw -386897.551421 + Penalty 1624.435472 = -385273.115948 nChanged 6 SP:Iteration 65Q (3263.389310 sec): 3 clusters Score: Raw -386898.670543 + Penalty 1624.435472 = -385274.235070 nChanged 4 SP:Iteration 66Q (3263.432715 sec): 3 clusters Score: Raw -386899.227660 + Penalty 1624.435472 = -385274.792187 nChanged 2 SP:Iteration 67Q (3263.485805 sec): 3 clusters Score: Raw -386899.422907 + Penalty 1624.435472 = -385274.987435 nChanged 1 SP:Iteration 68Q (3263.525345 sec): 3 clusters Score: Raw -386899.520792 + Penalty 1624.435472 = -385275.085319 nChanged 1 SP:Iteration 69Q (3263.578926 sec): 3 clusters Score: Raw -386899.618560 + Penalty 1624.435472 = -385275.183088 nChanged 3 SP:Iteration 70Q (3263.621104 sec): 3 clusters Score: Raw -386900.115866 + Penalty 1624.435472 = -385275.680393 nChanged 3 SP:Iteration 71Q (3263.679274 sec): 3 clusters Score: Raw -386901.084860 + Penalty 1624.435472 = -385276.649387 nChanged 6 SP:Iteration 72Q (3263.720604 sec): 3 clusters Score: Raw -386902.435878 + Penalty 1624.435472 = -385278.000406 nChanged 5 SP:Iteration 73Q (3263.767189 sec): 3 clusters Score: Raw -386903.244299 + Penalty 1624.435472 = -385278.808826 nChanged 6 SP:Iteration 74Q (3263.814324 sec): 3 clusters Score: Raw -386904.090559 + Penalty 1624.435472 = -385279.655087 nChanged 1 SP:Iteration 75Q (3263.862450 sec): 3 clusters Score: Raw -386904.372662 + Penalty 1624.435472 = -385279.937189 nChanged 2 SP:Iteration 76Q (3263.900231 sec): 3 clusters Score: Raw -386904.569287 + Penalty 1624.435472 = -385280.133814 nChanged 1 SP:Iteration 77Q (3263.946902 sec): 3 clusters Score: Raw -386904.711750 + Penalty 1624.435472 = -385280.276277 nChanged 2 SP:Iteration 78Q (3264.002342 sec): 3 clusters Score: Raw -386904.930714 + Penalty 1624.435472 = -385280.495241 nChanged 3 SP:Iteration 79Q (3264.050695 sec): 3 clusters Score: Raw -386905.432336 + Penalty 1624.435472 = -385280.996864 nChanged 3 SP:Iteration 80F (3264.089092 sec): 3 clusters Score: Raw -386905.944532 + Penalty 1624.435472 = -385281.509059 nChanged 0 Trying to split cluster 22 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3264.111481 sec): 2 clusters Score: Raw -176496.558505 + Penalty 750.172507 = -175746.385998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3264.158403 sec): 3 clusters Score: Raw -175113.754480 + Penalty 1500.345013 = -173613.409466 nChanged 1067 SP:Iteration 1F (3264.212367 sec): 3 clusters Score: Raw -175698.544100 + Penalty 1500.345013 = -174198.199087 nChanged 189 SP:Iteration 2F (3264.252100 sec): 3 clusters Score: Raw -175806.618968 + Penalty 1500.345013 = -174306.273954 nChanged 148 SP:Iteration 3F (3264.288515 sec): 3 clusters Score: Raw -175894.016699 + Penalty 1500.345013 = -174393.671686 nChanged 125 SP:Iteration 4Q (3264.338337 sec): 3 clusters Score: Raw -175981.025612 + Penalty 1500.345013 = -174480.680599 nChanged 146 SP:Iteration 5F (3264.378299 sec): 3 clusters Score: Raw -176102.780108 + Penalty 1500.345013 = -174602.435095 nChanged 175 SP:Iteration 6F (3264.427268 sec): 3 clusters Score: Raw -176267.661927 + Penalty 1500.345013 = -174767.316914 nChanged 182 SP:Iteration 7F (3264.465301 sec): 3 clusters Score: Raw -176438.206413 + Penalty 1500.345013 = -174937.861400 nChanged 139 SP:Iteration 8F (3264.518765 sec): 3 clusters Score: Raw -176529.298637 + Penalty 1500.345013 = -175028.953623 nChanged 79 SP:Iteration 9Q (3264.572624 sec): 3 clusters Score: Raw -176570.745932 + Penalty 1500.345013 = -175070.400919 nChanged 52 SP:Iteration 10Q (3264.622364 sec): 3 clusters Score: Raw -176596.570918 + Penalty 1500.345013 = -175096.225905 nChanged 43 SP:Iteration 11Q (3264.661231 sec): 3 clusters Score: Raw -176613.924731 + Penalty 1500.345013 = -175113.579717 nChanged 28 SP:Iteration 12Q (3264.713245 sec): 3 clusters Score: Raw -176621.922268 + Penalty 1500.345013 = -175121.577255 nChanged 16 SP:Iteration 13Q (3264.760481 sec): 3 clusters Score: Raw -176626.696504 + Penalty 1500.345013 = -175126.351491 nChanged 8 SP:Iteration 14Q (3264.809316 sec): 3 clusters Score: Raw -176628.965968 + Penalty 1500.345013 = -175128.620955 nChanged 6 SP:Iteration 15Q (3264.850766 sec): 3 clusters Score: Raw -176630.300822 + Penalty 1500.345013 = -175129.955808 nChanged 2 SP:Iteration 16Q (3264.896132 sec): 3 clusters Score: Raw -176630.580838 + Penalty 1500.345013 = -175130.235824 nChanged 2 SP:Iteration 17Q (3264.946837 sec): 3 clusters Score: Raw -176630.930304 + Penalty 1500.345013 = -175130.585290 nChanged 2 SP:Iteration 18Q (3265.008551 sec): 3 clusters Score: Raw -176631.551941 + Penalty 1500.345013 = -175131.206928 nChanged 2 SP:Iteration 19Q (3265.049183 sec): 3 clusters Score: Raw -176632.034511 + Penalty 1500.345013 = -175131.689498 nChanged 2 SP:Iteration 20F (3265.096325 sec): 3 clusters Score: Raw -176632.595602 + Penalty 1500.345013 = -175132.250588 nChanged 3 SP:Iteration 21Q (3265.147374 sec): 3 clusters Score: Raw -176633.191717 + Penalty 1500.345013 = -175132.846703 nChanged 2 SP:Iteration 22Q (3265.199413 sec): 3 clusters Score: Raw -176633.607720 + Penalty 1500.345013 = -175133.262707 nChanged 0 SP:Iteration 23F (3265.239707 sec): 3 clusters Score: Raw -176633.607720 + Penalty 1500.345013 = -175133.262707 nChanged 0 Trying to split cluster 23 (1776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3265.269464 sec): 2 clusters Score: Raw -119569.075229 + Penalty 710.801298 = -118858.273931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3265.316113 sec): 3 clusters Score: Raw -118754.824873 + Penalty 1421.602595 = -117333.222278 nChanged 685 SP:Iteration 1F (3265.357016 sec): 3 clusters Score: Raw -119162.762704 + Penalty 1421.602595 = -117741.160109 nChanged 129 SP:Iteration 2F (3265.400188 sec): 3 clusters Score: Raw -119250.797510 + Penalty 1421.602595 = -117829.194915 nChanged 98 SP:Iteration 3F (3265.438915 sec): 3 clusters Score: Raw -119325.342340 + Penalty 1421.602595 = -117903.739745 nChanged 81 SP:Iteration 4Q (3265.480807 sec): 3 clusters Score: Raw -119376.345188 + Penalty 1421.602595 = -117954.742592 nChanged 57 SP:Iteration 5Q (3265.530277 sec): 3 clusters Score: Raw -119410.278540 + Penalty 1421.602595 = -117988.675944 nChanged 61 SP:Iteration 6Q (3265.568075 sec): 3 clusters Score: Raw -119440.933318 + Penalty 1421.602595 = -118019.330723 nChanged 41 SP:Iteration 7Q (3265.612058 sec): 3 clusters Score: Raw -119464.156129 + Penalty 1421.602595 = -118042.553533 nChanged 38 SP:Iteration 8Q (3265.661053 sec): 3 clusters Score: Raw -119487.023804 + Penalty 1421.602595 = -118065.421209 nChanged 39 SP:Iteration 9Q (3265.702183 sec): 3 clusters Score: Raw -119512.389729 + Penalty 1421.602595 = -118090.787134 nChanged 34 SP:Iteration 10Q (3265.743842 sec): 3 clusters Score: Raw -119537.424462 + Penalty 1421.602595 = -118115.821867 nChanged 29 SP:Iteration 11Q (3265.779442 sec): 3 clusters Score: Raw -119559.611612 + Penalty 1421.602595 = -118138.009016 nChanged 24 SP:Iteration 12Q (3265.824187 sec): 3 clusters Score: Raw -119573.634361 + Penalty 1421.602595 = -118152.031766 nChanged 20 SP:Iteration 13Q (3265.859664 sec): 3 clusters Score: Raw -119587.893863 + Penalty 1421.602595 = -118166.291268 nChanged 30 SP:Iteration 14Q (3265.908401 sec): 3 clusters Score: Raw -119601.396561 + Penalty 1421.602595 = -118179.793966 nChanged 23 SP:Iteration 15Q (3265.953979 sec): 3 clusters Score: Raw -119613.938306 + Penalty 1421.602595 = -118192.335710 nChanged 14 SP:Iteration 16Q (3265.995843 sec): 3 clusters Score: Raw -119620.549040 + Penalty 1421.602595 = -118198.946445 nChanged 6 SP:Iteration 17Q (3266.039900 sec): 3 clusters Score: Raw -119621.873835 + Penalty 1421.602595 = -118200.271239 nChanged 4 SP:Iteration 18Q (3266.090165 sec): 3 clusters Score: Raw -119622.921583 + Penalty 1421.602595 = -118201.318988 nChanged 2 SP:Iteration 19Q (3266.139452 sec): 3 clusters Score: Raw -119623.382073 + Penalty 1421.602595 = -118201.779477 nChanged 3 SP:Iteration 20F (3266.178226 sec): 3 clusters Score: Raw -119623.798751 + Penalty 1421.602595 = -118202.196156 nChanged 0 Trying to split cluster 24 (7282 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3266.209658 sec): 2 clusters Score: Raw -528836.348416 + Penalty 844.850279 = -527991.498137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3266.271255 sec): 3 clusters Score: Raw -524662.568006 + Penalty 1689.700557 = -522972.867448 nChanged 3167 SP:Iteration 1F (3266.328008 sec): 3 clusters Score: Raw -526426.310572 + Penalty 1689.700557 = -524736.610015 nChanged 465 SP:Iteration 2F (3266.375026 sec): 3 clusters Score: Raw -526643.057103 + Penalty 1689.700557 = -524953.356545 nChanged 406 SP:Iteration 3F (3266.434030 sec): 3 clusters Score: Raw -526828.818075 + Penalty 1689.700557 = -525139.117518 nChanged 368 SP:Iteration 4F (3266.485134 sec): 3 clusters Score: Raw -527011.109885 + Penalty 1689.700557 = -525321.409328 nChanged 382 SP:Iteration 5F (3266.542783 sec): 3 clusters Score: Raw -527227.661351 + Penalty 1689.700557 = -525537.960794 nChanged 370 SP:Iteration 6F (3266.599693 sec): 3 clusters Score: Raw -527456.389319 + Penalty 1689.700557 = -525766.688761 nChanged 362 SP:Iteration 7Q (3266.650525 sec): 3 clusters Score: Raw -527691.168402 + Penalty 1689.700557 = -526001.467845 nChanged 323 SP:Iteration 8Q (3266.704447 sec): 3 clusters Score: Raw -527898.961759 + Penalty 1689.700557 = -526209.261201 nChanged 293 SP:Iteration 9Q (3266.750829 sec): 3 clusters Score: Raw -528115.479629 + Penalty 1689.700557 = -526425.779071 nChanged 284 SP:Iteration 10Q (3266.812612 sec): 3 clusters Score: Raw -528348.464652 + Penalty 1689.700557 = -526658.764095 nChanged 242 SP:Iteration 11Q (3266.871012 sec): 3 clusters Score: Raw -528543.367856 + Penalty 1689.700557 = -526853.667299 nChanged 160 SP:Iteration 12Q (3266.922055 sec): 3 clusters Score: Raw -528684.048817 + Penalty 1689.700557 = -526994.348259 nChanged 120 SP:Iteration 13Q (3266.969840 sec): 3 clusters Score: Raw -528784.133652 + Penalty 1689.700557 = -527094.433094 nChanged 64 SP:Iteration 14Q (3267.028737 sec): 3 clusters Score: Raw -528824.558288 + Penalty 1689.700557 = -527134.857731 nChanged 37 SP:Iteration 15Q (3267.082879 sec): 3 clusters Score: Raw -528849.735805 + Penalty 1689.700557 = -527160.035247 nChanged 27 SP:Iteration 16Q (3267.129092 sec): 3 clusters Score: Raw -528868.639129 + Penalty 1689.700557 = -527178.938571 nChanged 20 SP:Iteration 17Q (3267.174940 sec): 3 clusters Score: Raw -528883.236595 + Penalty 1689.700557 = -527193.536038 nChanged 18 SP:Iteration 18Q (3267.239400 sec): 3 clusters Score: Raw -528896.979567 + Penalty 1689.700557 = -527207.279010 nChanged 13 SP:Iteration 19Q (3267.269803 sec): 3 clusters Score: Raw -528905.517751 + Penalty 1689.700557 = -527215.817193 nChanged 9 SP:Iteration 20F (3267.330625 sec): 3 clusters Score: Raw -528913.196691 + Penalty 1689.700557 = -527223.496133 nChanged 8 SP:Iteration 21Q (3267.381285 sec): 3 clusters Score: Raw -528922.357742 + Penalty 1689.700557 = -527232.657185 nChanged 8 SP:Iteration 22Q (3267.424954 sec): 3 clusters Score: Raw -528931.778992 + Penalty 1689.700557 = -527242.078435 nChanged 7 SP:Iteration 23Q (3267.469760 sec): 3 clusters Score: Raw -528939.028876 + Penalty 1689.700557 = -527249.328318 nChanged 6 SP:Iteration 24Q (3267.522286 sec): 3 clusters Score: Raw -528947.505874 + Penalty 1689.700557 = -527257.805316 nChanged 6 SP:Iteration 25Q (3267.576804 sec): 3 clusters Score: Raw -528952.298418 + Penalty 1689.700557 = -527262.597860 nChanged 5 SP:Iteration 26Q (3267.620461 sec): 3 clusters Score: Raw -528956.077517 + Penalty 1689.700557 = -527266.376960 nChanged 6 SP:Iteration 27Q (3267.675512 sec): 3 clusters Score: Raw -528960.746546 + Penalty 1689.700557 = -527271.045988 nChanged 2 SP:Iteration 28Q (3267.722889 sec): 3 clusters Score: Raw -528964.013461 + Penalty 1689.700557 = -527274.312903 nChanged 3 SP:Iteration 29Q (3267.776716 sec): 3 clusters Score: Raw -528966.348438 + Penalty 1689.700557 = -527276.647881 nChanged 1 SP:Iteration 30Q (3267.822397 sec): 3 clusters Score: Raw -528966.567873 + Penalty 1689.700557 = -527276.867316 nChanged 0 SP:Iteration 31F (3267.877712 sec): 3 clusters Score: Raw -528966.567873 + Penalty 1689.700557 = -527276.867316 nChanged 0 Trying to split cluster 25 (5341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3267.910143 sec): 2 clusters Score: Raw -403707.730825 + Penalty 815.400977 = -402892.329848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3267.960183 sec): 3 clusters Score: Raw -400725.884085 + Penalty 1630.801954 = -399095.082131 nChanged 2326 SP:Iteration 1F (3268.001886 sec): 3 clusters Score: Raw -402228.802451 + Penalty 1630.801954 = -400598.000497 nChanged 467 SP:Iteration 2F (3268.056704 sec): 3 clusters Score: Raw -402579.193392 + Penalty 1630.801954 = -400948.391437 nChanged 382 SP:Iteration 3F (3268.114401 sec): 3 clusters Score: Raw -402843.752042 + Penalty 1630.801954 = -401212.950088 nChanged 322 SP:Iteration 4F (3268.155291 sec): 3 clusters Score: Raw -403015.221177 + Penalty 1630.801954 = -401384.419222 nChanged 243 SP:Iteration 5Q (3268.213856 sec): 3 clusters Score: Raw -403142.452069 + Penalty 1630.801954 = -401511.650115 nChanged 204 SP:Iteration 6Q (3268.254365 sec): 3 clusters Score: Raw -403247.298921 + Penalty 1630.801954 = -401616.496967 nChanged 175 SP:Iteration 7Q (3268.298774 sec): 3 clusters Score: Raw -403330.981416 + Penalty 1630.801954 = -401700.179462 nChanged 138 SP:Iteration 8Q (3268.357667 sec): 3 clusters Score: Raw -403388.705259 + Penalty 1630.801954 = -401757.903305 nChanged 120 SP:Iteration 9Q (3268.401299 sec): 3 clusters Score: Raw -403443.836499 + Penalty 1630.801954 = -401813.034545 nChanged 113 SP:Iteration 10Q (3268.467938 sec): 3 clusters Score: Raw -403498.622136 + Penalty 1630.801954 = -401867.820181 nChanged 113 SP:Iteration 11Q (3268.514072 sec): 3 clusters Score: Raw -403553.810672 + Penalty 1630.801954 = -401923.008718 nChanged 115 SP:Iteration 12Q (3268.566935 sec): 3 clusters Score: Raw -403614.712621 + Penalty 1630.801954 = -401983.910667 nChanged 102 SP:Iteration 13Q (3268.624801 sec): 3 clusters Score: Raw -403664.959711 + Penalty 1630.801954 = -402034.157757 nChanged 80 SP:Iteration 14Q (3268.667209 sec): 3 clusters Score: Raw -403705.705873 + Penalty 1630.801954 = -402074.903919 nChanged 72 SP:Iteration 15Q (3268.731122 sec): 3 clusters Score: Raw -403733.306824 + Penalty 1630.801954 = -402102.504869 nChanged 63 SP:Iteration 16Q (3268.769658 sec): 3 clusters Score: Raw -403756.133395 + Penalty 1630.801954 = -402125.331440 nChanged 55 SP:Iteration 17Q (3268.826348 sec): 3 clusters Score: Raw -403777.266567 + Penalty 1630.801954 = -402146.464613 nChanged 45 SP:Iteration 18Q (3268.883971 sec): 3 clusters Score: Raw -403795.556185 + Penalty 1630.801954 = -402164.754231 nChanged 50 SP:Iteration 19Q (3268.940326 sec): 3 clusters Score: Raw -403819.577843 + Penalty 1630.801954 = -402188.775889 nChanged 56 SP:Iteration 20F (3268.993273 sec): 3 clusters Score: Raw -403838.930762 + Penalty 1630.801954 = -402208.128807 nChanged 46 SP:Iteration 21Q (3269.045453 sec): 3 clusters Score: Raw -403854.819404 + Penalty 1630.801954 = -402224.017450 nChanged 35 SP:Iteration 22Q (3269.092508 sec): 3 clusters Score: Raw -403870.794712 + Penalty 1630.801954 = -402239.992758 nChanged 38 SP:Iteration 23Q (3269.138124 sec): 3 clusters Score: Raw -403883.325376 + Penalty 1630.801954 = -402252.523422 nChanged 38 SP:Iteration 24Q (3269.196783 sec): 3 clusters Score: Raw -403894.677312 + Penalty 1630.801954 = -402263.875358 nChanged 32 SP:Iteration 25Q (3269.230838 sec): 3 clusters Score: Raw -403904.215211 + Penalty 1630.801954 = -402273.413257 nChanged 22 SP:Iteration 26Q (3269.292130 sec): 3 clusters Score: Raw -403909.998035 + Penalty 1630.801954 = -402279.196081 nChanged 18 SP:Iteration 27Q (3269.329357 sec): 3 clusters Score: Raw -403913.215049 + Penalty 1630.801954 = -402282.413094 nChanged 15 SP:Iteration 28Q (3269.381261 sec): 3 clusters Score: Raw -403915.759621 + Penalty 1630.801954 = -402284.957667 nChanged 15 SP:Iteration 29Q (3269.432923 sec): 3 clusters Score: Raw -403919.118960 + Penalty 1630.801954 = -402288.317006 nChanged 20 SP:Iteration 30Q (3269.479797 sec): 3 clusters Score: Raw -403924.285653 + Penalty 1630.801954 = -402293.483699 nChanged 16 SP:Iteration 31Q (3269.520586 sec): 3 clusters Score: Raw -403927.903348 + Penalty 1630.801954 = -402297.101394 nChanged 17 SP:Iteration 32Q (3269.562415 sec): 3 clusters Score: Raw -403931.503979 + Penalty 1630.801954 = -402300.702025 nChanged 19 SP:Iteration 33Q (3269.609699 sec): 3 clusters Score: Raw -403935.702145 + Penalty 1630.801954 = -402304.900191 nChanged 16 SP:Iteration 34Q (3269.658219 sec): 3 clusters Score: Raw -403940.236663 + Penalty 1630.801954 = -402309.434709 nChanged 20 SP:Iteration 35Q (3269.709475 sec): 3 clusters Score: Raw -403946.012555 + Penalty 1630.801954 = -402315.210601 nChanged 28 SP:Iteration 36Q (3269.757692 sec): 3 clusters Score: Raw -403955.547033 + Penalty 1630.801954 = -402324.745078 nChanged 32 SP:Iteration 37Q (3269.811606 sec): 3 clusters Score: Raw -403966.655593 + Penalty 1630.801954 = -402335.853638 nChanged 36 SP:Iteration 38Q (3269.868825 sec): 3 clusters Score: Raw -403978.914941 + Penalty 1630.801954 = -402348.112986 nChanged 31 SP:Iteration 39Q (3269.919770 sec): 3 clusters Score: Raw -403988.345106 + Penalty 1630.801954 = -402357.543151 nChanged 28 SP:Iteration 40F (3269.966529 sec): 3 clusters Score: Raw -403997.266471 + Penalty 1630.801954 = -402366.464516 nChanged 29 SP:Iteration 41Q (3270.014353 sec): 3 clusters Score: Raw -404005.238824 + Penalty 1630.801954 = -402374.436870 nChanged 18 SP:Iteration 42Q (3270.058499 sec): 3 clusters Score: Raw -404011.729869 + Penalty 1630.801954 = -402380.927915 nChanged 28 SP:Iteration 43Q (3270.118343 sec): 3 clusters Score: Raw -404021.126297 + Penalty 1630.801954 = -402390.324343 nChanged 28 SP:Iteration 44Q (3270.155722 sec): 3 clusters Score: Raw -404030.167322 + Penalty 1630.801954 = -402399.365367 nChanged 29 SP:Iteration 45Q (3270.206891 sec): 3 clusters Score: Raw -404039.047656 + Penalty 1630.801954 = -402408.245702 nChanged 25 SP:Iteration 46Q (3270.252424 sec): 3 clusters Score: Raw -404048.158214 + Penalty 1630.801954 = -402417.356260 nChanged 32 SP:Iteration 47Q (3270.304372 sec): 3 clusters Score: Raw -404062.309207 + Penalty 1630.801954 = -402431.507253 nChanged 30 SP:Iteration 48Q (3270.363400 sec): 3 clusters Score: Raw -404074.779801 + Penalty 1630.801954 = -402443.977847 nChanged 19 SP:Iteration 49Q (3270.410902 sec): 3 clusters Score: Raw -404083.474619 + Penalty 1630.801954 = -402452.672665 nChanged 19 SP:Iteration 50Q (3270.465203 sec): 3 clusters Score: Raw -404091.582699 + Penalty 1630.801954 = -402460.780745 nChanged 16 SP:Iteration 51Q (3270.511886 sec): 3 clusters Score: Raw -404098.239217 + Penalty 1630.801954 = -402467.437263 nChanged 18 SP:Iteration 52Q (3270.561172 sec): 3 clusters Score: Raw -404106.261258 + Penalty 1630.801954 = -402475.459303 nChanged 18 SP:Iteration 53Q (3270.607974 sec): 3 clusters Score: Raw -404112.658065 + Penalty 1630.801954 = -402481.856111 nChanged 8 SP:Iteration 54Q (3270.654197 sec): 3 clusters Score: Raw -404115.920745 + Penalty 1630.801954 = -402485.118791 nChanged 9 SP:Iteration 55Q (3270.704847 sec): 3 clusters Score: Raw -404118.679835 + Penalty 1630.801954 = -402487.877881 nChanged 8 SP:Iteration 56Q (3270.746196 sec): 3 clusters Score: Raw -404120.843867 + Penalty 1630.801954 = -402490.041913 nChanged 5 SP:Iteration 57Q (3270.809167 sec): 3 clusters Score: Raw -404122.275371 + Penalty 1630.801954 = -402491.473417 nChanged 4 SP:Iteration 58Q (3270.858939 sec): 3 clusters Score: Raw -404123.160236 + Penalty 1630.801954 = -402492.358282 nChanged 3 SP:Iteration 59Q (3270.910691 sec): 3 clusters Score: Raw -404123.849384 + Penalty 1630.801954 = -402493.047430 nChanged 1 SP:Iteration 60F (3270.956050 sec): 3 clusters Score: Raw -404124.111292 + Penalty 1630.801954 = -402493.309337 nChanged 1 SP:Iteration 61Q (3271.008888 sec): 3 clusters Score: Raw -404124.677202 + Penalty 1630.801954 = -402493.875248 nChanged 1 SP:Iteration 62Q (3271.061025 sec): 3 clusters Score: Raw -404124.830775 + Penalty 1630.801954 = -402494.028821 nChanged 1 SP:Iteration 63Q (3271.109447 sec): 3 clusters Score: Raw -404125.390927 + Penalty 1630.801954 = -402494.588973 nChanged 1 SP:Iteration 64Q (3271.155163 sec): 3 clusters Score: Raw -404125.501794 + Penalty 1630.801954 = -402494.699840 nChanged 0 SP:Iteration 65F (3271.200635 sec): 3 clusters Score: Raw -404125.501794 + Penalty 1630.801954 = -402494.699840 nChanged 0 Trying to split cluster 26 (1729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3271.229138 sec): 2 clusters Score: Raw -90771.445697 + Penalty 708.253356 = -90063.192341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3271.272497 sec): 3 clusters Score: Raw -89991.321594 + Penalty 1416.506712 = -88574.814881 nChanged 646 SP:Iteration 1F (3271.314026 sec): 3 clusters Score: Raw -90402.088864 + Penalty 1416.506712 = -88985.582151 nChanged 145 SP:Iteration 2F (3271.353377 sec): 3 clusters Score: Raw -90508.297366 + Penalty 1416.506712 = -89091.790653 nChanged 96 SP:Iteration 3F (3271.383214 sec): 3 clusters Score: Raw -90584.334139 + Penalty 1416.506712 = -89167.827427 nChanged 83 SP:Iteration 4Q (3271.439885 sec): 3 clusters Score: Raw -90654.301005 + Penalty 1416.506712 = -89237.794293 nChanged 76 SP:Iteration 5Q (3271.483926 sec): 3 clusters Score: Raw -90718.527252 + Penalty 1416.506712 = -89302.020540 nChanged 62 SP:Iteration 6Q (3271.531761 sec): 3 clusters Score: Raw -90762.557595 + Penalty 1416.506712 = -89346.050882 nChanged 50 SP:Iteration 7Q (3271.571977 sec): 3 clusters Score: Raw -90809.066853 + Penalty 1416.506712 = -89392.560141 nChanged 42 SP:Iteration 8Q (3271.609946 sec): 3 clusters Score: Raw -90844.186988 + Penalty 1416.506712 = -89427.680276 nChanged 40 SP:Iteration 9Q (3271.649215 sec): 3 clusters Score: Raw -90873.592763 + Penalty 1416.506712 = -89457.086050 nChanged 34 SP:Iteration 10Q (3271.699192 sec): 3 clusters Score: Raw -90899.240479 + Penalty 1416.506712 = -89482.733767 nChanged 31 SP:Iteration 11Q (3271.737472 sec): 3 clusters Score: Raw -90919.625626 + Penalty 1416.506712 = -89503.118914 nChanged 22 SP:Iteration 12Q (3271.782808 sec): 3 clusters Score: Raw -90933.452900 + Penalty 1416.506712 = -89516.946187 nChanged 27 SP:Iteration 13Q (3271.829243 sec): 3 clusters Score: Raw -90947.948994 + Penalty 1416.506712 = -89531.442282 nChanged 19 SP:Iteration 14Q (3271.882760 sec): 3 clusters Score: Raw -90957.825365 + Penalty 1416.506712 = -89541.318653 nChanged 14 SP:Iteration 15Q (3271.927040 sec): 3 clusters Score: Raw -90965.114736 + Penalty 1416.506712 = -89548.608024 nChanged 8 SP:Iteration 16Q (3271.977903 sec): 3 clusters Score: Raw -90968.083502 + Penalty 1416.506712 = -89551.576790 nChanged 5 SP:Iteration 17Q (3272.026310 sec): 3 clusters Score: Raw -90970.650824 + Penalty 1416.506712 = -89554.144112 nChanged 5 SP:Iteration 18Q (3272.080817 sec): 3 clusters Score: Raw -90974.430096 + Penalty 1416.506712 = -89557.923384 nChanged 6 SP:Iteration 19Q (3272.127528 sec): 3 clusters Score: Raw -90976.894324 + Penalty 1416.506712 = -89560.387612 nChanged 5 SP:Iteration 20F (3272.175925 sec): 3 clusters Score: Raw -90979.333672 + Penalty 1416.506712 = -89562.826960 nChanged 6 SP:Iteration 21Q (3272.221978 sec): 3 clusters Score: Raw -90982.051657 + Penalty 1416.506712 = -89565.544945 nChanged 4 SP:Iteration 22Q (3272.268393 sec): 3 clusters Score: Raw -90984.017326 + Penalty 1416.506712 = -89567.510614 nChanged 5 SP:Iteration 23Q (3272.318722 sec): 3 clusters Score: Raw -90988.426987 + Penalty 1416.506712 = -89571.920274 nChanged 10 SP:Iteration 24Q (3272.363788 sec): 3 clusters Score: Raw -90992.455807 + Penalty 1416.506712 = -89575.949095 nChanged 5 SP:Iteration 25Q (3272.405806 sec): 3 clusters Score: Raw -90996.521006 + Penalty 1416.506712 = -89580.014293 nChanged 2 SP:Iteration 26Q (3272.446978 sec): 3 clusters Score: Raw -90997.784668 + Penalty 1416.506712 = -89581.277955 nChanged 2 SP:Iteration 27Q (3272.486742 sec): 3 clusters Score: Raw -90998.559426 + Penalty 1416.506712 = -89582.052714 nChanged 0 SP:Iteration 28F (3272.545564 sec): 3 clusters Score: Raw -90998.559426 + Penalty 1416.506712 = -89582.052714 nChanged 0 Trying to split cluster 27 (20898 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3272.591117 sec): 2 clusters Score: Raw -1553770.096285 + Penalty 945.003830 = -1552825.092455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3272.659886 sec): 3 clusters Score: Raw -1540748.365144 + Penalty 1890.007661 = -1538858.357483 nChanged 9758 SP:Iteration 1F (3272.726771 sec): 3 clusters Score: Raw -1546162.354148 + Penalty 1890.007661 = -1544272.346488 nChanged 997 SP:Iteration 2Q (3272.805249 sec): 3 clusters Score: Raw -1546513.459059 + Penalty 1890.007661 = -1544623.451399 nChanged 1014 SP:Iteration 3Q (3272.879914 sec): 3 clusters Score: Raw -1546915.584312 + Penalty 1890.007661 = -1545025.576651 nChanged 1083 SP:Iteration 4F (3272.955535 sec): 3 clusters Score: Raw -1547453.628102 + Penalty 1890.007661 = -1545563.620442 nChanged 1206 SP:Iteration 5F (3273.028959 sec): 3 clusters Score: Raw -1548115.177517 + Penalty 1890.007661 = -1546225.169857 nChanged 1214 SP:Iteration 6F (3273.097004 sec): 3 clusters Score: Raw -1548900.362517 + Penalty 1890.007661 = -1547010.354856 nChanged 1309 SP:Iteration 7F (3273.159296 sec): 3 clusters Score: Raw -1549821.060906 + Penalty 1890.007661 = -1547931.053246 nChanged 1226 SP:Iteration 8F (3273.223700 sec): 3 clusters Score: Raw -1550736.396760 + Penalty 1890.007661 = -1548846.389100 nChanged 1004 SP:Iteration 9Q (3273.298458 sec): 3 clusters Score: Raw -1551450.915171 + Penalty 1890.007661 = -1549560.907510 nChanged 758 SP:Iteration 10Q (3273.369725 sec): 3 clusters Score: Raw -1551939.335533 + Penalty 1890.007661 = -1550049.327873 nChanged 540 SP:Iteration 11Q (3273.445893 sec): 3 clusters Score: Raw -1552261.842643 + Penalty 1890.007661 = -1550371.834982 nChanged 435 SP:Iteration 12Q (3273.517781 sec): 3 clusters Score: Raw -1552506.411545 + Penalty 1890.007661 = -1550616.403885 nChanged 413 SP:Iteration 13Q (3273.588811 sec): 3 clusters Score: Raw -1552766.310552 + Penalty 1890.007661 = -1550876.302892 nChanged 335 SP:Iteration 14Q (3273.657029 sec): 3 clusters Score: Raw -1552966.700849 + Penalty 1890.007661 = -1551076.693188 nChanged 293 SP:Iteration 15Q (3273.728344 sec): 3 clusters Score: Raw -1553145.249171 + Penalty 1890.007661 = -1551255.241510 nChanged 261 SP:Iteration 16Q (3273.796845 sec): 3 clusters Score: Raw -1553292.625174 + Penalty 1890.007661 = -1551402.617514 nChanged 235 SP:Iteration 17Q (3273.875933 sec): 3 clusters Score: Raw -1553433.167073 + Penalty 1890.007661 = -1551543.159413 nChanged 200 SP:Iteration 18Q (3273.937696 sec): 3 clusters Score: Raw -1553537.989310 + Penalty 1890.007661 = -1551647.981649 nChanged 163 SP:Iteration 19Q (3273.996322 sec): 3 clusters Score: Raw -1553607.526763 + Penalty 1890.007661 = -1551717.519103 nChanged 145 SP:Iteration 20F (3274.066063 sec): 3 clusters Score: Raw -1553668.188161 + Penalty 1890.007661 = -1551778.180500 nChanged 125 SP:Iteration 21Q (3274.142003 sec): 3 clusters Score: Raw -1553718.101219 + Penalty 1890.007661 = -1551828.093559 nChanged 120 SP:Iteration 22Q (3274.210733 sec): 3 clusters Score: Raw -1553765.680926 + Penalty 1890.007661 = -1551875.673266 nChanged 98 SP:Iteration 23Q (3274.272620 sec): 3 clusters Score: Raw -1553803.937461 + Penalty 1890.007661 = -1551913.929801 nChanged 97 SP:Iteration 24Q (3274.329378 sec): 3 clusters Score: Raw -1553850.054775 + Penalty 1890.007661 = -1551960.047114 nChanged 83 SP:Iteration 25Q (3274.397362 sec): 3 clusters Score: Raw -1553881.487517 + Penalty 1890.007661 = -1551991.479856 nChanged 62 SP:Iteration 26Q (3274.463452 sec): 3 clusters Score: Raw -1553900.770596 + Penalty 1890.007661 = -1552010.762936 nChanged 54 SP:Iteration 27Q (3274.536873 sec): 3 clusters Score: Raw -1553913.548006 + Penalty 1890.007661 = -1552023.540346 nChanged 41 SP:Iteration 28Q (3274.606420 sec): 3 clusters Score: Raw -1553924.137657 + Penalty 1890.007661 = -1552034.129996 nChanged 37 SP:Iteration 29Q (3274.664617 sec): 3 clusters Score: Raw -1553934.084688 + Penalty 1890.007661 = -1552044.077028 nChanged 39 SP:Iteration 30Q (3274.732719 sec): 3 clusters Score: Raw -1553942.985881 + Penalty 1890.007661 = -1552052.978221 nChanged 30 SP:Iteration 31Q (3274.801365 sec): 3 clusters Score: Raw -1553949.744936 + Penalty 1890.007661 = -1552059.737276 nChanged 24 SP:Iteration 32Q (3274.866904 sec): 3 clusters Score: Raw -1553954.256226 + Penalty 1890.007661 = -1552064.248566 nChanged 25 SP:Iteration 33Q (3274.928549 sec): 3 clusters Score: Raw -1553958.595685 + Penalty 1890.007661 = -1552068.588024 nChanged 24 SP:Iteration 34Q (3274.991654 sec): 3 clusters Score: Raw -1553962.184926 + Penalty 1890.007661 = -1552072.177265 nChanged 18 SP:Iteration 35Q (3275.058532 sec): 3 clusters Score: Raw -1553965.632514 + Penalty 1890.007661 = -1552075.624853 nChanged 16 SP:Iteration 36Q (3275.123108 sec): 3 clusters Score: Raw -1553968.873223 + Penalty 1890.007661 = -1552078.865563 nChanged 19 SP:Iteration 37Q (3275.196321 sec): 3 clusters Score: Raw -1553972.206286 + Penalty 1890.007661 = -1552082.198625 nChanged 18 SP:Iteration 38Q (3275.261340 sec): 3 clusters Score: Raw -1553974.722054 + Penalty 1890.007661 = -1552084.714394 nChanged 10 SP:Iteration 39Q (3275.327148 sec): 3 clusters Score: Raw -1553976.047374 + Penalty 1890.007661 = -1552086.039713 nChanged 11 SP:Iteration 40F (3275.387614 sec): 3 clusters Score: Raw -1553978.124091 + Penalty 1890.007661 = -1552088.116431 nChanged 12 SP:Iteration 41Q (3275.456379 sec): 3 clusters Score: Raw -1553980.690839 + Penalty 1890.007661 = -1552090.683179 nChanged 14 SP:Iteration 42Q (3275.529156 sec): 3 clusters Score: Raw -1553983.614624 + Penalty 1890.007661 = -1552093.606963 nChanged 15 SP:Iteration 43Q (3275.603582 sec): 3 clusters Score: Raw -1553986.753564 + Penalty 1890.007661 = -1552096.745903 nChanged 10 SP:Iteration 44Q (3275.658017 sec): 3 clusters Score: Raw -1553990.115288 + Penalty 1890.007661 = -1552100.107628 nChanged 9 SP:Iteration 45Q (3275.730717 sec): 3 clusters Score: Raw -1553992.101078 + Penalty 1890.007661 = -1552102.093418 nChanged 11 SP:Iteration 46Q (3275.798568 sec): 3 clusters Score: Raw -1553994.699554 + Penalty 1890.007661 = -1552104.691894 nChanged 8 SP:Iteration 47Q (3275.867678 sec): 3 clusters Score: Raw -1553996.691860 + Penalty 1890.007661 = -1552106.684199 nChanged 8 SP:Iteration 48Q (3275.924539 sec): 3 clusters Score: Raw -1553998.072516 + Penalty 1890.007661 = -1552108.064856 nChanged 5 SP:Iteration 49Q (3276.002704 sec): 3 clusters Score: Raw -1553999.457476 + Penalty 1890.007661 = -1552109.449815 nChanged 8 SP:Iteration 50Q (3276.074024 sec): 3 clusters Score: Raw -1554000.702682 + Penalty 1890.007661 = -1552110.695021 nChanged 4 SP:Iteration 51Q (3276.142366 sec): 3 clusters Score: Raw -1554001.380806 + Penalty 1890.007661 = -1552111.373145 nChanged 4 SP:Iteration 52Q (3276.208207 sec): 3 clusters Score: Raw -1554002.063167 + Penalty 1890.007661 = -1552112.055507 nChanged 3 SP:Iteration 53Q (3276.274229 sec): 3 clusters Score: Raw -1554002.358894 + Penalty 1890.007661 = -1552112.351234 nChanged 0 SP:Iteration 54F (3276.336428 sec): 3 clusters Score: Raw -1554002.358894 + Penalty 1890.007661 = -1552112.351234 nChanged 0 Trying to split cluster 28 (106831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3276.483055 sec): 2 clusters Score: Raw -8358378.224476 + Penalty 1100.005325 = -8357278.219151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3276.665647 sec): 3 clusters Score: Raw -8287693.462798 + Penalty 2200.010651 = -8285493.452147 nChanged 51946 SP:Iteration 1F (3276.850454 sec): 3 clusters Score: Raw -8318688.918852 + Penalty 2200.010651 = -8316488.908201 nChanged 4515 SP:Iteration 2Q (3277.041875 sec): 3 clusters Score: Raw -8320246.286616 + Penalty 2200.010651 = -8318046.275966 nChanged 4974 SP:Iteration 3Q (3277.223132 sec): 3 clusters Score: Raw -8322229.951666 + Penalty 2200.010651 = -8320029.941015 nChanged 5477 SP:Iteration 4F (3277.409110 sec): 3 clusters Score: Raw -8324699.075120 + Penalty 2200.010651 = -8322499.064469 nChanged 5791 SP:Iteration 5F (3277.575268 sec): 3 clusters Score: Raw -8327755.754185 + Penalty 2200.010651 = -8325555.743534 nChanged 6111 SP:Iteration 6F (3277.758140 sec): 3 clusters Score: Raw -8331452.820043 + Penalty 2200.010651 = -8329252.809392 nChanged 6270 SP:Iteration 7F (3277.939027 sec): 3 clusters Score: Raw -8335462.477325 + Penalty 2200.010651 = -8333262.466674 nChanged 5745 SP:Iteration 8F (3278.118713 sec): 3 clusters Score: Raw -8339174.346759 + Penalty 2200.010651 = -8336974.336108 nChanged 4838 SP:Iteration 9Q (3278.300045 sec): 3 clusters Score: Raw -8341797.862872 + Penalty 2200.010651 = -8339597.852221 nChanged 3563 SP:Iteration 10Q (3278.492962 sec): 3 clusters Score: Raw -8343208.828440 + Penalty 2200.010651 = -8341008.817789 nChanged 2443 SP:Iteration 11Q (3278.672011 sec): 3 clusters Score: Raw -8344002.847703 + Penalty 2200.010651 = -8341802.837052 nChanged 1920 SP:Iteration 12Q (3278.852128 sec): 3 clusters Score: Raw -8344594.408529 + Penalty 2200.010651 = -8342394.397878 nChanged 1753 SP:Iteration 13Q (3279.028272 sec): 3 clusters Score: Raw -8345208.566988 + Penalty 2200.010651 = -8343008.556338 nChanged 1841 SP:Iteration 14Q (3279.209157 sec): 3 clusters Score: Raw -8345908.385281 + Penalty 2200.010651 = -8343708.374630 nChanged 1948 SP:Iteration 15Q (3279.382896 sec): 3 clusters Score: Raw -8346695.209684 + Penalty 2200.010651 = -8344495.199033 nChanged 2044 SP:Iteration 16Q (3279.551510 sec): 3 clusters Score: Raw -8347598.945620 + Penalty 2200.010651 = -8345398.934969 nChanged 2060 SP:Iteration 17Q (3279.738561 sec): 3 clusters Score: Raw -8348562.165327 + Penalty 2200.010651 = -8346362.154676 nChanged 1991 SP:Iteration 18Q (3279.908770 sec): 3 clusters Score: Raw -8349473.431232 + Penalty 2200.010651 = -8347273.420581 nChanged 1928 SP:Iteration 19Q (3280.092268 sec): 3 clusters Score: Raw -8350329.642217 + Penalty 2200.010651 = -8348129.631566 nChanged 1882 SP:Iteration 20F (3280.271111 sec): 3 clusters Score: Raw -8351153.158240 + Penalty 2200.010651 = -8348953.147589 nChanged 1756 SP:Iteration 21Q (3280.431427 sec): 3 clusters Score: Raw -8351900.830198 + Penalty 2200.010651 = -8349700.819547 nChanged 1638 SP:Iteration 22Q (3280.605624 sec): 3 clusters Score: Raw -8352568.366075 + Penalty 2200.010651 = -8350368.355424 nChanged 1495 SP:Iteration 23Q (3280.774269 sec): 3 clusters Score: Raw -8353148.064997 + Penalty 2200.010651 = -8350948.054347 nChanged 1391 SP:Iteration 24Q (3280.945115 sec): 3 clusters Score: Raw -8353677.609855 + Penalty 2200.010651 = -8351477.599204 nChanged 1310 SP:Iteration 25Q (3281.099366 sec): 3 clusters Score: Raw -8354187.327010 + Penalty 2200.010651 = -8351987.316359 nChanged 1272 SP:Iteration 26Q (3281.262982 sec): 3 clusters Score: Raw -8354695.179454 + Penalty 2200.010651 = -8352495.168803 nChanged 1172 SP:Iteration 27Q (3281.422886 sec): 3 clusters Score: Raw -8355154.866186 + Penalty 2200.010651 = -8352954.855535 nChanged 1091 SP:Iteration 28Q (3281.583597 sec): 3 clusters Score: Raw -8355603.922186 + Penalty 2200.010651 = -8353403.911535 nChanged 1003 SP:Iteration 29Q (3281.737478 sec): 3 clusters Score: Raw -8356032.321776 + Penalty 2200.010651 = -8353832.311125 nChanged 955 SP:Iteration 30Q (3281.904545 sec): 3 clusters Score: Raw -8356451.419889 + Penalty 2200.010651 = -8354251.409238 nChanged 830 SP:Iteration 31Q (3282.060308 sec): 3 clusters Score: Raw -8356797.902775 + Penalty 2200.010651 = -8354597.892124 nChanged 710 SP:Iteration 32Q (3282.223811 sec): 3 clusters Score: Raw -8357067.837461 + Penalty 2200.010651 = -8354867.826810 nChanged 640 SP:Iteration 33Q (3282.386382 sec): 3 clusters Score: Raw -8357336.862370 + Penalty 2200.010651 = -8355136.851719 nChanged 597 SP:Iteration 34Q (3282.536272 sec): 3 clusters Score: Raw -8357603.966432 + Penalty 2200.010651 = -8355403.955781 nChanged 507 SP:Iteration 35Q (3282.689142 sec): 3 clusters Score: Raw -8357818.146974 + Penalty 2200.010651 = -8355618.136323 nChanged 419 SP:Iteration 36Q (3282.839706 sec): 3 clusters Score: Raw -8357989.274174 + Penalty 2200.010651 = -8355789.263523 nChanged 343 SP:Iteration 37Q (3282.992490 sec): 3 clusters Score: Raw -8358133.545096 + Penalty 2200.010651 = -8355933.534445 nChanged 266 SP:Iteration 38Q (3283.149556 sec): 3 clusters Score: Raw -8358235.571893 + Penalty 2200.010651 = -8356035.561242 nChanged 202 SP:Iteration 39Q (3283.296550 sec): 3 clusters Score: Raw -8358307.922219 + Penalty 2200.010651 = -8356107.911569 nChanged 153 SP:Iteration 40F (3283.466632 sec): 3 clusters Score: Raw -8358359.855903 + Penalty 2200.010651 = -8356159.845252 nChanged 131 SP:Iteration 41Q (3283.619214 sec): 3 clusters Score: Raw -8358406.384242 + Penalty 2200.010651 = -8356206.373591 nChanged 118 SP:Iteration 42Q (3283.768814 sec): 3 clusters Score: Raw -8358447.422510 + Penalty 2200.010651 = -8356247.411860 nChanged 104 SP:Iteration 43Q (3283.925314 sec): 3 clusters Score: Raw -8358493.058001 + Penalty 2200.010651 = -8356293.047350 nChanged 105 SP:Iteration 44Q (3284.075132 sec): 3 clusters Score: Raw -8358533.933532 + Penalty 2200.010651 = -8356333.922881 nChanged 86 SP:Iteration 45Q (3284.224254 sec): 3 clusters Score: Raw -8358567.462298 + Penalty 2200.010651 = -8356367.451648 nChanged 73 SP:Iteration 46Q (3284.382445 sec): 3 clusters Score: Raw -8358591.664010 + Penalty 2200.010651 = -8356391.653359 nChanged 58 SP:Iteration 47Q (3284.535472 sec): 3 clusters Score: Raw -8358609.955563 + Penalty 2200.010651 = -8356409.944912 nChanged 49 SP:Iteration 48Q (3284.688152 sec): 3 clusters Score: Raw -8358623.098931 + Penalty 2200.010651 = -8356423.088280 nChanged 31 SP:Iteration 49Q (3284.836410 sec): 3 clusters Score: Raw -8358630.998097 + Penalty 2200.010651 = -8356430.987446 nChanged 28 SP:Iteration 50Q (3284.980518 sec): 3 clusters Score: Raw -8358639.919094 + Penalty 2200.010651 = -8356439.908443 nChanged 24 SP:Iteration 51Q (3285.135538 sec): 3 clusters Score: Raw -8358646.623673 + Penalty 2200.010651 = -8356446.613022 nChanged 20 SP:Iteration 52Q (3285.287643 sec): 3 clusters Score: Raw -8358654.029947 + Penalty 2200.010651 = -8356454.019296 nChanged 28 SP:Iteration 53Q (3285.432221 sec): 3 clusters Score: Raw -8358662.467454 + Penalty 2200.010651 = -8356462.456803 nChanged 25 SP:Iteration 54Q (3285.582445 sec): 3 clusters Score: Raw -8358672.225673 + Penalty 2200.010651 = -8356472.215022 nChanged 17 SP:Iteration 55Q (3285.741198 sec): 3 clusters Score: Raw -8358678.177134 + Penalty 2200.010651 = -8356478.166483 nChanged 22 SP:Iteration 56Q (3285.891709 sec): 3 clusters Score: Raw -8358686.728137 + Penalty 2200.010651 = -8356486.717486 nChanged 21 SP:Iteration 57Q (3286.040345 sec): 3 clusters Score: Raw -8358696.976202 + Penalty 2200.010651 = -8356496.965551 nChanged 16 SP:Iteration 58Q (3286.184232 sec): 3 clusters Score: Raw -8358705.098804 + Penalty 2200.010651 = -8356505.088153 nChanged 23 SP:Iteration 59Q (3286.340386 sec): 3 clusters Score: Raw -8358711.638439 + Penalty 2200.010651 = -8356511.627788 nChanged 18 SP:Iteration 60F (3286.509091 sec): 3 clusters Score: Raw -8358719.194319 + Penalty 2200.010651 = -8356519.183668 nChanged 11 SP:Iteration 61Q (3286.652280 sec): 3 clusters Score: Raw -8358721.428396 + Penalty 2200.010651 = -8356521.417745 nChanged 5 SP:Iteration 62Q (3286.800118 sec): 3 clusters Score: Raw -8358722.998147 + Penalty 2200.010651 = -8356522.987496 nChanged 8 SP:Iteration 63Q (3286.955525 sec): 3 clusters Score: Raw -8358726.036123 + Penalty 2200.010651 = -8356526.025473 nChanged 10 SP:Iteration 64Q (3287.104943 sec): 3 clusters Score: Raw -8358728.665581 + Penalty 2200.010651 = -8356528.654931 nChanged 4 SP:Iteration 65Q (3287.253005 sec): 3 clusters Score: Raw -8358729.758344 + Penalty 2200.010651 = -8356529.747693 nChanged 5 SP:Iteration 66Q (3287.407057 sec): 3 clusters Score: Raw -8358731.134849 + Penalty 2200.010651 = -8356531.124198 nChanged 8 SP:Iteration 67Q (3287.560308 sec): 3 clusters Score: Raw -8358733.379368 + Penalty 2200.010651 = -8356533.368718 nChanged 6 SP:Iteration 68Q (3287.714420 sec): 3 clusters Score: Raw -8358735.686681 + Penalty 2200.010651 = -8356535.676030 nChanged 6 SP:Iteration 69Q (3287.863936 sec): 3 clusters Score: Raw -8358737.704952 + Penalty 2200.010651 = -8356537.694301 nChanged 5 SP:Iteration 70Q (3288.018468 sec): 3 clusters Score: Raw -8358740.150418 + Penalty 2200.010651 = -8356540.139767 nChanged 8 SP:Iteration 71Q (3288.147131 sec): 3 clusters Score: Raw -8358742.366072 + Penalty 2200.010651 = -8356542.355421 nChanged 7 SP:Iteration 72Q (3288.293683 sec): 3 clusters Score: Raw -8358744.102373 + Penalty 2200.010651 = -8356544.091722 nChanged 6 SP:Iteration 73Q (3288.453732 sec): 3 clusters Score: Raw -8358745.309553 + Penalty 2200.010651 = -8356545.298902 nChanged 2 SP:Iteration 74Q (3288.597599 sec): 3 clusters Score: Raw -8358745.938094 + Penalty 2200.010651 = -8356545.927443 nChanged 4 SP:Iteration 75Q (3288.739348 sec): 3 clusters Score: Raw -8358747.497025 + Penalty 2200.010651 = -8356547.486374 nChanged 8 SP:Iteration 76Q (3288.895568 sec): 3 clusters Score: Raw -8358749.311737 + Penalty 2200.010651 = -8356549.301086 nChanged 10 SP:Iteration 77Q (3289.047359 sec): 3 clusters Score: Raw -8358751.682064 + Penalty 2200.010651 = -8356551.671413 nChanged 16 SP:Iteration 78Q (3289.204185 sec): 3 clusters Score: Raw -8358756.676017 + Penalty 2200.010651 = -8356556.665366 nChanged 13 SP:Iteration 79Q (3289.341990 sec): 3 clusters Score: Raw -8358760.001547 + Penalty 2200.010651 = -8356559.990896 nChanged 15 SP:Iteration 80F (3289.518566 sec): 3 clusters Score: Raw -8358764.053916 + Penalty 2200.010651 = -8356564.043265 nChanged 11 SP:Iteration 81Q (3289.664227 sec): 3 clusters Score: Raw -8358766.744738 + Penalty 2200.010651 = -8356566.734087 nChanged 12 SP:Iteration 82Q (3289.810785 sec): 3 clusters Score: Raw -8358771.427097 + Penalty 2200.010651 = -8356571.416446 nChanged 15 SP:Iteration 83Q (3289.955564 sec): 3 clusters Score: Raw -8358774.552179 + Penalty 2200.010651 = -8356574.541528 nChanged 7 SP:Iteration 84Q (3290.109669 sec): 3 clusters Score: Raw -8358776.169131 + Penalty 2200.010651 = -8356576.158480 nChanged 10 SP:Iteration 85Q (3290.258098 sec): 3 clusters Score: Raw -8358779.315784 + Penalty 2200.010651 = -8356579.305133 nChanged 14 SP:Iteration 86Q (3290.405183 sec): 3 clusters Score: Raw -8358783.910710 + Penalty 2200.010651 = -8356583.900060 nChanged 8 SP:Iteration 87Q (3290.550370 sec): 3 clusters Score: Raw -8358785.931057 + Penalty 2200.010651 = -8356585.920406 nChanged 8 SP:Iteration 88Q (3290.702093 sec): 3 clusters Score: Raw -8358788.272376 + Penalty 2200.010651 = -8356588.261725 nChanged 8 SP:Iteration 89Q (3290.856231 sec): 3 clusters Score: Raw -8358790.718634 + Penalty 2200.010651 = -8356590.707983 nChanged 13 SP:Iteration 90Q (3291.007561 sec): 3 clusters Score: Raw -8358793.452565 + Penalty 2200.010651 = -8356593.441914 nChanged 9 SP:Iteration 91Q (3291.166741 sec): 3 clusters Score: Raw -8358795.355760 + Penalty 2200.010651 = -8356595.345109 nChanged 7 SP:Iteration 92Q (3291.310543 sec): 3 clusters Score: Raw -8358796.903311 + Penalty 2200.010651 = -8356596.892660 nChanged 7 SP:Iteration 93Q (3291.460447 sec): 3 clusters Score: Raw -8358798.140573 + Penalty 2200.010651 = -8356598.129922 nChanged 4 SP:Iteration 94Q (3291.610852 sec): 3 clusters Score: Raw -8358799.361081 + Penalty 2200.010651 = -8356599.350430 nChanged 7 SP:Iteration 95Q (3291.768197 sec): 3 clusters Score: Raw -8358800.722163 + Penalty 2200.010651 = -8356600.711512 nChanged 2 SP:Iteration 96Q (3291.922943 sec): 3 clusters Score: Raw -8358801.024133 + Penalty 2200.010651 = -8356601.013482 nChanged 2 SP:Iteration 97Q (3292.070428 sec): 3 clusters Score: Raw -8358801.387256 + Penalty 2200.010651 = -8356601.376605 nChanged 1 SP:Iteration 98Q (3292.227378 sec): 3 clusters Score: Raw -8358801.459955 + Penalty 2200.010651 = -8356601.449304 nChanged 1 SP:Iteration 99Q (3292.381436 sec): 3 clusters Score: Raw -8358801.992806 + Penalty 2200.010651 = -8356601.982155 nChanged 2 SP:Iteration 100F (3292.545670 sec): 3 clusters Score: Raw -8358802.540218 + Penalty 2200.010651 = -8356602.529567 nChanged 2 SP:Iteration 101Q (3292.699581 sec): 3 clusters Score: Raw -8358803.008756 + Penalty 2200.010651 = -8356602.998105 nChanged 2 SP:Iteration 102Q (3292.845688 sec): 3 clusters Score: Raw -8358803.310048 + Penalty 2200.010651 = -8356603.299397 nChanged 2 SP:Iteration 103Q (3292.991625 sec): 3 clusters Score: Raw -8358803.537877 + Penalty 2200.010651 = -8356603.527226 nChanged 1 SP:Iteration 104Q (3293.148878 sec): 3 clusters Score: Raw -8358803.607073 + Penalty 2200.010651 = -8356603.596422 nChanged 0 SP:Iteration 105F (3293.321455 sec): 3 clusters Score: Raw -8358803.607073 + Penalty 2200.010651 = -8356603.596422 nChanged 0 Trying to split cluster 29 (2729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3293.346509 sec): 2 clusters Score: Raw -195237.785833 + Penalty 751.610599 = -194486.175233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3293.398398 sec): 3 clusters Score: Raw -193851.466987 + Penalty 1503.221199 = -192348.245788 nChanged 1085 SP:Iteration 1F (3293.442624 sec): 3 clusters Score: Raw -194453.682299 + Penalty 1503.221199 = -192950.461100 nChanged 206 SP:Iteration 2F (3293.493762 sec): 3 clusters Score: Raw -194585.230066 + Penalty 1503.221199 = -193082.008867 nChanged 162 SP:Iteration 3F (3293.549903 sec): 3 clusters Score: Raw -194701.185587 + Penalty 1503.221199 = -193197.964388 nChanged 157 SP:Iteration 4F (3293.595691 sec): 3 clusters Score: Raw -194797.846960 + Penalty 1503.221199 = -193294.625761 nChanged 116 SP:Iteration 5Q (3293.641633 sec): 3 clusters Score: Raw -194863.050646 + Penalty 1503.221199 = -193359.829447 nChanged 99 SP:Iteration 6Q (3293.682012 sec): 3 clusters Score: Raw -194913.119965 + Penalty 1503.221199 = -193409.898766 nChanged 74 SP:Iteration 7Q (3293.735944 sec): 3 clusters Score: Raw -194948.213067 + Penalty 1503.221199 = -193444.991868 nChanged 57 SP:Iteration 8Q (3293.786600 sec): 3 clusters Score: Raw -194969.884208 + Penalty 1503.221199 = -193466.663009 nChanged 39 SP:Iteration 9Q (3293.830058 sec): 3 clusters Score: Raw -194982.695658 + Penalty 1503.221199 = -193479.474459 nChanged 27 SP:Iteration 10Q (3293.889891 sec): 3 clusters Score: Raw -194993.506164 + Penalty 1503.221199 = -193490.284965 nChanged 36 SP:Iteration 11Q (3293.938584 sec): 3 clusters Score: Raw -195016.399702 + Penalty 1503.221199 = -193513.178503 nChanged 51 SP:Iteration 12Q (3293.993308 sec): 3 clusters Score: Raw -195042.867770 + Penalty 1503.221199 = -193539.646571 nChanged 46 SP:Iteration 13Q (3294.038476 sec): 3 clusters Score: Raw -195069.754535 + Penalty 1503.221199 = -193566.533336 nChanged 48 SP:Iteration 14Q (3294.082489 sec): 3 clusters Score: Raw -195105.535470 + Penalty 1503.221199 = -193602.314271 nChanged 52 SP:Iteration 15Q (3294.127301 sec): 3 clusters Score: Raw -195150.268480 + Penalty 1503.221199 = -193647.047281 nChanged 60 SP:Iteration 16Q (3294.171587 sec): 3 clusters Score: Raw -195188.297662 + Penalty 1503.221199 = -193685.076463 nChanged 54 SP:Iteration 17Q (3294.223226 sec): 3 clusters Score: Raw -195222.508306 + Penalty 1503.221199 = -193719.287107 nChanged 54 SP:Iteration 18Q (3294.271840 sec): 3 clusters Score: Raw -195255.797141 + Penalty 1503.221199 = -193752.575942 nChanged 46 SP:Iteration 19Q (3294.321761 sec): 3 clusters Score: Raw -195284.886919 + Penalty 1503.221199 = -193781.665720 nChanged 41 SP:Iteration 20F (3294.360409 sec): 3 clusters Score: Raw -195306.918923 + Penalty 1503.221199 = -193803.697724 nChanged 39 SP:Iteration 21Q (3294.408083 sec): 3 clusters Score: Raw -195324.781131 + Penalty 1503.221199 = -193821.559932 nChanged 33 SP:Iteration 22Q (3294.457601 sec): 3 clusters Score: Raw -195337.494525 + Penalty 1503.221199 = -193834.273326 nChanged 24 SP:Iteration 23Q (3294.503949 sec): 3 clusters Score: Raw -195346.931767 + Penalty 1503.221199 = -193843.710568 nChanged 24 SP:Iteration 24Q (3294.563589 sec): 3 clusters Score: Raw -195355.083792 + Penalty 1503.221199 = -193851.862593 nChanged 21 SP:Iteration 25Q (3294.611891 sec): 3 clusters Score: Raw -195361.956842 + Penalty 1503.221199 = -193858.735643 nChanged 20 SP:Iteration 26Q (3294.661026 sec): 3 clusters Score: Raw -195369.172589 + Penalty 1503.221199 = -193865.951390 nChanged 19 SP:Iteration 27Q (3294.701765 sec): 3 clusters Score: Raw -195375.238954 + Penalty 1503.221199 = -193872.017756 nChanged 19 SP:Iteration 28Q (3294.750392 sec): 3 clusters Score: Raw -195382.355167 + Penalty 1503.221199 = -193879.133968 nChanged 18 SP:Iteration 29Q (3294.796573 sec): 3 clusters Score: Raw -195387.669002 + Penalty 1503.221199 = -193884.447803 nChanged 19 SP:Iteration 30Q (3294.842862 sec): 3 clusters Score: Raw -195392.924901 + Penalty 1503.221199 = -193889.703702 nChanged 16 SP:Iteration 31Q (3294.882380 sec): 3 clusters Score: Raw -195398.020984 + Penalty 1503.221199 = -193894.799785 nChanged 19 SP:Iteration 32Q (3294.942133 sec): 3 clusters Score: Raw -195403.980282 + Penalty 1503.221199 = -193900.759083 nChanged 15 SP:Iteration 33Q (3294.990612 sec): 3 clusters Score: Raw -195409.779098 + Penalty 1503.221199 = -193906.557899 nChanged 22 SP:Iteration 34Q (3295.040265 sec): 3 clusters Score: Raw -195416.847775 + Penalty 1503.221199 = -193913.626576 nChanged 8 SP:Iteration 35Q (3295.085846 sec): 3 clusters Score: Raw -195419.061646 + Penalty 1503.221199 = -193915.840447 nChanged 7 SP:Iteration 36Q (3295.129990 sec): 3 clusters Score: Raw -195420.239253 + Penalty 1503.221199 = -193917.018054 nChanged 2 SP:Iteration 37Q (3295.185069 sec): 3 clusters Score: Raw -195420.859415 + Penalty 1503.221199 = -193917.638216 nChanged 1 SP:Iteration 38Q (3295.232585 sec): 3 clusters Score: Raw -195420.905901 + Penalty 1503.221199 = -193917.684702 nChanged 1 SP:Iteration 39Q (3295.278931 sec): 3 clusters Score: Raw -195421.134597 + Penalty 1503.221199 = -193917.913398 nChanged 2 SP:Iteration 40F (3295.332771 sec): 3 clusters Score: Raw -195421.515172 + Penalty 1503.221199 = -193918.293973 nChanged 0 Trying to split cluster 30 (2468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3295.360880 sec): 2 clusters Score: Raw -162678.161657 + Penalty 742.060522 = -161936.101136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3295.401616 sec): 3 clusters Score: Raw -161471.781071 + Penalty 1484.121043 = -159987.660028 nChanged 971 SP:Iteration 1F (3295.447568 sec): 3 clusters Score: Raw -162045.504728 + Penalty 1484.121043 = -160561.383685 nChanged 177 SP:Iteration 2F (3295.497081 sec): 3 clusters Score: Raw -162141.712857 + Penalty 1484.121043 = -160657.591813 nChanged 115 SP:Iteration 3Q (3295.542830 sec): 3 clusters Score: Raw -162216.582097 + Penalty 1484.121043 = -160732.461053 nChanged 103 SP:Iteration 4Q (3295.594661 sec): 3 clusters Score: Raw -162286.399407 + Penalty 1484.121043 = -160802.278364 nChanged 107 SP:Iteration 5Q (3295.646791 sec): 3 clusters Score: Raw -162368.161133 + Penalty 1484.121043 = -160884.040090 nChanged 90 SP:Iteration 6Q (3295.691330 sec): 3 clusters Score: Raw -162435.069371 + Penalty 1484.121043 = -160950.948328 nChanged 83 SP:Iteration 7Q (3295.733427 sec): 3 clusters Score: Raw -162500.475144 + Penalty 1484.121043 = -161016.354101 nChanged 76 SP:Iteration 8Q (3295.778692 sec): 3 clusters Score: Raw -162553.759824 + Penalty 1484.121043 = -161069.638780 nChanged 79 SP:Iteration 9Q (3295.824571 sec): 3 clusters Score: Raw -162610.320117 + Penalty 1484.121043 = -161126.199074 nChanged 59 SP:Iteration 10Q (3295.876660 sec): 3 clusters Score: Raw -162651.585957 + Penalty 1484.121043 = -161167.464914 nChanged 56 SP:Iteration 11Q (3295.936341 sec): 3 clusters Score: Raw -162685.666679 + Penalty 1484.121043 = -161201.545636 nChanged 52 SP:Iteration 12Q (3295.978582 sec): 3 clusters Score: Raw -162724.652346 + Penalty 1484.121043 = -161240.531303 nChanged 55 SP:Iteration 13Q (3296.032172 sec): 3 clusters Score: Raw -162751.872251 + Penalty 1484.121043 = -161267.751208 nChanged 35 SP:Iteration 14Q (3296.067706 sec): 3 clusters Score: Raw -162770.055329 + Penalty 1484.121043 = -161285.934286 nChanged 28 SP:Iteration 15Q (3296.119147 sec): 3 clusters Score: Raw -162782.286414 + Penalty 1484.121043 = -161298.165371 nChanged 23 SP:Iteration 16Q (3296.156193 sec): 3 clusters Score: Raw -162794.501390 + Penalty 1484.121043 = -161310.380347 nChanged 27 SP:Iteration 17Q (3296.209534 sec): 3 clusters Score: Raw -162810.559335 + Penalty 1484.121043 = -161326.438292 nChanged 27 SP:Iteration 18Q (3296.246960 sec): 3 clusters Score: Raw -162831.089222 + Penalty 1484.121043 = -161346.968179 nChanged 34 SP:Iteration 19Q (3296.295678 sec): 3 clusters Score: Raw -162860.875315 + Penalty 1484.121043 = -161376.754271 nChanged 35 SP:Iteration 20F (3296.346491 sec): 3 clusters Score: Raw -162887.115584 + Penalty 1484.121043 = -161402.994541 nChanged 33 SP:Iteration 21Q (3296.387427 sec): 3 clusters Score: Raw -162915.323012 + Penalty 1484.121043 = -161431.201969 nChanged 35 SP:Iteration 22Q (3296.436452 sec): 3 clusters Score: Raw -162938.523203 + Penalty 1484.121043 = -161454.402159 nChanged 30 SP:Iteration 23Q (3296.489434 sec): 3 clusters Score: Raw -162958.433365 + Penalty 1484.121043 = -161474.312322 nChanged 24 SP:Iteration 24Q (3296.525574 sec): 3 clusters Score: Raw -162977.199770 + Penalty 1484.121043 = -161493.078727 nChanged 23 SP:Iteration 25Q (3296.568115 sec): 3 clusters Score: Raw -162991.294070 + Penalty 1484.121043 = -161507.173027 nChanged 17 SP:Iteration 26Q (3296.613309 sec): 3 clusters Score: Raw -163006.201791 + Penalty 1484.121043 = -161522.080748 nChanged 18 SP:Iteration 27Q (3296.659258 sec): 3 clusters Score: Raw -163021.008976 + Penalty 1484.121043 = -161536.887933 nChanged 11 SP:Iteration 28Q (3296.705225 sec): 3 clusters Score: Raw -163032.370388 + Penalty 1484.121043 = -161548.249345 nChanged 17 SP:Iteration 29Q (3296.740660 sec): 3 clusters Score: Raw -163054.840145 + Penalty 1484.121043 = -161570.719102 nChanged 26 SP:Iteration 30Q (3296.786289 sec): 3 clusters Score: Raw -163113.172145 + Penalty 1484.121043 = -161629.051102 nChanged 23 SP:Iteration 31Q (3296.830440 sec): 3 clusters Score: Raw -163170.055481 + Penalty 1484.121043 = -161685.934438 nChanged 22 SP:Iteration 32Q (3296.880099 sec): 3 clusters Score: Raw -163211.524516 + Penalty 1484.121043 = -161727.403473 nChanged 19 SP:Iteration 33Q (3296.926646 sec): 3 clusters Score: Raw -163227.944799 + Penalty 1484.121043 = -161743.823756 nChanged 7 SP:Iteration 34Q (3296.974219 sec): 3 clusters Score: Raw -163232.726057 + Penalty 1484.121043 = -161748.605013 nChanged 4 SP:Iteration 35Q (3297.015941 sec): 3 clusters Score: Raw -163233.930093 + Penalty 1484.121043 = -161749.809049 nChanged 1 SP:Iteration 36Q (3297.063574 sec): 3 clusters Score: Raw -163234.177897 + Penalty 1484.121043 = -161750.056854 nChanged 0 SP:Iteration 37F (3297.111472 sec): 3 clusters Score: Raw -163234.177897 + Penalty 1484.121043 = -161750.056854 nChanged 0 Trying to split cluster 31 (15514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3297.153467 sec): 2 clusters Score: Raw -1223816.049752 + Penalty 916.702321 = -1222899.347430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3297.207236 sec): 3 clusters Score: Raw -1214352.994270 + Penalty 1833.404643 = -1212519.589627 nChanged 7094 SP:Iteration 1F (3297.277282 sec): 3 clusters Score: Raw -1218302.435361 + Penalty 1833.404643 = -1216469.030718 nChanged 903 SP:Iteration 2F (3297.338558 sec): 3 clusters Score: Raw -1218707.303131 + Penalty 1833.404643 = -1216873.898488 nChanged 887 SP:Iteration 3F (3297.404608 sec): 3 clusters Score: Raw -1219149.109363 + Penalty 1833.404643 = -1217315.704720 nChanged 921 SP:Iteration 4F (3297.470676 sec): 3 clusters Score: Raw -1219686.053927 + Penalty 1833.404643 = -1217852.649284 nChanged 908 SP:Iteration 5F (3297.531820 sec): 3 clusters Score: Raw -1220362.286405 + Penalty 1833.404643 = -1218528.881762 nChanged 946 SP:Iteration 6F (3297.588618 sec): 3 clusters Score: Raw -1221197.850351 + Penalty 1833.404643 = -1219364.445708 nChanged 893 SP:Iteration 7F (3297.655032 sec): 3 clusters Score: Raw -1221924.677389 + Penalty 1833.404643 = -1220091.272746 nChanged 700 SP:Iteration 8Q (3297.717182 sec): 3 clusters Score: Raw -1222423.246126 + Penalty 1833.404643 = -1220589.841483 nChanged 483 SP:Iteration 9Q (3297.785164 sec): 3 clusters Score: Raw -1222703.455445 + Penalty 1833.404643 = -1220870.050802 nChanged 317 SP:Iteration 10Q (3297.849932 sec): 3 clusters Score: Raw -1222846.305578 + Penalty 1833.404643 = -1221012.900935 nChanged 272 SP:Iteration 11Q (3297.915058 sec): 3 clusters Score: Raw -1222952.892359 + Penalty 1833.404643 = -1221119.487716 nChanged 222 SP:Iteration 12Q (3297.976184 sec): 3 clusters Score: Raw -1223034.184404 + Penalty 1833.404643 = -1221200.779761 nChanged 181 SP:Iteration 13Q (3298.043906 sec): 3 clusters Score: Raw -1223102.155742 + Penalty 1833.404643 = -1221268.751099 nChanged 161 SP:Iteration 14Q (3298.103983 sec): 3 clusters Score: Raw -1223163.832731 + Penalty 1833.404643 = -1221330.428088 nChanged 173 SP:Iteration 15Q (3298.162652 sec): 3 clusters Score: Raw -1223229.514772 + Penalty 1833.404643 = -1221396.110129 nChanged 143 SP:Iteration 16Q (3298.229992 sec): 3 clusters Score: Raw -1223289.354998 + Penalty 1833.404643 = -1221455.950355 nChanged 144 SP:Iteration 17Q (3298.280801 sec): 3 clusters Score: Raw -1223357.632236 + Penalty 1833.404643 = -1221524.227593 nChanged 157 SP:Iteration 18Q (3298.346224 sec): 3 clusters Score: Raw -1223434.533123 + Penalty 1833.404643 = -1221601.128480 nChanged 140 SP:Iteration 19Q (3298.407791 sec): 3 clusters Score: Raw -1223504.277339 + Penalty 1833.404643 = -1221670.872696 nChanged 129 SP:Iteration 20F (3298.460539 sec): 3 clusters Score: Raw -1223560.691974 + Penalty 1833.404643 = -1221727.287331 nChanged 109 SP:Iteration 21Q (3298.524003 sec): 3 clusters Score: Raw -1223606.708401 + Penalty 1833.404643 = -1221773.303758 nChanged 105 SP:Iteration 22Q (3298.592057 sec): 3 clusters Score: Raw -1223658.086633 + Penalty 1833.404643 = -1221824.681990 nChanged 104 SP:Iteration 23Q (3298.644666 sec): 3 clusters Score: Raw -1223712.173823 + Penalty 1833.404643 = -1221878.769180 nChanged 98 SP:Iteration 24Q (3298.711094 sec): 3 clusters Score: Raw -1223763.297984 + Penalty 1833.404643 = -1221929.893341 nChanged 81 SP:Iteration 25Q (3298.773179 sec): 3 clusters Score: Raw -1223813.372963 + Penalty 1833.404643 = -1221979.968320 nChanged 63 SP:Iteration 26Q (3298.827689 sec): 3 clusters Score: Raw -1223852.827900 + Penalty 1833.404643 = -1222019.423257 nChanged 45 SP:Iteration 27Q (3298.893964 sec): 3 clusters Score: Raw -1223876.713542 + Penalty 1833.404643 = -1222043.308899 nChanged 31 SP:Iteration 28Q (3298.955446 sec): 3 clusters Score: Raw -1223892.063570 + Penalty 1833.404643 = -1222058.658927 nChanged 23 SP:Iteration 29Q (3299.027258 sec): 3 clusters Score: Raw -1223902.818732 + Penalty 1833.404643 = -1222069.414089 nChanged 23 SP:Iteration 30Q (3299.090798 sec): 3 clusters Score: Raw -1223911.833490 + Penalty 1833.404643 = -1222078.428847 nChanged 10 SP:Iteration 31Q (3299.146220 sec): 3 clusters Score: Raw -1223916.732670 + Penalty 1833.404643 = -1222083.328027 nChanged 14 SP:Iteration 32Q (3299.219749 sec): 3 clusters Score: Raw -1223922.905044 + Penalty 1833.404643 = -1222089.500401 nChanged 13 SP:Iteration 33Q (3299.281698 sec): 3 clusters Score: Raw -1223928.313581 + Penalty 1833.404643 = -1222094.908938 nChanged 11 SP:Iteration 34Q (3299.336819 sec): 3 clusters Score: Raw -1223932.515564 + Penalty 1833.404643 = -1222099.110921 nChanged 9 SP:Iteration 35Q (3299.399587 sec): 3 clusters Score: Raw -1223936.984472 + Penalty 1833.404643 = -1222103.579829 nChanged 9 SP:Iteration 36Q (3299.460846 sec): 3 clusters Score: Raw -1223942.028665 + Penalty 1833.404643 = -1222108.624022 nChanged 7 SP:Iteration 37Q (3299.524104 sec): 3 clusters Score: Raw -1223944.961230 + Penalty 1833.404643 = -1222111.556587 nChanged 3 SP:Iteration 38Q (3299.582973 sec): 3 clusters Score: Raw -1223946.686382 + Penalty 1833.404643 = -1222113.281739 nChanged 3 SP:Iteration 39Q (3299.638129 sec): 3 clusters Score: Raw -1223947.725405 + Penalty 1833.404643 = -1222114.320762 nChanged 3 SP:Iteration 40F (3299.699452 sec): 3 clusters Score: Raw -1223948.861629 + Penalty 1833.404643 = -1222115.456986 nChanged 2 SP:Iteration 41Q (3299.767186 sec): 3 clusters Score: Raw -1223952.114673 + Penalty 1833.404643 = -1222118.710030 nChanged 4 SP:Iteration 42Q (3299.818392 sec): 3 clusters Score: Raw -1223955.385287 + Penalty 1833.404643 = -1222121.980644 nChanged 6 SP:Iteration 43Q (3299.890643 sec): 3 clusters Score: Raw -1223958.187927 + Penalty 1833.404643 = -1222124.783284 nChanged 3 SP:Iteration 44Q (3299.944995 sec): 3 clusters Score: Raw -1223960.197613 + Penalty 1833.404643 = -1222126.792970 nChanged 3 SP:Iteration 45Q (3300.005961 sec): 3 clusters Score: Raw -1223961.721251 + Penalty 1833.404643 = -1222128.316608 nChanged 2 SP:Iteration 46Q (3300.075881 sec): 3 clusters Score: Raw -1223963.600612 + Penalty 1833.404643 = -1222130.195969 nChanged 5 SP:Iteration 47Q (3300.125731 sec): 3 clusters Score: Raw -1223965.980086 + Penalty 1833.404643 = -1222132.575443 nChanged 0 SP:Iteration 48F (3300.191057 sec): 3 clusters Score: Raw -1223965.980086 + Penalty 1833.404643 = -1222132.575443 nChanged 0 Trying to split cluster 32 (22339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.243420 sec): 2 clusters Score: Raw -1672378.801533 + Penalty 951.338484 = -1671427.463048 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.321747 sec): 3 clusters Score: Raw -1658491.099982 + Penalty 1902.676969 = -1656588.423013 nChanged 10448 SP:Iteration 1F (3300.384040 sec): 3 clusters Score: Raw -1664572.047033 + Penalty 1902.676969 = -1662669.370064 nChanged 1332 SP:Iteration 2F (3300.464693 sec): 3 clusters Score: Raw -1665200.690712 + Penalty 1902.676969 = -1663298.013744 nChanged 1380 SP:Iteration 3F (3300.526592 sec): 3 clusters Score: Raw -1665870.040456 + Penalty 1902.676969 = -1663967.363487 nChanged 1324 SP:Iteration 4F (3300.594226 sec): 3 clusters Score: Raw -1666552.342731 + Penalty 1902.676969 = -1664649.665762 nChanged 1219 SP:Iteration 5F (3300.665368 sec): 3 clusters Score: Raw -1667154.507370 + Penalty 1902.676969 = -1665251.830401 nChanged 1098 SP:Iteration 6Q (3300.751318 sec): 3 clusters Score: Raw -1667778.660658 + Penalty 1902.676969 = -1665875.983689 nChanged 1022 SP:Iteration 7Q (3300.832064 sec): 3 clusters Score: Raw -1668390.203323 + Penalty 1902.676969 = -1666487.526354 nChanged 962 SP:Iteration 8Q (3300.911023 sec): 3 clusters Score: Raw -1669019.812738 + Penalty 1902.676969 = -1667117.135769 nChanged 859 SP:Iteration 9Q (3300.986445 sec): 3 clusters Score: Raw -1669599.309700 + Penalty 1902.676969 = -1667696.632731 nChanged 763 SP:Iteration 10Q (3301.051759 sec): 3 clusters Score: Raw -1670116.682478 + Penalty 1902.676969 = -1668214.005509 nChanged 708 SP:Iteration 11Q (3301.123103 sec): 3 clusters Score: Raw -1670583.966026 + Penalty 1902.676969 = -1668681.289057 nChanged 608 SP:Iteration 12Q (3301.201710 sec): 3 clusters Score: Raw -1670937.148102 + Penalty 1902.676969 = -1669034.471134 nChanged 465 SP:Iteration 13Q (3301.264450 sec): 3 clusters Score: Raw -1671154.938064 + Penalty 1902.676969 = -1669252.261095 nChanged 346 SP:Iteration 14Q (3301.336325 sec): 3 clusters Score: Raw -1671320.810157 + Penalty 1902.676969 = -1669418.133188 nChanged 321 SP:Iteration 15Q (3301.402648 sec): 3 clusters Score: Raw -1671441.661530 + Penalty 1902.676969 = -1669538.984562 nChanged 230 SP:Iteration 16Q (3301.457126 sec): 3 clusters Score: Raw -1671514.566308 + Penalty 1902.676969 = -1669611.889339 nChanged 215 SP:Iteration 17Q (3301.526409 sec): 3 clusters Score: Raw -1671577.562520 + Penalty 1902.676969 = -1669674.885551 nChanged 215 SP:Iteration 18Q (3301.596456 sec): 3 clusters Score: Raw -1671634.753638 + Penalty 1902.676969 = -1669732.076669 nChanged 194 SP:Iteration 19Q (3301.671249 sec): 3 clusters Score: Raw -1671687.128987 + Penalty 1902.676969 = -1669784.452019 nChanged 197 SP:Iteration 20F (3301.745708 sec): 3 clusters Score: Raw -1671737.561634 + Penalty 1902.676969 = -1669834.884665 nChanged 180 SP:Iteration 21Q (3301.804538 sec): 3 clusters Score: Raw -1671783.751159 + Penalty 1902.676969 = -1669881.074191 nChanged 171 SP:Iteration 22Q (3301.882388 sec): 3 clusters Score: Raw -1671829.796344 + Penalty 1902.676969 = -1669927.119376 nChanged 186 SP:Iteration 23Q (3301.939985 sec): 3 clusters Score: Raw -1671884.591638 + Penalty 1902.676969 = -1669981.914669 nChanged 158 SP:Iteration 24Q (3302.017567 sec): 3 clusters Score: Raw -1671922.651820 + Penalty 1902.676969 = -1670019.974852 nChanged 149 SP:Iteration 25Q (3302.092142 sec): 3 clusters Score: Raw -1671961.992605 + Penalty 1902.676969 = -1670059.315636 nChanged 134 SP:Iteration 26Q (3302.160998 sec): 3 clusters Score: Raw -1671995.707732 + Penalty 1902.676969 = -1670093.030764 nChanged 142 SP:Iteration 27Q (3302.230559 sec): 3 clusters Score: Raw -1672036.728604 + Penalty 1902.676969 = -1670134.051635 nChanged 159 SP:Iteration 28Q (3302.295700 sec): 3 clusters Score: Raw -1672084.129892 + Penalty 1902.676969 = -1670181.452923 nChanged 155 SP:Iteration 29Q (3302.375879 sec): 3 clusters Score: Raw -1672130.631104 + Penalty 1902.676969 = -1670227.954136 nChanged 141 SP:Iteration 30Q (3302.437881 sec): 3 clusters Score: Raw -1672174.540527 + Penalty 1902.676969 = -1670271.863558 nChanged 131 SP:Iteration 31Q (3302.501519 sec): 3 clusters Score: Raw -1672219.716290 + Penalty 1902.676969 = -1670317.039322 nChanged 122 SP:Iteration 32Q (3302.577456 sec): 3 clusters Score: Raw -1672263.921274 + Penalty 1902.676969 = -1670361.244305 nChanged 125 SP:Iteration 33Q (3302.651062 sec): 3 clusters Score: Raw -1672315.768621 + Penalty 1902.676969 = -1670413.091652 nChanged 118 SP:Iteration 34Q (3302.720301 sec): 3 clusters Score: Raw -1672364.925790 + Penalty 1902.676969 = -1670462.248821 nChanged 115 SP:Iteration 35Q (3302.788443 sec): 3 clusters Score: Raw -1672413.231285 + Penalty 1902.676969 = -1670510.554316 nChanged 92 SP:Iteration 36Q (3302.859120 sec): 3 clusters Score: Raw -1672443.529975 + Penalty 1902.676969 = -1670540.853007 nChanged 75 SP:Iteration 37Q (3302.919711 sec): 3 clusters Score: Raw -1672470.924459 + Penalty 1902.676969 = -1670568.247490 nChanged 74 SP:Iteration 38Q (3302.987522 sec): 3 clusters Score: Raw -1672496.339035 + Penalty 1902.676969 = -1670593.662067 nChanged 69 SP:Iteration 39Q (3303.047783 sec): 3 clusters Score: Raw -1672522.448339 + Penalty 1902.676969 = -1670619.771371 nChanged 56 SP:Iteration 40F (3303.125653 sec): 3 clusters Score: Raw -1672539.948698 + Penalty 1902.676969 = -1670637.271729 nChanged 42 SP:Iteration 41Q (3303.193877 sec): 3 clusters Score: Raw -1672552.845866 + Penalty 1902.676969 = -1670650.168897 nChanged 41 SP:Iteration 42Q (3303.262813 sec): 3 clusters Score: Raw -1672564.147907 + Penalty 1902.676969 = -1670661.470939 nChanged 36 SP:Iteration 43Q (3303.336519 sec): 3 clusters Score: Raw -1672574.447837 + Penalty 1902.676969 = -1670671.770868 nChanged 28 SP:Iteration 44Q (3303.398094 sec): 3 clusters Score: Raw -1672580.349827 + Penalty 1902.676969 = -1670677.672858 nChanged 25 SP:Iteration 45Q (3303.452942 sec): 3 clusters Score: Raw -1672586.675278 + Penalty 1902.676969 = -1670683.998309 nChanged 25 SP:Iteration 46Q (3303.518421 sec): 3 clusters Score: Raw -1672593.855791 + Penalty 1902.676969 = -1670691.178823 nChanged 31 SP:Iteration 47Q (3303.595681 sec): 3 clusters Score: Raw -1672603.411275 + Penalty 1902.676969 = -1670700.734306 nChanged 29 SP:Iteration 48Q (3303.665853 sec): 3 clusters Score: Raw -1672611.311654 + Penalty 1902.676969 = -1670708.634686 nChanged 23 SP:Iteration 49Q (3303.718046 sec): 3 clusters Score: Raw -1672619.700965 + Penalty 1902.676969 = -1670717.023996 nChanged 24 SP:Iteration 50Q (3303.792327 sec): 3 clusters Score: Raw -1672627.922637 + Penalty 1902.676969 = -1670725.245669 nChanged 20 SP:Iteration 51Q (3303.862022 sec): 3 clusters Score: Raw -1672633.618027 + Penalty 1902.676969 = -1670730.941058 nChanged 21 SP:Iteration 52Q (3303.937016 sec): 3 clusters Score: Raw -1672640.290910 + Penalty 1902.676969 = -1670737.613942 nChanged 19 SP:Iteration 53Q (3304.001180 sec): 3 clusters Score: Raw -1672645.649578 + Penalty 1902.676969 = -1670742.972610 nChanged 13 SP:Iteration 54Q (3304.062478 sec): 3 clusters Score: Raw -1672648.149021 + Penalty 1902.676969 = -1670745.472052 nChanged 9 SP:Iteration 55Q (3304.130032 sec): 3 clusters Score: Raw -1672650.195606 + Penalty 1902.676969 = -1670747.518637 nChanged 9 SP:Iteration 56Q (3304.196842 sec): 3 clusters Score: Raw -1672652.722472 + Penalty 1902.676969 = -1670750.045504 nChanged 9 SP:Iteration 57Q (3304.272219 sec): 3 clusters Score: Raw -1672654.811196 + Penalty 1902.676969 = -1670752.134228 nChanged 9 SP:Iteration 58Q (3304.335817 sec): 3 clusters Score: Raw -1672658.420651 + Penalty 1902.676969 = -1670755.743682 nChanged 12 SP:Iteration 59Q (3304.403048 sec): 3 clusters Score: Raw -1672662.611037 + Penalty 1902.676969 = -1670759.934068 nChanged 19 SP:Iteration 60F (3304.476652 sec): 3 clusters Score: Raw -1672667.101071 + Penalty 1902.676969 = -1670764.424102 nChanged 9 SP:Iteration 61Q (3304.555023 sec): 3 clusters Score: Raw -1672670.300123 + Penalty 1902.676969 = -1670767.623154 nChanged 10 SP:Iteration 62Q (3304.609680 sec): 3 clusters Score: Raw -1672673.250898 + Penalty 1902.676969 = -1670770.573929 nChanged 7 SP:Iteration 63Q (3304.685565 sec): 3 clusters Score: Raw -1672674.651508 + Penalty 1902.676969 = -1670771.974539 nChanged 5 SP:Iteration 64Q (3304.751583 sec): 3 clusters Score: Raw -1672676.289945 + Penalty 1902.676969 = -1670773.612976 nChanged 5 SP:Iteration 65Q (3304.824058 sec): 3 clusters Score: Raw -1672677.514979 + Penalty 1902.676969 = -1670774.838011 nChanged 4 SP:Iteration 66Q (3304.894438 sec): 3 clusters Score: Raw -1672678.022841 + Penalty 1902.676969 = -1670775.345872 nChanged 1 SP:Iteration 67Q (3304.962751 sec): 3 clusters Score: Raw -1672678.192157 + Penalty 1902.676969 = -1670775.515188 nChanged 1 SP:Iteration 68Q (3305.034565 sec): 3 clusters Score: Raw -1672678.551115 + Penalty 1902.676969 = -1670775.874146 nChanged 2 SP:Iteration 69Q (3305.104786 sec): 3 clusters Score: Raw -1672679.013439 + Penalty 1902.676969 = -1670776.336470 nChanged 4 SP:Iteration 70Q (3305.165190 sec): 3 clusters Score: Raw -1672679.838584 + Penalty 1902.676969 = -1670777.161615 nChanged 7 SP:Iteration 71Q (3305.234566 sec): 3 clusters Score: Raw -1672681.528787 + Penalty 1902.676969 = -1670778.851819 nChanged 6 SP:Iteration 72Q (3305.307302 sec): 3 clusters Score: Raw -1672682.761989 + Penalty 1902.676969 = -1670780.085020 nChanged 6 SP:Iteration 73Q (3305.367374 sec): 3 clusters Score: Raw -1672684.458118 + Penalty 1902.676969 = -1670781.781150 nChanged 5 SP:Iteration 74Q (3305.442468 sec): 3 clusters Score: Raw -1672685.987087 + Penalty 1902.676969 = -1670783.310119 nChanged 6 SP:Iteration 75Q (3305.504099 sec): 3 clusters Score: Raw -1672687.660745 + Penalty 1902.676969 = -1670784.983777 nChanged 1 SP:Iteration 76Q (3305.573129 sec): 3 clusters Score: Raw -1672687.820352 + Penalty 1902.676969 = -1670785.143383 nChanged 1 SP:Iteration 77Q (3305.629132 sec): 3 clusters Score: Raw -1672688.119935 + Penalty 1902.676969 = -1670785.442966 nChanged 2 SP:Iteration 78Q (3305.696418 sec): 3 clusters Score: Raw -1672688.549191 + Penalty 1902.676969 = -1670785.872223 nChanged 2 SP:Iteration 79Q (3305.762474 sec): 3 clusters Score: Raw -1672689.423410 + Penalty 1902.676969 = -1670786.746442 nChanged 6 SP:Iteration 80F (3305.838949 sec): 3 clusters Score: Raw -1672690.979942 + Penalty 1902.676969 = -1670788.302973 nChanged 7 SP:Iteration 81Q (3305.900205 sec): 3 clusters Score: Raw -1672692.812554 + Penalty 1902.676969 = -1670790.135585 nChanged 3 SP:Iteration 82Q (3305.976600 sec): 3 clusters Score: Raw -1672693.827332 + Penalty 1902.676969 = -1670791.150363 nChanged 2 SP:Iteration 83Q (3306.048737 sec): 3 clusters Score: Raw -1672694.459655 + Penalty 1902.676969 = -1670791.782687 nChanged 0 SP:Iteration 84F (3306.114655 sec): 3 clusters Score: Raw -1672694.459655 + Penalty 1902.676969 = -1670791.782687 nChanged 0 Trying to split cluster 33 (5011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3306.137650 sec): 2 clusters Score: Raw -297894.551534 + Penalty 809.342124 = -297085.209410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3306.185304 sec): 3 clusters Score: Raw -295151.548693 + Penalty 1618.684247 = -293532.864446 nChanged 2133 SP:Iteration 1F (3306.232140 sec): 3 clusters Score: Raw -296420.479089 + Penalty 1618.684247 = -294801.794842 nChanged 439 SP:Iteration 2F (3306.278841 sec): 3 clusters Score: Raw -296726.766286 + Penalty 1618.684247 = -295108.082039 nChanged 369 SP:Iteration 3F (3306.325747 sec): 3 clusters Score: Raw -296995.152166 + Penalty 1618.684247 = -295376.467919 nChanged 333 SP:Iteration 4F (3306.372299 sec): 3 clusters Score: Raw -297218.923542 + Penalty 1618.684247 = -295600.239295 nChanged 284 SP:Iteration 5F (3306.416481 sec): 3 clusters Score: Raw -297419.100628 + Penalty 1618.684247 = -295800.416380 nChanged 265 SP:Iteration 6F (3306.466438 sec): 3 clusters Score: Raw -297587.402727 + Penalty 1618.684247 = -295968.718480 nChanged 239 SP:Iteration 7Q (3306.522825 sec): 3 clusters Score: Raw -297724.870592 + Penalty 1618.684247 = -296106.186344 nChanged 175 SP:Iteration 8Q (3306.569097 sec): 3 clusters Score: Raw -297796.914266 + Penalty 1618.684247 = -296178.230019 nChanged 105 SP:Iteration 9Q (3306.624992 sec): 3 clusters Score: Raw -297833.926686 + Penalty 1618.684247 = -296215.242439 nChanged 80 SP:Iteration 10Q (3306.673636 sec): 3 clusters Score: Raw -297862.386019 + Penalty 1618.684247 = -296243.701772 nChanged 73 SP:Iteration 11Q (3306.712587 sec): 3 clusters Score: Raw -297885.143390 + Penalty 1618.684247 = -296266.459143 nChanged 50 SP:Iteration 12Q (3306.765361 sec): 3 clusters Score: Raw -297899.224294 + Penalty 1618.684247 = -296280.540047 nChanged 36 SP:Iteration 13Q (3306.804677 sec): 3 clusters Score: Raw -297909.825566 + Penalty 1618.684247 = -296291.141319 nChanged 30 SP:Iteration 14Q (3306.867525 sec): 3 clusters Score: Raw -297918.146327 + Penalty 1618.684247 = -296299.462080 nChanged 30 SP:Iteration 15Q (3306.916854 sec): 3 clusters Score: Raw -297926.671404 + Penalty 1618.684247 = -296307.987157 nChanged 26 SP:Iteration 16Q (3306.970416 sec): 3 clusters Score: Raw -297931.946511 + Penalty 1618.684247 = -296313.262263 nChanged 16 SP:Iteration 17Q (3307.005334 sec): 3 clusters Score: Raw -297936.204928 + Penalty 1618.684247 = -296317.520681 nChanged 17 SP:Iteration 18Q (3307.063297 sec): 3 clusters Score: Raw -297940.337704 + Penalty 1618.684247 = -296321.653457 nChanged 18 SP:Iteration 19Q (3307.111086 sec): 3 clusters Score: Raw -297945.149858 + Penalty 1618.684247 = -296326.465611 nChanged 19 SP:Iteration 20F (3307.159156 sec): 3 clusters Score: Raw -297949.586857 + Penalty 1618.684247 = -296330.902609 nChanged 14 SP:Iteration 21Q (3307.216471 sec): 3 clusters Score: Raw -297953.594688 + Penalty 1618.684247 = -296334.910441 nChanged 14 SP:Iteration 22Q (3307.259895 sec): 3 clusters Score: Raw -297956.175059 + Penalty 1618.684247 = -296337.490812 nChanged 12 SP:Iteration 23Q (3307.313018 sec): 3 clusters Score: Raw -297959.252909 + Penalty 1618.684247 = -296340.568661 nChanged 19 SP:Iteration 24Q (3307.368541 sec): 3 clusters Score: Raw -297963.251621 + Penalty 1618.684247 = -296344.567374 nChanged 14 SP:Iteration 25Q (3307.423706 sec): 3 clusters Score: Raw -297967.247401 + Penalty 1618.684247 = -296348.563154 nChanged 14 SP:Iteration 26Q (3307.472620 sec): 3 clusters Score: Raw -297970.100637 + Penalty 1618.684247 = -296351.416390 nChanged 7 SP:Iteration 27Q (3307.515922 sec): 3 clusters Score: Raw -297971.573488 + Penalty 1618.684247 = -296352.889241 nChanged 10 SP:Iteration 28Q (3307.566015 sec): 3 clusters Score: Raw -297974.496831 + Penalty 1618.684247 = -296355.812584 nChanged 6 SP:Iteration 29Q (3307.623035 sec): 3 clusters Score: Raw -297975.868444 + Penalty 1618.684247 = -296357.184197 nChanged 11 SP:Iteration 30Q (3307.676695 sec): 3 clusters Score: Raw -297977.983932 + Penalty 1618.684247 = -296359.299685 nChanged 8 SP:Iteration 31Q (3307.730727 sec): 3 clusters Score: Raw -297979.323574 + Penalty 1618.684247 = -296360.639327 nChanged 10 SP:Iteration 32Q (3307.782161 sec): 3 clusters Score: Raw -297980.937225 + Penalty 1618.684247 = -296362.252977 nChanged 10 SP:Iteration 33Q (3307.821508 sec): 3 clusters Score: Raw -297982.558346 + Penalty 1618.684247 = -296363.874099 nChanged 6 SP:Iteration 34Q (3307.873578 sec): 3 clusters Score: Raw -297983.479388 + Penalty 1618.684247 = -296364.795141 nChanged 8 SP:Iteration 35Q (3307.924512 sec): 3 clusters Score: Raw -297984.509772 + Penalty 1618.684247 = -296365.825524 nChanged 4 SP:Iteration 36Q (3307.974361 sec): 3 clusters Score: Raw -297985.202003 + Penalty 1618.684247 = -296366.517756 nChanged 4 SP:Iteration 37Q (3308.026277 sec): 3 clusters Score: Raw -297985.580829 + Penalty 1618.684247 = -296366.896582 nChanged 3 SP:Iteration 38Q (3308.080665 sec): 3 clusters Score: Raw -297985.755996 + Penalty 1618.684247 = -296367.071748 nChanged 1 SP:Iteration 39Q (3308.120144 sec): 3 clusters Score: Raw -297985.945119 + Penalty 1618.684247 = -296367.260871 nChanged 1 SP:Iteration 40F (3308.176886 sec): 3 clusters Score: Raw -297986.095556 + Penalty 1618.684247 = -296367.411308 nChanged 3 SP:Iteration 41Q (3308.228999 sec): 3 clusters Score: Raw -297986.499894 + Penalty 1618.684247 = -296367.815647 nChanged 1 SP:Iteration 42Q (3308.278566 sec): 3 clusters Score: Raw -297986.669781 + Penalty 1618.684247 = -296367.985534 nChanged 1 SP:Iteration 43Q (3308.328581 sec): 3 clusters Score: Raw -297986.784355 + Penalty 1618.684247 = -296368.100107 nChanged 0 SP:Iteration 44F (3308.380241 sec): 3 clusters Score: Raw -297986.784355 + Penalty 1618.684247 = -296368.100107 nChanged 0 Trying to split cluster 34 (1327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3308.397403 sec): 2 clusters Score: Raw -87938.131325 + Penalty 683.114223 = -87255.017102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3308.446534 sec): 3 clusters Score: Raw -87373.243708 + Penalty 1366.228447 = -86007.015262 nChanged 446 SP:Iteration 1F (3308.483566 sec): 3 clusters Score: Raw -87664.096145 + Penalty 1366.228447 = -86297.867698 nChanged 98 SP:Iteration 2F (3308.532667 sec): 3 clusters Score: Raw -87742.505726 + Penalty 1366.228447 = -86376.277279 nChanged 75 SP:Iteration 3F (3308.587954 sec): 3 clusters Score: Raw -87821.940694 + Penalty 1366.228447 = -86455.712247 nChanged 73 SP:Iteration 4F (3308.634486 sec): 3 clusters Score: Raw -87907.316585 + Penalty 1366.228447 = -86541.088138 nChanged 76 SP:Iteration 5F (3308.684578 sec): 3 clusters Score: Raw -88002.230218 + Penalty 1366.228447 = -86636.001771 nChanged 57 SP:Iteration 6Q (3308.721773 sec): 3 clusters Score: Raw -88078.834580 + Penalty 1366.228447 = -86712.606134 nChanged 47 SP:Iteration 7Q (3308.779796 sec): 3 clusters Score: Raw -88149.278687 + Penalty 1366.228447 = -86783.050241 nChanged 47 SP:Iteration 8Q (3308.818436 sec): 3 clusters Score: Raw -88224.076829 + Penalty 1366.228447 = -86857.848383 nChanged 51 SP:Iteration 9Q (3308.878195 sec): 3 clusters Score: Raw -88298.543472 + Penalty 1366.228447 = -86932.315025 nChanged 36 SP:Iteration 10Q (3308.925966 sec): 3 clusters Score: Raw -88340.702364 + Penalty 1366.228447 = -86974.473917 nChanged 31 SP:Iteration 11Q (3308.966817 sec): 3 clusters Score: Raw -88373.173830 + Penalty 1366.228447 = -87006.945384 nChanged 29 SP:Iteration 12Q (3309.021410 sec): 3 clusters Score: Raw -88407.543655 + Penalty 1366.228447 = -87041.315209 nChanged 23 SP:Iteration 13Q (3309.067555 sec): 3 clusters Score: Raw -88430.350978 + Penalty 1366.228447 = -87064.122532 nChanged 20 SP:Iteration 14Q (3309.111380 sec): 3 clusters Score: Raw -88460.187990 + Penalty 1366.228447 = -87093.959543 nChanged 13 SP:Iteration 15Q (3309.151693 sec): 3 clusters Score: Raw -88477.889173 + Penalty 1366.228447 = -87111.660726 nChanged 11 SP:Iteration 16Q (3309.193882 sec): 3 clusters Score: Raw -88488.231785 + Penalty 1366.228447 = -87122.003339 nChanged 13 SP:Iteration 17Q (3309.249124 sec): 3 clusters Score: Raw -88498.389884 + Penalty 1366.228447 = -87132.161437 nChanged 8 SP:Iteration 18Q (3309.284663 sec): 3 clusters Score: Raw -88505.816702 + Penalty 1366.228447 = -87139.588255 nChanged 7 SP:Iteration 19Q (3309.332510 sec): 3 clusters Score: Raw -88511.494945 + Penalty 1366.228447 = -87145.266499 nChanged 3 SP:Iteration 20F (3309.381080 sec): 3 clusters Score: Raw -88513.292600 + Penalty 1366.228447 = -87147.064153 nChanged 5 SP:Iteration 21Q (3309.428787 sec): 3 clusters Score: Raw -88516.292554 + Penalty 1366.228447 = -87150.064108 nChanged 3 SP:Iteration 22Q (3309.484626 sec): 3 clusters Score: Raw -88517.757220 + Penalty 1366.228447 = -87151.528773 nChanged 1 SP:Iteration 23Q (3309.528576 sec): 3 clusters Score: Raw -88518.195750 + Penalty 1366.228447 = -87151.967304 nChanged 2 SP:Iteration 24Q (3309.575937 sec): 3 clusters Score: Raw -88519.219928 + Penalty 1366.228447 = -87152.991481 nChanged 0 SP:Iteration 25F (3309.616285 sec): 3 clusters Score: Raw -88519.219928 + Penalty 1366.228447 = -87152.991481 nChanged 0 Trying to split cluster 35 (10941 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3309.654777 sec): 2 clusters Score: Raw -796073.854201 + Penalty 883.525886 = -795190.328315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3309.708107 sec): 3 clusters Score: Raw -789485.660269 + Penalty 1767.051771 = -787718.608497 nChanged 4910 SP:Iteration 1F (3309.766815 sec): 3 clusters Score: Raw -792367.214530 + Penalty 1767.051771 = -790600.162758 nChanged 622 SP:Iteration 2F (3309.815770 sec): 3 clusters Score: Raw -792629.544429 + Penalty 1767.051771 = -790862.492658 nChanged 561 SP:Iteration 3F (3309.870586 sec): 3 clusters Score: Raw -792893.211073 + Penalty 1767.051771 = -791126.159302 nChanged 565 SP:Iteration 4F (3309.923163 sec): 3 clusters Score: Raw -793172.802790 + Penalty 1767.051771 = -791405.751019 nChanged 551 SP:Iteration 5F (3309.988294 sec): 3 clusters Score: Raw -793470.997758 + Penalty 1767.051771 = -791703.945987 nChanged 541 SP:Iteration 6Q (3310.050357 sec): 3 clusters Score: Raw -793773.353339 + Penalty 1767.051771 = -792006.301568 nChanged 558 SP:Iteration 7F (3310.103687 sec): 3 clusters Score: Raw -794076.264579 + Penalty 1767.051771 = -792309.212808 nChanged 496 SP:Iteration 8Q (3310.151408 sec): 3 clusters Score: Raw -794353.092616 + Penalty 1767.051771 = -792586.040845 nChanged 494 SP:Iteration 9Q (3310.212193 sec): 3 clusters Score: Raw -794603.197644 + Penalty 1767.051771 = -792836.145873 nChanged 439 SP:Iteration 10Q (3310.265229 sec): 3 clusters Score: Raw -794829.276666 + Penalty 1767.051771 = -793062.224895 nChanged 356 SP:Iteration 11Q (3310.331693 sec): 3 clusters Score: Raw -794993.350043 + Penalty 1767.051771 = -793226.298272 nChanged 285 SP:Iteration 12Q (3310.377116 sec): 3 clusters Score: Raw -795123.699341 + Penalty 1767.051771 = -793356.647569 nChanged 245 SP:Iteration 13Q (3310.431313 sec): 3 clusters Score: Raw -795231.970606 + Penalty 1767.051771 = -793464.918835 nChanged 202 SP:Iteration 14Q (3310.481930 sec): 3 clusters Score: Raw -795311.270673 + Penalty 1767.051771 = -793544.218902 nChanged 179 SP:Iteration 15Q (3310.548025 sec): 3 clusters Score: Raw -795395.400725 + Penalty 1767.051771 = -793628.348954 nChanged 177 SP:Iteration 16Q (3310.613944 sec): 3 clusters Score: Raw -795474.929460 + Penalty 1767.051771 = -793707.877689 nChanged 160 SP:Iteration 17Q (3310.672134 sec): 3 clusters Score: Raw -795531.000270 + Penalty 1767.051771 = -793763.948499 nChanged 148 SP:Iteration 18Q (3310.725304 sec): 3 clusters Score: Raw -795577.993852 + Penalty 1767.051771 = -793810.942080 nChanged 124 SP:Iteration 19Q (3310.786793 sec): 3 clusters Score: Raw -795618.389268 + Penalty 1767.051771 = -793851.337497 nChanged 122 SP:Iteration 20F (3310.842329 sec): 3 clusters Score: Raw -795657.819632 + Penalty 1767.051771 = -793890.767861 nChanged 133 SP:Iteration 21Q (3310.892981 sec): 3 clusters Score: Raw -795699.301076 + Penalty 1767.051771 = -793932.249304 nChanged 122 SP:Iteration 22Q (3310.950231 sec): 3 clusters Score: Raw -795738.368035 + Penalty 1767.051771 = -793971.316264 nChanged 123 SP:Iteration 23Q (3311.009029 sec): 3 clusters Score: Raw -795782.769094 + Penalty 1767.051771 = -794015.717323 nChanged 126 SP:Iteration 24Q (3311.074293 sec): 3 clusters Score: Raw -795829.201566 + Penalty 1767.051771 = -794062.149795 nChanged 123 SP:Iteration 25Q (3311.136187 sec): 3 clusters Score: Raw -795872.154394 + Penalty 1767.051771 = -794105.102623 nChanged 117 SP:Iteration 26Q (3311.191058 sec): 3 clusters Score: Raw -795913.662688 + Penalty 1767.051771 = -794146.610917 nChanged 126 SP:Iteration 27Q (3311.249828 sec): 3 clusters Score: Raw -795959.109686 + Penalty 1767.051771 = -794192.057915 nChanged 108 SP:Iteration 28Q (3311.300096 sec): 3 clusters Score: Raw -795997.653336 + Penalty 1767.051771 = -794230.601565 nChanged 105 SP:Iteration 29Q (3311.366937 sec): 3 clusters Score: Raw -796033.592477 + Penalty 1767.051771 = -794266.540706 nChanged 103 SP:Iteration 30Q (3311.422606 sec): 3 clusters Score: Raw -796076.339176 + Penalty 1767.051771 = -794309.287405 nChanged 94 SP:Iteration 31Q (3311.474615 sec): 3 clusters Score: Raw -796110.313054 + Penalty 1767.051771 = -794343.261282 nChanged 93 SP:Iteration 32Q (3311.544546 sec): 3 clusters Score: Raw -796141.398318 + Penalty 1767.051771 = -794374.346547 nChanged 67 SP:Iteration 33Q (3311.600041 sec): 3 clusters Score: Raw -796160.445096 + Penalty 1767.051771 = -794393.393325 nChanged 62 SP:Iteration 34Q (3311.651031 sec): 3 clusters Score: Raw -796176.429548 + Penalty 1767.051771 = -794409.377777 nChanged 63 SP:Iteration 35Q (3311.704742 sec): 3 clusters Score: Raw -796196.361466 + Penalty 1767.051771 = -794429.309694 nChanged 69 SP:Iteration 36Q (3311.771239 sec): 3 clusters Score: Raw -796214.925310 + Penalty 1767.051771 = -794447.873539 nChanged 51 SP:Iteration 37Q (3311.831124 sec): 3 clusters Score: Raw -796225.957424 + Penalty 1767.051771 = -794458.905653 nChanged 37 SP:Iteration 38Q (3311.877587 sec): 3 clusters Score: Raw -796232.247442 + Penalty 1767.051771 = -794465.195670 nChanged 35 SP:Iteration 39Q (3311.930129 sec): 3 clusters Score: Raw -796242.474105 + Penalty 1767.051771 = -794475.422334 nChanged 47 SP:Iteration 40F (3311.996896 sec): 3 clusters Score: Raw -796257.555975 + Penalty 1767.051771 = -794490.504203 nChanged 35 SP:Iteration 41Q (3312.046263 sec): 3 clusters Score: Raw -796268.176974 + Penalty 1767.051771 = -794501.125203 nChanged 37 SP:Iteration 42Q (3312.106076 sec): 3 clusters Score: Raw -796280.940278 + Penalty 1767.051771 = -794513.888507 nChanged 33 SP:Iteration 43Q (3312.160785 sec): 3 clusters Score: Raw -796288.326295 + Penalty 1767.051771 = -794521.274524 nChanged 23 SP:Iteration 44Q (3312.227246 sec): 3 clusters Score: Raw -796293.221678 + Penalty 1767.051771 = -794526.169907 nChanged 18 SP:Iteration 45Q (3312.275513 sec): 3 clusters Score: Raw -796297.161682 + Penalty 1767.051771 = -794530.109911 nChanged 23 SP:Iteration 46Q (3312.333550 sec): 3 clusters Score: Raw -796301.431452 + Penalty 1767.051771 = -794534.379681 nChanged 20 SP:Iteration 47Q (3312.385261 sec): 3 clusters Score: Raw -796304.221467 + Penalty 1767.051771 = -794537.169696 nChanged 18 SP:Iteration 48Q (3312.443912 sec): 3 clusters Score: Raw -796308.070482 + Penalty 1767.051771 = -794541.018711 nChanged 25 SP:Iteration 49Q (3312.506380 sec): 3 clusters Score: Raw -796312.917492 + Penalty 1767.051771 = -794545.865721 nChanged 19 SP:Iteration 50Q (3312.562063 sec): 3 clusters Score: Raw -796316.431153 + Penalty 1767.051771 = -794549.379382 nChanged 16 SP:Iteration 51Q (3312.617573 sec): 3 clusters Score: Raw -796319.054304 + Penalty 1767.051771 = -794552.002533 nChanged 14 SP:Iteration 52Q (3312.676531 sec): 3 clusters Score: Raw -796321.073978 + Penalty 1767.051771 = -794554.022207 nChanged 12 SP:Iteration 53Q (3312.723715 sec): 3 clusters Score: Raw -796322.885521 + Penalty 1767.051771 = -794555.833750 nChanged 8 SP:Iteration 54Q (3312.784682 sec): 3 clusters Score: Raw -796324.094020 + Penalty 1767.051771 = -794557.042249 nChanged 7 SP:Iteration 55Q (3312.828465 sec): 3 clusters Score: Raw -796324.987025 + Penalty 1767.051771 = -794557.935254 nChanged 5 SP:Iteration 56Q (3312.885032 sec): 3 clusters Score: Raw -796325.943830 + Penalty 1767.051771 = -794558.892059 nChanged 4 SP:Iteration 57Q (3312.950160 sec): 3 clusters Score: Raw -796327.175106 + Penalty 1767.051771 = -794560.123335 nChanged 9 SP:Iteration 58Q (3313.006279 sec): 3 clusters Score: Raw -796329.160514 + Penalty 1767.051771 = -794562.108743 nChanged 10 SP:Iteration 59Q (3313.065290 sec): 3 clusters Score: Raw -796331.305816 + Penalty 1767.051771 = -794564.254045 nChanged 10 SP:Iteration 60F (3313.125516 sec): 3 clusters Score: Raw -796332.769190 + Penalty 1767.051771 = -794565.717419 nChanged 7 SP:Iteration 61Q (3313.179054 sec): 3 clusters Score: Raw -796333.762157 + Penalty 1767.051771 = -794566.710386 nChanged 8 SP:Iteration 62Q (3313.236435 sec): 3 clusters Score: Raw -796334.854029 + Penalty 1767.051771 = -794567.802258 nChanged 3 SP:Iteration 63Q (3313.286795 sec): 3 clusters Score: Raw -796335.410161 + Penalty 1767.051771 = -794568.358390 nChanged 3 SP:Iteration 64Q (3313.341619 sec): 3 clusters Score: Raw -796336.095718 + Penalty 1767.051771 = -794569.043947 nChanged 4 SP:Iteration 65Q (3313.396357 sec): 3 clusters Score: Raw -796336.789367 + Penalty 1767.051771 = -794569.737596 nChanged 7 SP:Iteration 66Q (3313.441687 sec): 3 clusters Score: Raw -796337.800298 + Penalty 1767.051771 = -794570.748527 nChanged 4 SP:Iteration 67Q (3313.496300 sec): 3 clusters Score: Raw -796338.075268 + Penalty 1767.051771 = -794571.023497 nChanged 6 SP:Iteration 68Q (3313.562968 sec): 3 clusters Score: Raw -796338.629794 + Penalty 1767.051771 = -794571.578023 nChanged 6 SP:Iteration 69Q (3313.620193 sec): 3 clusters Score: Raw -796339.393798 + Penalty 1767.051771 = -794572.342027 nChanged 3 SP:Iteration 70Q (3313.677410 sec): 3 clusters Score: Raw -796340.197781 + Penalty 1767.051771 = -794573.146010 nChanged 4 SP:Iteration 71Q (3313.737446 sec): 3 clusters Score: Raw -796341.020377 + Penalty 1767.051771 = -794573.968606 nChanged 7 SP:Iteration 72Q (3313.793252 sec): 3 clusters Score: Raw -796342.467867 + Penalty 1767.051771 = -794575.416096 nChanged 12 SP:Iteration 73Q (3313.852741 sec): 3 clusters Score: Raw -796345.378303 + Penalty 1767.051771 = -794578.326532 nChanged 11 SP:Iteration 74Q (3313.906335 sec): 3 clusters Score: Raw -796347.081778 + Penalty 1767.051771 = -794580.030006 nChanged 8 SP:Iteration 75Q (3313.951009 sec): 3 clusters Score: Raw -796348.332753 + Penalty 1767.051771 = -794581.280982 nChanged 11 SP:Iteration 76Q (3314.017061 sec): 3 clusters Score: Raw -796350.416879 + Penalty 1767.051771 = -794583.365108 nChanged 12 SP:Iteration 77Q (3314.060146 sec): 3 clusters Score: Raw -796353.208444 + Penalty 1767.051771 = -794586.156673 nChanged 10 SP:Iteration 78Q (3314.129065 sec): 3 clusters Score: Raw -796354.808974 + Penalty 1767.051771 = -794587.757203 nChanged 9 SP:Iteration 79Q (3314.186365 sec): 3 clusters Score: Raw -796356.640438 + Penalty 1767.051771 = -794589.588667 nChanged 11 SP:Iteration 80F (3314.242702 sec): 3 clusters Score: Raw -796358.395832 + Penalty 1767.051771 = -794591.344061 nChanged 11 SP:Iteration 81Q (3314.297388 sec): 3 clusters Score: Raw -796360.570148 + Penalty 1767.051771 = -794593.518377 nChanged 9 SP:Iteration 82Q (3314.354383 sec): 3 clusters Score: Raw -796363.099046 + Penalty 1767.051771 = -794596.047275 nChanged 7 SP:Iteration 83Q (3314.416247 sec): 3 clusters Score: Raw -796364.708948 + Penalty 1767.051771 = -794597.657177 nChanged 9 SP:Iteration 84Q (3314.469845 sec): 3 clusters Score: Raw -796366.679349 + Penalty 1767.051771 = -794599.627578 nChanged 8 SP:Iteration 85Q (3314.530911 sec): 3 clusters Score: Raw -796368.417457 + Penalty 1767.051771 = -794601.365686 nChanged 6 SP:Iteration 86Q (3314.590768 sec): 3 clusters Score: Raw -796369.335797 + Penalty 1767.051771 = -794602.284026 nChanged 4 SP:Iteration 87Q (3314.645158 sec): 3 clusters Score: Raw -796369.850638 + Penalty 1767.051771 = -794602.798867 nChanged 4 SP:Iteration 88Q (3314.703530 sec): 3 clusters Score: Raw -796370.535535 + Penalty 1767.051771 = -794603.483764 nChanged 6 SP:Iteration 89Q (3314.751727 sec): 3 clusters Score: Raw -796371.160300 + Penalty 1767.051771 = -794604.108529 nChanged 4 SP:Iteration 90Q (3314.820222 sec): 3 clusters Score: Raw -796371.701667 + Penalty 1767.051771 = -794604.649896 nChanged 5 SP:Iteration 91Q (3314.865038 sec): 3 clusters Score: Raw -796372.360837 + Penalty 1767.051771 = -794605.309066 nChanged 6 SP:Iteration 92Q (3314.921011 sec): 3 clusters Score: Raw -796373.214656 + Penalty 1767.051771 = -794606.162885 nChanged 9 SP:Iteration 93Q (3314.986213 sec): 3 clusters Score: Raw -796374.980014 + Penalty 1767.051771 = -794607.928243 nChanged 9 SP:Iteration 94Q (3315.045015 sec): 3 clusters Score: Raw -796376.250563 + Penalty 1767.051771 = -794609.198792 nChanged 5 SP:Iteration 95Q (3315.102614 sec): 3 clusters Score: Raw -796376.740138 + Penalty 1767.051771 = -794609.688367 nChanged 3 SP:Iteration 96Q (3315.162038 sec): 3 clusters Score: Raw -796376.992639 + Penalty 1767.051771 = -794609.940868 nChanged 1 SP:Iteration 97Q (3315.220140 sec): 3 clusters Score: Raw -796377.080641 + Penalty 1767.051771 = -794610.028870 nChanged 1 SP:Iteration 98Q (3315.268227 sec): 3 clusters Score: Raw -796377.275753 + Penalty 1767.051771 = -794610.223982 nChanged 1 SP:Iteration 99Q (3315.327302 sec): 3 clusters Score: Raw -796377.318337 + Penalty 1767.051771 = -794610.266566 nChanged 1 SP:Iteration 100F (3315.389453 sec): 3 clusters Score: Raw -796377.347213 + Penalty 1767.051771 = -794610.295442 nChanged 0 Trying to split cluster 36 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3315.416772 sec): 2 clusters Score: Raw -59026.398632 + Penalty 643.984565 = -58382.414067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3315.462792 sec): 3 clusters Score: Raw -58722.553513 + Penalty 1287.969131 = -57434.584382 nChanged 294 SP:Iteration 1F (3315.511804 sec): 3 clusters Score: Raw -58969.385663 + Penalty 1287.969131 = -57681.416533 nChanged 95 SP:Iteration 2F (3315.548971 sec): 3 clusters Score: Raw -59088.070942 + Penalty 1287.969131 = -57800.101812 nChanged 68 SP:Iteration 3F (3315.596553 sec): 3 clusters Score: Raw -59173.135796 + Penalty 1287.969131 = -57885.166665 nChanged 49 SP:Iteration 4F (3315.644966 sec): 3 clusters Score: Raw -59250.155051 + Penalty 1287.969131 = -57962.185920 nChanged 41 SP:Iteration 5Q (3315.694524 sec): 3 clusters Score: Raw -59300.625626 + Penalty 1287.969131 = -58012.656495 nChanged 45 SP:Iteration 6F (3315.750964 sec): 3 clusters Score: Raw -59351.732074 + Penalty 1287.969131 = -58063.762943 nChanged 33 SP:Iteration 7Q (3315.793567 sec): 3 clusters Score: Raw -59397.416491 + Penalty 1287.969131 = -58109.447360 nChanged 23 SP:Iteration 8Q (3315.843552 sec): 3 clusters Score: Raw -59421.982417 + Penalty 1287.969131 = -58134.013286 nChanged 17 SP:Iteration 9Q (3315.892097 sec): 3 clusters Score: Raw -59436.026536 + Penalty 1287.969131 = -58148.057406 nChanged 9 SP:Iteration 10Q (3315.930177 sec): 3 clusters Score: Raw -59443.603516 + Penalty 1287.969131 = -58155.634385 nChanged 8 SP:Iteration 11Q (3315.979561 sec): 3 clusters Score: Raw -59449.297640 + Penalty 1287.969131 = -58161.328510 nChanged 6 SP:Iteration 12Q (3316.017121 sec): 3 clusters Score: Raw -59454.562603 + Penalty 1287.969131 = -58166.593472 nChanged 8 SP:Iteration 13Q (3316.065436 sec): 3 clusters Score: Raw -59459.645236 + Penalty 1287.969131 = -58171.676106 nChanged 5 SP:Iteration 14Q (3316.119866 sec): 3 clusters Score: Raw -59462.593402 + Penalty 1287.969131 = -58174.624271 nChanged 5 SP:Iteration 15Q (3316.168331 sec): 3 clusters Score: Raw -59469.544799 + Penalty 1287.969131 = -58181.575669 nChanged 4 SP:Iteration 16Q (3316.208838 sec): 3 clusters Score: Raw -59477.425434 + Penalty 1287.969131 = -58189.456303 nChanged 7 SP:Iteration 17Q (3316.258573 sec): 3 clusters Score: Raw -59494.841187 + Penalty 1287.969131 = -58206.872056 nChanged 17 SP:Iteration 18Q (3316.299687 sec): 3 clusters Score: Raw -59550.585498 + Penalty 1287.969131 = -58262.616367 nChanged 24 SP:Iteration 19Q (3316.339821 sec): 3 clusters Score: Raw -59650.650666 + Penalty 1287.969131 = -58362.681535 nChanged 14 SP:Iteration 20F (3316.370124 sec): 3 clusters Score: Raw -59670.385889 + Penalty 1287.969131 = -58382.416758 nChanged 10 SP:Iteration 21Q (3316.423316 sec): 3 clusters Score: Raw -59684.015457 + Penalty 1287.969131 = -58396.046326 nChanged 9 SP:Iteration 22Q (3316.472785 sec): 3 clusters Score: Raw -59698.948907 + Penalty 1287.969131 = -58410.979777 nChanged 9 SP:Iteration 23Q (3316.509122 sec): 3 clusters Score: Raw -59709.687428 + Penalty 1287.969131 = -58421.718298 nChanged 12 SP:Iteration 24Q (3316.557567 sec): 3 clusters Score: Raw -59722.394705 + Penalty 1287.969131 = -58434.425574 nChanged 7 SP:Iteration 25Q (3316.596671 sec): 3 clusters Score: Raw -59728.077516 + Penalty 1287.969131 = -58440.108385 nChanged 3 SP:Iteration 26Q (3316.631611 sec): 3 clusters Score: Raw -59730.924862 + Penalty 1287.969131 = -58442.955732 nChanged 5 SP:Iteration 27Q (3316.681470 sec): 3 clusters Score: Raw -59733.894955 + Penalty 1287.969131 = -58445.925825 nChanged 6 SP:Iteration 28Q (3316.718293 sec): 3 clusters Score: Raw -59738.377283 + Penalty 1287.969131 = -58450.408153 nChanged 3 SP:Iteration 29Q (3316.761855 sec): 3 clusters Score: Raw -59741.747574 + Penalty 1287.969131 = -58453.778444 nChanged 1 SP:Iteration 30Q (3316.808473 sec): 3 clusters Score: Raw -59744.251463 + Penalty 1287.969131 = -58456.282333 nChanged 4 SP:Iteration 31Q (3316.853588 sec): 3 clusters Score: Raw -59749.086993 + Penalty 1287.969131 = -58461.117862 nChanged 4 SP:Iteration 32Q (3316.900067 sec): 3 clusters Score: Raw -59751.402850 + Penalty 1287.969131 = -58463.433719 nChanged 1 SP:Iteration 33Q (3316.946408 sec): 3 clusters Score: Raw -59751.864944 + Penalty 1287.969131 = -58463.895813 nChanged 0 SP:Iteration 34F (3316.999951 sec): 3 clusters Score: Raw -59751.864944 + Penalty 1287.969131 = -58463.895813 nChanged 0 Score: Raw -45957419.356711 + Penalty 54623.503038 = -45902795.853673 Splitting cluster 36 changes total score from -45903338.834244 to -45902795.853673 So it's not getting split. Trying to split cluster 37 (11067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3330.396022 sec): 2 clusters Score: Raw -821621.537441 + Penalty 884.613684 = -820736.923757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3330.457585 sec): 3 clusters Score: Raw -814917.768351 + Penalty 1769.227367 = -813148.540984 nChanged 5050 SP:Iteration 1F (3330.507569 sec): 3 clusters Score: Raw -817857.647798 + Penalty 1769.227367 = -816088.420431 nChanged 729 SP:Iteration 2F (3330.568076 sec): 3 clusters Score: Raw -818296.002630 + Penalty 1769.227367 = -816526.775263 nChanged 795 SP:Iteration 3F (3330.637957 sec): 3 clusters Score: Raw -818832.798565 + Penalty 1769.227367 = -817063.571198 nChanged 729 SP:Iteration 4F (3330.687628 sec): 3 clusters Score: Raw -819364.924437 + Penalty 1769.227367 = -817595.697070 nChanged 687 SP:Iteration 5F (3330.749684 sec): 3 clusters Score: Raw -819834.114130 + Penalty 1769.227367 = -818064.886762 nChanged 575 SP:Iteration 6F (3330.811958 sec): 3 clusters Score: Raw -820223.692844 + Penalty 1769.227367 = -818454.465476 nChanged 485 SP:Iteration 7Q (3330.862955 sec): 3 clusters Score: Raw -820565.737292 + Penalty 1769.227367 = -818796.509925 nChanged 455 SP:Iteration 8Q (3330.921766 sec): 3 clusters Score: Raw -820901.084836 + Penalty 1769.227367 = -819131.857469 nChanged 397 SP:Iteration 9Q (3330.987386 sec): 3 clusters Score: Raw -821170.619982 + Penalty 1769.227367 = -819401.392614 nChanged 334 SP:Iteration 10Q (3331.049122 sec): 3 clusters Score: Raw -821380.850980 + Penalty 1769.227367 = -819611.623613 nChanged 285 SP:Iteration 11Q (3331.113024 sec): 3 clusters Score: Raw -821523.242082 + Penalty 1769.227367 = -819754.014715 nChanged 222 SP:Iteration 12Q (3331.170478 sec): 3 clusters Score: Raw -821629.799072 + Penalty 1769.227367 = -819860.571705 nChanged 218 SP:Iteration 13Q (3331.219609 sec): 3 clusters Score: Raw -821727.770790 + Penalty 1769.227367 = -819958.543422 nChanged 186 SP:Iteration 14Q (3331.283837 sec): 3 clusters Score: Raw -821814.412203 + Penalty 1769.227367 = -820045.184836 nChanged 181 SP:Iteration 15Q (3331.343252 sec): 3 clusters Score: Raw -821890.654598 + Penalty 1769.227367 = -820121.427230 nChanged 139 SP:Iteration 16Q (3331.382145 sec): 3 clusters Score: Raw -821946.626885 + Penalty 1769.227367 = -820177.399517 nChanged 133 SP:Iteration 17Q (3331.445478 sec): 3 clusters Score: Raw -821994.713406 + Penalty 1769.227367 = -820225.486038 nChanged 104 SP:Iteration 18Q (3331.490598 sec): 3 clusters Score: Raw -822028.591624 + Penalty 1769.227367 = -820259.364256 nChanged 87 SP:Iteration 19Q (3331.558654 sec): 3 clusters Score: Raw -822049.724859 + Penalty 1769.227367 = -820280.497491 nChanged 63 SP:Iteration 20F (3331.609956 sec): 3 clusters Score: Raw -822063.900255 + Penalty 1769.227367 = -820294.672887 nChanged 54 SP:Iteration 21Q (3331.679591 sec): 3 clusters Score: Raw -822076.558306 + Penalty 1769.227367 = -820307.330939 nChanged 52 SP:Iteration 22Q (3331.736097 sec): 3 clusters Score: Raw -822088.921363 + Penalty 1769.227367 = -820319.693995 nChanged 38 SP:Iteration 23Q (3331.790156 sec): 3 clusters Score: Raw -822097.349021 + Penalty 1769.227367 = -820328.121653 nChanged 27 SP:Iteration 24Q (3331.840688 sec): 3 clusters Score: Raw -822101.982774 + Penalty 1769.227367 = -820332.755407 nChanged 23 SP:Iteration 25Q (3331.900526 sec): 3 clusters Score: Raw -822106.542325 + Penalty 1769.227367 = -820337.314957 nChanged 21 SP:Iteration 26Q (3331.956317 sec): 3 clusters Score: Raw -822110.458088 + Penalty 1769.227367 = -820341.230720 nChanged 19 SP:Iteration 27Q (3332.013119 sec): 3 clusters Score: Raw -822113.594946 + Penalty 1769.227367 = -820344.367578 nChanged 12 SP:Iteration 28Q (3332.061783 sec): 3 clusters Score: Raw -822115.325079 + Penalty 1769.227367 = -820346.097712 nChanged 12 SP:Iteration 29Q (3332.119774 sec): 3 clusters Score: Raw -822116.989446 + Penalty 1769.227367 = -820347.762079 nChanged 11 SP:Iteration 30Q (3332.169785 sec): 3 clusters Score: Raw -822118.796125 + Penalty 1769.227367 = -820349.568758 nChanged 15 SP:Iteration 31Q (3332.221213 sec): 3 clusters Score: Raw -822121.574517 + Penalty 1769.227367 = -820352.347150 nChanged 14 SP:Iteration 32Q (3332.277571 sec): 3 clusters Score: Raw -822124.294371 + Penalty 1769.227367 = -820355.067004 nChanged 14 SP:Iteration 33Q (3332.325683 sec): 3 clusters Score: Raw -822126.568795 + Penalty 1769.227367 = -820357.341427 nChanged 10 SP:Iteration 34Q (3332.376806 sec): 3 clusters Score: Raw -822128.490790 + Penalty 1769.227367 = -820359.263423 nChanged 12 SP:Iteration 35Q (3332.431043 sec): 3 clusters Score: Raw -822130.553339 + Penalty 1769.227367 = -820361.325971 nChanged 11 SP:Iteration 36Q (3332.479514 sec): 3 clusters Score: Raw -822132.572588 + Penalty 1769.227367 = -820363.345221 nChanged 15 SP:Iteration 37Q (3332.522710 sec): 3 clusters Score: Raw -822134.997128 + Penalty 1769.227367 = -820365.769761 nChanged 14 SP:Iteration 38Q (3332.577056 sec): 3 clusters Score: Raw -822137.308893 + Penalty 1769.227367 = -820368.081526 nChanged 17 SP:Iteration 39Q (3332.633121 sec): 3 clusters Score: Raw -822140.085645 + Penalty 1769.227367 = -820370.858278 nChanged 9 SP:Iteration 40F (3332.694589 sec): 3 clusters Score: Raw -822141.304433 + Penalty 1769.227367 = -820372.077066 nChanged 7 SP:Iteration 41Q (3332.761264 sec): 3 clusters Score: Raw -822142.311801 + Penalty 1769.227367 = -820373.084434 nChanged 8 SP:Iteration 42Q (3332.811663 sec): 3 clusters Score: Raw -822143.454240 + Penalty 1769.227367 = -820374.226873 nChanged 9 SP:Iteration 43Q (3332.874492 sec): 3 clusters Score: Raw -822144.583754 + Penalty 1769.227367 = -820375.356387 nChanged 10 SP:Iteration 44Q (3332.931809 sec): 3 clusters Score: Raw -822146.101121 + Penalty 1769.227367 = -820376.873753 nChanged 10 SP:Iteration 45Q (3332.983863 sec): 3 clusters Score: Raw -822147.505421 + Penalty 1769.227367 = -820378.278054 nChanged 6 SP:Iteration 46Q (3333.047200 sec): 3 clusters Score: Raw -822148.107532 + Penalty 1769.227367 = -820378.880165 nChanged 1 SP:Iteration 47Q (3333.105565 sec): 3 clusters Score: Raw -822148.222376 + Penalty 1769.227367 = -820378.995009 nChanged 2 SP:Iteration 48Q (3333.152715 sec): 3 clusters Score: Raw -822148.472537 + Penalty 1769.227367 = -820379.245169 nChanged 1 SP:Iteration 49Q (3333.212927 sec): 3 clusters Score: Raw -822148.655263 + Penalty 1769.227367 = -820379.427895 nChanged 1 SP:Iteration 50Q (3333.280079 sec): 3 clusters Score: Raw -822148.775896 + Penalty 1769.227367 = -820379.548528 nChanged 0 SP:Iteration 51F (3333.333748 sec): 3 clusters Score: Raw -822148.775896 + Penalty 1769.227367 = -820379.548528 nChanged 0 Trying to split cluster 38 (7761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3333.362306 sec): 2 clusters Score: Raw -545957.642565 + Penalty 850.902315 = -545106.740250 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3333.411356 sec): 3 clusters Score: Raw -541404.887954 + Penalty 1701.804629 = -539703.083325 nChanged 3450 SP:Iteration 1F (3333.476476 sec): 3 clusters Score: Raw -543392.112646 + Penalty 1701.804629 = -541690.308016 nChanged 549 SP:Iteration 2F (3333.526139 sec): 3 clusters Score: Raw -543719.665389 + Penalty 1701.804629 = -542017.860760 nChanged 519 SP:Iteration 3F (3333.582893 sec): 3 clusters Score: Raw -544079.243043 + Penalty 1701.804629 = -542377.438414 nChanged 518 SP:Iteration 4F (3333.630075 sec): 3 clusters Score: Raw -544414.429129 + Penalty 1701.804629 = -542712.624500 nChanged 466 SP:Iteration 5F (3333.685830 sec): 3 clusters Score: Raw -544666.886290 + Penalty 1701.804629 = -542965.081660 nChanged 386 SP:Iteration 6Q (3333.738948 sec): 3 clusters Score: Raw -544870.797430 + Penalty 1701.804629 = -543168.992801 nChanged 328 SP:Iteration 7Q (3333.791677 sec): 3 clusters Score: Raw -545032.708274 + Penalty 1701.804629 = -543330.903644 nChanged 284 SP:Iteration 8Q (3333.849770 sec): 3 clusters Score: Raw -545154.269054 + Penalty 1701.804629 = -543452.464425 nChanged 235 SP:Iteration 9Q (3333.896964 sec): 3 clusters Score: Raw -545256.139708 + Penalty 1701.804629 = -543554.335078 nChanged 184 SP:Iteration 10Q (3333.950532 sec): 3 clusters Score: Raw -545321.665940 + Penalty 1701.804629 = -543619.861310 nChanged 158 SP:Iteration 11Q (3334.003492 sec): 3 clusters Score: Raw -545368.433210 + Penalty 1701.804629 = -543666.628580 nChanged 127 SP:Iteration 12Q (3334.048500 sec): 3 clusters Score: Raw -545395.347471 + Penalty 1701.804629 = -543693.542841 nChanged 102 SP:Iteration 13Q (3334.102295 sec): 3 clusters Score: Raw -545413.760898 + Penalty 1701.804629 = -543711.956269 nChanged 65 SP:Iteration 14Q (3334.157785 sec): 3 clusters Score: Raw -545424.129209 + Penalty 1701.804629 = -543722.324579 nChanged 49 SP:Iteration 15Q (3334.209409 sec): 3 clusters Score: Raw -545431.917671 + Penalty 1701.804629 = -543730.113042 nChanged 46 SP:Iteration 16Q (3334.266247 sec): 3 clusters Score: Raw -545439.046302 + Penalty 1701.804629 = -543737.241673 nChanged 42 SP:Iteration 17Q (3334.317468 sec): 3 clusters Score: Raw -545444.159465 + Penalty 1701.804629 = -543742.354835 nChanged 37 SP:Iteration 18Q (3334.376781 sec): 3 clusters Score: Raw -545448.039828 + Penalty 1701.804629 = -543746.235198 nChanged 25 SP:Iteration 19Q (3334.424681 sec): 3 clusters Score: Raw -545450.712662 + Penalty 1701.804629 = -543748.908033 nChanged 22 SP:Iteration 20F (3334.482204 sec): 3 clusters Score: Raw -545452.569135 + Penalty 1701.804629 = -543750.764505 nChanged 15 SP:Iteration 21Q (3334.529919 sec): 3 clusters Score: Raw -545454.807808 + Penalty 1701.804629 = -543753.003179 nChanged 20 SP:Iteration 22Q (3334.583440 sec): 3 clusters Score: Raw -545457.120492 + Penalty 1701.804629 = -543755.315862 nChanged 24 SP:Iteration 23Q (3334.631026 sec): 3 clusters Score: Raw -545459.920462 + Penalty 1701.804629 = -543758.115833 nChanged 25 SP:Iteration 24Q (3334.685885 sec): 3 clusters Score: Raw -545462.679704 + Penalty 1701.804629 = -543760.875075 nChanged 30 SP:Iteration 25Q (3334.737871 sec): 3 clusters Score: Raw -545466.187625 + Penalty 1701.804629 = -543764.382996 nChanged 29 SP:Iteration 26Q (3334.787727 sec): 3 clusters Score: Raw -545469.659808 + Penalty 1701.804629 = -543767.855178 nChanged 22 SP:Iteration 27Q (3334.848999 sec): 3 clusters Score: Raw -545471.851189 + Penalty 1701.804629 = -543770.046560 nChanged 26 SP:Iteration 28Q (3334.894135 sec): 3 clusters Score: Raw -545475.062170 + Penalty 1701.804629 = -543773.257541 nChanged 22 SP:Iteration 29Q (3334.953334 sec): 3 clusters Score: Raw -545477.709490 + Penalty 1701.804629 = -543775.904861 nChanged 21 SP:Iteration 30Q (3335.003749 sec): 3 clusters Score: Raw -545481.594745 + Penalty 1701.804629 = -543779.790115 nChanged 27 SP:Iteration 31Q (3335.056104 sec): 3 clusters Score: Raw -545485.501645 + Penalty 1701.804629 = -543783.697016 nChanged 29 SP:Iteration 32Q (3335.109857 sec): 3 clusters Score: Raw -545489.517898 + Penalty 1701.804629 = -543787.713268 nChanged 27 SP:Iteration 33Q (3335.157219 sec): 3 clusters Score: Raw -545493.596228 + Penalty 1701.804629 = -543791.791598 nChanged 28 SP:Iteration 34Q (3335.211052 sec): 3 clusters Score: Raw -545498.085703 + Penalty 1701.804629 = -543796.281074 nChanged 30 SP:Iteration 35Q (3335.267160 sec): 3 clusters Score: Raw -545503.386687 + Penalty 1701.804629 = -543801.582058 nChanged 33 SP:Iteration 36Q (3335.328673 sec): 3 clusters Score: Raw -545509.656942 + Penalty 1701.804629 = -543807.852312 nChanged 36 SP:Iteration 37Q (3335.376975 sec): 3 clusters Score: Raw -545516.608863 + Penalty 1701.804629 = -543814.804234 nChanged 41 SP:Iteration 38Q (3335.421504 sec): 3 clusters Score: Raw -545525.937780 + Penalty 1701.804629 = -543824.133151 nChanged 50 SP:Iteration 39Q (3335.487512 sec): 3 clusters Score: Raw -545539.287212 + Penalty 1701.804629 = -543837.482582 nChanged 61 SP:Iteration 40F (3335.543027 sec): 3 clusters Score: Raw -545558.063733 + Penalty 1701.804629 = -543856.259103 nChanged 69 SP:Iteration 41Q (3335.599376 sec): 3 clusters Score: Raw -545585.004098 + Penalty 1701.804629 = -543883.199468 nChanged 89 SP:Iteration 42Q (3335.656728 sec): 3 clusters Score: Raw -545619.295645 + Penalty 1701.804629 = -543917.491016 nChanged 115 SP:Iteration 43Q (3335.710499 sec): 3 clusters Score: Raw -545662.708849 + Penalty 1701.804629 = -543960.904219 nChanged 121 SP:Iteration 44Q (3335.756399 sec): 3 clusters Score: Raw -545710.263281 + Penalty 1701.804629 = -544008.458652 nChanged 129 SP:Iteration 45Q (3335.813483 sec): 3 clusters Score: Raw -545758.734510 + Penalty 1701.804629 = -544056.929880 nChanged 143 SP:Iteration 46Q (3335.870456 sec): 3 clusters Score: Raw -545808.495933 + Penalty 1701.804629 = -544106.691304 nChanged 129 SP:Iteration 47Q (3335.917525 sec): 3 clusters Score: Raw -545852.789472 + Penalty 1701.804629 = -544150.984842 nChanged 130 SP:Iteration 48Q (3335.979033 sec): 3 clusters Score: Raw -545897.014814 + Penalty 1701.804629 = -544195.210185 nChanged 128 SP:Iteration 49Q (3336.031522 sec): 3 clusters Score: Raw -545939.500926 + Penalty 1701.804629 = -544237.696296 nChanged 111 SP:Iteration 50Q (3336.080698 sec): 3 clusters Score: Raw -545973.089599 + Penalty 1701.804629 = -544271.284970 nChanged 110 SP:Iteration 51Q (3336.135897 sec): 3 clusters Score: Raw -546008.994912 + Penalty 1701.804629 = -544307.190283 nChanged 107 SP:Iteration 52Q (3336.188603 sec): 3 clusters Score: Raw -546046.193837 + Penalty 1701.804629 = -544344.389207 nChanged 104 SP:Iteration 53Q (3336.238961 sec): 3 clusters Score: Raw -546081.765947 + Penalty 1701.804629 = -544379.961317 nChanged 97 SP:Iteration 54Q (3336.297298 sec): 3 clusters Score: Raw -546115.000900 + Penalty 1701.804629 = -544413.196271 nChanged 79 SP:Iteration 55Q (3336.355511 sec): 3 clusters Score: Raw -546139.814556 + Penalty 1701.804629 = -544438.009927 nChanged 79 SP:Iteration 56Q (3336.412233 sec): 3 clusters Score: Raw -546164.571763 + Penalty 1701.804629 = -544462.767133 nChanged 75 SP:Iteration 57Q (3336.455913 sec): 3 clusters Score: Raw -546187.824223 + Penalty 1701.804629 = -544486.019593 nChanged 61 SP:Iteration 58Q (3336.510349 sec): 3 clusters Score: Raw -546206.686466 + Penalty 1701.804629 = -544504.881837 nChanged 61 SP:Iteration 59Q (3336.564558 sec): 3 clusters Score: Raw -546222.248230 + Penalty 1701.804629 = -544520.443600 nChanged 52 SP:Iteration 60F (3336.612881 sec): 3 clusters Score: Raw -546235.452870 + Penalty 1701.804629 = -544533.648241 nChanged 48 SP:Iteration 61Q (3336.663562 sec): 3 clusters Score: Raw -546248.089597 + Penalty 1701.804629 = -544546.284968 nChanged 41 SP:Iteration 62Q (3336.726885 sec): 3 clusters Score: Raw -546259.731672 + Penalty 1701.804629 = -544557.927043 nChanged 43 SP:Iteration 63Q (3336.761664 sec): 3 clusters Score: Raw -546272.429727 + Penalty 1701.804629 = -544570.625098 nChanged 40 SP:Iteration 64Q (3336.812809 sec): 3 clusters Score: Raw -546286.011030 + Penalty 1701.804629 = -544584.206401 nChanged 33 SP:Iteration 65Q (3336.857207 sec): 3 clusters Score: Raw -546294.050561 + Penalty 1701.804629 = -544592.245931 nChanged 27 SP:Iteration 66Q (3336.911570 sec): 3 clusters Score: Raw -546300.056275 + Penalty 1701.804629 = -544598.251646 nChanged 27 SP:Iteration 67Q (3336.966218 sec): 3 clusters Score: Raw -546305.746582 + Penalty 1701.804629 = -544603.941953 nChanged 34 SP:Iteration 68Q (3337.010616 sec): 3 clusters Score: Raw -546314.532791 + Penalty 1701.804629 = -544612.728162 nChanged 29 SP:Iteration 69Q (3337.067508 sec): 3 clusters Score: Raw -546322.722564 + Penalty 1701.804629 = -544620.917935 nChanged 23 SP:Iteration 70Q (3337.121366 sec): 3 clusters Score: Raw -546327.771890 + Penalty 1701.804629 = -544625.967260 nChanged 21 SP:Iteration 71Q (3337.173732 sec): 3 clusters Score: Raw -546332.488165 + Penalty 1701.804629 = -544630.683535 nChanged 19 SP:Iteration 72Q (3337.227808 sec): 3 clusters Score: Raw -546337.875932 + Penalty 1701.804629 = -544636.071303 nChanged 27 SP:Iteration 73Q (3337.277622 sec): 3 clusters Score: Raw -546346.677855 + Penalty 1701.804629 = -544644.873226 nChanged 26 SP:Iteration 74Q (3337.325673 sec): 3 clusters Score: Raw -546354.284988 + Penalty 1701.804629 = -544652.480359 nChanged 24 SP:Iteration 75Q (3337.372307 sec): 3 clusters Score: Raw -546360.171990 + Penalty 1701.804629 = -544658.367361 nChanged 19 SP:Iteration 76Q (3337.428903 sec): 3 clusters Score: Raw -546364.919284 + Penalty 1701.804629 = -544663.114655 nChanged 16 SP:Iteration 77Q (3337.483809 sec): 3 clusters Score: Raw -546368.569464 + Penalty 1701.804629 = -544666.764835 nChanged 12 SP:Iteration 78Q (3337.540091 sec): 3 clusters Score: Raw -546371.039836 + Penalty 1701.804629 = -544669.235207 nChanged 17 SP:Iteration 79Q (3337.580781 sec): 3 clusters Score: Raw -546375.407345 + Penalty 1701.804629 = -544673.602716 nChanged 10 SP:Iteration 80F (3337.633093 sec): 3 clusters Score: Raw -546377.428296 + Penalty 1701.804629 = -544675.623667 nChanged 8 SP:Iteration 81Q (3337.687753 sec): 3 clusters Score: Raw -546378.728373 + Penalty 1701.804629 = -544676.923744 nChanged 6 SP:Iteration 82Q (3337.739671 sec): 3 clusters Score: Raw -546379.738997 + Penalty 1701.804629 = -544677.934368 nChanged 5 SP:Iteration 83Q (3337.796543 sec): 3 clusters Score: Raw -546380.870211 + Penalty 1701.804629 = -544679.065582 nChanged 4 SP:Iteration 84Q (3337.850986 sec): 3 clusters Score: Raw -546381.805290 + Penalty 1701.804629 = -544680.000661 nChanged 4 SP:Iteration 85Q (3337.907048 sec): 3 clusters Score: Raw -546382.981462 + Penalty 1701.804629 = -544681.176832 nChanged 4 SP:Iteration 86Q (3337.960900 sec): 3 clusters Score: Raw -546383.530492 + Penalty 1701.804629 = -544681.725862 nChanged 2 SP:Iteration 87Q (3338.000096 sec): 3 clusters Score: Raw -546383.844972 + Penalty 1701.804629 = -544682.040342 nChanged 1 SP:Iteration 88Q (3338.048498 sec): 3 clusters Score: Raw -546384.069732 + Penalty 1701.804629 = -544682.265102 nChanged 0 SP:Iteration 89F (3338.109732 sec): 3 clusters Score: Raw -546384.069732 + Penalty 1701.804629 = -544682.265102 nChanged 0 Trying to split cluster 39 (2257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3338.135892 sec): 2 clusters Score: Raw -176202.070998 + Penalty 733.570219 = -175468.500779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3338.180506 sec): 3 clusters Score: Raw -175042.533975 + Penalty 1467.140438 = -173575.393537 nChanged 931 SP:Iteration 1F (3338.224542 sec): 3 clusters Score: Raw -175587.355671 + Penalty 1467.140438 = -174120.215233 nChanged 217 SP:Iteration 2F (3338.273122 sec): 3 clusters Score: Raw -175804.792958 + Penalty 1467.140438 = -174337.652521 nChanged 201 SP:Iteration 3F (3338.333297 sec): 3 clusters Score: Raw -176028.662734 + Penalty 1467.140438 = -174561.522297 nChanged 172 SP:Iteration 4F (3338.368398 sec): 3 clusters Score: Raw -176210.174410 + Penalty 1467.140438 = -174743.033973 nChanged 154 SP:Iteration 5F (3338.416589 sec): 3 clusters Score: Raw -176339.665718 + Penalty 1467.140438 = -174872.525280 nChanged 103 SP:Iteration 6Q (3338.474638 sec): 3 clusters Score: Raw -176414.423398 + Penalty 1467.140438 = -174947.282960 nChanged 71 SP:Iteration 7Q (3338.519284 sec): 3 clusters Score: Raw -176454.614144 + Penalty 1467.140438 = -174987.473706 nChanged 50 SP:Iteration 8Q (3338.567737 sec): 3 clusters Score: Raw -176482.152784 + Penalty 1467.140438 = -175015.012346 nChanged 32 SP:Iteration 9Q (3338.609082 sec): 3 clusters Score: Raw -176499.176372 + Penalty 1467.140438 = -175032.035935 nChanged 21 SP:Iteration 10Q (3338.658231 sec): 3 clusters Score: Raw -176512.045385 + Penalty 1467.140438 = -175044.904948 nChanged 16 SP:Iteration 11Q (3338.713514 sec): 3 clusters Score: Raw -176519.003077 + Penalty 1467.140438 = -175051.862639 nChanged 10 SP:Iteration 12Q (3338.758316 sec): 3 clusters Score: Raw -176522.740391 + Penalty 1467.140438 = -175055.599954 nChanged 10 SP:Iteration 13Q (3338.805520 sec): 3 clusters Score: Raw -176525.319937 + Penalty 1467.140438 = -175058.179499 nChanged 6 SP:Iteration 14Q (3338.849226 sec): 3 clusters Score: Raw -176527.043978 + Penalty 1467.140438 = -175059.903541 nChanged 5 SP:Iteration 15Q (3338.890668 sec): 3 clusters Score: Raw -176528.394587 + Penalty 1467.140438 = -175061.254149 nChanged 2 SP:Iteration 16Q (3338.946721 sec): 3 clusters Score: Raw -176528.892149 + Penalty 1467.140438 = -175061.751712 nChanged 3 SP:Iteration 17Q (3338.988052 sec): 3 clusters Score: Raw -176529.678965 + Penalty 1467.140438 = -175062.538528 nChanged 3 SP:Iteration 18Q (3339.035902 sec): 3 clusters Score: Raw -176530.782700 + Penalty 1467.140438 = -175063.642263 nChanged 5 SP:Iteration 19Q (3339.083309 sec): 3 clusters Score: Raw -176532.115430 + Penalty 1467.140438 = -175064.974993 nChanged 3 SP:Iteration 20F (3339.128535 sec): 3 clusters Score: Raw -176532.869377 + Penalty 1467.140438 = -175065.728939 nChanged 1 SP:Iteration 21Q (3339.187042 sec): 3 clusters Score: Raw -176533.309840 + Penalty 1467.140438 = -175066.169402 nChanged 2 SP:Iteration 22Q (3339.229879 sec): 3 clusters Score: Raw -176534.379797 + Penalty 1467.140438 = -175067.239359 nChanged 5 SP:Iteration 23Q (3339.286424 sec): 3 clusters Score: Raw -176535.994983 + Penalty 1467.140438 = -175068.854545 nChanged 3 SP:Iteration 24Q (3339.334696 sec): 3 clusters Score: Raw -176536.506043 + Penalty 1467.140438 = -175069.365606 nChanged 0 SP:Iteration 25F (3339.366222 sec): 3 clusters Score: Raw -176536.506043 + Penalty 1467.140438 = -175069.365606 nChanged 0 Trying to split cluster 40 (1086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3339.391558 sec): 2 clusters Score: Raw -52933.182664 + Penalty 664.074368 = -52269.108296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3339.436392 sec): 3 clusters Score: Raw -52531.797280 + Penalty 1328.148735 = -51203.648545 nChanged 416 SP:Iteration 1F (3339.491925 sec): 3 clusters Score: Raw -52806.711855 + Penalty 1328.148735 = -51478.563120 nChanged 95 SP:Iteration 2F (3339.531139 sec): 3 clusters Score: Raw -52897.460177 + Penalty 1328.148735 = -51569.311442 nChanged 69 SP:Iteration 3F (3339.578177 sec): 3 clusters Score: Raw -52984.534383 + Penalty 1328.148735 = -51656.385648 nChanged 75 SP:Iteration 4F (3339.623353 sec): 3 clusters Score: Raw -53071.764421 + Penalty 1328.148735 = -51743.615686 nChanged 73 SP:Iteration 5F (3339.661704 sec): 3 clusters Score: Raw -53164.694709 + Penalty 1328.148735 = -51836.545974 nChanged 72 SP:Iteration 6F (3339.696832 sec): 3 clusters Score: Raw -53244.092140 + Penalty 1328.148735 = -51915.943405 nChanged 49 SP:Iteration 7Q (3339.747927 sec): 3 clusters Score: Raw -53306.994636 + Penalty 1328.148735 = -51978.845901 nChanged 41 SP:Iteration 8Q (3339.802063 sec): 3 clusters Score: Raw -53349.756653 + Penalty 1328.148735 = -52021.607917 nChanged 28 SP:Iteration 9Q (3339.836645 sec): 3 clusters Score: Raw -53393.825350 + Penalty 1328.148735 = -52065.676614 nChanged 27 SP:Iteration 10Q (3339.886539 sec): 3 clusters Score: Raw -53433.729950 + Penalty 1328.148735 = -52105.581215 nChanged 14 SP:Iteration 11Q (3339.934030 sec): 3 clusters Score: Raw -53449.624656 + Penalty 1328.148735 = -52121.475921 nChanged 10 SP:Iteration 12Q (3339.980722 sec): 3 clusters Score: Raw -53457.636113 + Penalty 1328.148735 = -52129.487378 nChanged 5 SP:Iteration 13Q (3340.024658 sec): 3 clusters Score: Raw -53462.584455 + Penalty 1328.148735 = -52134.435720 nChanged 1 SP:Iteration 14Q (3340.078820 sec): 3 clusters Score: Raw -53465.030136 + Penalty 1328.148735 = -52136.881401 nChanged 2 SP:Iteration 15Q (3340.123825 sec): 3 clusters Score: Raw -53466.330915 + Penalty 1328.148735 = -52138.182180 nChanged 0 SP:Iteration 16F (3340.161552 sec): 3 clusters Score: Raw -53509.612836 + Penalty 1328.148735 = -52181.464100 nChanged 4 SP:Iteration 17Q (3340.218518 sec): 3 clusters Score: Raw -53590.428645 + Penalty 1328.148735 = -52262.279910 nChanged 15 SP:Iteration 18Q (3340.265831 sec): 3 clusters Score: Raw -53619.908728 + Penalty 1328.148735 = -52291.759993 nChanged 10 SP:Iteration 19Q (3340.315912 sec): 3 clusters Score: Raw -53629.795548 + Penalty 1328.148735 = -52301.646813 nChanged 7 SP:Iteration 20F (3340.351201 sec): 3 clusters Score: Raw -53634.079385 + Penalty 1328.148735 = -52305.930650 nChanged 4 SP:Iteration 21Q (3340.384848 sec): 3 clusters Score: Raw -53636.801951 + Penalty 1328.148735 = -52308.653216 nChanged 2 SP:Iteration 22Q (3340.424224 sec): 3 clusters Score: Raw -53638.580914 + Penalty 1328.148735 = -52310.432178 nChanged 2 SP:Iteration 23Q (3340.469545 sec): 3 clusters Score: Raw -53640.014298 + Penalty 1328.148735 = -52311.865563 nChanged 0 SP:Iteration 24F (3340.508895 sec): 3 clusters Score: Raw -53640.014298 + Penalty 1328.148735 = -52311.865563 nChanged 0 Score: Raw -45957400.722034 + Penalty 54623.503038 = -45902777.218995 Splitting cluster 40 changes total score from -45903338.834244 to -45902777.218995 So it's not getting split. Trying to split cluster 41 (148264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3354.023385 sec): 2 clusters Score: Raw -11539692.496194 + Penalty 1131.141226 = -11538561.354968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3354.250375 sec): 3 clusters Score: Raw -11440924.879538 + Penalty 2262.282452 = -11438662.597086 nChanged 72382 SP:Iteration 1F (3354.475995 sec): 3 clusters Score: Raw -11486841.323966 + Penalty 2262.282452 = -11484579.041514 nChanged 6994 SP:Iteration 2Q (3354.717185 sec): 3 clusters Score: Raw -11489634.340343 + Penalty 2262.282452 = -11487372.057891 nChanged 7999 SP:Iteration 3F (3354.935985 sec): 3 clusters Score: Raw -11493549.417448 + Penalty 2262.282452 = -11491287.134996 nChanged 9298 SP:Iteration 4F (3355.162245 sec): 3 clusters Score: Raw -11499146.951913 + Penalty 2262.282452 = -11496884.669461 nChanged 10732 SP:Iteration 5F (3355.390724 sec): 3 clusters Score: Raw -11507111.909442 + Penalty 2262.282452 = -11504849.626990 nChanged 11320 SP:Iteration 6F (3355.608485 sec): 3 clusters Score: Raw -11516796.384420 + Penalty 2262.282452 = -11514534.101968 nChanged 10425 SP:Iteration 7F (3355.813808 sec): 3 clusters Score: Raw -11526627.503925 + Penalty 2262.282452 = -11524365.221473 nChanged 7593 SP:Iteration 8F (3356.038484 sec): 3 clusters Score: Raw -11534045.539390 + Penalty 2262.282452 = -11531783.256938 nChanged 4060 SP:Iteration 9Q (3356.258501 sec): 3 clusters Score: Raw -11537920.391783 + Penalty 2262.282452 = -11535658.109331 nChanged 1450 SP:Iteration 10Q (3356.455060 sec): 3 clusters Score: Raw -11539254.343002 + Penalty 2262.282452 = -11536992.060550 nChanged 401 SP:Iteration 11Q (3356.653667 sec): 3 clusters Score: Raw -11539642.740120 + Penalty 2262.282452 = -11537380.457668 nChanged 85 SP:Iteration 12Q (3356.841946 sec): 3 clusters Score: Raw -11539759.423430 + Penalty 2262.282452 = -11537497.140978 nChanged 32 SP:Iteration 13Q (3357.026923 sec): 3 clusters Score: Raw -11539790.996090 + Penalty 2262.282452 = -11537528.713638 nChanged 18 SP:Iteration 14Q (3357.214391 sec): 3 clusters Score: Raw -11539817.900310 + Penalty 2262.282452 = -11537555.617858 nChanged 13 SP:Iteration 15Q (3357.402350 sec): 3 clusters Score: Raw -11539832.418574 + Penalty 2262.282452 = -11537570.136122 nChanged 4 SP:Iteration 16Q (3357.592317 sec): 3 clusters Score: Raw -11539835.225536 + Penalty 2262.282452 = -11537572.943084 nChanged 0 SP:Iteration 17F (3357.816413 sec): 3 clusters Score: Raw -11539835.225536 + Penalty 2262.282452 = -11537572.943084 nChanged 0 Trying to split cluster 42 (3245 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3357.857933 sec): 2 clusters Score: Raw -224055.331565 + Penalty 768.062710 = -223287.268855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3357.909353 sec): 3 clusters Score: Raw -222359.894328 + Penalty 1536.125420 = -220823.768909 nChanged 1335 SP:Iteration 1F (3357.948778 sec): 3 clusters Score: Raw -223161.718979 + Penalty 1536.125420 = -221625.593559 nChanged 249 SP:Iteration 2F (3358.003104 sec): 3 clusters Score: Raw -223320.170426 + Penalty 1536.125420 = -221784.045007 nChanged 200 SP:Iteration 3F (3358.051805 sec): 3 clusters Score: Raw -223441.421240 + Penalty 1536.125420 = -221905.295821 nChanged 173 SP:Iteration 4F (3358.106026 sec): 3 clusters Score: Raw -223568.440806 + Penalty 1536.125420 = -222032.315387 nChanged 160 SP:Iteration 5Q (3358.153166 sec): 3 clusters Score: Raw -223673.801010 + Penalty 1536.125420 = -222137.675591 nChanged 150 SP:Iteration 6Q (3358.203154 sec): 3 clusters Score: Raw -223794.070325 + Penalty 1536.125420 = -222257.944906 nChanged 143 SP:Iteration 7Q (3358.252738 sec): 3 clusters Score: Raw -223890.905669 + Penalty 1536.125420 = -222354.780249 nChanged 112 SP:Iteration 8Q (3358.289894 sec): 3 clusters Score: Raw -223965.751321 + Penalty 1536.125420 = -222429.625901 nChanged 93 SP:Iteration 9Q (3358.334977 sec): 3 clusters Score: Raw -224015.841430 + Penalty 1536.125420 = -222479.716011 nChanged 78 SP:Iteration 10Q (3358.390063 sec): 3 clusters Score: Raw -224054.473628 + Penalty 1536.125420 = -222518.348209 nChanged 58 SP:Iteration 11Q (3358.436260 sec): 3 clusters Score: Raw -224080.605828 + Penalty 1536.125420 = -222544.480409 nChanged 48 SP:Iteration 12Q (3358.486603 sec): 3 clusters Score: Raw -224103.735069 + Penalty 1536.125420 = -222567.609649 nChanged 48 SP:Iteration 13Q (3358.529822 sec): 3 clusters Score: Raw -224125.382163 + Penalty 1536.125420 = -222589.256743 nChanged 37 SP:Iteration 14Q (3358.571585 sec): 3 clusters Score: Raw -224144.385072 + Penalty 1536.125420 = -222608.259653 nChanged 28 SP:Iteration 15Q (3358.625681 sec): 3 clusters Score: Raw -224155.182453 + Penalty 1536.125420 = -222619.057033 nChanged 25 SP:Iteration 16Q (3358.674159 sec): 3 clusters Score: Raw -224165.261950 + Penalty 1536.125420 = -222629.136531 nChanged 28 SP:Iteration 17Q (3358.726355 sec): 3 clusters Score: Raw -224177.969036 + Penalty 1536.125420 = -222641.843616 nChanged 33 SP:Iteration 18Q (3358.762913 sec): 3 clusters Score: Raw -224194.318129 + Penalty 1536.125420 = -222658.192709 nChanged 33 SP:Iteration 19Q (3358.814973 sec): 3 clusters Score: Raw -224211.306245 + Penalty 1536.125420 = -222675.180825 nChanged 30 SP:Iteration 20F (3358.866049 sec): 3 clusters Score: Raw -224229.159952 + Penalty 1536.125420 = -222693.034532 nChanged 26 SP:Iteration 21Q (3358.916403 sec): 3 clusters Score: Raw -224242.382942 + Penalty 1536.125420 = -222706.257522 nChanged 32 SP:Iteration 22Q (3358.968443 sec): 3 clusters Score: Raw -224258.278100 + Penalty 1536.125420 = -222722.152680 nChanged 24 SP:Iteration 23Q (3359.004588 sec): 3 clusters Score: Raw -224268.552421 + Penalty 1536.125420 = -222732.427002 nChanged 21 SP:Iteration 24Q (3359.055093 sec): 3 clusters Score: Raw -224278.993604 + Penalty 1536.125420 = -222742.868184 nChanged 29 SP:Iteration 25Q (3359.108205 sec): 3 clusters Score: Raw -224291.933171 + Penalty 1536.125420 = -222755.807751 nChanged 24 SP:Iteration 26Q (3359.161722 sec): 3 clusters Score: Raw -224304.208888 + Penalty 1536.125420 = -222768.083468 nChanged 28 SP:Iteration 27Q (3359.207858 sec): 3 clusters Score: Raw -224319.861674 + Penalty 1536.125420 = -222783.736254 nChanged 29 SP:Iteration 28Q (3359.248815 sec): 3 clusters Score: Raw -224338.050692 + Penalty 1536.125420 = -222801.925273 nChanged 27 SP:Iteration 29Q (3359.280686 sec): 3 clusters Score: Raw -224353.695914 + Penalty 1536.125420 = -222817.570495 nChanged 21 SP:Iteration 30Q (3359.324893 sec): 3 clusters Score: Raw -224364.036295 + Penalty 1536.125420 = -222827.910876 nChanged 21 SP:Iteration 31Q (3359.370180 sec): 3 clusters Score: Raw -224375.724902 + Penalty 1536.125420 = -222839.599482 nChanged 26 SP:Iteration 32Q (3359.414985 sec): 3 clusters Score: Raw -224393.400067 + Penalty 1536.125420 = -222857.274647 nChanged 12 SP:Iteration 33Q (3359.465019 sec): 3 clusters Score: Raw -224399.302840 + Penalty 1536.125420 = -222863.177421 nChanged 8 SP:Iteration 34Q (3359.513550 sec): 3 clusters Score: Raw -224402.710316 + Penalty 1536.125420 = -222866.584896 nChanged 7 SP:Iteration 35Q (3359.553330 sec): 3 clusters Score: Raw -224405.564460 + Penalty 1536.125420 = -222869.439040 nChanged 4 SP:Iteration 36Q (3359.613126 sec): 3 clusters Score: Raw -224406.743019 + Penalty 1536.125420 = -222870.617599 nChanged 5 SP:Iteration 37Q (3359.656802 sec): 3 clusters Score: Raw -224408.128152 + Penalty 1536.125420 = -222872.002732 nChanged 4 SP:Iteration 38Q (3359.697139 sec): 3 clusters Score: Raw -224409.471668 + Penalty 1536.125420 = -222873.346248 nChanged 3 SP:Iteration 39Q (3359.758019 sec): 3 clusters Score: Raw -224410.727545 + Penalty 1536.125420 = -222874.602126 nChanged 3 SP:Iteration 40F (3359.793047 sec): 3 clusters Score: Raw -224412.264430 + Penalty 1536.125420 = -222876.139011 nChanged 3 SP:Iteration 41Q (3359.837844 sec): 3 clusters Score: Raw -224413.337018 + Penalty 1536.125420 = -222877.211599 nChanged 1 SP:Iteration 42Q (3359.881923 sec): 3 clusters Score: Raw -224413.452448 + Penalty 1536.125420 = -222877.327028 nChanged 0 SP:Iteration 43F (3359.923707 sec): 3 clusters Score: Raw -224413.452448 + Penalty 1536.125420 = -222877.327028 nChanged 0 Iteration 299Q (3365.972443 sec): 43 clusters Score: Raw -45956694.931088 + Penalty 53353.189014 = -45903341.742074 nChanged 140 Iteration 300F (3378.942047 sec): 43 clusters Score: Raw -45956698.259943 + Penalty 53353.189014 = -45903345.070929 nChanged 137 Iteration 301Q (3385.181440 sec): 43 clusters Score: Raw -45956701.612593 + Penalty 53353.189014 = -45903348.423579 nChanged 135 Iteration 302Q (3391.287470 sec): 43 clusters Score: Raw -45956704.669041 + Penalty 53353.189014 = -45903351.480027 nChanged 140 Iteration 303Q (3397.337396 sec): 43 clusters Score: Raw -45956707.964411 + Penalty 53353.189014 = -45903354.775397 nChanged 145 Iteration 304Q (3403.073398 sec): 43 clusters Score: Raw -45956711.417635 + Penalty 53353.189014 = -45903358.228621 nChanged 153 Iteration 305Q (3409.263211 sec): 43 clusters Score: Raw -45956715.017823 + Penalty 53353.189014 = -45903361.828809 nChanged 134 Iteration 306Q (3415.360078 sec): 43 clusters Score: Raw -45956718.537445 + Penalty 53353.189014 = -45903365.348431 nChanged 141 Iteration 307Q (3421.757501 sec): 43 clusters Score: Raw -45956722.426736 + Penalty 53353.189014 = -45903369.237722 nChanged 138 Iteration 308Q (3428.003768 sec): 43 clusters Score: Raw -45956725.700163 + Penalty 53353.189014 = -45903372.511149 nChanged 139 Iteration 309Q (3434.361311 sec): 43 clusters Score: Raw -45956728.613256 + Penalty 53353.189014 = -45903375.424242 nChanged 111 Iteration 310Q (3440.604404 sec): 43 clusters Score: Raw -45956731.137054 + Penalty 53353.189014 = -45903377.948040 nChanged 108 Iteration 311Q (3446.945168 sec): 43 clusters Score: Raw -45956733.526797 + Penalty 53353.189014 = -45903380.337783 nChanged 108 Iteration 312Q (3453.343215 sec): 43 clusters Score: Raw -45956735.556275 + Penalty 53353.189014 = -45903382.367261 nChanged 95 Iteration 313Q (3459.725074 sec): 43 clusters Score: Raw -45956737.150692 + Penalty 53353.189014 = -45903383.961678 nChanged 90 Iteration 314Q (3465.988503 sec): 43 clusters Score: Raw -45956738.869844 + Penalty 53353.189014 = -45903385.680830 nChanged 86 Iteration 315Q (3472.252988 sec): 43 clusters Score: Raw -45956740.319734 + Penalty 53353.189014 = -45903387.130720 nChanged 69 Iteration 316Q (3478.353155 sec): 43 clusters Score: Raw -45956741.253840 + Penalty 53353.189014 = -45903388.064826 nChanged 58 Iteration 317Q (3484.441687 sec): 43 clusters Score: Raw -45956742.161662 + Penalty 53353.189014 = -45903388.972648 nChanged 56 Iteration 318Q (3490.453076 sec): 43 clusters Score: Raw -45956743.010462 + Penalty 53353.189014 = -45903389.821448 nChanged 58 Iteration 319Q (3496.532840 sec): 43 clusters Score: Raw -45956743.992984 + Penalty 53353.189014 = -45903390.803970 nChanged 60 Iteration 320F (3509.716301 sec): 43 clusters Score: Raw -45956745.163181 + Penalty 53353.189014 = -45903391.974167 nChanged 73 Iteration 321Q (3516.078549 sec): 43 clusters Score: Raw -45956746.442364 + Penalty 53353.189014 = -45903393.253350 nChanged 66 Iteration 322Q (3522.305113 sec): 43 clusters Score: Raw -45956747.618551 + Penalty 53353.189014 = -45903394.429537 nChanged 54 Iteration 323Q (3528.448596 sec): 43 clusters Score: Raw -45956748.389885 + Penalty 53353.189014 = -45903395.200871 nChanged 44 Iteration 324Q (3534.667053 sec): 43 clusters Score: Raw -45956749.171364 + Penalty 53353.189014 = -45903395.982350 nChanged 51 Iteration 325Q (3540.399879 sec): 43 clusters Score: Raw -45956749.921513 + Penalty 53353.189014 = -45903396.732499 nChanged 48 Iteration 326Q (3546.311668 sec): 43 clusters Score: Raw -45956750.631804 + Penalty 53353.189014 = -45903397.442790 nChanged 36 Iteration 327Q (3552.430495 sec): 43 clusters Score: Raw -45956751.216425 + Penalty 53353.189014 = -45903398.027411 nChanged 34 Iteration 328Q (3558.465065 sec): 43 clusters Score: Raw -45956751.783945 + Penalty 53353.189014 = -45903398.594931 nChanged 32 Iteration 329Q (3564.493017 sec): 43 clusters Score: Raw -45956752.425393 + Penalty 53353.189014 = -45903399.236379 nChanged 33 Iteration 330Q (3570.667104 sec): 43 clusters Score: Raw -45956752.913988 + Penalty 53353.189014 = -45903399.724974 nChanged 38 Iteration 331Q (3576.834584 sec): 43 clusters Score: Raw -45956753.573578 + Penalty 53353.189014 = -45903400.384564 nChanged 34 Iteration 332Q (3582.902810 sec): 43 clusters Score: Raw -45956754.169759 + Penalty 53353.189014 = -45903400.980745 nChanged 34 Iteration 333Q (3589.261188 sec): 43 clusters Score: Raw -45956754.871017 + Penalty 53353.189014 = -45903401.682003 nChanged 24 Iteration 334Q (3595.402747 sec): 43 clusters Score: Raw -45956755.381507 + Penalty 53353.189014 = -45903402.192493 nChanged 32 Iteration 335Q (3601.747202 sec): 43 clusters Score: Raw -45956755.810566 + Penalty 53353.189014 = -45903402.621552 nChanged 26 Iteration 336Q (3607.951927 sec): 43 clusters Score: Raw -45956756.146674 + Penalty 53353.189014 = -45903402.957660 nChanged 18 Iteration 337Q (3614.308358 sec): 43 clusters Score: Raw -45956756.383885 + Penalty 53353.189014 = -45903403.194871 nChanged 15 Iteration 338Q (3620.718782 sec): 43 clusters Score: Raw -45956756.563886 + Penalty 53353.189014 = -45903403.374872 nChanged 10 Writing temp clu file Because OldScore, -45903403.194871, is greater than current (better) Score,-45903403.374872 Compute initial score before splitting: Score: Raw -45956756.563886 + Penalty 53353.189014 = -45903403.374872 Trying to split cluster 1 (13970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3620.909566 sec): 2 clusters Score: Raw -1094245.774252 + Penalty 906.743408 = -1093339.030844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3620.958906 sec): 3 clusters Score: Raw -1085759.030052 + Penalty 1813.486816 = -1083945.543236 nChanged 6374 SP:Iteration 1F (3621.021476 sec): 3 clusters Score: Raw -1089247.328459 + Penalty 1813.486816 = -1087433.841643 nChanged 679 SP:Iteration 2Q (3621.086134 sec): 3 clusters Score: Raw -1089511.267237 + Penalty 1813.486816 = -1087697.780421 nChanged 720 SP:Iteration 3F (3621.148504 sec): 3 clusters Score: Raw -1089818.755398 + Penalty 1813.486816 = -1088005.268582 nChanged 764 SP:Iteration 4F (3621.205690 sec): 3 clusters Score: Raw -1090152.809341 + Penalty 1813.486816 = -1088339.322525 nChanged 773 SP:Iteration 5F (3621.250119 sec): 3 clusters Score: Raw -1090561.885564 + Penalty 1813.486816 = -1088748.398749 nChanged 836 SP:Iteration 6F (3621.311619 sec): 3 clusters Score: Raw -1091086.922204 + Penalty 1813.486816 = -1089273.435388 nChanged 894 SP:Iteration 7F (3621.362528 sec): 3 clusters Score: Raw -1091754.262848 + Penalty 1813.486816 = -1089940.776032 nChanged 940 SP:Iteration 8F (3621.428223 sec): 3 clusters Score: Raw -1092585.690887 + Penalty 1813.486816 = -1090772.204071 nChanged 820 SP:Iteration 9F (3621.486570 sec): 3 clusters Score: Raw -1093377.061507 + Penalty 1813.486816 = -1091563.574691 nChanged 514 SP:Iteration 10Q (3621.546369 sec): 3 clusters Score: Raw -1093855.744322 + Penalty 1813.486816 = -1092042.257506 nChanged 262 SP:Iteration 11Q (3621.610861 sec): 3 clusters Score: Raw -1094059.867573 + Penalty 1813.486816 = -1092246.380757 nChanged 166 SP:Iteration 12Q (3621.670672 sec): 3 clusters Score: Raw -1094169.145020 + Penalty 1813.486816 = -1092355.658204 nChanged 99 SP:Iteration 13Q (3621.716680 sec): 3 clusters Score: Raw -1094226.263117 + Penalty 1813.486816 = -1092412.776301 nChanged 69 SP:Iteration 14Q (3621.775636 sec): 3 clusters Score: Raw -1094270.703091 + Penalty 1813.486816 = -1092457.216275 nChanged 50 SP:Iteration 15Q (3621.829123 sec): 3 clusters Score: Raw -1094301.101331 + Penalty 1813.486816 = -1092487.614515 nChanged 28 SP:Iteration 16Q (3621.881488 sec): 3 clusters Score: Raw -1094317.767493 + Penalty 1813.486816 = -1092504.280677 nChanged 22 SP:Iteration 17Q (3621.941461 sec): 3 clusters Score: Raw -1094328.515832 + Penalty 1813.486816 = -1092515.029016 nChanged 14 SP:Iteration 18Q (3621.991985 sec): 3 clusters Score: Raw -1094336.576490 + Penalty 1813.486816 = -1092523.089674 nChanged 14 SP:Iteration 19Q (3622.044040 sec): 3 clusters Score: Raw -1094347.213976 + Penalty 1813.486816 = -1092533.727160 nChanged 10 SP:Iteration 20F (3622.095561 sec): 3 clusters Score: Raw -1094353.781553 + Penalty 1813.486816 = -1092540.294737 nChanged 10 SP:Iteration 21Q (3622.151668 sec): 3 clusters Score: Raw -1094359.561370 + Penalty 1813.486816 = -1092546.074554 nChanged 9 SP:Iteration 22Q (3622.211037 sec): 3 clusters Score: Raw -1094365.991567 + Penalty 1813.486816 = -1092552.504752 nChanged 12 SP:Iteration 23Q (3622.261547 sec): 3 clusters Score: Raw -1094373.223648 + Penalty 1813.486816 = -1092559.736832 nChanged 5 SP:Iteration 24Q (3622.311924 sec): 3 clusters Score: Raw -1094376.381621 + Penalty 1813.486816 = -1092562.894805 nChanged 4 SP:Iteration 25Q (3622.372947 sec): 3 clusters Score: Raw -1094379.576951 + Penalty 1813.486816 = -1092566.090135 nChanged 1 SP:Iteration 26Q (3622.432536 sec): 3 clusters Score: Raw -1094379.861664 + Penalty 1813.486816 = -1092566.374848 nChanged 0 SP:Iteration 27F (3622.501169 sec): 3 clusters Score: Raw -1094379.861664 + Penalty 1813.486816 = -1092566.374848 nChanged 0 Trying to split cluster 2 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3622.521411 sec): 2 clusters Score: Raw -58159.225282 + Penalty 636.919364 = -57522.305918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3622.579588 sec): 3 clusters Score: Raw -57847.942591 + Penalty 1273.838727 = -56574.103864 nChanged 301 SP:Iteration 1F (3622.617623 sec): 3 clusters Score: Raw -58061.432836 + Penalty 1273.838727 = -56787.594108 nChanged 70 SP:Iteration 2F (3622.667601 sec): 3 clusters Score: Raw -58119.244595 + Penalty 1273.838727 = -56845.405868 nChanged 37 SP:Iteration 3Q (3622.729694 sec): 3 clusters Score: Raw -58156.008947 + Penalty 1273.838727 = -56882.170220 nChanged 32 SP:Iteration 4Q (3622.756494 sec): 3 clusters Score: Raw -58196.366904 + Penalty 1273.838727 = -56922.528177 nChanged 36 SP:Iteration 5Q (3622.808307 sec): 3 clusters Score: Raw -58236.858770 + Penalty 1273.838727 = -56963.020043 nChanged 26 SP:Iteration 6Q (3622.850985 sec): 3 clusters Score: Raw -58270.259837 + Penalty 1273.838727 = -56996.421110 nChanged 29 SP:Iteration 7Q (3622.891407 sec): 3 clusters Score: Raw -58324.600897 + Penalty 1273.838727 = -57050.762170 nChanged 39 SP:Iteration 8Q (3622.935745 sec): 3 clusters Score: Raw -58454.940230 + Penalty 1273.838727 = -57181.101503 nChanged 30 SP:Iteration 9Q (3622.985418 sec): 3 clusters Score: Raw -58569.458627 + Penalty 1273.838727 = -57295.619899 nChanged 17 SP:Iteration 10Q (3623.028247 sec): 3 clusters Score: Raw -58607.838317 + Penalty 1273.838727 = -57333.999590 nChanged 13 SP:Iteration 11Q (3623.079206 sec): 3 clusters Score: Raw -58634.208235 + Penalty 1273.838727 = -57360.369507 nChanged 13 SP:Iteration 12Q (3623.120692 sec): 3 clusters Score: Raw -58646.686822 + Penalty 1273.838727 = -57372.848095 nChanged 6 SP:Iteration 13Q (3623.171828 sec): 3 clusters Score: Raw -58650.575227 + Penalty 1273.838727 = -57376.736499 nChanged 1 SP:Iteration 14Q (3623.198590 sec): 3 clusters Score: Raw -58651.419406 + Penalty 1273.838727 = -57377.580679 nChanged 4 SP:Iteration 15Q (3623.249536 sec): 3 clusters Score: Raw -58654.865067 + Penalty 1273.838727 = -57381.026339 nChanged 7 SP:Iteration 16Q (3623.290349 sec): 3 clusters Score: Raw -58660.070546 + Penalty 1273.838727 = -57386.231818 nChanged 7 SP:Iteration 17Q (3623.330720 sec): 3 clusters Score: Raw -58665.377345 + Penalty 1273.838727 = -57391.538617 nChanged 6 SP:Iteration 18Q (3623.380530 sec): 3 clusters Score: Raw -58671.032951 + Penalty 1273.838727 = -57397.194224 nChanged 3 SP:Iteration 19Q (3623.431083 sec): 3 clusters Score: Raw -58672.558342 + Penalty 1273.838727 = -57398.719615 nChanged 1 SP:Iteration 20F (3623.482501 sec): 3 clusters Score: Raw -58673.004840 + Penalty 1273.838727 = -57399.166112 nChanged 0 Trying to split cluster 3 (9206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3623.505547 sec): 2 clusters Score: Raw -591106.240859 + Penalty 867.123019 = -590239.117840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3623.569764 sec): 3 clusters Score: Raw -585693.252112 + Penalty 1734.246038 = -583959.006075 nChanged 4132 SP:Iteration 1F (3623.616578 sec): 3 clusters Score: Raw -588098.197956 + Penalty 1734.246038 = -586363.951919 nChanged 647 SP:Iteration 2F (3623.669164 sec): 3 clusters Score: Raw -588491.156052 + Penalty 1734.246038 = -586756.910015 nChanged 673 SP:Iteration 3F (3623.729816 sec): 3 clusters Score: Raw -588988.607998 + Penalty 1734.246038 = -587254.361960 nChanged 675 SP:Iteration 4F (3623.778378 sec): 3 clusters Score: Raw -589505.796939 + Penalty 1734.246038 = -587771.550901 nChanged 579 SP:Iteration 5F (3623.828051 sec): 3 clusters Score: Raw -589952.842062 + Penalty 1734.246038 = -588218.596024 nChanged 495 SP:Iteration 6F (3623.884755 sec): 3 clusters Score: Raw -590291.886571 + Penalty 1734.246038 = -588557.640533 nChanged 376 SP:Iteration 7Q (3623.938443 sec): 3 clusters Score: Raw -590535.688336 + Penalty 1734.246038 = -588801.442298 nChanged 314 SP:Iteration 8Q (3624.010020 sec): 3 clusters Score: Raw -590716.686499 + Penalty 1734.246038 = -588982.440461 nChanged 223 SP:Iteration 9Q (3624.057686 sec): 3 clusters Score: Raw -590829.598807 + Penalty 1734.246038 = -589095.352770 nChanged 191 SP:Iteration 10Q (3624.116609 sec): 3 clusters Score: Raw -590911.789318 + Penalty 1734.246038 = -589177.543280 nChanged 161 SP:Iteration 11Q (3624.176765 sec): 3 clusters Score: Raw -590977.293401 + Penalty 1734.246038 = -589243.047363 nChanged 148 SP:Iteration 12Q (3624.230839 sec): 3 clusters Score: Raw -591033.652648 + Penalty 1734.246038 = -589299.406610 nChanged 143 SP:Iteration 13Q (3624.289197 sec): 3 clusters Score: Raw -591081.938733 + Penalty 1734.246038 = -589347.692696 nChanged 110 SP:Iteration 14Q (3624.338189 sec): 3 clusters Score: Raw -591120.635082 + Penalty 1734.246038 = -589386.389044 nChanged 109 SP:Iteration 15Q (3624.396815 sec): 3 clusters Score: Raw -591157.539332 + Penalty 1734.246038 = -589423.293294 nChanged 93 SP:Iteration 16Q (3624.440234 sec): 3 clusters Score: Raw -591188.195188 + Penalty 1734.246038 = -589453.949151 nChanged 84 SP:Iteration 17Q (3624.507969 sec): 3 clusters Score: Raw -591214.016305 + Penalty 1734.246038 = -589479.770267 nChanged 88 SP:Iteration 18Q (3624.553680 sec): 3 clusters Score: Raw -591245.021210 + Penalty 1734.246038 = -589510.775172 nChanged 87 SP:Iteration 19Q (3624.617625 sec): 3 clusters Score: Raw -591276.749746 + Penalty 1734.246038 = -589542.503708 nChanged 94 SP:Iteration 20F (3624.663349 sec): 3 clusters Score: Raw -591304.392124 + Penalty 1734.246038 = -589570.146087 nChanged 79 SP:Iteration 21Q (3624.707072 sec): 3 clusters Score: Raw -591328.190155 + Penalty 1734.246038 = -589593.944117 nChanged 80 SP:Iteration 22Q (3624.763410 sec): 3 clusters Score: Raw -591356.671486 + Penalty 1734.246038 = -589622.425448 nChanged 66 SP:Iteration 23Q (3624.805480 sec): 3 clusters Score: Raw -591381.911456 + Penalty 1734.246038 = -589647.665418 nChanged 71 SP:Iteration 24Q (3624.863398 sec): 3 clusters Score: Raw -591406.043194 + Penalty 1734.246038 = -589671.797156 nChanged 61 SP:Iteration 25Q (3624.921929 sec): 3 clusters Score: Raw -591424.331461 + Penalty 1734.246038 = -589690.085424 nChanged 58 SP:Iteration 26Q (3624.973756 sec): 3 clusters Score: Raw -591441.349373 + Penalty 1734.246038 = -589707.103336 nChanged 45 SP:Iteration 27Q (3625.022783 sec): 3 clusters Score: Raw -591451.474512 + Penalty 1734.246038 = -589717.228474 nChanged 36 SP:Iteration 28Q (3625.081472 sec): 3 clusters Score: Raw -591463.915566 + Penalty 1734.246038 = -589729.669528 nChanged 40 SP:Iteration 29Q (3625.130813 sec): 3 clusters Score: Raw -591479.436669 + Penalty 1734.246038 = -589745.190631 nChanged 51 SP:Iteration 30Q (3625.181796 sec): 3 clusters Score: Raw -591494.137237 + Penalty 1734.246038 = -589759.891200 nChanged 45 SP:Iteration 31Q (3625.237060 sec): 3 clusters Score: Raw -591503.225491 + Penalty 1734.246038 = -589768.979454 nChanged 29 SP:Iteration 32Q (3625.288756 sec): 3 clusters Score: Raw -591509.185217 + Penalty 1734.246038 = -589774.939179 nChanged 29 SP:Iteration 33Q (3625.335433 sec): 3 clusters Score: Raw -591515.978480 + Penalty 1734.246038 = -589781.732442 nChanged 28 SP:Iteration 34Q (3625.399615 sec): 3 clusters Score: Raw -591522.183762 + Penalty 1734.246038 = -589787.937725 nChanged 33 SP:Iteration 35Q (3625.446704 sec): 3 clusters Score: Raw -591528.171362 + Penalty 1734.246038 = -589793.925324 nChanged 24 SP:Iteration 36Q (3625.504173 sec): 3 clusters Score: Raw -591531.952408 + Penalty 1734.246038 = -589797.706370 nChanged 22 SP:Iteration 37Q (3625.560265 sec): 3 clusters Score: Raw -591535.430981 + Penalty 1734.246038 = -589801.184944 nChanged 16 SP:Iteration 38Q (3625.612229 sec): 3 clusters Score: Raw -591537.329007 + Penalty 1734.246038 = -589803.082969 nChanged 10 SP:Iteration 39Q (3625.657803 sec): 3 clusters Score: Raw -591538.934412 + Penalty 1734.246038 = -589804.688375 nChanged 7 SP:Iteration 40F (3625.709440 sec): 3 clusters Score: Raw -591540.178203 + Penalty 1734.246038 = -589805.932165 nChanged 10 SP:Iteration 41Q (3625.763535 sec): 3 clusters Score: Raw -591541.539821 + Penalty 1734.246038 = -589807.293784 nChanged 8 SP:Iteration 42Q (3625.815687 sec): 3 clusters Score: Raw -591542.255838 + Penalty 1734.246038 = -589808.009800 nChanged 4 SP:Iteration 43Q (3625.875164 sec): 3 clusters Score: Raw -591542.508438 + Penalty 1734.246038 = -589808.262401 nChanged 2 SP:Iteration 44Q (3625.922411 sec): 3 clusters Score: Raw -591542.930673 + Penalty 1734.246038 = -589808.684635 nChanged 4 SP:Iteration 45Q (3625.984423 sec): 3 clusters Score: Raw -591543.481635 + Penalty 1734.246038 = -589809.235598 nChanged 1 SP:Iteration 46Q (3626.041743 sec): 3 clusters Score: Raw -591543.889867 + Penalty 1734.246038 = -589809.643830 nChanged 1 SP:Iteration 47Q (3626.100609 sec): 3 clusters Score: Raw -591544.057218 + Penalty 1734.246038 = -589809.811181 nChanged 1 SP:Iteration 48Q (3626.145526 sec): 3 clusters Score: Raw -591544.111182 + Penalty 1734.246038 = -589809.865144 nChanged 1 SP:Iteration 49Q (3626.192595 sec): 3 clusters Score: Raw -591544.277720 + Penalty 1734.246038 = -589810.031682 nChanged 2 SP:Iteration 50Q (3626.250273 sec): 3 clusters Score: Raw -591544.499379 + Penalty 1734.246038 = -589810.253342 nChanged 4 SP:Iteration 51Q (3626.305942 sec): 3 clusters Score: Raw -591545.595135 + Penalty 1734.246038 = -589811.349098 nChanged 8 SP:Iteration 52Q (3626.349015 sec): 3 clusters Score: Raw -591546.956361 + Penalty 1734.246038 = -589812.710323 nChanged 6 SP:Iteration 53Q (3626.405747 sec): 3 clusters Score: Raw -591548.064675 + Penalty 1734.246038 = -589813.818637 nChanged 7 SP:Iteration 54Q (3626.458323 sec): 3 clusters Score: Raw -591549.328953 + Penalty 1734.246038 = -589815.082915 nChanged 8 SP:Iteration 55Q (3626.517993 sec): 3 clusters Score: Raw -591550.064826 + Penalty 1734.246038 = -589815.818789 nChanged 5 SP:Iteration 56Q (3626.572241 sec): 3 clusters Score: Raw -591550.633744 + Penalty 1734.246038 = -589816.387707 nChanged 6 SP:Iteration 57Q (3626.628392 sec): 3 clusters Score: Raw -591551.214129 + Penalty 1734.246038 = -589816.968091 nChanged 6 SP:Iteration 58Q (3626.677634 sec): 3 clusters Score: Raw -591551.815619 + Penalty 1734.246038 = -589817.569582 nChanged 6 SP:Iteration 59Q (3626.736866 sec): 3 clusters Score: Raw -591552.683429 + Penalty 1734.246038 = -589818.437391 nChanged 7 SP:Iteration 60F (3626.795276 sec): 3 clusters Score: Raw -591553.781562 + Penalty 1734.246038 = -589819.535524 nChanged 9 SP:Iteration 61Q (3626.852377 sec): 3 clusters Score: Raw -591554.986997 + Penalty 1734.246038 = -589820.740959 nChanged 10 SP:Iteration 62Q (3626.909857 sec): 3 clusters Score: Raw -591556.693440 + Penalty 1734.246038 = -589822.447403 nChanged 15 SP:Iteration 63Q (3626.961252 sec): 3 clusters Score: Raw -591559.425606 + Penalty 1734.246038 = -589825.179568 nChanged 15 SP:Iteration 64Q (3627.013557 sec): 3 clusters Score: Raw -591562.240491 + Penalty 1734.246038 = -589827.994453 nChanged 14 SP:Iteration 65Q (3627.071523 sec): 3 clusters Score: Raw -591565.258473 + Penalty 1734.246038 = -589831.012435 nChanged 13 SP:Iteration 66Q (3627.113390 sec): 3 clusters Score: Raw -591567.618642 + Penalty 1734.246038 = -589833.372605 nChanged 15 SP:Iteration 67Q (3627.156196 sec): 3 clusters Score: Raw -591570.727099 + Penalty 1734.246038 = -589836.481061 nChanged 11 SP:Iteration 68Q (3627.213192 sec): 3 clusters Score: Raw -591572.314643 + Penalty 1734.246038 = -589838.068606 nChanged 8 SP:Iteration 69Q (3627.271376 sec): 3 clusters Score: Raw -591573.308119 + Penalty 1734.246038 = -589839.062082 nChanged 6 SP:Iteration 70Q (3627.326177 sec): 3 clusters Score: Raw -591573.959207 + Penalty 1734.246038 = -589839.713169 nChanged 4 SP:Iteration 71Q (3627.372032 sec): 3 clusters Score: Raw -591574.316355 + Penalty 1734.246038 = -589840.070317 nChanged 3 SP:Iteration 72Q (3627.429440 sec): 3 clusters Score: Raw -591574.602914 + Penalty 1734.246038 = -589840.356876 nChanged 2 SP:Iteration 73Q (3627.487112 sec): 3 clusters Score: Raw -591574.710129 + Penalty 1734.246038 = -589840.464091 nChanged 1 SP:Iteration 74Q (3627.530803 sec): 3 clusters Score: Raw -591574.778413 + Penalty 1734.246038 = -589840.532375 nChanged 1 SP:Iteration 75Q (3627.580893 sec): 3 clusters Score: Raw -591574.795202 + Penalty 1734.246038 = -589840.549164 nChanged 0 SP:Iteration 76F (3627.634962 sec): 3 clusters Score: Raw -591574.795202 + Penalty 1734.246038 = -589840.549164 nChanged 0 Trying to split cluster 4 (15544 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3627.671556 sec): 2 clusters Score: Raw -1150984.494264 + Penalty 916.885849 = -1150067.608415 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3627.741131 sec): 3 clusters Score: Raw -1141447.004137 + Penalty 1833.771698 = -1139613.232439 nChanged 7048 SP:Iteration 1F (3627.808335 sec): 3 clusters Score: Raw -1145486.649707 + Penalty 1833.771698 = -1143652.878009 nChanged 969 SP:Iteration 2F (3627.875920 sec): 3 clusters Score: Raw -1146009.876756 + Penalty 1833.771698 = -1144176.105058 nChanged 1028 SP:Iteration 3F (3627.933621 sec): 3 clusters Score: Raw -1146629.755737 + Penalty 1833.771698 = -1144795.984039 nChanged 1031 SP:Iteration 4F (3628.004429 sec): 3 clusters Score: Raw -1147288.894584 + Penalty 1833.771698 = -1145455.122886 nChanged 1001 SP:Iteration 5F (3628.061626 sec): 3 clusters Score: Raw -1147972.814120 + Penalty 1833.771698 = -1146139.042422 nChanged 1003 SP:Iteration 6F (3628.118926 sec): 3 clusters Score: Raw -1148722.659747 + Penalty 1833.771698 = -1146888.888049 nChanged 913 SP:Iteration 7F (3628.185266 sec): 3 clusters Score: Raw -1149392.294561 + Penalty 1833.771698 = -1147558.522862 nChanged 697 SP:Iteration 8Q (3628.249779 sec): 3 clusters Score: Raw -1149776.775635 + Penalty 1833.771698 = -1147943.003936 nChanged 465 SP:Iteration 9Q (3628.302827 sec): 3 clusters Score: Raw -1149966.959263 + Penalty 1833.771698 = -1148133.187565 nChanged 333 SP:Iteration 10Q (3628.364089 sec): 3 clusters Score: Raw -1150106.515738 + Penalty 1833.771698 = -1148272.744039 nChanged 277 SP:Iteration 11Q (3628.418983 sec): 3 clusters Score: Raw -1150226.515060 + Penalty 1833.771698 = -1148392.743362 nChanged 242 SP:Iteration 12Q (3628.488067 sec): 3 clusters Score: Raw -1150315.039878 + Penalty 1833.771698 = -1148481.268180 nChanged 189 SP:Iteration 13Q (3628.539694 sec): 3 clusters Score: Raw -1150375.989423 + Penalty 1833.771698 = -1148542.217725 nChanged 177 SP:Iteration 14Q (3628.607946 sec): 3 clusters Score: Raw -1150432.339548 + Penalty 1833.771698 = -1148598.567849 nChanged 171 SP:Iteration 15Q (3628.667097 sec): 3 clusters Score: Raw -1150485.174658 + Penalty 1833.771698 = -1148651.402960 nChanged 149 SP:Iteration 16Q (3628.728895 sec): 3 clusters Score: Raw -1150523.081975 + Penalty 1833.771698 = -1148689.310277 nChanged 128 SP:Iteration 17Q (3628.772946 sec): 3 clusters Score: Raw -1150550.006887 + Penalty 1833.771698 = -1148716.235189 nChanged 99 SP:Iteration 18Q (3628.835866 sec): 3 clusters Score: Raw -1150571.110188 + Penalty 1833.771698 = -1148737.338490 nChanged 89 SP:Iteration 19Q (3628.891357 sec): 3 clusters Score: Raw -1150587.550690 + Penalty 1833.771698 = -1148753.778992 nChanged 83 SP:Iteration 20F (3628.958484 sec): 3 clusters Score: Raw -1150604.081784 + Penalty 1833.771698 = -1148770.310086 nChanged 89 SP:Iteration 21Q (3629.020885 sec): 3 clusters Score: Raw -1150621.359844 + Penalty 1833.771698 = -1148787.588146 nChanged 79 SP:Iteration 22Q (3629.055139 sec): 3 clusters Score: Raw -1150634.987224 + Penalty 1833.771698 = -1148801.215526 nChanged 76 SP:Iteration 23Q (3629.119311 sec): 3 clusters Score: Raw -1150648.487449 + Penalty 1833.771698 = -1148814.715751 nChanged 71 SP:Iteration 24Q (3629.169851 sec): 3 clusters Score: Raw -1150659.318671 + Penalty 1833.771698 = -1148825.546972 nChanged 55 SP:Iteration 25Q (3629.232220 sec): 3 clusters Score: Raw -1150666.457687 + Penalty 1833.771698 = -1148832.685989 nChanged 46 SP:Iteration 26Q (3629.283582 sec): 3 clusters Score: Raw -1150671.510588 + Penalty 1833.771698 = -1148837.738890 nChanged 40 SP:Iteration 27Q (3629.349738 sec): 3 clusters Score: Raw -1150676.141820 + Penalty 1833.771698 = -1148842.370122 nChanged 38 SP:Iteration 28Q (3629.396855 sec): 3 clusters Score: Raw -1150680.754655 + Penalty 1833.771698 = -1148846.982956 nChanged 46 SP:Iteration 29Q (3629.433683 sec): 3 clusters Score: Raw -1150686.128767 + Penalty 1833.771698 = -1148852.357069 nChanged 43 SP:Iteration 30Q (3629.499939 sec): 3 clusters Score: Raw -1150691.254946 + Penalty 1833.771698 = -1148857.483248 nChanged 50 SP:Iteration 31Q (3629.566472 sec): 3 clusters Score: Raw -1150698.198639 + Penalty 1833.771698 = -1148864.426941 nChanged 53 SP:Iteration 32Q (3629.625705 sec): 3 clusters Score: Raw -1150706.044274 + Penalty 1833.771698 = -1148872.272575 nChanged 53 SP:Iteration 33Q (3629.673609 sec): 3 clusters Score: Raw -1150713.083782 + Penalty 1833.771698 = -1148879.312084 nChanged 44 SP:Iteration 34Q (3629.737346 sec): 3 clusters Score: Raw -1150719.120906 + Penalty 1833.771698 = -1148885.349208 nChanged 42 SP:Iteration 35Q (3629.797765 sec): 3 clusters Score: Raw -1150724.725311 + Penalty 1833.771698 = -1148890.953613 nChanged 53 SP:Iteration 36Q (3629.870366 sec): 3 clusters Score: Raw -1150731.494973 + Penalty 1833.771698 = -1148897.723275 nChanged 57 SP:Iteration 37Q (3629.923819 sec): 3 clusters Score: Raw -1150740.249001 + Penalty 1833.771698 = -1148906.477303 nChanged 67 SP:Iteration 38Q (3629.981898 sec): 3 clusters Score: Raw -1150750.369162 + Penalty 1833.771698 = -1148916.597463 nChanged 52 SP:Iteration 39Q (3630.039757 sec): 3 clusters Score: Raw -1150757.244695 + Penalty 1833.771698 = -1148923.472997 nChanged 46 SP:Iteration 40F (3630.098606 sec): 3 clusters Score: Raw -1150763.462719 + Penalty 1833.771698 = -1148929.691021 nChanged 47 SP:Iteration 41Q (3630.156935 sec): 3 clusters Score: Raw -1150770.466911 + Penalty 1833.771698 = -1148936.695213 nChanged 51 SP:Iteration 42Q (3630.222105 sec): 3 clusters Score: Raw -1150777.749509 + Penalty 1833.771698 = -1148943.977811 nChanged 47 SP:Iteration 43Q (3630.272386 sec): 3 clusters Score: Raw -1150783.185304 + Penalty 1833.771698 = -1148949.413606 nChanged 29 SP:Iteration 44Q (3630.323701 sec): 3 clusters Score: Raw -1150786.412853 + Penalty 1833.771698 = -1148952.641155 nChanged 36 SP:Iteration 45Q (3630.376283 sec): 3 clusters Score: Raw -1150790.250182 + Penalty 1833.771698 = -1148956.478483 nChanged 40 SP:Iteration 46Q (3630.442459 sec): 3 clusters Score: Raw -1150794.945025 + Penalty 1833.771698 = -1148961.173327 nChanged 39 SP:Iteration 47Q (3630.495839 sec): 3 clusters Score: Raw -1150799.744846 + Penalty 1833.771698 = -1148965.973148 nChanged 45 SP:Iteration 48Q (3630.560348 sec): 3 clusters Score: Raw -1150804.705777 + Penalty 1833.771698 = -1148970.934079 nChanged 35 SP:Iteration 49Q (3630.616651 sec): 3 clusters Score: Raw -1150807.226622 + Penalty 1833.771698 = -1148973.454923 nChanged 17 SP:Iteration 50Q (3630.670803 sec): 3 clusters Score: Raw -1150808.883405 + Penalty 1833.771698 = -1148975.111707 nChanged 25 SP:Iteration 51Q (3630.732831 sec): 3 clusters Score: Raw -1150811.612542 + Penalty 1833.771698 = -1148977.840843 nChanged 28 SP:Iteration 52Q (3630.787839 sec): 3 clusters Score: Raw -1150813.585678 + Penalty 1833.771698 = -1148979.813980 nChanged 18 SP:Iteration 53Q (3630.839254 sec): 3 clusters Score: Raw -1150814.925440 + Penalty 1833.771698 = -1148981.153742 nChanged 18 SP:Iteration 54Q (3630.907975 sec): 3 clusters Score: Raw -1150816.934266 + Penalty 1833.771698 = -1148983.162568 nChanged 28 SP:Iteration 55Q (3630.954663 sec): 3 clusters Score: Raw -1150820.469117 + Penalty 1833.771698 = -1148986.697418 nChanged 35 SP:Iteration 56Q (3631.018929 sec): 3 clusters Score: Raw -1150826.442393 + Penalty 1833.771698 = -1148992.670695 nChanged 34 SP:Iteration 57Q (3631.074458 sec): 3 clusters Score: Raw -1150831.586905 + Penalty 1833.771698 = -1148997.815206 nChanged 39 SP:Iteration 58Q (3631.132853 sec): 3 clusters Score: Raw -1150836.964474 + Penalty 1833.771698 = -1149003.192775 nChanged 30 SP:Iteration 59Q (3631.189582 sec): 3 clusters Score: Raw -1150840.555733 + Penalty 1833.771698 = -1149006.784035 nChanged 33 SP:Iteration 60F (3631.246891 sec): 3 clusters Score: Raw -1150844.044649 + Penalty 1833.771698 = -1149010.272950 nChanged 26 SP:Iteration 61Q (3631.300302 sec): 3 clusters Score: Raw -1150847.023667 + Penalty 1833.771698 = -1149013.251969 nChanged 25 SP:Iteration 62Q (3631.328254 sec): 3 clusters Score: Raw -1150849.961664 + Penalty 1833.771698 = -1149016.189966 nChanged 19 SP:Iteration 63Q (3631.389385 sec): 3 clusters Score: Raw -1150852.233040 + Penalty 1833.771698 = -1149018.461342 nChanged 21 SP:Iteration 64Q (3631.447457 sec): 3 clusters Score: Raw -1150855.053508 + Penalty 1833.771698 = -1149021.281809 nChanged 28 SP:Iteration 65Q (3631.505546 sec): 3 clusters Score: Raw -1150858.678387 + Penalty 1833.771698 = -1149024.906688 nChanged 35 SP:Iteration 66Q (3631.560432 sec): 3 clusters Score: Raw -1150862.440734 + Penalty 1833.771698 = -1149028.669036 nChanged 35 SP:Iteration 67Q (3631.618107 sec): 3 clusters Score: Raw -1150866.106322 + Penalty 1833.771698 = -1149032.334624 nChanged 29 SP:Iteration 68Q (3631.678613 sec): 3 clusters Score: Raw -1150868.912893 + Penalty 1833.771698 = -1149035.141195 nChanged 26 SP:Iteration 69Q (3631.738635 sec): 3 clusters Score: Raw -1150871.306796 + Penalty 1833.771698 = -1149037.535097 nChanged 27 SP:Iteration 70Q (3631.775166 sec): 3 clusters Score: Raw -1150874.348688 + Penalty 1833.771698 = -1149040.576990 nChanged 30 SP:Iteration 71Q (3631.827111 sec): 3 clusters Score: Raw -1150878.650067 + Penalty 1833.771698 = -1149044.878369 nChanged 30 SP:Iteration 72Q (3631.881767 sec): 3 clusters Score: Raw -1150882.382535 + Penalty 1833.771698 = -1149048.610837 nChanged 27 SP:Iteration 73Q (3631.946298 sec): 3 clusters Score: Raw -1150885.542189 + Penalty 1833.771698 = -1149051.770491 nChanged 30 SP:Iteration 74Q (3632.003659 sec): 3 clusters Score: Raw -1150888.910087 + Penalty 1833.771698 = -1149055.138389 nChanged 33 SP:Iteration 75Q (3632.060107 sec): 3 clusters Score: Raw -1150892.610731 + Penalty 1833.771698 = -1149058.839032 nChanged 40 SP:Iteration 76Q (3632.117554 sec): 3 clusters Score: Raw -1150897.776907 + Penalty 1833.771698 = -1149064.005208 nChanged 39 SP:Iteration 77Q (3632.177860 sec): 3 clusters Score: Raw -1150903.396788 + Penalty 1833.771698 = -1149069.625090 nChanged 37 SP:Iteration 78Q (3632.240244 sec): 3 clusters Score: Raw -1150908.585969 + Penalty 1833.771698 = -1149074.814270 nChanged 45 SP:Iteration 79Q (3632.291778 sec): 3 clusters Score: Raw -1150915.202983 + Penalty 1833.771698 = -1149081.431285 nChanged 45 SP:Iteration 80F (3632.356705 sec): 3 clusters Score: Raw -1150922.134321 + Penalty 1833.771698 = -1149088.362623 nChanged 55 SP:Iteration 81Q (3632.415240 sec): 3 clusters Score: Raw -1150930.265217 + Penalty 1833.771698 = -1149096.493519 nChanged 48 SP:Iteration 82Q (3632.463178 sec): 3 clusters Score: Raw -1150937.900534 + Penalty 1833.771698 = -1149104.128836 nChanged 55 SP:Iteration 83Q (3632.522373 sec): 3 clusters Score: Raw -1150948.740170 + Penalty 1833.771698 = -1149114.968471 nChanged 59 SP:Iteration 84Q (3632.578315 sec): 3 clusters Score: Raw -1150959.322741 + Penalty 1833.771698 = -1149125.551043 nChanged 58 SP:Iteration 85Q (3632.643082 sec): 3 clusters Score: Raw -1150971.457144 + Penalty 1833.771698 = -1149137.685445 nChanged 60 SP:Iteration 86Q (3632.694358 sec): 3 clusters Score: Raw -1150984.215816 + Penalty 1833.771698 = -1149150.444117 nChanged 44 SP:Iteration 87Q (3632.759103 sec): 3 clusters Score: Raw -1150993.494975 + Penalty 1833.771698 = -1149159.723277 nChanged 40 SP:Iteration 88Q (3632.816922 sec): 3 clusters Score: Raw -1151002.073445 + Penalty 1833.771698 = -1149168.301747 nChanged 36 SP:Iteration 89Q (3632.881096 sec): 3 clusters Score: Raw -1151009.775127 + Penalty 1833.771698 = -1149176.003429 nChanged 49 SP:Iteration 90Q (3632.932684 sec): 3 clusters Score: Raw -1151019.739501 + Penalty 1833.771698 = -1149185.967803 nChanged 49 SP:Iteration 91Q (3633.000559 sec): 3 clusters Score: Raw -1151031.212277 + Penalty 1833.771698 = -1149197.440578 nChanged 61 SP:Iteration 92Q (3633.056552 sec): 3 clusters Score: Raw -1151043.367612 + Penalty 1833.771698 = -1149209.595913 nChanged 43 SP:Iteration 93Q (3633.104098 sec): 3 clusters Score: Raw -1151051.070669 + Penalty 1833.771698 = -1149217.298971 nChanged 38 SP:Iteration 94Q (3633.170686 sec): 3 clusters Score: Raw -1151058.954008 + Penalty 1833.771698 = -1149225.182310 nChanged 31 SP:Iteration 95Q (3633.231291 sec): 3 clusters Score: Raw -1151064.756416 + Penalty 1833.771698 = -1149230.984718 nChanged 38 SP:Iteration 96Q (3633.292883 sec): 3 clusters Score: Raw -1151071.168092 + Penalty 1833.771698 = -1149237.396394 nChanged 30 SP:Iteration 97Q (3633.343862 sec): 3 clusters Score: Raw -1151075.886401 + Penalty 1833.771698 = -1149242.114703 nChanged 37 SP:Iteration 98Q (3633.403811 sec): 3 clusters Score: Raw -1151083.282175 + Penalty 1833.771698 = -1149249.510476 nChanged 43 SP:Iteration 99Q (3633.466685 sec): 3 clusters Score: Raw -1151090.874779 + Penalty 1833.771698 = -1149257.103081 nChanged 33 SP:Iteration 100F (3633.512601 sec): 3 clusters Score: Raw -1151095.662475 + Penalty 1833.771698 = -1149261.890776 nChanged 24 SP:Iteration 101Q (3633.581243 sec): 3 clusters Score: Raw -1151099.651393 + Penalty 1833.771698 = -1149265.879694 nChanged 26 SP:Iteration 102Q (3633.629980 sec): 3 clusters Score: Raw -1151103.573469 + Penalty 1833.771698 = -1149269.801770 nChanged 24 SP:Iteration 103Q (3633.678713 sec): 3 clusters Score: Raw -1151107.949790 + Penalty 1833.771698 = -1149274.178092 nChanged 30 SP:Iteration 104Q (3633.735854 sec): 3 clusters Score: Raw -1151112.187909 + Penalty 1833.771698 = -1149278.416210 nChanged 27 SP:Iteration 105Q (3633.791545 sec): 3 clusters Score: Raw -1151117.409516 + Penalty 1833.771698 = -1149283.637817 nChanged 27 SP:Iteration 106Q (3633.852399 sec): 3 clusters Score: Raw -1151121.857079 + Penalty 1833.771698 = -1149288.085381 nChanged 23 SP:Iteration 107Q (3633.898444 sec): 3 clusters Score: Raw -1151125.106177 + Penalty 1833.771698 = -1149291.334479 nChanged 23 SP:Iteration 108Q (3633.962579 sec): 3 clusters Score: Raw -1151128.678657 + Penalty 1833.771698 = -1149294.906959 nChanged 21 SP:Iteration 109Q (3634.021319 sec): 3 clusters Score: Raw -1151131.674405 + Penalty 1833.771698 = -1149297.902707 nChanged 17 SP:Iteration 110Q (3634.069715 sec): 3 clusters Score: Raw -1151133.226331 + Penalty 1833.771698 = -1149299.454632 nChanged 13 SP:Iteration 111Q (3634.142019 sec): 3 clusters Score: Raw -1151134.785048 + Penalty 1833.771698 = -1149301.013350 nChanged 10 SP:Iteration 112Q (3634.190590 sec): 3 clusters Score: Raw -1151136.041532 + Penalty 1833.771698 = -1149302.269834 nChanged 14 SP:Iteration 113Q (3634.254199 sec): 3 clusters Score: Raw -1151138.138808 + Penalty 1833.771698 = -1149304.367109 nChanged 10 SP:Iteration 114Q (3634.280566 sec): 3 clusters Score: Raw -1151139.623770 + Penalty 1833.771698 = -1149305.852072 nChanged 7 SP:Iteration 115Q (3634.339939 sec): 3 clusters Score: Raw -1151140.582769 + Penalty 1833.771698 = -1149306.811071 nChanged 6 SP:Iteration 116Q (3634.403099 sec): 3 clusters Score: Raw -1151141.363313 + Penalty 1833.771698 = -1149307.591615 nChanged 8 SP:Iteration 117Q (3634.459481 sec): 3 clusters Score: Raw -1151142.418042 + Penalty 1833.771698 = -1149308.646344 nChanged 7 SP:Iteration 118Q (3634.515839 sec): 3 clusters Score: Raw -1151143.233231 + Penalty 1833.771698 = -1149309.461533 nChanged 8 SP:Iteration 119Q (3634.579612 sec): 3 clusters Score: Raw -1151144.113339 + Penalty 1833.771698 = -1149310.341640 nChanged 8 SP:Iteration 120F (3634.642013 sec): 3 clusters Score: Raw -1151145.136608 + Penalty 1833.771698 = -1149311.364909 nChanged 9 SP:Iteration 121Q (3634.696254 sec): 3 clusters Score: Raw -1151146.009940 + Penalty 1833.771698 = -1149312.238242 nChanged 5 SP:Iteration 122Q (3634.748111 sec): 3 clusters Score: Raw -1151146.340625 + Penalty 1833.771698 = -1149312.568927 nChanged 2 SP:Iteration 123Q (3634.799558 sec): 3 clusters Score: Raw -1151146.483983 + Penalty 1833.771698 = -1149312.712285 nChanged 1 SP:Iteration 124Q (3634.862570 sec): 3 clusters Score: Raw -1151146.535939 + Penalty 1833.771698 = -1149312.764241 nChanged 2 SP:Iteration 125Q (3634.918625 sec): 3 clusters Score: Raw -1151146.678081 + Penalty 1833.771698 = -1149312.906383 nChanged 2 SP:Iteration 126Q (3634.970124 sec): 3 clusters Score: Raw -1151146.912341 + Penalty 1833.771698 = -1149313.140643 nChanged 3 SP:Iteration 127Q (3635.031551 sec): 3 clusters Score: Raw -1151147.126658 + Penalty 1833.771698 = -1149313.354960 nChanged 1 SP:Iteration 128Q (3635.073927 sec): 3 clusters Score: Raw -1151147.220884 + Penalty 1833.771698 = -1149313.449186 nChanged 3 SP:Iteration 129Q (3635.140154 sec): 3 clusters Score: Raw -1151147.410756 + Penalty 1833.771698 = -1149313.639057 nChanged 1 SP:Iteration 130Q (3635.193286 sec): 3 clusters Score: Raw -1151147.475443 + Penalty 1833.771698 = -1149313.703745 nChanged 0 SP:Iteration 131F (3635.256420 sec): 3 clusters Score: Raw -1151147.475443 + Penalty 1833.771698 = -1149313.703745 nChanged 0 Trying to split cluster 5 (12972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3635.294145 sec): 2 clusters Score: Raw -876205.673563 + Penalty 899.702104 = -875305.971458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3635.342148 sec): 3 clusters Score: Raw -868366.900368 + Penalty 1799.404209 = -866567.496159 nChanged 5831 SP:Iteration 1F (3635.406513 sec): 3 clusters Score: Raw -871684.624464 + Penalty 1799.404209 = -869885.220255 nChanged 767 SP:Iteration 2F (3635.458596 sec): 3 clusters Score: Raw -872053.910530 + Penalty 1799.404209 = -870254.506322 nChanged 724 SP:Iteration 3F (3635.510016 sec): 3 clusters Score: Raw -872452.526797 + Penalty 1799.404209 = -870653.122588 nChanged 769 SP:Iteration 4F (3635.562878 sec): 3 clusters Score: Raw -872914.363167 + Penalty 1799.404209 = -871114.958958 nChanged 840 SP:Iteration 5F (3635.623538 sec): 3 clusters Score: Raw -873447.155257 + Penalty 1799.404209 = -871647.751049 nChanged 875 SP:Iteration 6F (3635.676844 sec): 3 clusters Score: Raw -874085.526027 + Penalty 1799.404209 = -872286.121818 nChanged 863 SP:Iteration 7F (3635.736108 sec): 3 clusters Score: Raw -874745.826868 + Penalty 1799.404209 = -872946.422659 nChanged 724 SP:Iteration 8F (3635.799265 sec): 3 clusters Score: Raw -875295.599249 + Penalty 1799.404209 = -873496.195040 nChanged 566 SP:Iteration 9Q (3635.849080 sec): 3 clusters Score: Raw -875715.212543 + Penalty 1799.404209 = -873915.808335 nChanged 420 SP:Iteration 10Q (3635.913199 sec): 3 clusters Score: Raw -876016.600446 + Penalty 1799.404209 = -874217.196237 nChanged 297 SP:Iteration 11Q (3635.962968 sec): 3 clusters Score: Raw -876229.966063 + Penalty 1799.404209 = -874430.561855 nChanged 243 SP:Iteration 12Q (3636.014933 sec): 3 clusters Score: Raw -876396.721122 + Penalty 1799.404209 = -874597.316913 nChanged 188 SP:Iteration 13Q (3636.068126 sec): 3 clusters Score: Raw -876500.442964 + Penalty 1799.404209 = -874701.038755 nChanged 144 SP:Iteration 14Q (3636.132682 sec): 3 clusters Score: Raw -876572.425433 + Penalty 1799.404209 = -874773.021225 nChanged 110 SP:Iteration 15Q (3636.188535 sec): 3 clusters Score: Raw -876615.671472 + Penalty 1799.404209 = -874816.267264 nChanged 82 SP:Iteration 16Q (3636.246085 sec): 3 clusters Score: Raw -876642.777158 + Penalty 1799.404209 = -874843.372949 nChanged 65 SP:Iteration 17Q (3636.302304 sec): 3 clusters Score: Raw -876666.116230 + Penalty 1799.404209 = -874866.712021 nChanged 56 SP:Iteration 18Q (3636.357938 sec): 3 clusters Score: Raw -876676.970309 + Penalty 1799.404209 = -874877.566100 nChanged 36 SP:Iteration 19Q (3636.414606 sec): 3 clusters Score: Raw -876681.540325 + Penalty 1799.404209 = -874882.136117 nChanged 17 SP:Iteration 20F (3636.468579 sec): 3 clusters Score: Raw -876683.510919 + Penalty 1799.404209 = -874884.106710 nChanged 18 SP:Iteration 21Q (3636.522652 sec): 3 clusters Score: Raw -876685.627177 + Penalty 1799.404209 = -874886.222968 nChanged 14 SP:Iteration 22Q (3636.581871 sec): 3 clusters Score: Raw -876687.509208 + Penalty 1799.404209 = -874888.104999 nChanged 17 SP:Iteration 23Q (3636.635813 sec): 3 clusters Score: Raw -876689.437226 + Penalty 1799.404209 = -874890.033017 nChanged 11 SP:Iteration 24Q (3636.696404 sec): 3 clusters Score: Raw -876690.979262 + Penalty 1799.404209 = -874891.575053 nChanged 14 SP:Iteration 25Q (3636.737050 sec): 3 clusters Score: Raw -876693.499133 + Penalty 1799.404209 = -874894.094924 nChanged 16 SP:Iteration 26Q (3636.802830 sec): 3 clusters Score: Raw -876695.705136 + Penalty 1799.404209 = -874896.300928 nChanged 5 SP:Iteration 27Q (3636.852581 sec): 3 clusters Score: Raw -876696.132743 + Penalty 1799.404209 = -874896.728534 nChanged 4 SP:Iteration 28Q (3636.913742 sec): 3 clusters Score: Raw -876696.480307 + Penalty 1799.404209 = -874897.076098 nChanged 3 SP:Iteration 29Q (3636.973787 sec): 3 clusters Score: Raw -876696.594503 + Penalty 1799.404209 = -874897.190294 nChanged 1 SP:Iteration 30Q (3637.029676 sec): 3 clusters Score: Raw -876696.666840 + Penalty 1799.404209 = -874897.262631 nChanged 0 SP:Iteration 31F (3637.083301 sec): 3 clusters Score: Raw -876696.666840 + Penalty 1799.404209 = -874897.262631 nChanged 0 Trying to split cluster 6 (4907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3637.111506 sec): 2 clusters Score: Raw -328577.997765 + Penalty 807.349713 = -327770.648052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3637.173843 sec): 3 clusters Score: Raw -325832.225414 + Penalty 1614.699427 = -324217.525987 nChanged 2106 SP:Iteration 1F (3637.214039 sec): 3 clusters Score: Raw -327100.530506 + Penalty 1614.699427 = -325485.831079 nChanged 403 SP:Iteration 2F (3637.275614 sec): 3 clusters Score: Raw -327392.403755 + Penalty 1614.699427 = -325777.704328 nChanged 383 SP:Iteration 3F (3637.309941 sec): 3 clusters Score: Raw -327690.083375 + Penalty 1614.699427 = -326075.383948 nChanged 321 SP:Iteration 4F (3637.354219 sec): 3 clusters Score: Raw -327931.756484 + Penalty 1614.699427 = -326317.057057 nChanged 247 SP:Iteration 5F (3637.388176 sec): 3 clusters Score: Raw -328113.594873 + Penalty 1614.699427 = -326498.895446 nChanged 191 SP:Iteration 6Q (3637.444386 sec): 3 clusters Score: Raw -328237.336939 + Penalty 1614.699427 = -326622.637512 nChanged 159 SP:Iteration 7Q (3637.473835 sec): 3 clusters Score: Raw -328330.816813 + Penalty 1614.699427 = -326716.117386 nChanged 145 SP:Iteration 8Q (3637.526409 sec): 3 clusters Score: Raw -328412.741253 + Penalty 1614.699427 = -326798.041826 nChanged 101 SP:Iteration 9Q (3637.573979 sec): 3 clusters Score: Raw -328462.341421 + Penalty 1614.699427 = -326847.641994 nChanged 86 SP:Iteration 10Q (3637.630899 sec): 3 clusters Score: Raw -328520.632606 + Penalty 1614.699427 = -326905.933179 nChanged 92 SP:Iteration 11Q (3637.665876 sec): 3 clusters Score: Raw -328594.180960 + Penalty 1614.699427 = -326979.481533 nChanged 94 SP:Iteration 12Q (3637.703742 sec): 3 clusters Score: Raw -328652.293553 + Penalty 1614.699427 = -327037.594126 nChanged 83 SP:Iteration 13Q (3637.755259 sec): 3 clusters Score: Raw -328714.689588 + Penalty 1614.699427 = -327099.990162 nChanged 78 SP:Iteration 14Q (3637.790610 sec): 3 clusters Score: Raw -328769.979733 + Penalty 1614.699427 = -327155.280306 nChanged 80 SP:Iteration 15Q (3637.832769 sec): 3 clusters Score: Raw -328822.881068 + Penalty 1614.699427 = -327208.181641 nChanged 72 SP:Iteration 16Q (3637.887333 sec): 3 clusters Score: Raw -328856.787417 + Penalty 1614.699427 = -327242.087990 nChanged 47 SP:Iteration 17Q (3637.931422 sec): 3 clusters Score: Raw -328875.967619 + Penalty 1614.699427 = -327261.268193 nChanged 35 SP:Iteration 18Q (3637.971700 sec): 3 clusters Score: Raw -328887.188037 + Penalty 1614.699427 = -327272.488610 nChanged 28 SP:Iteration 19Q (3638.020076 sec): 3 clusters Score: Raw -328896.346731 + Penalty 1614.699427 = -327281.647304 nChanged 24 SP:Iteration 20F (3638.083555 sec): 3 clusters Score: Raw -328904.812846 + Penalty 1614.699427 = -327290.113419 nChanged 20 SP:Iteration 21Q (3638.109280 sec): 3 clusters Score: Raw -328910.145195 + Penalty 1614.699427 = -327295.445768 nChanged 20 SP:Iteration 22Q (3638.160887 sec): 3 clusters Score: Raw -328917.046351 + Penalty 1614.699427 = -327302.346924 nChanged 26 SP:Iteration 23Q (3638.197663 sec): 3 clusters Score: Raw -328925.382969 + Penalty 1614.699427 = -327310.683542 nChanged 29 SP:Iteration 24Q (3638.251898 sec): 3 clusters Score: Raw -328933.103158 + Penalty 1614.699427 = -327318.403731 nChanged 24 SP:Iteration 25Q (3638.306881 sec): 3 clusters Score: Raw -328938.550790 + Penalty 1614.699427 = -327323.851363 nChanged 18 SP:Iteration 26Q (3638.346114 sec): 3 clusters Score: Raw -328942.893456 + Penalty 1614.699427 = -327328.194029 nChanged 16 SP:Iteration 27Q (3638.368312 sec): 3 clusters Score: Raw -328946.878734 + Penalty 1614.699427 = -327332.179307 nChanged 16 SP:Iteration 28Q (3638.421546 sec): 3 clusters Score: Raw -328949.639460 + Penalty 1614.699427 = -327334.940033 nChanged 12 SP:Iteration 29Q (3638.459632 sec): 3 clusters Score: Raw -328951.374569 + Penalty 1614.699427 = -327336.675142 nChanged 8 SP:Iteration 30Q (3638.512188 sec): 3 clusters Score: Raw -328953.254983 + Penalty 1614.699427 = -327338.555556 nChanged 9 SP:Iteration 31Q (3638.558216 sec): 3 clusters Score: Raw -328955.448134 + Penalty 1614.699427 = -327340.748707 nChanged 8 SP:Iteration 32Q (3638.610884 sec): 3 clusters Score: Raw -328957.499073 + Penalty 1614.699427 = -327342.799647 nChanged 8 SP:Iteration 33Q (3638.666176 sec): 3 clusters Score: Raw -328960.582986 + Penalty 1614.699427 = -327345.883559 nChanged 6 SP:Iteration 34Q (3638.706052 sec): 3 clusters Score: Raw -328961.564613 + Penalty 1614.699427 = -327346.865186 nChanged 3 SP:Iteration 35Q (3638.758939 sec): 3 clusters Score: Raw -328962.255571 + Penalty 1614.699427 = -327347.556144 nChanged 3 SP:Iteration 36Q (3638.803525 sec): 3 clusters Score: Raw -328963.313216 + Penalty 1614.699427 = -327348.613790 nChanged 4 SP:Iteration 37Q (3638.836756 sec): 3 clusters Score: Raw -328963.772940 + Penalty 1614.699427 = -327349.073513 nChanged 3 SP:Iteration 38Q (3638.873750 sec): 3 clusters Score: Raw -328964.148450 + Penalty 1614.699427 = -327349.449023 nChanged 3 SP:Iteration 39Q (3638.926539 sec): 3 clusters Score: Raw -328964.567575 + Penalty 1614.699427 = -327349.868148 nChanged 2 SP:Iteration 40F (3638.972791 sec): 3 clusters Score: Raw -328964.888486 + Penalty 1614.699427 = -327350.189059 nChanged 0 Trying to split cluster 7 (18345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3639.015813 sec): 2 clusters Score: Raw -1357266.278984 + Penalty 932.625672 = -1356333.653312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3639.080110 sec): 3 clusters Score: Raw -1346011.454429 + Penalty 1865.251344 = -1344146.203085 nChanged 8395 SP:Iteration 1F (3639.149895 sec): 3 clusters Score: Raw -1350859.077766 + Penalty 1865.251344 = -1348993.826422 nChanged 1165 SP:Iteration 2F (3639.209003 sec): 3 clusters Score: Raw -1351372.667052 + Penalty 1865.251344 = -1349507.415708 nChanged 1075 SP:Iteration 3F (3639.271094 sec): 3 clusters Score: Raw -1351882.140988 + Penalty 1865.251344 = -1350016.889644 nChanged 1043 SP:Iteration 4F (3639.335722 sec): 3 clusters Score: Raw -1352494.258723 + Penalty 1865.251344 = -1350629.007379 nChanged 1030 SP:Iteration 5F (3639.396685 sec): 3 clusters Score: Raw -1353172.510646 + Penalty 1865.251344 = -1351307.259302 nChanged 1015 SP:Iteration 6F (3639.454668 sec): 3 clusters Score: Raw -1353890.102239 + Penalty 1865.251344 = -1352024.850895 nChanged 996 SP:Iteration 7F (3639.503948 sec): 3 clusters Score: Raw -1354570.216335 + Penalty 1865.251344 = -1352704.964991 nChanged 908 SP:Iteration 8Q (3639.571146 sec): 3 clusters Score: Raw -1355130.134590 + Penalty 1865.251344 = -1353264.883246 nChanged 794 SP:Iteration 9Q (3639.628268 sec): 3 clusters Score: Raw -1355534.767634 + Penalty 1865.251344 = -1353669.516290 nChanged 675 SP:Iteration 10Q (3639.691184 sec): 3 clusters Score: Raw -1355849.617883 + Penalty 1865.251344 = -1353984.366539 nChanged 557 SP:Iteration 11Q (3639.760429 sec): 3 clusters Score: Raw -1356078.448071 + Penalty 1865.251344 = -1354213.196727 nChanged 428 SP:Iteration 12Q (3639.816142 sec): 3 clusters Score: Raw -1356236.571957 + Penalty 1865.251344 = -1354371.320613 nChanged 335 SP:Iteration 13Q (3639.874684 sec): 3 clusters Score: Raw -1356337.670162 + Penalty 1865.251344 = -1354472.418818 nChanged 271 SP:Iteration 14Q (3639.938301 sec): 3 clusters Score: Raw -1356407.290017 + Penalty 1865.251344 = -1354542.038673 nChanged 219 SP:Iteration 15Q (3640.009288 sec): 3 clusters Score: Raw -1356461.303348 + Penalty 1865.251344 = -1354596.052004 nChanged 190 SP:Iteration 16Q (3640.076752 sec): 3 clusters Score: Raw -1356508.487045 + Penalty 1865.251344 = -1354643.235701 nChanged 186 SP:Iteration 17Q (3640.129340 sec): 3 clusters Score: Raw -1356551.702955 + Penalty 1865.251344 = -1354686.451611 nChanged 167 SP:Iteration 18Q (3640.201910 sec): 3 clusters Score: Raw -1356591.025483 + Penalty 1865.251344 = -1354725.774139 nChanged 162 SP:Iteration 19Q (3640.269962 sec): 3 clusters Score: Raw -1356629.089924 + Penalty 1865.251344 = -1354763.838580 nChanged 159 SP:Iteration 20F (3640.332416 sec): 3 clusters Score: Raw -1356670.408521 + Penalty 1865.251344 = -1354805.157177 nChanged 169 SP:Iteration 21Q (3640.401393 sec): 3 clusters Score: Raw -1356717.155676 + Penalty 1865.251344 = -1354851.904332 nChanged 147 SP:Iteration 22Q (3640.464847 sec): 3 clusters Score: Raw -1356755.145498 + Penalty 1865.251344 = -1354889.894154 nChanged 157 SP:Iteration 23Q (3640.535221 sec): 3 clusters Score: Raw -1356793.423857 + Penalty 1865.251344 = -1354928.172513 nChanged 141 SP:Iteration 24Q (3640.599815 sec): 3 clusters Score: Raw -1356822.595793 + Penalty 1865.251344 = -1354957.344449 nChanged 127 SP:Iteration 25Q (3640.656973 sec): 3 clusters Score: Raw -1356848.951671 + Penalty 1865.251344 = -1354983.700327 nChanged 128 SP:Iteration 26Q (3640.729622 sec): 3 clusters Score: Raw -1356873.190304 + Penalty 1865.251344 = -1355007.938960 nChanged 112 SP:Iteration 27Q (3640.793020 sec): 3 clusters Score: Raw -1356890.853003 + Penalty 1865.251344 = -1355025.601659 nChanged 89 SP:Iteration 28Q (3640.851303 sec): 3 clusters Score: Raw -1356904.744168 + Penalty 1865.251344 = -1355039.492824 nChanged 97 SP:Iteration 29Q (3640.921892 sec): 3 clusters Score: Raw -1356920.043280 + Penalty 1865.251344 = -1355054.791936 nChanged 87 SP:Iteration 30Q (3640.981794 sec): 3 clusters Score: Raw -1356931.856377 + Penalty 1865.251344 = -1355066.605033 nChanged 90 SP:Iteration 31Q (3641.057457 sec): 3 clusters Score: Raw -1356944.888548 + Penalty 1865.251344 = -1355079.637204 nChanged 96 SP:Iteration 32Q (3641.119169 sec): 3 clusters Score: Raw -1356959.969213 + Penalty 1865.251344 = -1355094.717869 nChanged 96 SP:Iteration 33Q (3641.178664 sec): 3 clusters Score: Raw -1356973.559939 + Penalty 1865.251344 = -1355108.308595 nChanged 88 SP:Iteration 34Q (3641.244962 sec): 3 clusters Score: Raw -1356986.897285 + Penalty 1865.251344 = -1355121.645941 nChanged 75 SP:Iteration 35Q (3641.303349 sec): 3 clusters Score: Raw -1356995.654742 + Penalty 1865.251344 = -1355130.403398 nChanged 53 SP:Iteration 36Q (3641.363276 sec): 3 clusters Score: Raw -1357000.484235 + Penalty 1865.251344 = -1355135.232891 nChanged 46 SP:Iteration 37Q (3641.436550 sec): 3 clusters Score: Raw -1357004.713437 + Penalty 1865.251344 = -1355139.462093 nChanged 49 SP:Iteration 38Q (3641.497569 sec): 3 clusters Score: Raw -1357009.881644 + Penalty 1865.251344 = -1355144.630300 nChanged 43 SP:Iteration 39Q (3641.555130 sec): 3 clusters Score: Raw -1357014.076071 + Penalty 1865.251344 = -1355148.824727 nChanged 39 SP:Iteration 40F (3641.622739 sec): 3 clusters Score: Raw -1357017.121879 + Penalty 1865.251344 = -1355151.870535 nChanged 29 SP:Iteration 41Q (3641.687017 sec): 3 clusters Score: Raw -1357019.477725 + Penalty 1865.251344 = -1355154.226381 nChanged 32 SP:Iteration 42Q (3641.754771 sec): 3 clusters Score: Raw -1357021.824824 + Penalty 1865.251344 = -1355156.573480 nChanged 26 SP:Iteration 43Q (3641.822276 sec): 3 clusters Score: Raw -1357023.799428 + Penalty 1865.251344 = -1355158.548084 nChanged 32 SP:Iteration 44Q (3641.881995 sec): 3 clusters Score: Raw -1357025.498286 + Penalty 1865.251344 = -1355160.246942 nChanged 26 SP:Iteration 45Q (3641.942857 sec): 3 clusters Score: Raw -1357026.698779 + Penalty 1865.251344 = -1355161.447435 nChanged 23 SP:Iteration 46Q (3642.007015 sec): 3 clusters Score: Raw -1357028.302114 + Penalty 1865.251344 = -1355163.050770 nChanged 17 SP:Iteration 47Q (3642.068193 sec): 3 clusters Score: Raw -1357029.643452 + Penalty 1865.251344 = -1355164.392108 nChanged 26 SP:Iteration 48Q (3642.138170 sec): 3 clusters Score: Raw -1357031.941412 + Penalty 1865.251344 = -1355166.690068 nChanged 24 SP:Iteration 49Q (3642.203786 sec): 3 clusters Score: Raw -1357033.517350 + Penalty 1865.251344 = -1355168.266006 nChanged 20 SP:Iteration 50Q (3642.270025 sec): 3 clusters Score: Raw -1357035.357336 + Penalty 1865.251344 = -1355170.105992 nChanged 28 SP:Iteration 51Q (3642.333270 sec): 3 clusters Score: Raw -1357037.515500 + Penalty 1865.251344 = -1355172.264156 nChanged 23 SP:Iteration 52Q (3642.400037 sec): 3 clusters Score: Raw -1357039.255539 + Penalty 1865.251344 = -1355174.004195 nChanged 28 SP:Iteration 53Q (3642.454771 sec): 3 clusters Score: Raw -1357041.666562 + Penalty 1865.251344 = -1355176.415218 nChanged 27 SP:Iteration 54Q (3642.525331 sec): 3 clusters Score: Raw -1357043.341365 + Penalty 1865.251344 = -1355178.090021 nChanged 22 SP:Iteration 55Q (3642.578380 sec): 3 clusters Score: Raw -1357044.707446 + Penalty 1865.251344 = -1355179.456102 nChanged 25 SP:Iteration 56Q (3642.637347 sec): 3 clusters Score: Raw -1357046.198210 + Penalty 1865.251344 = -1355180.946866 nChanged 23 SP:Iteration 57Q (3642.706185 sec): 3 clusters Score: Raw -1357047.517090 + Penalty 1865.251344 = -1355182.265746 nChanged 22 SP:Iteration 58Q (3642.768281 sec): 3 clusters Score: Raw -1357049.131838 + Penalty 1865.251344 = -1355183.880494 nChanged 26 SP:Iteration 59Q (3642.836788 sec): 3 clusters Score: Raw -1357051.003541 + Penalty 1865.251344 = -1355185.752197 nChanged 24 SP:Iteration 60F (3642.901566 sec): 3 clusters Score: Raw -1357052.805963 + Penalty 1865.251344 = -1355187.554619 nChanged 24 SP:Iteration 61Q (3642.959146 sec): 3 clusters Score: Raw -1357054.570183 + Penalty 1865.251344 = -1355189.318839 nChanged 22 SP:Iteration 62Q (3643.032218 sec): 3 clusters Score: Raw -1357056.201417 + Penalty 1865.251344 = -1355190.950073 nChanged 29 SP:Iteration 63Q (3643.069968 sec): 3 clusters Score: Raw -1357058.198085 + Penalty 1865.251344 = -1355192.946741 nChanged 33 SP:Iteration 64Q (3643.134549 sec): 3 clusters Score: Raw -1357061.256745 + Penalty 1865.251344 = -1355196.005401 nChanged 34 SP:Iteration 65Q (3643.202587 sec): 3 clusters Score: Raw -1357064.190763 + Penalty 1865.251344 = -1355198.939419 nChanged 39 SP:Iteration 66Q (3643.262260 sec): 3 clusters Score: Raw -1357067.725243 + Penalty 1865.251344 = -1355202.473900 nChanged 46 SP:Iteration 67Q (3643.327170 sec): 3 clusters Score: Raw -1357072.593805 + Penalty 1865.251344 = -1355207.342461 nChanged 56 SP:Iteration 68Q (3643.385497 sec): 3 clusters Score: Raw -1357079.208280 + Penalty 1865.251344 = -1355213.956936 nChanged 76 SP:Iteration 69Q (3643.445039 sec): 3 clusters Score: Raw -1357091.622956 + Penalty 1865.251344 = -1355226.371612 nChanged 87 SP:Iteration 70Q (3643.502465 sec): 3 clusters Score: Raw -1357107.262465 + Penalty 1865.251344 = -1355242.011121 nChanged 100 SP:Iteration 71Q (3643.538388 sec): 3 clusters Score: Raw -1357124.750249 + Penalty 1865.251344 = -1355259.498905 nChanged 87 SP:Iteration 72Q (3643.608975 sec): 3 clusters Score: Raw -1357137.084563 + Penalty 1865.251344 = -1355271.833219 nChanged 86 SP:Iteration 73Q (3643.682253 sec): 3 clusters Score: Raw -1357150.133804 + Penalty 1865.251344 = -1355284.882460 nChanged 97 SP:Iteration 74Q (3643.744454 sec): 3 clusters Score: Raw -1357165.448907 + Penalty 1865.251344 = -1355300.197563 nChanged 97 SP:Iteration 75Q (3643.806052 sec): 3 clusters Score: Raw -1357182.251451 + Penalty 1865.251344 = -1355317.000107 nChanged 88 SP:Iteration 76Q (3643.861075 sec): 3 clusters Score: Raw -1357198.278387 + Penalty 1865.251344 = -1355333.027043 nChanged 103 SP:Iteration 77Q (3643.927590 sec): 3 clusters Score: Raw -1357219.330120 + Penalty 1865.251344 = -1355354.078776 nChanged 114 SP:Iteration 78Q (3643.988567 sec): 3 clusters Score: Raw -1357243.948217 + Penalty 1865.251344 = -1355378.696873 nChanged 113 SP:Iteration 79Q (3644.059490 sec): 3 clusters Score: Raw -1357267.398981 + Penalty 1865.251344 = -1355402.147637 nChanged 96 SP:Iteration 80F (3644.119055 sec): 3 clusters Score: Raw -1357287.116498 + Penalty 1865.251344 = -1355421.865154 nChanged 102 SP:Iteration 81Q (3644.186147 sec): 3 clusters Score: Raw -1357306.406804 + Penalty 1865.251344 = -1355441.155460 nChanged 104 SP:Iteration 82Q (3644.241801 sec): 3 clusters Score: Raw -1357325.729080 + Penalty 1865.251344 = -1355460.477736 nChanged 91 SP:Iteration 83Q (3644.314781 sec): 3 clusters Score: Raw -1357341.937644 + Penalty 1865.251344 = -1355476.686300 nChanged 80 SP:Iteration 84Q (3644.380960 sec): 3 clusters Score: Raw -1357356.314075 + Penalty 1865.251344 = -1355491.062731 nChanged 79 SP:Iteration 85Q (3644.429362 sec): 3 clusters Score: Raw -1357370.596566 + Penalty 1865.251344 = -1355505.345222 nChanged 74 SP:Iteration 86Q (3644.492143 sec): 3 clusters Score: Raw -1357382.515181 + Penalty 1865.251344 = -1355517.263837 nChanged 64 SP:Iteration 87Q (3644.560199 sec): 3 clusters Score: Raw -1357390.306971 + Penalty 1865.251344 = -1355525.055627 nChanged 51 SP:Iteration 88Q (3644.622887 sec): 3 clusters Score: Raw -1357396.608614 + Penalty 1865.251344 = -1355531.357270 nChanged 49 SP:Iteration 89Q (3644.686994 sec): 3 clusters Score: Raw -1357402.664775 + Penalty 1865.251344 = -1355537.413431 nChanged 49 SP:Iteration 90Q (3644.744985 sec): 3 clusters Score: Raw -1357408.315698 + Penalty 1865.251344 = -1355543.064354 nChanged 46 SP:Iteration 91Q (3644.809659 sec): 3 clusters Score: Raw -1357412.683686 + Penalty 1865.251344 = -1355547.432342 nChanged 35 SP:Iteration 92Q (3644.872012 sec): 3 clusters Score: Raw -1357417.006029 + Penalty 1865.251344 = -1355551.754685 nChanged 46 SP:Iteration 93Q (3644.926751 sec): 3 clusters Score: Raw -1357422.134348 + Penalty 1865.251344 = -1355556.883004 nChanged 38 SP:Iteration 94Q (3644.990492 sec): 3 clusters Score: Raw -1357427.545081 + Penalty 1865.251344 = -1355562.293737 nChanged 46 SP:Iteration 95Q (3645.060647 sec): 3 clusters Score: Raw -1357434.942968 + Penalty 1865.251344 = -1355569.691624 nChanged 59 SP:Iteration 96Q (3645.109765 sec): 3 clusters Score: Raw -1357443.206550 + Penalty 1865.251344 = -1355577.955206 nChanged 49 SP:Iteration 97Q (3645.180110 sec): 3 clusters Score: Raw -1357449.332642 + Penalty 1865.251344 = -1355584.081298 nChanged 54 SP:Iteration 98Q (3645.241411 sec): 3 clusters Score: Raw -1357457.454517 + Penalty 1865.251344 = -1355592.203174 nChanged 58 SP:Iteration 99Q (3645.309474 sec): 3 clusters Score: Raw -1357465.922263 + Penalty 1865.251344 = -1355600.670919 nChanged 57 SP:Iteration 100F (3645.381265 sec): 3 clusters Score: Raw -1357473.733387 + Penalty 1865.251344 = -1355608.482043 nChanged 44 SP:Iteration 101Q (3645.437399 sec): 3 clusters Score: Raw -1357478.375636 + Penalty 1865.251344 = -1355613.124292 nChanged 33 SP:Iteration 102Q (3645.502893 sec): 3 clusters Score: Raw -1357481.885737 + Penalty 1865.251344 = -1355616.634393 nChanged 35 SP:Iteration 103Q (3645.563790 sec): 3 clusters Score: Raw -1357485.929736 + Penalty 1865.251344 = -1355620.678392 nChanged 33 SP:Iteration 104Q (3645.625253 sec): 3 clusters Score: Raw -1357490.689990 + Penalty 1865.251344 = -1355625.438646 nChanged 38 SP:Iteration 105Q (3645.677683 sec): 3 clusters Score: Raw -1357495.827071 + Penalty 1865.251344 = -1355630.575727 nChanged 31 SP:Iteration 106Q (3645.745718 sec): 3 clusters Score: Raw -1357500.055846 + Penalty 1865.251344 = -1355634.804502 nChanged 26 SP:Iteration 107Q (3645.779135 sec): 3 clusters Score: Raw -1357502.971114 + Penalty 1865.251344 = -1355637.719770 nChanged 26 SP:Iteration 108Q (3645.836875 sec): 3 clusters Score: Raw -1357506.096536 + Penalty 1865.251344 = -1355640.845192 nChanged 28 SP:Iteration 109Q (3645.896312 sec): 3 clusters Score: Raw -1357509.774654 + Penalty 1865.251344 = -1355644.523310 nChanged 34 SP:Iteration 110Q (3645.958484 sec): 3 clusters Score: Raw -1357514.278343 + Penalty 1865.251344 = -1355649.026999 nChanged 31 SP:Iteration 111Q (3646.017530 sec): 3 clusters Score: Raw -1357518.141163 + Penalty 1865.251344 = -1355652.889819 nChanged 29 SP:Iteration 112Q (3646.075250 sec): 3 clusters Score: Raw -1357521.909058 + Penalty 1865.251344 = -1355656.657714 nChanged 30 SP:Iteration 113Q (3646.134306 sec): 3 clusters Score: Raw -1357525.497679 + Penalty 1865.251344 = -1355660.246335 nChanged 29 SP:Iteration 114Q (3646.197669 sec): 3 clusters Score: Raw -1357528.203196 + Penalty 1865.251344 = -1355662.951852 nChanged 23 SP:Iteration 115Q (3646.259953 sec): 3 clusters Score: Raw -1357530.668921 + Penalty 1865.251344 = -1355665.417577 nChanged 22 SP:Iteration 116Q (3646.321541 sec): 3 clusters Score: Raw -1357533.061925 + Penalty 1865.251344 = -1355667.810581 nChanged 20 SP:Iteration 117Q (3646.382795 sec): 3 clusters Score: Raw -1357535.346848 + Penalty 1865.251344 = -1355670.095504 nChanged 22 SP:Iteration 118Q (3646.448749 sec): 3 clusters Score: Raw -1357538.681568 + Penalty 1865.251344 = -1355673.430224 nChanged 28 SP:Iteration 119Q (3646.490486 sec): 3 clusters Score: Raw -1357542.935956 + Penalty 1865.251344 = -1355677.684612 nChanged 25 SP:Iteration 120F (3646.556719 sec): 3 clusters Score: Raw -1357546.129186 + Penalty 1865.251344 = -1355680.877842 nChanged 24 SP:Iteration 121Q (3646.621881 sec): 3 clusters Score: Raw -1357548.702057 + Penalty 1865.251344 = -1355683.450713 nChanged 17 SP:Iteration 122Q (3646.675322 sec): 3 clusters Score: Raw -1357550.345640 + Penalty 1865.251344 = -1355685.094296 nChanged 18 SP:Iteration 123Q (3646.732648 sec): 3 clusters Score: Raw -1357552.024913 + Penalty 1865.251344 = -1355686.773569 nChanged 18 SP:Iteration 124Q (3646.785122 sec): 3 clusters Score: Raw -1357553.571141 + Penalty 1865.251344 = -1355688.319797 nChanged 12 SP:Iteration 125Q (3646.847588 sec): 3 clusters Score: Raw -1357554.643456 + Penalty 1865.251344 = -1355689.392112 nChanged 13 SP:Iteration 126Q (3646.906795 sec): 3 clusters Score: Raw -1357556.200339 + Penalty 1865.251344 = -1355690.948995 nChanged 13 SP:Iteration 127Q (3646.963405 sec): 3 clusters Score: Raw -1357557.248875 + Penalty 1865.251344 = -1355691.997531 nChanged 8 SP:Iteration 128Q (3647.032113 sec): 3 clusters Score: Raw -1357557.801126 + Penalty 1865.251344 = -1355692.549782 nChanged 10 SP:Iteration 129Q (3647.101041 sec): 3 clusters Score: Raw -1357558.611719 + Penalty 1865.251344 = -1355693.360375 nChanged 11 SP:Iteration 130Q (3647.157935 sec): 3 clusters Score: Raw -1357559.654040 + Penalty 1865.251344 = -1355694.402696 nChanged 12 SP:Iteration 131Q (3647.224553 sec): 3 clusters Score: Raw -1357560.672686 + Penalty 1865.251344 = -1355695.421342 nChanged 8 SP:Iteration 132Q (3647.262404 sec): 3 clusters Score: Raw -1357561.096012 + Penalty 1865.251344 = -1355695.844668 nChanged 6 SP:Iteration 133Q (3647.300010 sec): 3 clusters Score: Raw -1357561.376763 + Penalty 1865.251344 = -1355696.125419 nChanged 9 SP:Iteration 134Q (3647.334479 sec): 3 clusters Score: Raw -1357561.942917 + Penalty 1865.251344 = -1355696.691573 nChanged 6 SP:Iteration 135Q (3647.371862 sec): 3 clusters Score: Raw -1357562.264497 + Penalty 1865.251344 = -1355697.013153 nChanged 3 SP:Iteration 136Q (3647.439476 sec): 3 clusters Score: Raw -1357562.565922 + Penalty 1865.251344 = -1355697.314578 nChanged 5 SP:Iteration 137Q (3647.503951 sec): 3 clusters Score: Raw -1357563.023311 + Penalty 1865.251344 = -1355697.771967 nChanged 6 SP:Iteration 138Q (3647.563148 sec): 3 clusters Score: Raw -1357563.544403 + Penalty 1865.251344 = -1355698.293059 nChanged 6 SP:Iteration 139Q (3647.613167 sec): 3 clusters Score: Raw -1357563.996689 + Penalty 1865.251344 = -1355698.745345 nChanged 9 SP:Iteration 140F (3647.676939 sec): 3 clusters Score: Raw -1357564.980487 + Penalty 1865.251344 = -1355699.729143 nChanged 8 SP:Iteration 141Q (3647.738242 sec): 3 clusters Score: Raw -1357565.658434 + Penalty 1865.251344 = -1355700.407090 nChanged 14 SP:Iteration 142Q (3647.802570 sec): 3 clusters Score: Raw -1357566.989122 + Penalty 1865.251344 = -1355701.737778 nChanged 16 SP:Iteration 143Q (3647.854437 sec): 3 clusters Score: Raw -1357568.760754 + Penalty 1865.251344 = -1355703.509410 nChanged 24 SP:Iteration 144Q (3647.925391 sec): 3 clusters Score: Raw -1357571.441271 + Penalty 1865.251344 = -1355706.189927 nChanged 19 SP:Iteration 145Q (3647.980958 sec): 3 clusters Score: Raw -1357573.272171 + Penalty 1865.251344 = -1355708.020827 nChanged 13 SP:Iteration 146Q (3648.055446 sec): 3 clusters Score: Raw -1357574.324653 + Penalty 1865.251344 = -1355709.073309 nChanged 17 SP:Iteration 147Q (3648.115962 sec): 3 clusters Score: Raw -1357576.457654 + Penalty 1865.251344 = -1355711.206310 nChanged 23 SP:Iteration 148Q (3648.168603 sec): 3 clusters Score: Raw -1357579.128748 + Penalty 1865.251344 = -1355713.877404 nChanged 16 SP:Iteration 149Q (3648.226315 sec): 3 clusters Score: Raw -1357580.650797 + Penalty 1865.251344 = -1355715.399453 nChanged 15 SP:Iteration 150Q (3648.292306 sec): 3 clusters Score: Raw -1357581.853257 + Penalty 1865.251344 = -1355716.601913 nChanged 13 SP:Iteration 151Q (3648.349574 sec): 3 clusters Score: Raw -1357583.069883 + Penalty 1865.251344 = -1355717.818539 nChanged 14 SP:Iteration 152Q (3648.407599 sec): 3 clusters Score: Raw -1357584.759322 + Penalty 1865.251344 = -1355719.507978 nChanged 19 SP:Iteration 153Q (3648.471341 sec): 3 clusters Score: Raw -1357587.223228 + Penalty 1865.251344 = -1355721.971884 nChanged 17 SP:Iteration 154Q (3648.537271 sec): 3 clusters Score: Raw -1357588.926645 + Penalty 1865.251344 = -1355723.675301 nChanged 19 SP:Iteration 155Q (3648.598655 sec): 3 clusters Score: Raw -1357590.946919 + Penalty 1865.251344 = -1355725.695575 nChanged 15 SP:Iteration 156Q (3648.653665 sec): 3 clusters Score: Raw -1357592.681550 + Penalty 1865.251344 = -1355727.430206 nChanged 19 SP:Iteration 157Q (3648.712845 sec): 3 clusters Score: Raw -1357594.884602 + Penalty 1865.251344 = -1355729.633258 nChanged 17 SP:Iteration 158Q (3648.779440 sec): 3 clusters Score: Raw -1357596.393167 + Penalty 1865.251344 = -1355731.141823 nChanged 11 SP:Iteration 159Q (3648.839093 sec): 3 clusters Score: Raw -1357597.676216 + Penalty 1865.251344 = -1355732.424872 nChanged 9 SP:Iteration 160F (3648.909120 sec): 3 clusters Score: Raw -1357598.186590 + Penalty 1865.251344 = -1355732.935246 nChanged 7 SP:Iteration 161Q (3648.964451 sec): 3 clusters Score: Raw -1357598.791217 + Penalty 1865.251344 = -1355733.539873 nChanged 8 SP:Iteration 162Q (3649.020414 sec): 3 clusters Score: Raw -1357599.301818 + Penalty 1865.251344 = -1355734.050474 nChanged 4 SP:Iteration 163Q (3649.062549 sec): 3 clusters Score: Raw -1357599.484513 + Penalty 1865.251344 = -1355734.233169 nChanged 8 SP:Iteration 164Q (3649.095838 sec): 3 clusters Score: Raw -1357599.965910 + Penalty 1865.251344 = -1355734.714566 nChanged 8 SP:Iteration 165Q (3649.161345 sec): 3 clusters Score: Raw -1357600.458831 + Penalty 1865.251344 = -1355735.207487 nChanged 7 SP:Iteration 166Q (3649.222813 sec): 3 clusters Score: Raw -1357600.946558 + Penalty 1865.251344 = -1355735.695214 nChanged 5 SP:Iteration 167Q (3649.293474 sec): 3 clusters Score: Raw -1357601.478830 + Penalty 1865.251344 = -1355736.227486 nChanged 7 SP:Iteration 168Q (3649.369154 sec): 3 clusters Score: Raw -1357602.022822 + Penalty 1865.251344 = -1355736.771478 nChanged 6 SP:Iteration 169Q (3649.418645 sec): 3 clusters Score: Raw -1357602.573442 + Penalty 1865.251344 = -1355737.322098 nChanged 9 SP:Iteration 170Q (3649.479377 sec): 3 clusters Score: Raw -1357603.610335 + Penalty 1865.251344 = -1355738.358991 nChanged 11 SP:Iteration 171Q (3649.538917 sec): 3 clusters Score: Raw -1357604.716240 + Penalty 1865.251344 = -1355739.464896 nChanged 5 SP:Iteration 172Q (3649.604225 sec): 3 clusters Score: Raw -1357605.030521 + Penalty 1865.251344 = -1355739.779177 nChanged 2 SP:Iteration 173Q (3649.658822 sec): 3 clusters Score: Raw -1357605.100171 + Penalty 1865.251344 = -1355739.848827 nChanged 2 SP:Iteration 174Q (3649.718906 sec): 3 clusters Score: Raw -1357605.162391 + Penalty 1865.251344 = -1355739.911047 nChanged 2 SP:Iteration 175Q (3649.784223 sec): 3 clusters Score: Raw -1357605.316357 + Penalty 1865.251344 = -1355740.065013 nChanged 5 SP:Iteration 176Q (3649.812595 sec): 3 clusters Score: Raw -1357605.646956 + Penalty 1865.251344 = -1355740.395612 nChanged 4 SP:Iteration 177Q (3649.886521 sec): 3 clusters Score: Raw -1357606.091949 + Penalty 1865.251344 = -1355740.840605 nChanged 3 SP:Iteration 178Q (3649.937771 sec): 3 clusters Score: Raw -1357606.385190 + Penalty 1865.251344 = -1355741.133846 nChanged 1 SP:Iteration 179Q (3650.002629 sec): 3 clusters Score: Raw -1357606.505672 + Penalty 1865.251344 = -1355741.254328 nChanged 2 SP:Iteration 180F (3650.072499 sec): 3 clusters Score: Raw -1357606.572114 + Penalty 1865.251344 = -1355741.320770 nChanged 1 SP:Iteration 181Q (3650.107275 sec): 3 clusters Score: Raw -1357606.614839 + Penalty 1865.251344 = -1355741.363495 nChanged 0 SP:Iteration 182F (3650.170679 sec): 3 clusters Score: Raw -1357606.614839 + Penalty 1865.251344 = -1355741.363495 nChanged 0 Trying to split cluster 8 (8481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3650.211640 sec): 2 clusters Score: Raw -631886.507518 + Penalty 859.330446 = -631027.177072 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3650.249032 sec): 3 clusters Score: Raw -626971.151850 + Penalty 1718.660893 = -625252.490957 nChanged 3739 SP:Iteration 1F (3650.305973 sec): 3 clusters Score: Raw -629045.538811 + Penalty 1718.660893 = -627326.877918 nChanged 538 SP:Iteration 2F (3650.361102 sec): 3 clusters Score: Raw -629345.631345 + Penalty 1718.660893 = -627626.970453 nChanged 511 SP:Iteration 3F (3650.403510 sec): 3 clusters Score: Raw -629642.717508 + Penalty 1718.660893 = -627924.056615 nChanged 494 SP:Iteration 4F (3650.451004 sec): 3 clusters Score: Raw -629940.231042 + Penalty 1718.660893 = -628221.570149 nChanged 493 SP:Iteration 5F (3650.506664 sec): 3 clusters Score: Raw -630286.066681 + Penalty 1718.660893 = -628567.405788 nChanged 469 SP:Iteration 6F (3650.547090 sec): 3 clusters Score: Raw -630671.467690 + Penalty 1718.660893 = -628952.806798 nChanged 427 SP:Iteration 7F (3650.598151 sec): 3 clusters Score: Raw -631016.775643 + Penalty 1718.660893 = -629298.114750 nChanged 352 SP:Iteration 8Q (3650.652054 sec): 3 clusters Score: Raw -631243.634889 + Penalty 1718.660893 = -629524.973996 nChanged 251 SP:Iteration 9Q (3650.702859 sec): 3 clusters Score: Raw -631385.295814 + Penalty 1718.660893 = -629666.634922 nChanged 189 SP:Iteration 10Q (3650.754175 sec): 3 clusters Score: Raw -631484.615756 + Penalty 1718.660893 = -629765.954863 nChanged 147 SP:Iteration 11Q (3650.799157 sec): 3 clusters Score: Raw -631554.509020 + Penalty 1718.660893 = -629835.848127 nChanged 111 SP:Iteration 12Q (3650.841350 sec): 3 clusters Score: Raw -631609.409834 + Penalty 1718.660893 = -629890.748942 nChanged 116 SP:Iteration 13Q (3650.895545 sec): 3 clusters Score: Raw -631664.449632 + Penalty 1718.660893 = -629945.788739 nChanged 117 SP:Iteration 14Q (3650.941201 sec): 3 clusters Score: Raw -631724.634392 + Penalty 1718.660893 = -630005.973500 nChanged 87 SP:Iteration 15Q (3650.987131 sec): 3 clusters Score: Raw -631767.555843 + Penalty 1718.660893 = -630048.894950 nChanged 78 SP:Iteration 16Q (3651.036147 sec): 3 clusters Score: Raw -631800.530304 + Penalty 1718.660893 = -630081.869411 nChanged 93 SP:Iteration 17Q (3651.085779 sec): 3 clusters Score: Raw -631837.759221 + Penalty 1718.660893 = -630119.098328 nChanged 66 SP:Iteration 18Q (3651.138541 sec): 3 clusters Score: Raw -631862.340667 + Penalty 1718.660893 = -630143.679774 nChanged 58 SP:Iteration 19Q (3651.189091 sec): 3 clusters Score: Raw -631880.565099 + Penalty 1718.660893 = -630161.904206 nChanged 45 SP:Iteration 20F (3651.234112 sec): 3 clusters Score: Raw -631899.677132 + Penalty 1718.660893 = -630181.016239 nChanged 44 SP:Iteration 21Q (3651.277663 sec): 3 clusters Score: Raw -631915.311806 + Penalty 1718.660893 = -630196.650913 nChanged 35 SP:Iteration 22Q (3651.322271 sec): 3 clusters Score: Raw -631932.332052 + Penalty 1718.660893 = -630213.671159 nChanged 34 SP:Iteration 23Q (3651.371962 sec): 3 clusters Score: Raw -631944.831319 + Penalty 1718.660893 = -630226.170426 nChanged 28 SP:Iteration 24Q (3651.420493 sec): 3 clusters Score: Raw -631953.529638 + Penalty 1718.660893 = -630234.868745 nChanged 26 SP:Iteration 25Q (3651.485278 sec): 3 clusters Score: Raw -631960.053575 + Penalty 1718.660893 = -630241.392682 nChanged 20 SP:Iteration 26Q (3651.527223 sec): 3 clusters Score: Raw -631964.021344 + Penalty 1718.660893 = -630245.360451 nChanged 9 SP:Iteration 27Q (3651.572904 sec): 3 clusters Score: Raw -631965.089503 + Penalty 1718.660893 = -630246.428610 nChanged 9 SP:Iteration 28Q (3651.631220 sec): 3 clusters Score: Raw -631966.585816 + Penalty 1718.660893 = -630247.924924 nChanged 5 SP:Iteration 29Q (3651.667655 sec): 3 clusters Score: Raw -631967.313229 + Penalty 1718.660893 = -630248.652337 nChanged 2 SP:Iteration 30Q (3651.696732 sec): 3 clusters Score: Raw -631967.644764 + Penalty 1718.660893 = -630248.983871 nChanged 1 SP:Iteration 31Q (3651.753337 sec): 3 clusters Score: Raw -631967.838026 + Penalty 1718.660893 = -630249.177133 nChanged 3 SP:Iteration 32Q (3651.772214 sec): 3 clusters Score: Raw -631968.487389 + Penalty 1718.660893 = -630249.826497 nChanged 3 SP:Iteration 33Q (3651.829399 sec): 3 clusters Score: Raw -631969.059777 + Penalty 1718.660893 = -630250.398885 nChanged 2 SP:Iteration 34Q (3651.881821 sec): 3 clusters Score: Raw -631969.820444 + Penalty 1718.660893 = -630251.159551 nChanged 4 SP:Iteration 35Q (3651.929446 sec): 3 clusters Score: Raw -631970.554921 + Penalty 1718.660893 = -630251.894028 nChanged 2 SP:Iteration 36Q (3651.981160 sec): 3 clusters Score: Raw -631970.787245 + Penalty 1718.660893 = -630252.126352 nChanged 2 SP:Iteration 37Q (3652.024149 sec): 3 clusters Score: Raw -631971.068531 + Penalty 1718.660893 = -630252.407638 nChanged 3 SP:Iteration 38Q (3652.081764 sec): 3 clusters Score: Raw -631971.703146 + Penalty 1718.660893 = -630253.042253 nChanged 1 SP:Iteration 39Q (3652.121884 sec): 3 clusters Score: Raw -631971.758836 + Penalty 1718.660893 = -630253.097943 nChanged 0 SP:Iteration 40F (3652.179511 sec): 3 clusters Score: Raw -631971.758836 + Penalty 1718.660893 = -630253.097943 nChanged 0 Trying to split cluster 9 (8216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3652.200762 sec): 2 clusters Score: Raw -665502.951407 + Penalty 856.314681 = -664646.636725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3652.255572 sec): 3 clusters Score: Raw -660691.579040 + Penalty 1712.629363 = -658978.949677 nChanged 3635 SP:Iteration 1F (3652.295847 sec): 3 clusters Score: Raw -662651.685163 + Penalty 1712.629363 = -660939.055801 nChanged 539 SP:Iteration 2F (3652.348977 sec): 3 clusters Score: Raw -662910.790517 + Penalty 1712.629363 = -661198.161155 nChanged 523 SP:Iteration 3F (3652.409031 sec): 3 clusters Score: Raw -663186.765423 + Penalty 1712.629363 = -661474.136060 nChanged 516 SP:Iteration 4F (3652.455171 sec): 3 clusters Score: Raw -663505.068864 + Penalty 1712.629363 = -661792.439501 nChanged 494 SP:Iteration 5F (3652.506080 sec): 3 clusters Score: Raw -663851.466158 + Penalty 1712.629363 = -662138.836795 nChanged 511 SP:Iteration 6F (3652.560015 sec): 3 clusters Score: Raw -664241.562731 + Penalty 1712.629363 = -662528.933368 nChanged 451 SP:Iteration 7F (3652.616073 sec): 3 clusters Score: Raw -664590.240446 + Penalty 1712.629363 = -662877.611083 nChanged 383 SP:Iteration 8Q (3652.672386 sec): 3 clusters Score: Raw -664877.474179 + Penalty 1712.629363 = -663164.844816 nChanged 292 SP:Iteration 9Q (3652.714732 sec): 3 clusters Score: Raw -665113.449293 + Penalty 1712.629363 = -663400.819930 nChanged 208 SP:Iteration 10Q (3652.773645 sec): 3 clusters Score: Raw -665279.674061 + Penalty 1712.629363 = -663567.044699 nChanged 136 SP:Iteration 11Q (3652.796638 sec): 3 clusters Score: Raw -665385.644882 + Penalty 1712.629363 = -663673.015519 nChanged 95 SP:Iteration 12Q (3652.853875 sec): 3 clusters Score: Raw -665448.116584 + Penalty 1712.629363 = -663735.487221 nChanged 76 SP:Iteration 13Q (3652.899866 sec): 3 clusters Score: Raw -665500.463408 + Penalty 1712.629363 = -663787.834045 nChanged 47 SP:Iteration 14Q (3652.954612 sec): 3 clusters Score: Raw -665534.378772 + Penalty 1712.629363 = -663821.749410 nChanged 31 SP:Iteration 15Q (3653.001282 sec): 3 clusters Score: Raw -665555.757785 + Penalty 1712.629363 = -663843.128422 nChanged 23 SP:Iteration 16Q (3653.052503 sec): 3 clusters Score: Raw -665578.766752 + Penalty 1712.629363 = -663866.137390 nChanged 11 SP:Iteration 17Q (3653.102955 sec): 3 clusters Score: Raw -665589.094802 + Penalty 1712.629363 = -663876.465439 nChanged 8 SP:Iteration 18Q (3653.149090 sec): 3 clusters Score: Raw -665595.528720 + Penalty 1712.629363 = -663882.899358 nChanged 5 SP:Iteration 19Q (3653.202735 sec): 3 clusters Score: Raw -665599.241742 + Penalty 1712.629363 = -663886.612379 nChanged 2 SP:Iteration 20F (3653.234511 sec): 3 clusters Score: Raw -665601.217507 + Penalty 1712.629363 = -663888.588145 nChanged 1 SP:Iteration 21Q (3653.264526 sec): 3 clusters Score: Raw -665601.417450 + Penalty 1712.629363 = -663888.788087 nChanged 0 SP:Iteration 22F (3653.323170 sec): 3 clusters Score: Raw -665601.417450 + Penalty 1712.629363 = -663888.788087 nChanged 0 Trying to split cluster 10 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3653.344814 sec): 2 clusters Score: Raw -259667.045976 + Penalty 774.540885 = -258892.505091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3653.384226 sec): 3 clusters Score: Raw -257825.174439 + Penalty 1549.081770 = -256276.092669 nChanged 1461 SP:Iteration 1F (3653.420717 sec): 3 clusters Score: Raw -258816.727248 + Penalty 1549.081770 = -257267.645478 nChanged 319 SP:Iteration 2F (3653.465322 sec): 3 clusters Score: Raw -259108.476626 + Penalty 1549.081770 = -257559.394856 nChanged 271 SP:Iteration 3F (3653.505219 sec): 3 clusters Score: Raw -259381.454311 + Penalty 1549.081770 = -257832.372541 nChanged 271 SP:Iteration 4F (3653.518464 sec): 3 clusters Score: Raw -259662.039023 + Penalty 1549.081770 = -258112.957253 nChanged 249 SP:Iteration 5F (3653.531462 sec): 3 clusters Score: Raw -259871.570643 + Penalty 1549.081770 = -258322.488873 nChanged 172 SP:Iteration 6Q (3653.544114 sec): 3 clusters Score: Raw -259987.017733 + Penalty 1549.081770 = -258437.935963 nChanged 126 SP:Iteration 7Q (3653.584843 sec): 3 clusters Score: Raw -260057.673279 + Penalty 1549.081770 = -258508.591510 nChanged 93 SP:Iteration 8Q (3653.632771 sec): 3 clusters Score: Raw -260106.686959 + Penalty 1549.081770 = -258557.605189 nChanged 55 SP:Iteration 9Q (3653.686866 sec): 3 clusters Score: Raw -260134.288117 + Penalty 1549.081770 = -258585.206348 nChanged 48 SP:Iteration 10Q (3653.728986 sec): 3 clusters Score: Raw -260155.276515 + Penalty 1549.081770 = -258606.194745 nChanged 42 SP:Iteration 11Q (3653.773547 sec): 3 clusters Score: Raw -260172.538841 + Penalty 1549.081770 = -258623.457071 nChanged 32 SP:Iteration 12Q (3653.813539 sec): 3 clusters Score: Raw -260183.906568 + Penalty 1549.081770 = -258634.824798 nChanged 26 SP:Iteration 13Q (3653.855942 sec): 3 clusters Score: Raw -260194.028802 + Penalty 1549.081770 = -258644.947032 nChanged 28 SP:Iteration 14Q (3653.892753 sec): 3 clusters Score: Raw -260207.256251 + Penalty 1549.081770 = -258658.174481 nChanged 29 SP:Iteration 15Q (3653.942628 sec): 3 clusters Score: Raw -260220.938501 + Penalty 1549.081770 = -258671.856731 nChanged 24 SP:Iteration 16Q (3653.977481 sec): 3 clusters Score: Raw -260227.503519 + Penalty 1549.081770 = -258678.421749 nChanged 21 SP:Iteration 17Q (3654.015841 sec): 3 clusters Score: Raw -260231.840641 + Penalty 1549.081770 = -258682.758871 nChanged 13 SP:Iteration 18Q (3654.063214 sec): 3 clusters Score: Raw -260233.802645 + Penalty 1549.081770 = -258684.720875 nChanged 4 SP:Iteration 19Q (3654.099596 sec): 3 clusters Score: Raw -260234.284188 + Penalty 1549.081770 = -258685.202419 nChanged 5 SP:Iteration 20F (3654.135998 sec): 3 clusters Score: Raw -260235.481344 + Penalty 1549.081770 = -258686.399574 nChanged 4 SP:Iteration 21Q (3654.166068 sec): 3 clusters Score: Raw -260237.686958 + Penalty 1549.081770 = -258688.605188 nChanged 7 SP:Iteration 22Q (3654.214582 sec): 3 clusters Score: Raw -260239.850817 + Penalty 1549.081770 = -258690.769047 nChanged 8 SP:Iteration 23Q (3654.260293 sec): 3 clusters Score: Raw -260241.433455 + Penalty 1549.081770 = -258692.351685 nChanged 3 SP:Iteration 24Q (3654.303976 sec): 3 clusters Score: Raw -260243.310691 + Penalty 1549.081770 = -258694.228921 nChanged 4 SP:Iteration 25Q (3654.338835 sec): 3 clusters Score: Raw -260245.540847 + Penalty 1549.081770 = -258696.459077 nChanged 5 SP:Iteration 26Q (3654.382582 sec): 3 clusters Score: Raw -260248.500676 + Penalty 1549.081770 = -258699.418906 nChanged 7 SP:Iteration 27Q (3654.423771 sec): 3 clusters Score: Raw -260251.752638 + Penalty 1549.081770 = -258702.670868 nChanged 7 SP:Iteration 28Q (3654.466411 sec): 3 clusters Score: Raw -260256.269587 + Penalty 1549.081770 = -258707.187818 nChanged 11 SP:Iteration 29Q (3654.510617 sec): 3 clusters Score: Raw -260259.906619 + Penalty 1549.081770 = -258710.824849 nChanged 9 SP:Iteration 30Q (3654.555284 sec): 3 clusters Score: Raw -260264.370872 + Penalty 1549.081770 = -258715.289102 nChanged 11 SP:Iteration 31Q (3654.594867 sec): 3 clusters Score: Raw -260266.804534 + Penalty 1549.081770 = -258717.722764 nChanged 7 SP:Iteration 32Q (3654.646892 sec): 3 clusters Score: Raw -260268.420079 + Penalty 1549.081770 = -258719.338309 nChanged 6 SP:Iteration 33Q (3654.688051 sec): 3 clusters Score: Raw -260269.343220 + Penalty 1549.081770 = -258720.261450 nChanged 2 SP:Iteration 34Q (3654.734895 sec): 3 clusters Score: Raw -260269.640501 + Penalty 1549.081770 = -258720.558731 nChanged 0 SP:Iteration 35F (3654.783284 sec): 3 clusters Score: Raw -260269.640501 + Penalty 1549.081770 = -258720.558731 nChanged 0 Trying to split cluster 11 (34401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3654.843112 sec): 2 clusters Score: Raw -2406509.298161 + Penalty 992.354887 = -2405516.943274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3654.940051 sec): 3 clusters Score: Raw -2384526.313828 + Penalty 1984.709773 = -2382541.604055 nChanged 16328 SP:Iteration 1F (3655.026748 sec): 3 clusters Score: Raw -2394980.462248 + Penalty 1984.709773 = -2392995.752475 nChanged 1935 SP:Iteration 2F (3655.101379 sec): 3 clusters Score: Raw -2395866.123049 + Penalty 1984.709773 = -2393881.413276 nChanged 1943 SP:Iteration 3F (3655.185339 sec): 3 clusters Score: Raw -2396936.086346 + Penalty 1984.709773 = -2394951.376572 nChanged 2003 SP:Iteration 4F (3655.274168 sec): 3 clusters Score: Raw -2398199.872964 + Penalty 1984.709773 = -2396215.163191 nChanged 1945 SP:Iteration 5F (3655.354530 sec): 3 clusters Score: Raw -2399440.444495 + Penalty 1984.709773 = -2397455.734721 nChanged 1812 SP:Iteration 6F (3655.417370 sec): 3 clusters Score: Raw -2400622.238357 + Penalty 1984.709773 = -2398637.528583 nChanged 1572 SP:Iteration 7Q (3655.511348 sec): 3 clusters Score: Raw -2401544.759020 + Penalty 1984.709773 = -2399560.049247 nChanged 1214 SP:Iteration 8Q (3655.584143 sec): 3 clusters Score: Raw -2402092.117149 + Penalty 1984.709773 = -2400107.407375 nChanged 857 SP:Iteration 9Q (3655.680145 sec): 3 clusters Score: Raw -2402347.990489 + Penalty 1984.709773 = -2400363.280715 nChanged 597 SP:Iteration 10Q (3655.758658 sec): 3 clusters Score: Raw -2402494.741611 + Penalty 1984.709773 = -2400510.031838 nChanged 473 SP:Iteration 11Q (3655.831451 sec): 3 clusters Score: Raw -2402612.911343 + Penalty 1984.709773 = -2400628.201570 nChanged 422 SP:Iteration 12Q (3655.911970 sec): 3 clusters Score: Raw -2402722.112820 + Penalty 1984.709773 = -2400737.403046 nChanged 410 SP:Iteration 13Q (3655.997497 sec): 3 clusters Score: Raw -2402839.405965 + Penalty 1984.709773 = -2400854.696192 nChanged 439 SP:Iteration 14Q (3656.076971 sec): 3 clusters Score: Raw -2402966.365416 + Penalty 1984.709773 = -2400981.655642 nChanged 467 SP:Iteration 15Q (3656.144744 sec): 3 clusters Score: Raw -2403123.106478 + Penalty 1984.709773 = -2401138.396704 nChanged 479 SP:Iteration 16Q (3656.222470 sec): 3 clusters Score: Raw -2403283.528941 + Penalty 1984.709773 = -2401298.819167 nChanged 469 SP:Iteration 17Q (3656.304359 sec): 3 clusters Score: Raw -2403441.479137 + Penalty 1984.709773 = -2401456.769363 nChanged 455 SP:Iteration 18Q (3656.379272 sec): 3 clusters Score: Raw -2403595.290836 + Penalty 1984.709773 = -2401610.581063 nChanged 464 SP:Iteration 19Q (3656.470093 sec): 3 clusters Score: Raw -2403748.276278 + Penalty 1984.709773 = -2401763.566505 nChanged 462 SP:Iteration 20F (3656.553782 sec): 3 clusters Score: Raw -2403893.861163 + Penalty 1984.709773 = -2401909.151390 nChanged 411 SP:Iteration 21Q (3656.638384 sec): 3 clusters Score: Raw -2404018.016455 + Penalty 1984.709773 = -2402033.306682 nChanged 436 SP:Iteration 22Q (3656.717731 sec): 3 clusters Score: Raw -2404161.625522 + Penalty 1984.709773 = -2402176.915748 nChanged 471 SP:Iteration 23Q (3656.794010 sec): 3 clusters Score: Raw -2404318.355053 + Penalty 1984.709773 = -2402333.645280 nChanged 444 SP:Iteration 24Q (3656.877681 sec): 3 clusters Score: Raw -2404462.683355 + Penalty 1984.709773 = -2402477.973582 nChanged 417 SP:Iteration 25Q (3656.955393 sec): 3 clusters Score: Raw -2404587.573396 + Penalty 1984.709773 = -2402602.863623 nChanged 377 SP:Iteration 26Q (3657.032668 sec): 3 clusters Score: Raw -2404707.854753 + Penalty 1984.709773 = -2402723.144980 nChanged 402 SP:Iteration 27Q (3657.102750 sec): 3 clusters Score: Raw -2404849.651625 + Penalty 1984.709773 = -2402864.941851 nChanged 420 SP:Iteration 28Q (3657.186362 sec): 3 clusters Score: Raw -2405001.441984 + Penalty 1984.709773 = -2403016.732211 nChanged 381 SP:Iteration 29Q (3657.260552 sec): 3 clusters Score: Raw -2405132.048813 + Penalty 1984.709773 = -2403147.339040 nChanged 361 SP:Iteration 30Q (3657.343180 sec): 3 clusters Score: Raw -2405247.808833 + Penalty 1984.709773 = -2403263.099060 nChanged 364 SP:Iteration 31Q (3657.409949 sec): 3 clusters Score: Raw -2405377.273917 + Penalty 1984.709773 = -2403392.564144 nChanged 364 SP:Iteration 32Q (3657.487477 sec): 3 clusters Score: Raw -2405507.574480 + Penalty 1984.709773 = -2403522.864707 nChanged 330 SP:Iteration 33Q (3657.567390 sec): 3 clusters Score: Raw -2405627.213350 + Penalty 1984.709773 = -2403642.503577 nChanged 325 SP:Iteration 34Q (3657.642167 sec): 3 clusters Score: Raw -2405742.768427 + Penalty 1984.709773 = -2403758.058653 nChanged 301 SP:Iteration 35Q (3657.688720 sec): 3 clusters Score: Raw -2405853.829701 + Penalty 1984.709773 = -2403869.119928 nChanged 281 SP:Iteration 36Q (3657.775814 sec): 3 clusters Score: Raw -2405960.292613 + Penalty 1984.709773 = -2403975.582840 nChanged 280 SP:Iteration 37Q (3657.848700 sec): 3 clusters Score: Raw -2406071.419579 + Penalty 1984.709773 = -2404086.709805 nChanged 231 SP:Iteration 38Q (3657.936866 sec): 3 clusters Score: Raw -2406161.001192 + Penalty 1984.709773 = -2404176.291418 nChanged 206 SP:Iteration 39Q (3658.017670 sec): 3 clusters Score: Raw -2406242.067706 + Penalty 1984.709773 = -2404257.357933 nChanged 200 SP:Iteration 40F (3658.102979 sec): 3 clusters Score: Raw -2406320.471290 + Penalty 1984.709773 = -2404335.761516 nChanged 178 SP:Iteration 41Q (3658.142020 sec): 3 clusters Score: Raw -2406386.249267 + Penalty 1984.709773 = -2404401.539494 nChanged 143 SP:Iteration 42Q (3658.211228 sec): 3 clusters Score: Raw -2406444.724695 + Penalty 1984.709773 = -2404460.014922 nChanged 133 SP:Iteration 43Q (3658.260843 sec): 3 clusters Score: Raw -2406498.027135 + Penalty 1984.709773 = -2404513.317361 nChanged 105 SP:Iteration 44Q (3658.337149 sec): 3 clusters Score: Raw -2406539.319120 + Penalty 1984.709773 = -2404554.609347 nChanged 90 SP:Iteration 45Q (3658.415748 sec): 3 clusters Score: Raw -2406568.424054 + Penalty 1984.709773 = -2404583.714281 nChanged 47 SP:Iteration 46Q (3658.484681 sec): 3 clusters Score: Raw -2406585.925154 + Penalty 1984.709773 = -2404601.215380 nChanged 49 SP:Iteration 47Q (3658.557822 sec): 3 clusters Score: Raw -2406602.024817 + Penalty 1984.709773 = -2404617.315043 nChanged 48 SP:Iteration 48Q (3658.627833 sec): 3 clusters Score: Raw -2406619.074811 + Penalty 1984.709773 = -2404634.365037 nChanged 43 SP:Iteration 49Q (3658.706611 sec): 3 clusters Score: Raw -2406635.680455 + Penalty 1984.709773 = -2404650.970682 nChanged 39 SP:Iteration 50Q (3658.784900 sec): 3 clusters Score: Raw -2406653.259546 + Penalty 1984.709773 = -2404668.549773 nChanged 37 SP:Iteration 51Q (3658.847544 sec): 3 clusters Score: Raw -2406670.104071 + Penalty 1984.709773 = -2404685.394298 nChanged 28 SP:Iteration 52Q (3658.922663 sec): 3 clusters Score: Raw -2406684.119571 + Penalty 1984.709773 = -2404699.409798 nChanged 42 SP:Iteration 53Q (3658.999713 sec): 3 clusters Score: Raw -2406704.020300 + Penalty 1984.709773 = -2404719.310526 nChanged 44 SP:Iteration 54Q (3659.082751 sec): 3 clusters Score: Raw -2406722.029247 + Penalty 1984.709773 = -2404737.319474 nChanged 30 SP:Iteration 55Q (3659.152962 sec): 3 clusters Score: Raw -2406733.705115 + Penalty 1984.709773 = -2404748.995341 nChanged 21 SP:Iteration 56Q (3659.232619 sec): 3 clusters Score: Raw -2406741.214369 + Penalty 1984.709773 = -2404756.504595 nChanged 21 SP:Iteration 57Q (3659.303266 sec): 3 clusters Score: Raw -2406749.699380 + Penalty 1984.709773 = -2404764.989606 nChanged 21 SP:Iteration 58Q (3659.390426 sec): 3 clusters Score: Raw -2406759.657516 + Penalty 1984.709773 = -2404774.947743 nChanged 19 SP:Iteration 59Q (3659.475627 sec): 3 clusters Score: Raw -2406767.143314 + Penalty 1984.709773 = -2404782.433541 nChanged 16 SP:Iteration 60F (3659.549991 sec): 3 clusters Score: Raw -2406773.506945 + Penalty 1984.709773 = -2404788.797172 nChanged 16 SP:Iteration 61Q (3659.634662 sec): 3 clusters Score: Raw -2406780.715012 + Penalty 1984.709773 = -2404796.005238 nChanged 16 SP:Iteration 62Q (3659.711397 sec): 3 clusters Score: Raw -2406788.194056 + Penalty 1984.709773 = -2404803.484283 nChanged 17 SP:Iteration 63Q (3659.778635 sec): 3 clusters Score: Raw -2406795.132933 + Penalty 1984.709773 = -2404810.423160 nChanged 13 SP:Iteration 64Q (3659.857524 sec): 3 clusters Score: Raw -2406804.953879 + Penalty 1984.709773 = -2404820.244106 nChanged 21 SP:Iteration 65Q (3659.924227 sec): 3 clusters Score: Raw -2406816.436007 + Penalty 1984.709773 = -2404831.726233 nChanged 22 SP:Iteration 66Q (3660.002155 sec): 3 clusters Score: Raw -2406827.014604 + Penalty 1984.709773 = -2404842.304831 nChanged 16 SP:Iteration 67Q (3660.071581 sec): 3 clusters Score: Raw -2406834.514538 + Penalty 1984.709773 = -2404849.804764 nChanged 12 SP:Iteration 68Q (3660.149106 sec): 3 clusters Score: Raw -2406837.994684 + Penalty 1984.709773 = -2404853.284910 nChanged 8 SP:Iteration 69Q (3660.221560 sec): 3 clusters Score: Raw -2406840.692984 + Penalty 1984.709773 = -2404855.983210 nChanged 6 SP:Iteration 70Q (3660.306378 sec): 3 clusters Score: Raw -2406842.686231 + Penalty 1984.709773 = -2404857.976457 nChanged 4 SP:Iteration 71Q (3660.379942 sec): 3 clusters Score: Raw -2406843.938124 + Penalty 1984.709773 = -2404859.228350 nChanged 3 SP:Iteration 72Q (3660.449695 sec): 3 clusters Score: Raw -2406845.410590 + Penalty 1984.709773 = -2404860.700816 nChanged 2 SP:Iteration 73Q (3660.495770 sec): 3 clusters Score: Raw -2406846.176915 + Penalty 1984.709773 = -2404861.467141 nChanged 1 SP:Iteration 74Q (3660.580851 sec): 3 clusters Score: Raw -2406847.079699 + Penalty 1984.709773 = -2404862.369925 nChanged 3 SP:Iteration 75Q (3660.648700 sec): 3 clusters Score: Raw -2406848.511589 + Penalty 1984.709773 = -2404863.801815 nChanged 4 SP:Iteration 76Q (3660.729323 sec): 3 clusters Score: Raw -2406850.991764 + Penalty 1984.709773 = -2404866.281991 nChanged 5 SP:Iteration 77Q (3660.795281 sec): 3 clusters Score: Raw -2406852.760323 + Penalty 1984.709773 = -2404868.050550 nChanged 4 SP:Iteration 78Q (3660.870897 sec): 3 clusters Score: Raw -2406854.726930 + Penalty 1984.709773 = -2404870.017156 nChanged 4 SP:Iteration 79Q (3660.947775 sec): 3 clusters Score: Raw -2406856.201200 + Penalty 1984.709773 = -2404871.491426 nChanged 3 SP:Iteration 80F (3661.028263 sec): 3 clusters Score: Raw -2406857.086335 + Penalty 1984.709773 = -2404872.376561 nChanged 4 SP:Iteration 81Q (3661.104434 sec): 3 clusters Score: Raw -2406858.007616 + Penalty 1984.709773 = -2404873.297843 nChanged 3 SP:Iteration 82Q (3661.186571 sec): 3 clusters Score: Raw -2406860.223858 + Penalty 1984.709773 = -2404875.514085 nChanged 5 SP:Iteration 83Q (3661.251704 sec): 3 clusters Score: Raw -2406862.669435 + Penalty 1984.709773 = -2404877.959661 nChanged 6 SP:Iteration 84Q (3661.320205 sec): 3 clusters Score: Raw -2406864.443582 + Penalty 1984.709773 = -2404879.733808 nChanged 2 SP:Iteration 85Q (3661.387067 sec): 3 clusters Score: Raw -2406864.732145 + Penalty 1984.709773 = -2404880.022372 nChanged 2 SP:Iteration 86Q (3661.474420 sec): 3 clusters Score: Raw -2406865.709998 + Penalty 1984.709773 = -2404881.000224 nChanged 2 SP:Iteration 87Q (3661.544011 sec): 3 clusters Score: Raw -2406866.071531 + Penalty 1984.709773 = -2404881.361758 nChanged 0 SP:Iteration 88F (3661.624866 sec): 3 clusters Score: Raw -2406866.071531 + Penalty 1984.709773 = -2404881.361758 nChanged 0 Trying to split cluster 12 (12911 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3661.657717 sec): 2 clusters Score: Raw -922781.001279 + Penalty 899.254319 = -921881.746959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3661.718982 sec): 3 clusters Score: Raw -914817.075632 + Penalty 1798.508639 = -913018.566994 nChanged 5945 SP:Iteration 1F (3661.773216 sec): 3 clusters Score: Raw -918328.328569 + Penalty 1798.508639 = -916529.819930 nChanged 821 SP:Iteration 2F (3661.832575 sec): 3 clusters Score: Raw -918790.524876 + Penalty 1798.508639 = -916992.016238 nChanged 794 SP:Iteration 3F (3661.893192 sec): 3 clusters Score: Raw -919301.044556 + Penalty 1798.508639 = -917502.535917 nChanged 820 SP:Iteration 4F (3661.944249 sec): 3 clusters Score: Raw -919869.562939 + Penalty 1798.508639 = -918071.054300 nChanged 822 SP:Iteration 5F (3662.001290 sec): 3 clusters Score: Raw -920438.507515 + Penalty 1798.508639 = -918639.998876 nChanged 749 SP:Iteration 6F (3662.070292 sec): 3 clusters Score: Raw -920910.402174 + Penalty 1798.508639 = -919111.893535 nChanged 587 SP:Iteration 7Q (3662.115478 sec): 3 clusters Score: Raw -921242.544356 + Penalty 1798.508639 = -919444.035717 nChanged 436 SP:Iteration 8Q (3662.170895 sec): 3 clusters Score: Raw -921433.661616 + Penalty 1798.508639 = -919635.152977 nChanged 331 SP:Iteration 9Q (3662.235206 sec): 3 clusters Score: Raw -921555.466719 + Penalty 1798.508639 = -919756.958081 nChanged 254 SP:Iteration 10Q (3662.284486 sec): 3 clusters Score: Raw -921634.693078 + Penalty 1798.508639 = -919836.184440 nChanged 191 SP:Iteration 11Q (3662.345136 sec): 3 clusters Score: Raw -921684.727916 + Penalty 1798.508639 = -919886.219278 nChanged 155 SP:Iteration 12Q (3662.395199 sec): 3 clusters Score: Raw -921721.733571 + Penalty 1798.508639 = -919923.224932 nChanged 129 SP:Iteration 13Q (3662.446880 sec): 3 clusters Score: Raw -921750.538281 + Penalty 1798.508639 = -919952.029643 nChanged 115 SP:Iteration 14Q (3662.514075 sec): 3 clusters Score: Raw -921777.829487 + Penalty 1798.508639 = -919979.320848 nChanged 119 SP:Iteration 15Q (3662.575100 sec): 3 clusters Score: Raw -921800.807603 + Penalty 1798.508639 = -920002.298964 nChanged 97 SP:Iteration 16Q (3662.631658 sec): 3 clusters Score: Raw -921819.976938 + Penalty 1798.508639 = -920021.468299 nChanged 106 SP:Iteration 17Q (3662.686519 sec): 3 clusters Score: Raw -921840.721800 + Penalty 1798.508639 = -920042.213162 nChanged 109 SP:Iteration 18Q (3662.739115 sec): 3 clusters Score: Raw -921859.322463 + Penalty 1798.508639 = -920060.813824 nChanged 101 SP:Iteration 19Q (3662.792625 sec): 3 clusters Score: Raw -921877.236964 + Penalty 1798.508639 = -920078.728326 nChanged 88 SP:Iteration 20F (3662.850525 sec): 3 clusters Score: Raw -921893.163807 + Penalty 1798.508639 = -920094.655168 nChanged 91 SP:Iteration 21Q (3662.902954 sec): 3 clusters Score: Raw -921909.772531 + Penalty 1798.508639 = -920111.263893 nChanged 94 SP:Iteration 22Q (3662.956647 sec): 3 clusters Score: Raw -921928.143593 + Penalty 1798.508639 = -920129.634954 nChanged 89 SP:Iteration 23Q (3663.020432 sec): 3 clusters Score: Raw -921943.227338 + Penalty 1798.508639 = -920144.718699 nChanged 81 SP:Iteration 24Q (3663.074401 sec): 3 clusters Score: Raw -921957.430767 + Penalty 1798.508639 = -920158.922129 nChanged 81 SP:Iteration 25Q (3663.136821 sec): 3 clusters Score: Raw -921969.514702 + Penalty 1798.508639 = -920171.006064 nChanged 68 SP:Iteration 26Q (3663.190111 sec): 3 clusters Score: Raw -921980.114089 + Penalty 1798.508639 = -920181.605451 nChanged 72 SP:Iteration 27Q (3663.240115 sec): 3 clusters Score: Raw -921989.877500 + Penalty 1798.508639 = -920191.368862 nChanged 61 SP:Iteration 28Q (3663.295537 sec): 3 clusters Score: Raw -921999.986407 + Penalty 1798.508639 = -920201.477768 nChanged 75 SP:Iteration 29Q (3663.360185 sec): 3 clusters Score: Raw -922011.184065 + Penalty 1798.508639 = -920212.675426 nChanged 83 SP:Iteration 30Q (3663.402496 sec): 3 clusters Score: Raw -922023.840448 + Penalty 1798.508639 = -920225.331810 nChanged 71 SP:Iteration 31Q (3663.460934 sec): 3 clusters Score: Raw -922033.380362 + Penalty 1798.508639 = -920234.871723 nChanged 61 SP:Iteration 32Q (3663.513792 sec): 3 clusters Score: Raw -922041.608031 + Penalty 1798.508639 = -920243.099392 nChanged 61 SP:Iteration 33Q (3663.569674 sec): 3 clusters Score: Raw -922050.649331 + Penalty 1798.508639 = -920252.140692 nChanged 67 SP:Iteration 34Q (3663.625180 sec): 3 clusters Score: Raw -922059.332666 + Penalty 1798.508639 = -920260.824027 nChanged 53 SP:Iteration 35Q (3663.690266 sec): 3 clusters Score: Raw -922066.406388 + Penalty 1798.508639 = -920267.897750 nChanged 58 SP:Iteration 36Q (3663.746900 sec): 3 clusters Score: Raw -922075.385486 + Penalty 1798.508639 = -920276.876847 nChanged 60 SP:Iteration 37Q (3663.796089 sec): 3 clusters Score: Raw -922084.767577 + Penalty 1798.508639 = -920286.258939 nChanged 65 SP:Iteration 38Q (3663.846782 sec): 3 clusters Score: Raw -922092.532871 + Penalty 1798.508639 = -920294.024232 nChanged 56 SP:Iteration 39Q (3663.904223 sec): 3 clusters Score: Raw -922100.291610 + Penalty 1798.508639 = -920301.782972 nChanged 52 SP:Iteration 40F (3663.966960 sec): 3 clusters Score: Raw -922107.396758 + Penalty 1798.508639 = -920308.888119 nChanged 59 SP:Iteration 41Q (3664.029562 sec): 3 clusters Score: Raw -922116.005962 + Penalty 1798.508639 = -920317.497323 nChanged 63 SP:Iteration 42Q (3664.070844 sec): 3 clusters Score: Raw -922127.143278 + Penalty 1798.508639 = -920328.634640 nChanged 59 SP:Iteration 43Q (3664.121322 sec): 3 clusters Score: Raw -922137.066178 + Penalty 1798.508639 = -920338.557540 nChanged 70 SP:Iteration 44Q (3664.177046 sec): 3 clusters Score: Raw -922149.145781 + Penalty 1798.508639 = -920350.637142 nChanged 75 SP:Iteration 45Q (3664.232888 sec): 3 clusters Score: Raw -922160.317243 + Penalty 1798.508639 = -920361.808605 nChanged 59 SP:Iteration 46Q (3664.294136 sec): 3 clusters Score: Raw -922169.005078 + Penalty 1798.508639 = -920370.496439 nChanged 74 SP:Iteration 47Q (3664.344443 sec): 3 clusters Score: Raw -922183.827534 + Penalty 1798.508639 = -920385.318896 nChanged 69 SP:Iteration 48Q (3664.403802 sec): 3 clusters Score: Raw -922194.341498 + Penalty 1798.508639 = -920395.832859 nChanged 62 SP:Iteration 49Q (3664.454382 sec): 3 clusters Score: Raw -922203.328585 + Penalty 1798.508639 = -920404.819947 nChanged 54 SP:Iteration 50Q (3664.506620 sec): 3 clusters Score: Raw -922210.801975 + Penalty 1798.508639 = -920412.293337 nChanged 52 SP:Iteration 51Q (3664.547053 sec): 3 clusters Score: Raw -922218.842116 + Penalty 1798.508639 = -920420.333477 nChanged 48 SP:Iteration 52Q (3664.609221 sec): 3 clusters Score: Raw -922226.651507 + Penalty 1798.508639 = -920428.142868 nChanged 61 SP:Iteration 53Q (3664.669813 sec): 3 clusters Score: Raw -922236.654530 + Penalty 1798.508639 = -920438.145892 nChanged 55 SP:Iteration 54Q (3664.687355 sec): 3 clusters Score: Raw -922245.923054 + Penalty 1798.508639 = -920447.414415 nChanged 66 SP:Iteration 55Q (3664.756543 sec): 3 clusters Score: Raw -922259.091703 + Penalty 1798.508639 = -920460.583065 nChanged 64 SP:Iteration 56Q (3664.803471 sec): 3 clusters Score: Raw -922269.963582 + Penalty 1798.508639 = -920471.454943 nChanged 52 SP:Iteration 57Q (3664.871267 sec): 3 clusters Score: Raw -922277.461655 + Penalty 1798.508639 = -920478.953016 nChanged 50 SP:Iteration 58Q (3664.926415 sec): 3 clusters Score: Raw -922284.183395 + Penalty 1798.508639 = -920485.674756 nChanged 51 SP:Iteration 59Q (3664.977428 sec): 3 clusters Score: Raw -922290.403803 + Penalty 1798.508639 = -920491.895165 nChanged 50 SP:Iteration 60F (3665.024748 sec): 3 clusters Score: Raw -922296.053302 + Penalty 1798.508639 = -920497.544663 nChanged 46 SP:Iteration 61Q (3665.083307 sec): 3 clusters Score: Raw -922302.040838 + Penalty 1798.508639 = -920503.532199 nChanged 50 SP:Iteration 62Q (3665.138697 sec): 3 clusters Score: Raw -922309.408650 + Penalty 1798.508639 = -920510.900011 nChanged 45 SP:Iteration 63Q (3665.194844 sec): 3 clusters Score: Raw -922314.482584 + Penalty 1798.508639 = -920515.973945 nChanged 33 SP:Iteration 64Q (3665.258804 sec): 3 clusters Score: Raw -922319.549828 + Penalty 1798.508639 = -920521.041189 nChanged 43 SP:Iteration 65Q (3665.275967 sec): 3 clusters Score: Raw -922325.561845 + Penalty 1798.508639 = -920527.053206 nChanged 28 SP:Iteration 66Q (3665.327378 sec): 3 clusters Score: Raw -922328.578911 + Penalty 1798.508639 = -920530.070272 nChanged 27 SP:Iteration 67Q (3665.383954 sec): 3 clusters Score: Raw -922331.477770 + Penalty 1798.508639 = -920532.969131 nChanged 29 SP:Iteration 68Q (3665.431246 sec): 3 clusters Score: Raw -922335.960494 + Penalty 1798.508639 = -920537.451855 nChanged 37 SP:Iteration 69Q (3665.489450 sec): 3 clusters Score: Raw -922341.880376 + Penalty 1798.508639 = -920543.371738 nChanged 46 SP:Iteration 70Q (3665.542782 sec): 3 clusters Score: Raw -922350.098410 + Penalty 1798.508639 = -920551.589771 nChanged 51 SP:Iteration 71Q (3665.599791 sec): 3 clusters Score: Raw -922357.914681 + Penalty 1798.508639 = -920559.406042 nChanged 48 SP:Iteration 72Q (3665.650641 sec): 3 clusters Score: Raw -922363.001497 + Penalty 1798.508639 = -920564.492859 nChanged 33 SP:Iteration 73Q (3665.713002 sec): 3 clusters Score: Raw -922366.997253 + Penalty 1798.508639 = -920568.488615 nChanged 35 SP:Iteration 74Q (3665.774145 sec): 3 clusters Score: Raw -922370.674650 + Penalty 1798.508639 = -920572.166011 nChanged 24 SP:Iteration 75Q (3665.840608 sec): 3 clusters Score: Raw -922372.599142 + Penalty 1798.508639 = -920574.090503 nChanged 20 SP:Iteration 76Q (3665.893351 sec): 3 clusters Score: Raw -922374.368499 + Penalty 1798.508639 = -920575.859861 nChanged 27 SP:Iteration 77Q (3665.965750 sec): 3 clusters Score: Raw -922376.800751 + Penalty 1798.508639 = -920578.292112 nChanged 34 SP:Iteration 78Q (3666.022586 sec): 3 clusters Score: Raw -922379.644599 + Penalty 1798.508639 = -920581.135961 nChanged 31 SP:Iteration 79Q (3666.093679 sec): 3 clusters Score: Raw -922382.865781 + Penalty 1798.508639 = -920584.357142 nChanged 37 SP:Iteration 80F (3666.137184 sec): 3 clusters Score: Raw -922386.744635 + Penalty 1798.508639 = -920588.235996 nChanged 31 SP:Iteration 81Q (3666.196830 sec): 3 clusters Score: Raw -922390.431619 + Penalty 1798.508639 = -920591.922980 nChanged 33 SP:Iteration 82Q (3666.255975 sec): 3 clusters Score: Raw -922393.582558 + Penalty 1798.508639 = -920595.073920 nChanged 32 SP:Iteration 83Q (3666.312135 sec): 3 clusters Score: Raw -922396.643938 + Penalty 1798.508639 = -920598.135299 nChanged 30 SP:Iteration 84Q (3666.375257 sec): 3 clusters Score: Raw -922399.421622 + Penalty 1798.508639 = -920600.912983 nChanged 19 SP:Iteration 85Q (3666.438537 sec): 3 clusters Score: Raw -922401.282106 + Penalty 1798.508639 = -920602.773467 nChanged 23 SP:Iteration 86Q (3666.500150 sec): 3 clusters Score: Raw -922403.590706 + Penalty 1798.508639 = -920605.082068 nChanged 28 SP:Iteration 87Q (3666.559310 sec): 3 clusters Score: Raw -922406.344503 + Penalty 1798.508639 = -920607.835865 nChanged 25 SP:Iteration 88Q (3666.622081 sec): 3 clusters Score: Raw -922408.602942 + Penalty 1798.508639 = -920610.094304 nChanged 15 SP:Iteration 89Q (3666.678656 sec): 3 clusters Score: Raw -922409.929235 + Penalty 1798.508639 = -920611.420597 nChanged 17 SP:Iteration 90Q (3666.741734 sec): 3 clusters Score: Raw -922411.202045 + Penalty 1798.508639 = -920612.693406 nChanged 13 SP:Iteration 91Q (3666.815373 sec): 3 clusters Score: Raw -922412.242509 + Penalty 1798.508639 = -920613.733871 nChanged 20 SP:Iteration 92Q (3666.867544 sec): 3 clusters Score: Raw -922413.869094 + Penalty 1798.508639 = -920615.360455 nChanged 20 SP:Iteration 93Q (3666.930862 sec): 3 clusters Score: Raw -922415.676544 + Penalty 1798.508639 = -920617.167906 nChanged 23 SP:Iteration 94Q (3666.992221 sec): 3 clusters Score: Raw -922418.411470 + Penalty 1798.508639 = -920619.902832 nChanged 28 SP:Iteration 95Q (3667.053934 sec): 3 clusters Score: Raw -922420.701252 + Penalty 1798.508639 = -920622.192613 nChanged 17 SP:Iteration 96Q (3667.108708 sec): 3 clusters Score: Raw -922422.250645 + Penalty 1798.508639 = -920623.742006 nChanged 19 SP:Iteration 97Q (3667.171519 sec): 3 clusters Score: Raw -922423.968702 + Penalty 1798.508639 = -920625.460063 nChanged 17 SP:Iteration 98Q (3667.234509 sec): 3 clusters Score: Raw -922425.047304 + Penalty 1798.508639 = -920626.538666 nChanged 19 SP:Iteration 99Q (3667.298834 sec): 3 clusters Score: Raw -922426.377545 + Penalty 1798.508639 = -920627.868906 nChanged 22 SP:Iteration 100F (3667.352804 sec): 3 clusters Score: Raw -922428.006880 + Penalty 1798.508639 = -920629.498242 nChanged 16 SP:Iteration 101Q (3667.426087 sec): 3 clusters Score: Raw -922429.187453 + Penalty 1798.508639 = -920630.678815 nChanged 18 SP:Iteration 102Q (3667.480282 sec): 3 clusters Score: Raw -922430.495031 + Penalty 1798.508639 = -920631.986392 nChanged 17 SP:Iteration 103Q (3667.543698 sec): 3 clusters Score: Raw -922431.923208 + Penalty 1798.508639 = -920633.414569 nChanged 17 SP:Iteration 104Q (3667.615735 sec): 3 clusters Score: Raw -922433.378384 + Penalty 1798.508639 = -920634.869746 nChanged 24 SP:Iteration 105Q (3667.680652 sec): 3 clusters Score: Raw -922435.767545 + Penalty 1798.508639 = -920637.258906 nChanged 29 SP:Iteration 106Q (3667.746235 sec): 3 clusters Score: Raw -922438.472858 + Penalty 1798.508639 = -920639.964219 nChanged 31 SP:Iteration 107Q (3667.801230 sec): 3 clusters Score: Raw -922441.569349 + Penalty 1798.508639 = -920643.060711 nChanged 34 SP:Iteration 108Q (3667.869676 sec): 3 clusters Score: Raw -922444.746893 + Penalty 1798.508639 = -920646.238254 nChanged 31 SP:Iteration 109Q (3667.936801 sec): 3 clusters Score: Raw -922447.204851 + Penalty 1798.508639 = -920648.696212 nChanged 22 SP:Iteration 110Q (3667.990526 sec): 3 clusters Score: Raw -922449.141357 + Penalty 1798.508639 = -920650.632719 nChanged 24 SP:Iteration 111Q (3668.051749 sec): 3 clusters Score: Raw -922451.129819 + Penalty 1798.508639 = -920652.621180 nChanged 28 SP:Iteration 112Q (3668.114473 sec): 3 clusters Score: Raw -922453.154173 + Penalty 1798.508639 = -920654.645534 nChanged 26 SP:Iteration 113Q (3668.187756 sec): 3 clusters Score: Raw -922455.296997 + Penalty 1798.508639 = -920656.788358 nChanged 28 SP:Iteration 114Q (3668.251235 sec): 3 clusters Score: Raw -922457.824146 + Penalty 1798.508639 = -920659.315507 nChanged 31 SP:Iteration 115Q (3668.316575 sec): 3 clusters Score: Raw -922461.074249 + Penalty 1798.508639 = -920662.565611 nChanged 38 SP:Iteration 116Q (3668.371433 sec): 3 clusters Score: Raw -922464.887851 + Penalty 1798.508639 = -920666.379212 nChanged 31 SP:Iteration 117Q (3668.442861 sec): 3 clusters Score: Raw -922467.754763 + Penalty 1798.508639 = -920669.246125 nChanged 24 SP:Iteration 118Q (3668.495861 sec): 3 clusters Score: Raw -922469.556085 + Penalty 1798.508639 = -920671.047446 nChanged 26 SP:Iteration 119Q (3668.563822 sec): 3 clusters Score: Raw -922471.546356 + Penalty 1798.508639 = -920673.037717 nChanged 27 SP:Iteration 120F (3668.625439 sec): 3 clusters Score: Raw -922473.484346 + Penalty 1798.508639 = -920674.975708 nChanged 31 SP:Iteration 121Q (3668.690128 sec): 3 clusters Score: Raw -922475.784715 + Penalty 1798.508639 = -920677.276076 nChanged 27 SP:Iteration 122Q (3668.752149 sec): 3 clusters Score: Raw -922477.703046 + Penalty 1798.508639 = -920679.194407 nChanged 22 SP:Iteration 123Q (3668.822924 sec): 3 clusters Score: Raw -922479.183061 + Penalty 1798.508639 = -920680.674422 nChanged 25 SP:Iteration 124Q (3668.882376 sec): 3 clusters Score: Raw -922481.310370 + Penalty 1798.508639 = -920682.801731 nChanged 20 SP:Iteration 125Q (3668.934260 sec): 3 clusters Score: Raw -922483.639005 + Penalty 1798.508639 = -920685.130366 nChanged 29 SP:Iteration 126Q (3668.996766 sec): 3 clusters Score: Raw -922486.103686 + Penalty 1798.508639 = -920687.595047 nChanged 23 SP:Iteration 127Q (3669.053629 sec): 3 clusters Score: Raw -922487.925582 + Penalty 1798.508639 = -920689.416944 nChanged 22 SP:Iteration 128Q (3669.129137 sec): 3 clusters Score: Raw -922489.819846 + Penalty 1798.508639 = -920691.311208 nChanged 19 SP:Iteration 129Q (3669.192350 sec): 3 clusters Score: Raw -922490.972591 + Penalty 1798.508639 = -920692.463952 nChanged 11 SP:Iteration 130Q (3669.259468 sec): 3 clusters Score: Raw -922491.507881 + Penalty 1798.508639 = -920692.999242 nChanged 9 SP:Iteration 131Q (3669.314540 sec): 3 clusters Score: Raw -922492.333526 + Penalty 1798.508639 = -920693.824887 nChanged 12 SP:Iteration 132Q (3669.387923 sec): 3 clusters Score: Raw -922493.120361 + Penalty 1798.508639 = -920694.611723 nChanged 7 SP:Iteration 133Q (3669.454069 sec): 3 clusters Score: Raw -922493.556917 + Penalty 1798.508639 = -920695.048278 nChanged 5 SP:Iteration 134Q (3669.518966 sec): 3 clusters Score: Raw -922493.813922 + Penalty 1798.508639 = -920695.305283 nChanged 8 SP:Iteration 135Q (3669.572579 sec): 3 clusters Score: Raw -922494.245580 + Penalty 1798.508639 = -920695.736942 nChanged 5 SP:Iteration 136Q (3669.637773 sec): 3 clusters Score: Raw -922494.557212 + Penalty 1798.508639 = -920696.048574 nChanged 7 SP:Iteration 137Q (3669.697478 sec): 3 clusters Score: Raw -922494.886208 + Penalty 1798.508639 = -920696.377570 nChanged 6 SP:Iteration 138Q (3669.761437 sec): 3 clusters Score: Raw -922495.170045 + Penalty 1798.508639 = -920696.661407 nChanged 5 SP:Iteration 139Q (3669.835307 sec): 3 clusters Score: Raw -922495.486407 + Penalty 1798.508639 = -920696.977768 nChanged 3 SP:Iteration 140F (3669.899993 sec): 3 clusters Score: Raw -922495.746805 + Penalty 1798.508639 = -920697.238167 nChanged 5 SP:Iteration 141Q (3669.963240 sec): 3 clusters Score: Raw -922496.339929 + Penalty 1798.508639 = -920697.831290 nChanged 5 SP:Iteration 142Q (3670.017893 sec): 3 clusters Score: Raw -922496.757610 + Penalty 1798.508639 = -920698.248971 nChanged 3 SP:Iteration 143Q (3670.090139 sec): 3 clusters Score: Raw -922496.884669 + Penalty 1798.508639 = -920698.376031 nChanged 2 SP:Iteration 144Q (3670.152072 sec): 3 clusters Score: Raw -922496.988520 + Penalty 1798.508639 = -920698.479881 nChanged 1 SP:Iteration 145Q (3670.207852 sec): 3 clusters Score: Raw -922497.028886 + Penalty 1798.508639 = -920698.520247 nChanged 2 SP:Iteration 146Q (3670.280555 sec): 3 clusters Score: Raw -922497.087388 + Penalty 1798.508639 = -920698.578749 nChanged 3 SP:Iteration 147Q (3670.346515 sec): 3 clusters Score: Raw -922497.162976 + Penalty 1798.508639 = -920698.654337 nChanged 1 SP:Iteration 148Q (3670.389485 sec): 3 clusters Score: Raw -922497.254007 + Penalty 1798.508639 = -920698.745369 nChanged 4 SP:Iteration 149Q (3670.454049 sec): 3 clusters Score: Raw -922497.460433 + Penalty 1798.508639 = -920698.951794 nChanged 1 SP:Iteration 150Q (3670.509710 sec): 3 clusters Score: Raw -922497.509983 + Penalty 1798.508639 = -920699.001344 nChanged 1 SP:Iteration 151Q (3670.583352 sec): 3 clusters Score: Raw -922497.567263 + Penalty 1798.508639 = -920699.058624 nChanged 2 SP:Iteration 152Q (3670.634806 sec): 3 clusters Score: Raw -922497.715888 + Penalty 1798.508639 = -920699.207249 nChanged 3 SP:Iteration 153Q (3670.693671 sec): 3 clusters Score: Raw -922497.924409 + Penalty 1798.508639 = -920699.415770 nChanged 4 SP:Iteration 154Q (3670.760380 sec): 3 clusters Score: Raw -922498.153111 + Penalty 1798.508639 = -920699.644473 nChanged 2 SP:Iteration 155Q (3670.815676 sec): 3 clusters Score: Raw -922498.280993 + Penalty 1798.508639 = -920699.772354 nChanged 2 SP:Iteration 156Q (3670.879984 sec): 3 clusters Score: Raw -922498.389586 + Penalty 1798.508639 = -920699.880947 nChanged 3 SP:Iteration 157Q (3670.953559 sec): 3 clusters Score: Raw -922498.524353 + Penalty 1798.508639 = -920700.015714 nChanged 2 SP:Iteration 158Q (3671.017944 sec): 3 clusters Score: Raw -922498.644511 + Penalty 1798.508639 = -920700.135872 nChanged 1 SP:Iteration 159Q (3671.069659 sec): 3 clusters Score: Raw -922498.666650 + Penalty 1798.508639 = -920700.158011 nChanged 1 SP:Iteration 160F (3671.134732 sec): 3 clusters Score: Raw -922498.743544 + Penalty 1798.508639 = -920700.234906 nChanged 3 SP:Iteration 161Q (3671.198673 sec): 3 clusters Score: Raw -922498.869041 + Penalty 1798.508639 = -920700.360402 nChanged 2 SP:Iteration 162Q (3671.263347 sec): 3 clusters Score: Raw -922498.969300 + Penalty 1798.508639 = -920700.460661 nChanged 2 SP:Iteration 163Q (3671.323128 sec): 3 clusters Score: Raw -922499.172569 + Penalty 1798.508639 = -920700.663931 nChanged 4 SP:Iteration 164Q (3671.386330 sec): 3 clusters Score: Raw -922499.597846 + Penalty 1798.508639 = -920701.089207 nChanged 5 SP:Iteration 165Q (3671.458533 sec): 3 clusters Score: Raw -922499.837821 + Penalty 1798.508639 = -920701.329182 nChanged 3 SP:Iteration 166Q (3671.521066 sec): 3 clusters Score: Raw -922499.933376 + Penalty 1798.508639 = -920701.424737 nChanged 2 SP:Iteration 167Q (3671.577807 sec): 3 clusters Score: Raw -922500.039637 + Penalty 1798.508639 = -920701.530998 nChanged 2 SP:Iteration 168Q (3671.650954 sec): 3 clusters Score: Raw -922500.060788 + Penalty 1798.508639 = -920701.552150 nChanged 0 SP:Iteration 169F (3671.708632 sec): 3 clusters Score: Raw -922500.060788 + Penalty 1798.508639 = -920701.552150 nChanged 0 Trying to split cluster 13 (16293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3671.751194 sec): 2 clusters Score: Raw -1108463.445712 + Penalty 921.356630 = -1107542.089081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3671.821788 sec): 3 clusters Score: Raw -1098394.878128 + Penalty 1842.713261 = -1096552.164867 nChanged 7568 SP:Iteration 1F (3671.892589 sec): 3 clusters Score: Raw -1102646.067377 + Penalty 1842.713261 = -1100803.354117 nChanged 780 SP:Iteration 2Q (3671.951118 sec): 3 clusters Score: Raw -1102914.436190 + Penalty 1842.713261 = -1101071.722929 nChanged 759 SP:Iteration 3Q (3672.027867 sec): 3 clusters Score: Raw -1103213.048672 + Penalty 1842.713261 = -1101370.335411 nChanged 740 SP:Iteration 4Q (3672.089674 sec): 3 clusters Score: Raw -1103520.176876 + Penalty 1842.713261 = -1101677.463615 nChanged 731 SP:Iteration 5Q (3672.160176 sec): 3 clusters Score: Raw -1103852.345470 + Penalty 1842.713261 = -1102009.632209 nChanged 808 SP:Iteration 6Q (3672.241376 sec): 3 clusters Score: Raw -1104280.093424 + Penalty 1842.713261 = -1102437.380163 nChanged 842 SP:Iteration 7F (3672.301248 sec): 3 clusters Score: Raw -1104831.544903 + Penalty 1842.713261 = -1102988.831642 nChanged 908 SP:Iteration 8F (3672.376042 sec): 3 clusters Score: Raw -1105457.604375 + Penalty 1842.713261 = -1103614.891114 nChanged 892 SP:Iteration 9F (3672.431485 sec): 3 clusters Score: Raw -1106063.070544 + Penalty 1842.713261 = -1104220.357284 nChanged 727 SP:Iteration 10Q (3672.500553 sec): 3 clusters Score: Raw -1106430.488132 + Penalty 1842.713261 = -1104587.774871 nChanged 518 SP:Iteration 11Q (3672.573804 sec): 3 clusters Score: Raw -1106620.553827 + Penalty 1842.713261 = -1104777.840567 nChanged 326 SP:Iteration 12Q (3672.645401 sec): 3 clusters Score: Raw -1106726.164022 + Penalty 1842.713261 = -1104883.450762 nChanged 255 SP:Iteration 13Q (3672.710034 sec): 3 clusters Score: Raw -1106801.097127 + Penalty 1842.713261 = -1104958.383866 nChanged 230 SP:Iteration 14Q (3672.761137 sec): 3 clusters Score: Raw -1106870.884576 + Penalty 1842.713261 = -1105028.171315 nChanged 252 SP:Iteration 15Q (3672.822144 sec): 3 clusters Score: Raw -1106962.061054 + Penalty 1842.713261 = -1105119.347793 nChanged 262 SP:Iteration 16Q (3672.897407 sec): 3 clusters Score: Raw -1107063.818525 + Penalty 1842.713261 = -1105221.105264 nChanged 267 SP:Iteration 17Q (3672.965744 sec): 3 clusters Score: Raw -1107168.882200 + Penalty 1842.713261 = -1105326.168939 nChanged 254 SP:Iteration 18Q (3673.039012 sec): 3 clusters Score: Raw -1107269.789322 + Penalty 1842.713261 = -1105427.076061 nChanged 223 SP:Iteration 19Q (3673.101360 sec): 3 clusters Score: Raw -1107351.151063 + Penalty 1842.713261 = -1105508.437802 nChanged 211 SP:Iteration 20F (3673.171790 sec): 3 clusters Score: Raw -1107432.828588 + Penalty 1842.713261 = -1105590.115327 nChanged 215 SP:Iteration 21Q (3673.229964 sec): 3 clusters Score: Raw -1107506.685054 + Penalty 1842.713261 = -1105663.971793 nChanged 184 SP:Iteration 22Q (3673.308235 sec): 3 clusters Score: Raw -1107558.471125 + Penalty 1842.713261 = -1105715.757864 nChanged 162 SP:Iteration 23Q (3673.367086 sec): 3 clusters Score: Raw -1107606.405402 + Penalty 1842.713261 = -1105763.692141 nChanged 165 SP:Iteration 24Q (3673.397649 sec): 3 clusters Score: Raw -1107656.961892 + Penalty 1842.713261 = -1105814.248632 nChanged 149 SP:Iteration 25Q (3673.476809 sec): 3 clusters Score: Raw -1107694.722113 + Penalty 1842.713261 = -1105852.008852 nChanged 130 SP:Iteration 26Q (3673.545881 sec): 3 clusters Score: Raw -1107728.562521 + Penalty 1842.713261 = -1105885.849260 nChanged 139 SP:Iteration 27Q (3673.603859 sec): 3 clusters Score: Raw -1107763.160580 + Penalty 1842.713261 = -1105920.447319 nChanged 125 SP:Iteration 28Q (3673.674295 sec): 3 clusters Score: Raw -1107795.338604 + Penalty 1842.713261 = -1105952.625343 nChanged 131 SP:Iteration 29Q (3673.743300 sec): 3 clusters Score: Raw -1107825.837781 + Penalty 1842.713261 = -1105983.124521 nChanged 124 SP:Iteration 30Q (3673.811743 sec): 3 clusters Score: Raw -1107852.411608 + Penalty 1842.713261 = -1106009.698347 nChanged 103 SP:Iteration 31Q (3673.888986 sec): 3 clusters Score: Raw -1107872.759116 + Penalty 1842.713261 = -1106030.045855 nChanged 102 SP:Iteration 32Q (3673.946878 sec): 3 clusters Score: Raw -1107894.169421 + Penalty 1842.713261 = -1106051.456160 nChanged 117 SP:Iteration 33Q (3674.020185 sec): 3 clusters Score: Raw -1107920.095479 + Penalty 1842.713261 = -1106077.382219 nChanged 115 SP:Iteration 34Q (3674.082074 sec): 3 clusters Score: Raw -1107943.876919 + Penalty 1842.713261 = -1106101.163658 nChanged 101 SP:Iteration 35Q (3674.150366 sec): 3 clusters Score: Raw -1107962.187615 + Penalty 1842.713261 = -1106119.474354 nChanged 92 SP:Iteration 36Q (3674.206983 sec): 3 clusters Score: Raw -1107982.447941 + Penalty 1842.713261 = -1106139.734680 nChanged 97 SP:Iteration 37Q (3674.284358 sec): 3 clusters Score: Raw -1108002.660365 + Penalty 1842.713261 = -1106159.947104 nChanged 91 SP:Iteration 38Q (3674.343252 sec): 3 clusters Score: Raw -1108020.931381 + Penalty 1842.713261 = -1106178.218120 nChanged 97 SP:Iteration 39Q (3674.410091 sec): 3 clusters Score: Raw -1108040.800301 + Penalty 1842.713261 = -1106198.087040 nChanged 84 SP:Iteration 40F (3674.488539 sec): 3 clusters Score: Raw -1108056.555640 + Penalty 1842.713261 = -1106213.842379 nChanged 75 SP:Iteration 41Q (3674.556446 sec): 3 clusters Score: Raw -1108069.557937 + Penalty 1842.713261 = -1106226.844676 nChanged 70 SP:Iteration 42Q (3674.623754 sec): 3 clusters Score: Raw -1108082.181914 + Penalty 1842.713261 = -1106239.468653 nChanged 67 SP:Iteration 43Q (3674.681390 sec): 3 clusters Score: Raw -1108093.327613 + Penalty 1842.713261 = -1106250.614352 nChanged 58 SP:Iteration 44Q (3674.758722 sec): 3 clusters Score: Raw -1108100.972052 + Penalty 1842.713261 = -1106258.258791 nChanged 40 SP:Iteration 45Q (3674.817345 sec): 3 clusters Score: Raw -1108106.186295 + Penalty 1842.713261 = -1106263.473034 nChanged 39 SP:Iteration 46Q (3674.886744 sec): 3 clusters Score: Raw -1108111.243550 + Penalty 1842.713261 = -1106268.530289 nChanged 43 SP:Iteration 47Q (3674.934359 sec): 3 clusters Score: Raw -1108117.942649 + Penalty 1842.713261 = -1106275.229388 nChanged 51 SP:Iteration 48Q (3675.001661 sec): 3 clusters Score: Raw -1108128.280713 + Penalty 1842.713261 = -1106285.567452 nChanged 51 SP:Iteration 49Q (3675.065370 sec): 3 clusters Score: Raw -1108139.662151 + Penalty 1842.713261 = -1106296.948890 nChanged 52 SP:Iteration 50Q (3675.140396 sec): 3 clusters Score: Raw -1108149.178773 + Penalty 1842.713261 = -1106306.465512 nChanged 43 SP:Iteration 51Q (3675.193631 sec): 3 clusters Score: Raw -1108155.291072 + Penalty 1842.713261 = -1106312.577812 nChanged 35 SP:Iteration 52Q (3675.265814 sec): 3 clusters Score: Raw -1108160.285757 + Penalty 1842.713261 = -1106317.572496 nChanged 30 SP:Iteration 53Q (3675.335895 sec): 3 clusters Score: Raw -1108164.181534 + Penalty 1842.713261 = -1106321.468273 nChanged 38 SP:Iteration 54Q (3675.391241 sec): 3 clusters Score: Raw -1108170.140484 + Penalty 1842.713261 = -1106327.427223 nChanged 34 SP:Iteration 55Q (3675.466505 sec): 3 clusters Score: Raw -1108175.564134 + Penalty 1842.713261 = -1106332.850873 nChanged 36 SP:Iteration 56Q (3675.519393 sec): 3 clusters Score: Raw -1108180.512901 + Penalty 1842.713261 = -1106337.799640 nChanged 36 SP:Iteration 57Q (3675.597442 sec): 3 clusters Score: Raw -1108185.732848 + Penalty 1842.713261 = -1106343.019588 nChanged 31 SP:Iteration 58Q (3675.651159 sec): 3 clusters Score: Raw -1108190.374038 + Penalty 1842.713261 = -1106347.660778 nChanged 27 SP:Iteration 59Q (3675.724593 sec): 3 clusters Score: Raw -1108194.916564 + Penalty 1842.713261 = -1106352.203303 nChanged 34 SP:Iteration 60F (3675.784282 sec): 3 clusters Score: Raw -1108199.569812 + Penalty 1842.713261 = -1106356.856551 nChanged 30 SP:Iteration 61Q (3675.849751 sec): 3 clusters Score: Raw -1108203.705218 + Penalty 1842.713261 = -1106360.991957 nChanged 30 SP:Iteration 62Q (3675.926148 sec): 3 clusters Score: Raw -1108208.135979 + Penalty 1842.713261 = -1106365.422718 nChanged 31 SP:Iteration 63Q (3675.993195 sec): 3 clusters Score: Raw -1108212.836996 + Penalty 1842.713261 = -1106370.123736 nChanged 30 SP:Iteration 64Q (3676.059574 sec): 3 clusters Score: Raw -1108216.623741 + Penalty 1842.713261 = -1106373.910480 nChanged 21 SP:Iteration 65Q (3676.125066 sec): 3 clusters Score: Raw -1108219.230534 + Penalty 1842.713261 = -1106376.517273 nChanged 25 SP:Iteration 66Q (3676.181618 sec): 3 clusters Score: Raw -1108223.500094 + Penalty 1842.713261 = -1106380.786834 nChanged 24 SP:Iteration 67Q (3676.248186 sec): 3 clusters Score: Raw -1108227.736679 + Penalty 1842.713261 = -1106385.023418 nChanged 18 SP:Iteration 68Q (3676.325553 sec): 3 clusters Score: Raw -1108230.637729 + Penalty 1842.713261 = -1106387.924469 nChanged 26 SP:Iteration 69Q (3676.366993 sec): 3 clusters Score: Raw -1108235.223972 + Penalty 1842.713261 = -1106392.510711 nChanged 27 SP:Iteration 70Q (3676.437857 sec): 3 clusters Score: Raw -1108240.541938 + Penalty 1842.713261 = -1106397.828677 nChanged 44 SP:Iteration 71Q (3676.498856 sec): 3 clusters Score: Raw -1108250.083740 + Penalty 1842.713261 = -1106407.370479 nChanged 41 SP:Iteration 72Q (3676.522872 sec): 3 clusters Score: Raw -1108261.250576 + Penalty 1842.713261 = -1106418.537315 nChanged 58 SP:Iteration 73Q (3676.586727 sec): 3 clusters Score: Raw -1108280.501127 + Penalty 1842.713261 = -1106437.787866 nChanged 61 SP:Iteration 74Q (3676.646955 sec): 3 clusters Score: Raw -1108297.137138 + Penalty 1842.713261 = -1106454.423877 nChanged 47 SP:Iteration 75Q (3676.700689 sec): 3 clusters Score: Raw -1108307.919546 + Penalty 1842.713261 = -1106465.206285 nChanged 45 SP:Iteration 76Q (3676.766014 sec): 3 clusters Score: Raw -1108318.290713 + Penalty 1842.713261 = -1106475.577452 nChanged 41 SP:Iteration 77Q (3676.821350 sec): 3 clusters Score: Raw -1108327.886718 + Penalty 1842.713261 = -1106485.173457 nChanged 46 SP:Iteration 78Q (3676.882907 sec): 3 clusters Score: Raw -1108344.315232 + Penalty 1842.713261 = -1106501.601971 nChanged 46 SP:Iteration 79Q (3676.938405 sec): 3 clusters Score: Raw -1108358.861852 + Penalty 1842.713261 = -1106516.148591 nChanged 52 SP:Iteration 80F (3677.008215 sec): 3 clusters Score: Raw -1108373.124191 + Penalty 1842.713261 = -1106530.410931 nChanged 54 SP:Iteration 81Q (3677.072297 sec): 3 clusters Score: Raw -1108387.326277 + Penalty 1842.713261 = -1106544.613017 nChanged 48 SP:Iteration 82Q (3677.128007 sec): 3 clusters Score: Raw -1108399.448136 + Penalty 1842.713261 = -1106556.734875 nChanged 37 SP:Iteration 83Q (3677.186124 sec): 3 clusters Score: Raw -1108407.349843 + Penalty 1842.713261 = -1106564.636582 nChanged 31 SP:Iteration 84Q (3677.240567 sec): 3 clusters Score: Raw -1108413.735841 + Penalty 1842.713261 = -1106571.022580 nChanged 29 SP:Iteration 85Q (3677.301511 sec): 3 clusters Score: Raw -1108421.357279 + Penalty 1842.713261 = -1106578.644018 nChanged 35 SP:Iteration 86Q (3677.358982 sec): 3 clusters Score: Raw -1108430.823130 + Penalty 1842.713261 = -1106588.109869 nChanged 41 SP:Iteration 87Q (3677.419302 sec): 3 clusters Score: Raw -1108440.401587 + Penalty 1842.713261 = -1106597.688326 nChanged 28 SP:Iteration 88Q (3677.487762 sec): 3 clusters Score: Raw -1108447.741986 + Penalty 1842.713261 = -1106605.028725 nChanged 27 SP:Iteration 89Q (3677.526733 sec): 3 clusters Score: Raw -1108455.044023 + Penalty 1842.713261 = -1106612.330762 nChanged 33 SP:Iteration 90Q (3677.595683 sec): 3 clusters Score: Raw -1108467.105142 + Penalty 1842.713261 = -1106624.391881 nChanged 42 SP:Iteration 91Q (3677.615644 sec): 3 clusters Score: Raw -1108481.881330 + Penalty 1842.713261 = -1106639.168069 nChanged 41 SP:Iteration 92Q (3677.675962 sec): 3 clusters Score: Raw -1108496.969389 + Penalty 1842.713261 = -1106654.256128 nChanged 44 SP:Iteration 93Q (3677.734634 sec): 3 clusters Score: Raw -1108510.218771 + Penalty 1842.713261 = -1106667.505510 nChanged 35 SP:Iteration 94Q (3677.799742 sec): 3 clusters Score: Raw -1108519.992307 + Penalty 1842.713261 = -1106677.279046 nChanged 28 SP:Iteration 95Q (3677.850806 sec): 3 clusters Score: Raw -1108527.094673 + Penalty 1842.713261 = -1106684.381412 nChanged 25 SP:Iteration 96Q (3677.913066 sec): 3 clusters Score: Raw -1108533.525970 + Penalty 1842.713261 = -1106690.812710 nChanged 23 SP:Iteration 97Q (3677.967223 sec): 3 clusters Score: Raw -1108539.837183 + Penalty 1842.713261 = -1106697.123922 nChanged 23 SP:Iteration 98Q (3678.026854 sec): 3 clusters Score: Raw -1108545.375624 + Penalty 1842.713261 = -1106702.662363 nChanged 19 SP:Iteration 99Q (3678.083354 sec): 3 clusters Score: Raw -1108550.262305 + Penalty 1842.713261 = -1106707.549044 nChanged 21 SP:Iteration 100F (3678.141030 sec): 3 clusters Score: Raw -1108554.187920 + Penalty 1842.713261 = -1106711.474659 nChanged 11 SP:Iteration 101Q (3678.198780 sec): 3 clusters Score: Raw -1108557.578244 + Penalty 1842.713261 = -1106714.864983 nChanged 11 SP:Iteration 102Q (3678.267597 sec): 3 clusters Score: Raw -1108560.564133 + Penalty 1842.713261 = -1106717.850872 nChanged 14 SP:Iteration 103Q (3678.314125 sec): 3 clusters Score: Raw -1108564.230053 + Penalty 1842.713261 = -1106721.516792 nChanged 16 SP:Iteration 104Q (3678.369552 sec): 3 clusters Score: Raw -1108567.083411 + Penalty 1842.713261 = -1106724.370150 nChanged 7 SP:Iteration 105Q (3678.422036 sec): 3 clusters Score: Raw -1108569.000270 + Penalty 1842.713261 = -1106726.287009 nChanged 12 SP:Iteration 106Q (3678.477286 sec): 3 clusters Score: Raw -1108572.685364 + Penalty 1842.713261 = -1106729.972103 nChanged 11 SP:Iteration 107Q (3678.533420 sec): 3 clusters Score: Raw -1108575.730347 + Penalty 1842.713261 = -1106733.017086 nChanged 9 SP:Iteration 108Q (3678.587203 sec): 3 clusters Score: Raw -1108577.943192 + Penalty 1842.713261 = -1106735.229931 nChanged 12 SP:Iteration 109Q (3678.657293 sec): 3 clusters Score: Raw -1108580.184462 + Penalty 1842.713261 = -1106737.471201 nChanged 12 SP:Iteration 110Q (3678.702919 sec): 3 clusters Score: Raw -1108582.641170 + Penalty 1842.713261 = -1106739.927909 nChanged 17 SP:Iteration 111Q (3678.760278 sec): 3 clusters Score: Raw -1108587.552798 + Penalty 1842.713261 = -1106744.839537 nChanged 20 SP:Iteration 112Q (3678.819090 sec): 3 clusters Score: Raw -1108593.066370 + Penalty 1842.713261 = -1106750.353109 nChanged 20 SP:Iteration 113Q (3678.878254 sec): 3 clusters Score: Raw -1108599.575110 + Penalty 1842.713261 = -1106756.861850 nChanged 16 SP:Iteration 114Q (3678.932445 sec): 3 clusters Score: Raw -1108604.815398 + Penalty 1842.713261 = -1106762.102137 nChanged 14 SP:Iteration 115Q (3678.998951 sec): 3 clusters Score: Raw -1108610.375117 + Penalty 1842.713261 = -1106767.661856 nChanged 15 SP:Iteration 116Q (3679.041997 sec): 3 clusters Score: Raw -1108614.112469 + Penalty 1842.713261 = -1106771.399208 nChanged 13 SP:Iteration 117Q (3679.100845 sec): 3 clusters Score: Raw -1108617.378550 + Penalty 1842.713261 = -1106774.665289 nChanged 15 SP:Iteration 118Q (3679.168038 sec): 3 clusters Score: Raw -1108621.071362 + Penalty 1842.713261 = -1106778.358101 nChanged 13 SP:Iteration 119Q (3679.221544 sec): 3 clusters Score: Raw -1108624.360160 + Penalty 1842.713261 = -1106781.646899 nChanged 5 SP:Iteration 120F (3679.283042 sec): 3 clusters Score: Raw -1108625.611532 + Penalty 1842.713261 = -1106782.898271 nChanged 4 SP:Iteration 121Q (3679.315031 sec): 3 clusters Score: Raw -1108626.523975 + Penalty 1842.713261 = -1106783.810714 nChanged 2 SP:Iteration 122Q (3679.371257 sec): 3 clusters Score: Raw -1108627.026421 + Penalty 1842.713261 = -1106784.313160 nChanged 4 SP:Iteration 123Q (3679.434876 sec): 3 clusters Score: Raw -1108627.497966 + Penalty 1842.713261 = -1106784.784705 nChanged 0 SP:Iteration 124F (3679.486902 sec): 3 clusters Score: Raw -1108627.497966 + Penalty 1842.713261 = -1106784.784705 nChanged 0 Trying to split cluster 14 (10011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3679.529519 sec): 2 clusters Score: Raw -645143.653274 + Penalty 875.086778 = -644268.566496 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3679.571901 sec): 3 clusters Score: Raw -639232.492817 + Penalty 1750.173556 = -637482.319261 nChanged 4458 SP:Iteration 1F (3679.628681 sec): 3 clusters Score: Raw -641762.419740 + Penalty 1750.173556 = -640012.246185 nChanged 583 SP:Iteration 2F (3679.686035 sec): 3 clusters Score: Raw -642050.130032 + Penalty 1750.173556 = -640299.956476 nChanged 549 SP:Iteration 3F (3679.743596 sec): 3 clusters Score: Raw -642374.442045 + Penalty 1750.173556 = -640624.268489 nChanged 569 SP:Iteration 4F (3679.796349 sec): 3 clusters Score: Raw -642737.184795 + Penalty 1750.173556 = -640987.011239 nChanged 623 SP:Iteration 5F (3679.856481 sec): 3 clusters Score: Raw -643205.648684 + Penalty 1750.173556 = -641455.475128 nChanged 637 SP:Iteration 6F (3679.913323 sec): 3 clusters Score: Raw -643741.474462 + Penalty 1750.173556 = -641991.300906 nChanged 628 SP:Iteration 7F (3679.958625 sec): 3 clusters Score: Raw -644206.086694 + Penalty 1750.173556 = -642455.913138 nChanged 514 SP:Iteration 8F (3680.011431 sec): 3 clusters Score: Raw -644518.079041 + Penalty 1750.173556 = -642767.905485 nChanged 370 SP:Iteration 9Q (3680.063120 sec): 3 clusters Score: Raw -644706.947053 + Penalty 1750.173556 = -642956.773497 nChanged 254 SP:Iteration 10Q (3680.118853 sec): 3 clusters Score: Raw -644811.555493 + Penalty 1750.173556 = -643061.381937 nChanged 180 SP:Iteration 11Q (3680.175255 sec): 3 clusters Score: Raw -644877.468300 + Penalty 1750.173556 = -643127.294744 nChanged 139 SP:Iteration 12Q (3680.230184 sec): 3 clusters Score: Raw -644924.603202 + Penalty 1750.173556 = -643174.429647 nChanged 128 SP:Iteration 13Q (3680.284933 sec): 3 clusters Score: Raw -644972.171039 + Penalty 1750.173556 = -643221.997483 nChanged 137 SP:Iteration 14Q (3680.337278 sec): 3 clusters Score: Raw -645023.381340 + Penalty 1750.173556 = -643273.207784 nChanged 105 SP:Iteration 15Q (3680.393473 sec): 3 clusters Score: Raw -645059.144301 + Penalty 1750.173556 = -643308.970745 nChanged 113 SP:Iteration 16Q (3680.433220 sec): 3 clusters Score: Raw -645095.674835 + Penalty 1750.173556 = -643345.501280 nChanged 111 SP:Iteration 17Q (3680.490700 sec): 3 clusters Score: Raw -645128.319005 + Penalty 1750.173556 = -643378.145449 nChanged 95 SP:Iteration 18Q (3680.542400 sec): 3 clusters Score: Raw -645151.899651 + Penalty 1750.173556 = -643401.726095 nChanged 76 SP:Iteration 19Q (3680.596998 sec): 3 clusters Score: Raw -645169.575038 + Penalty 1750.173556 = -643419.401482 nChanged 77 SP:Iteration 20F (3680.649249 sec): 3 clusters Score: Raw -645191.219415 + Penalty 1750.173556 = -643441.045860 nChanged 62 SP:Iteration 21Q (3680.705580 sec): 3 clusters Score: Raw -645203.972218 + Penalty 1750.173556 = -643453.798662 nChanged 54 SP:Iteration 22Q (3680.754524 sec): 3 clusters Score: Raw -645214.473216 + Penalty 1750.173556 = -643464.299661 nChanged 50 SP:Iteration 23Q (3680.808160 sec): 3 clusters Score: Raw -645222.623555 + Penalty 1750.173556 = -643472.449999 nChanged 44 SP:Iteration 24Q (3680.866338 sec): 3 clusters Score: Raw -645233.356010 + Penalty 1750.173556 = -643483.182454 nChanged 56 SP:Iteration 25Q (3680.903482 sec): 3 clusters Score: Raw -645246.028420 + Penalty 1750.173556 = -643495.854864 nChanged 61 SP:Iteration 26Q (3680.960372 sec): 3 clusters Score: Raw -645261.678124 + Penalty 1750.173556 = -643511.504568 nChanged 81 SP:Iteration 27Q (3681.004742 sec): 3 clusters Score: Raw -645282.704823 + Penalty 1750.173556 = -643532.531267 nChanged 78 SP:Iteration 28Q (3681.063222 sec): 3 clusters Score: Raw -645302.313576 + Penalty 1750.173556 = -643552.140020 nChanged 88 SP:Iteration 29Q (3681.116308 sec): 3 clusters Score: Raw -645325.075741 + Penalty 1750.173556 = -643574.902185 nChanged 90 SP:Iteration 30Q (3681.171074 sec): 3 clusters Score: Raw -645349.746770 + Penalty 1750.173556 = -643599.573214 nChanged 82 SP:Iteration 31Q (3681.202527 sec): 3 clusters Score: Raw -645372.791878 + Penalty 1750.173556 = -643622.618322 nChanged 101 SP:Iteration 32Q (3681.226501 sec): 3 clusters Score: Raw -645405.578195 + Penalty 1750.173556 = -643655.404639 nChanged 99 SP:Iteration 33Q (3681.285871 sec): 3 clusters Score: Raw -645431.457839 + Penalty 1750.173556 = -643681.284283 nChanged 85 SP:Iteration 34Q (3681.337662 sec): 3 clusters Score: Raw -645448.984224 + Penalty 1750.173556 = -643698.810668 nChanged 73 SP:Iteration 35Q (3681.387700 sec): 3 clusters Score: Raw -645463.614971 + Penalty 1750.173556 = -643713.441415 nChanged 66 SP:Iteration 36Q (3681.442236 sec): 3 clusters Score: Raw -645477.929198 + Penalty 1750.173556 = -643727.755642 nChanged 67 SP:Iteration 37Q (3681.504619 sec): 3 clusters Score: Raw -645492.423598 + Penalty 1750.173556 = -643742.250042 nChanged 66 SP:Iteration 38Q (3681.550775 sec): 3 clusters Score: Raw -645506.662444 + Penalty 1750.173556 = -643756.488888 nChanged 65 SP:Iteration 39Q (3681.608190 sec): 3 clusters Score: Raw -645519.060504 + Penalty 1750.173556 = -643768.886948 nChanged 53 SP:Iteration 40F (3681.669037 sec): 3 clusters Score: Raw -645528.659307 + Penalty 1750.173556 = -643778.485751 nChanged 51 SP:Iteration 41Q (3681.712124 sec): 3 clusters Score: Raw -645539.373726 + Penalty 1750.173556 = -643789.200170 nChanged 42 SP:Iteration 42Q (3681.758662 sec): 3 clusters Score: Raw -645548.330983 + Penalty 1750.173556 = -643798.157427 nChanged 41 SP:Iteration 43Q (3681.821892 sec): 3 clusters Score: Raw -645556.773555 + Penalty 1750.173556 = -643806.599999 nChanged 42 SP:Iteration 44Q (3681.863076 sec): 3 clusters Score: Raw -645564.808643 + Penalty 1750.173556 = -643814.635087 nChanged 40 SP:Iteration 45Q (3681.920567 sec): 3 clusters Score: Raw -645573.596420 + Penalty 1750.173556 = -643823.422864 nChanged 36 SP:Iteration 46Q (3681.980272 sec): 3 clusters Score: Raw -645581.491062 + Penalty 1750.173556 = -643831.317506 nChanged 26 SP:Iteration 47Q (3682.037216 sec): 3 clusters Score: Raw -645586.573836 + Penalty 1750.173556 = -643836.400281 nChanged 23 SP:Iteration 48Q (3682.091029 sec): 3 clusters Score: Raw -645590.824389 + Penalty 1750.173556 = -643840.650834 nChanged 14 SP:Iteration 49Q (3682.144000 sec): 3 clusters Score: Raw -645593.089491 + Penalty 1750.173556 = -643842.915935 nChanged 17 SP:Iteration 50Q (3682.204198 sec): 3 clusters Score: Raw -645596.202578 + Penalty 1750.173556 = -643846.029022 nChanged 14 SP:Iteration 51Q (3682.253290 sec): 3 clusters Score: Raw -645599.221930 + Penalty 1750.173556 = -643849.048374 nChanged 15 SP:Iteration 52Q (3682.312243 sec): 3 clusters Score: Raw -645601.240912 + Penalty 1750.173556 = -643851.067356 nChanged 9 SP:Iteration 53Q (3682.369013 sec): 3 clusters Score: Raw -645602.342746 + Penalty 1750.173556 = -643852.169190 nChanged 8 SP:Iteration 54Q (3682.430214 sec): 3 clusters Score: Raw -645603.529530 + Penalty 1750.173556 = -643853.355974 nChanged 8 SP:Iteration 55Q (3682.468623 sec): 3 clusters Score: Raw -645604.744194 + Penalty 1750.173556 = -643854.570639 nChanged 7 SP:Iteration 56Q (3682.524430 sec): 3 clusters Score: Raw -645605.916597 + Penalty 1750.173556 = -643855.743041 nChanged 3 SP:Iteration 57Q (3682.581434 sec): 3 clusters Score: Raw -645606.148991 + Penalty 1750.173556 = -643855.975435 nChanged 5 SP:Iteration 58Q (3682.645147 sec): 3 clusters Score: Raw -645606.675592 + Penalty 1750.173556 = -643856.502036 nChanged 2 SP:Iteration 59Q (3682.693319 sec): 3 clusters Score: Raw -645606.742317 + Penalty 1750.173556 = -643856.568761 nChanged 2 SP:Iteration 60F (3682.756189 sec): 3 clusters Score: Raw -645606.889496 + Penalty 1750.173556 = -643856.715940 nChanged 1 SP:Iteration 61Q (3682.796673 sec): 3 clusters Score: Raw -645607.042992 + Penalty 1750.173556 = -643856.869436 nChanged 1 SP:Iteration 62Q (3682.854870 sec): 3 clusters Score: Raw -645607.383593 + Penalty 1750.173556 = -643857.210037 nChanged 4 SP:Iteration 63Q (3682.913852 sec): 3 clusters Score: Raw -645607.919294 + Penalty 1750.173556 = -643857.745738 nChanged 3 SP:Iteration 64Q (3682.937661 sec): 3 clusters Score: Raw -645608.079329 + Penalty 1750.173556 = -643857.905774 nChanged 0 SP:Iteration 65F (3682.999476 sec): 3 clusters Score: Raw -645608.079329 + Penalty 1750.173556 = -643857.905774 nChanged 0 Trying to split cluster 15 (6628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3683.029642 sec): 2 clusters Score: Raw -469984.381675 + Penalty 835.910546 = -469148.471129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3683.075230 sec): 3 clusters Score: Raw -466177.271568 + Penalty 1671.821092 = -464505.450476 nChanged 2923 SP:Iteration 1F (3683.128432 sec): 3 clusters Score: Raw -467971.975486 + Penalty 1671.821092 = -466300.154394 nChanged 640 SP:Iteration 2F (3683.185163 sec): 3 clusters Score: Raw -468523.970224 + Penalty 1671.821092 = -466852.149132 nChanged 582 SP:Iteration 3F (3683.240786 sec): 3 clusters Score: Raw -469008.363458 + Penalty 1671.821092 = -467336.542366 nChanged 458 SP:Iteration 4F (3683.293711 sec): 3 clusters Score: Raw -469352.332607 + Penalty 1671.821092 = -467680.511515 nChanged 333 SP:Iteration 5F (3683.340338 sec): 3 clusters Score: Raw -469593.372738 + Penalty 1671.821092 = -467921.551646 nChanged 274 SP:Iteration 6Q (3683.395445 sec): 3 clusters Score: Raw -469811.373336 + Penalty 1671.821092 = -468139.552244 nChanged 216 SP:Iteration 7Q (3683.463044 sec): 3 clusters Score: Raw -469987.116804 + Penalty 1671.821092 = -468315.295712 nChanged 193 SP:Iteration 8Q (3683.511399 sec): 3 clusters Score: Raw -470137.100616 + Penalty 1671.821092 = -468465.279524 nChanged 156 SP:Iteration 9Q (3683.532748 sec): 3 clusters Score: Raw -470267.186048 + Penalty 1671.821092 = -468595.364956 nChanged 152 SP:Iteration 10Q (3683.589435 sec): 3 clusters Score: Raw -470382.126074 + Penalty 1671.821092 = -468710.304982 nChanged 109 SP:Iteration 11Q (3683.644936 sec): 3 clusters Score: Raw -470452.534359 + Penalty 1671.821092 = -468780.713267 nChanged 84 SP:Iteration 12Q (3683.694262 sec): 3 clusters Score: Raw -470493.829166 + Penalty 1671.821092 = -468822.008074 nChanged 63 SP:Iteration 13Q (3683.757798 sec): 3 clusters Score: Raw -470521.549888 + Penalty 1671.821092 = -468849.728796 nChanged 47 SP:Iteration 14Q (3683.802246 sec): 3 clusters Score: Raw -470543.660436 + Penalty 1671.821092 = -468871.839344 nChanged 34 SP:Iteration 15Q (3683.846638 sec): 3 clusters Score: Raw -470554.989275 + Penalty 1671.821092 = -468883.168183 nChanged 31 SP:Iteration 16Q (3683.897717 sec): 3 clusters Score: Raw -470562.936880 + Penalty 1671.821092 = -468891.115788 nChanged 21 SP:Iteration 17Q (3683.945385 sec): 3 clusters Score: Raw -470571.751160 + Penalty 1671.821092 = -468899.930068 nChanged 12 SP:Iteration 18Q (3684.006240 sec): 3 clusters Score: Raw -470574.659286 + Penalty 1671.821092 = -468902.838194 nChanged 13 SP:Iteration 19Q (3684.050564 sec): 3 clusters Score: Raw -470577.541058 + Penalty 1671.821092 = -468905.719966 nChanged 12 SP:Iteration 20F (3684.103166 sec): 3 clusters Score: Raw -470579.374619 + Penalty 1671.821092 = -468907.553527 nChanged 5 SP:Iteration 21Q (3684.154182 sec): 3 clusters Score: Raw -470579.956727 + Penalty 1671.821092 = -468908.135635 nChanged 2 SP:Iteration 22Q (3684.200111 sec): 3 clusters Score: Raw -470580.084923 + Penalty 1671.821092 = -468908.263831 nChanged 0 SP:Iteration 23F (3684.254635 sec): 3 clusters Score: Raw -470580.084923 + Penalty 1671.821092 = -468908.263831 nChanged 0 Trying to split cluster 16 (2681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3684.281315 sec): 2 clusters Score: Raw -205404.300933 + Penalty 749.924788 = -204654.376145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3684.327010 sec): 3 clusters Score: Raw -204045.634618 + Penalty 1499.849576 = -202545.785041 nChanged 1052 SP:Iteration 1F (3684.358072 sec): 3 clusters Score: Raw -204637.009471 + Penalty 1499.849576 = -203137.159895 nChanged 216 SP:Iteration 2F (3684.408905 sec): 3 clusters Score: Raw -204788.313911 + Penalty 1499.849576 = -203288.464335 nChanged 180 SP:Iteration 3F (3684.451876 sec): 3 clusters Score: Raw -204916.022823 + Penalty 1499.849576 = -203416.173247 nChanged 137 SP:Iteration 4F (3684.498063 sec): 3 clusters Score: Raw -205001.972436 + Penalty 1499.849576 = -203502.122860 nChanged 119 SP:Iteration 5Q (3684.544425 sec): 3 clusters Score: Raw -205074.747698 + Penalty 1499.849576 = -203574.898122 nChanged 108 SP:Iteration 6Q (3684.579029 sec): 3 clusters Score: Raw -205150.987976 + Penalty 1499.849576 = -203651.138400 nChanged 89 SP:Iteration 7Q (3684.624924 sec): 3 clusters Score: Raw -205209.289656 + Penalty 1499.849576 = -203709.440079 nChanged 79 SP:Iteration 8Q (3684.674387 sec): 3 clusters Score: Raw -205265.355414 + Penalty 1499.849576 = -203765.505837 nChanged 90 SP:Iteration 9Q (3684.705763 sec): 3 clusters Score: Raw -205328.135515 + Penalty 1499.849576 = -203828.285939 nChanged 72 SP:Iteration 10Q (3684.756309 sec): 3 clusters Score: Raw -205376.882024 + Penalty 1499.849576 = -203877.032448 nChanged 48 SP:Iteration 11Q (3684.807973 sec): 3 clusters Score: Raw -205399.447115 + Penalty 1499.849576 = -203899.597539 nChanged 46 SP:Iteration 12Q (3684.854933 sec): 3 clusters Score: Raw -205421.308678 + Penalty 1499.849576 = -203921.459102 nChanged 33 SP:Iteration 13Q (3684.894736 sec): 3 clusters Score: Raw -205437.540833 + Penalty 1499.849576 = -203937.691257 nChanged 30 SP:Iteration 14Q (3684.946021 sec): 3 clusters Score: Raw -205447.494196 + Penalty 1499.849576 = -203947.644620 nChanged 15 SP:Iteration 15Q (3684.993567 sec): 3 clusters Score: Raw -205452.741842 + Penalty 1499.849576 = -203952.892266 nChanged 16 SP:Iteration 16Q (3685.033974 sec): 3 clusters Score: Raw -205458.691176 + Penalty 1499.849576 = -203958.841599 nChanged 15 SP:Iteration 17Q (3685.077128 sec): 3 clusters Score: Raw -205462.100955 + Penalty 1499.849576 = -203962.251379 nChanged 9 SP:Iteration 18Q (3685.112254 sec): 3 clusters Score: Raw -205464.842057 + Penalty 1499.849576 = -203964.992481 nChanged 13 SP:Iteration 19Q (3685.147808 sec): 3 clusters Score: Raw -205470.709108 + Penalty 1499.849576 = -203970.859531 nChanged 11 SP:Iteration 20F (3685.188071 sec): 3 clusters Score: Raw -205474.791729 + Penalty 1499.849576 = -203974.942153 nChanged 4 SP:Iteration 21Q (3685.234762 sec): 3 clusters Score: Raw -205477.652333 + Penalty 1499.849576 = -203977.802757 nChanged 10 SP:Iteration 22Q (3685.285459 sec): 3 clusters Score: Raw -205482.028528 + Penalty 1499.849576 = -203982.178952 nChanged 7 SP:Iteration 23Q (3685.329629 sec): 3 clusters Score: Raw -205483.925365 + Penalty 1499.849576 = -203984.075789 nChanged 4 SP:Iteration 24Q (3685.372857 sec): 3 clusters Score: Raw -205484.784446 + Penalty 1499.849576 = -203984.934870 nChanged 3 SP:Iteration 25Q (3685.426708 sec): 3 clusters Score: Raw -205486.045506 + Penalty 1499.849576 = -203986.195929 nChanged 4 SP:Iteration 26Q (3685.460912 sec): 3 clusters Score: Raw -205486.939376 + Penalty 1499.849576 = -203987.089800 nChanged 5 SP:Iteration 27Q (3685.505566 sec): 3 clusters Score: Raw -205488.159793 + Penalty 1499.849576 = -203988.310216 nChanged 5 SP:Iteration 28Q (3685.557875 sec): 3 clusters Score: Raw -205490.076947 + Penalty 1499.849576 = -203990.227371 nChanged 4 SP:Iteration 29Q (3685.581927 sec): 3 clusters Score: Raw -205490.923146 + Penalty 1499.849576 = -203991.073569 nChanged 3 SP:Iteration 30Q (3685.624420 sec): 3 clusters Score: Raw -205491.697212 + Penalty 1499.849576 = -203991.847635 nChanged 2 SP:Iteration 31Q (3685.665843 sec): 3 clusters Score: Raw -205492.338399 + Penalty 1499.849576 = -203992.488822 nChanged 3 SP:Iteration 32Q (3685.700866 sec): 3 clusters Score: Raw -205492.964233 + Penalty 1499.849576 = -203993.114657 nChanged 1 SP:Iteration 33Q (3685.744972 sec): 3 clusters Score: Raw -205493.838946 + Penalty 1499.849576 = -203993.989370 nChanged 4 SP:Iteration 34Q (3685.781944 sec): 3 clusters Score: Raw -205495.713965 + Penalty 1499.849576 = -203995.864389 nChanged 3 SP:Iteration 35Q (3685.825618 sec): 3 clusters Score: Raw -205497.327825 + Penalty 1499.849576 = -203997.478249 nChanged 4 SP:Iteration 36Q (3685.875686 sec): 3 clusters Score: Raw -205498.514286 + Penalty 1499.849576 = -203998.664710 nChanged 1 SP:Iteration 37Q (3685.908536 sec): 3 clusters Score: Raw -205498.932849 + Penalty 1499.849576 = -203999.083273 nChanged 4 SP:Iteration 38Q (3685.958517 sec): 3 clusters Score: Raw -205500.320205 + Penalty 1499.849576 = -204000.470628 nChanged 5 SP:Iteration 39Q (3686.004501 sec): 3 clusters Score: Raw -205501.756059 + Penalty 1499.849576 = -204001.906483 nChanged 3 SP:Iteration 40F (3686.043336 sec): 3 clusters Score: Raw -205503.128353 + Penalty 1499.849576 = -204003.278777 nChanged 5 SP:Iteration 41Q (3686.086571 sec): 3 clusters Score: Raw -205505.711237 + Penalty 1499.849576 = -204005.861661 nChanged 8 SP:Iteration 42Q (3686.137335 sec): 3 clusters Score: Raw -205510.438212 + Penalty 1499.849576 = -204010.588636 nChanged 10 SP:Iteration 43Q (3686.191312 sec): 3 clusters Score: Raw -205515.357101 + Penalty 1499.849576 = -204015.507525 nChanged 12 SP:Iteration 44Q (3686.222643 sec): 3 clusters Score: Raw -205521.762806 + Penalty 1499.849576 = -204021.913230 nChanged 12 SP:Iteration 45Q (3686.269958 sec): 3 clusters Score: Raw -205528.040680 + Penalty 1499.849576 = -204028.191104 nChanged 19 SP:Iteration 46Q (3686.314587 sec): 3 clusters Score: Raw -205535.990885 + Penalty 1499.849576 = -204036.141308 nChanged 16 SP:Iteration 47Q (3686.358065 sec): 3 clusters Score: Raw -205543.801653 + Penalty 1499.849576 = -204043.952077 nChanged 13 SP:Iteration 48Q (3686.395342 sec): 3 clusters Score: Raw -205549.579226 + Penalty 1499.849576 = -204049.729650 nChanged 10 SP:Iteration 49Q (3686.445760 sec): 3 clusters Score: Raw -205557.264074 + Penalty 1499.849576 = -204057.414498 nChanged 9 SP:Iteration 50Q (3686.495443 sec): 3 clusters Score: Raw -205562.746909 + Penalty 1499.849576 = -204062.897333 nChanged 13 SP:Iteration 51Q (3686.515043 sec): 3 clusters Score: Raw -205571.134306 + Penalty 1499.849576 = -204071.284730 nChanged 10 SP:Iteration 52Q (3686.556622 sec): 3 clusters Score: Raw -205576.088093 + Penalty 1499.849576 = -204076.238517 nChanged 8 SP:Iteration 53Q (3686.607543 sec): 3 clusters Score: Raw -205581.177976 + Penalty 1499.849576 = -204081.328399 nChanged 8 SP:Iteration 54Q (3686.648701 sec): 3 clusters Score: Raw -205588.590098 + Penalty 1499.849576 = -204088.740522 nChanged 14 SP:Iteration 55Q (3686.696193 sec): 3 clusters Score: Raw -205600.915789 + Penalty 1499.849576 = -204101.066212 nChanged 10 SP:Iteration 56Q (3686.739287 sec): 3 clusters Score: Raw -205606.130098 + Penalty 1499.849576 = -204106.280522 nChanged 13 SP:Iteration 57Q (3686.790114 sec): 3 clusters Score: Raw -205616.409350 + Penalty 1499.849576 = -204116.559773 nChanged 15 SP:Iteration 58Q (3686.844941 sec): 3 clusters Score: Raw -205627.620790 + Penalty 1499.849576 = -204127.771213 nChanged 11 SP:Iteration 59Q (3686.880973 sec): 3 clusters Score: Raw -205635.000688 + Penalty 1499.849576 = -204135.151111 nChanged 12 SP:Iteration 60F (3686.919863 sec): 3 clusters Score: Raw -205645.419378 + Penalty 1499.849576 = -204145.569802 nChanged 9 SP:Iteration 61Q (3686.969553 sec): 3 clusters Score: Raw -205651.864461 + Penalty 1499.849576 = -204152.014885 nChanged 12 SP:Iteration 62Q (3687.018519 sec): 3 clusters Score: Raw -205657.742932 + Penalty 1499.849576 = -204157.893356 nChanged 12 SP:Iteration 63Q (3687.063619 sec): 3 clusters Score: Raw -205662.622802 + Penalty 1499.849576 = -204162.773226 nChanged 7 SP:Iteration 64Q (3687.114560 sec): 3 clusters Score: Raw -205664.832226 + Penalty 1499.849576 = -204164.982650 nChanged 5 SP:Iteration 65Q (3687.165691 sec): 3 clusters Score: Raw -205666.187671 + Penalty 1499.849576 = -204166.338094 nChanged 3 SP:Iteration 66Q (3687.216295 sec): 3 clusters Score: Raw -205667.208785 + Penalty 1499.849576 = -204167.359208 nChanged 6 SP:Iteration 67Q (3687.250331 sec): 3 clusters Score: Raw -205669.241032 + Penalty 1499.849576 = -204169.391456 nChanged 2 SP:Iteration 68Q (3687.300126 sec): 3 clusters Score: Raw -205669.846286 + Penalty 1499.849576 = -204169.996710 nChanged 2 SP:Iteration 69Q (3687.350664 sec): 3 clusters Score: Raw -205670.518200 + Penalty 1499.849576 = -204170.668624 nChanged 1 SP:Iteration 70Q (3687.401445 sec): 3 clusters Score: Raw -205671.206960 + Penalty 1499.849576 = -204171.357384 nChanged 4 SP:Iteration 71Q (3687.425821 sec): 3 clusters Score: Raw -205674.489946 + Penalty 1499.849576 = -204174.640370 nChanged 8 SP:Iteration 72Q (3687.475985 sec): 3 clusters Score: Raw -205683.904994 + Penalty 1499.849576 = -204184.055418 nChanged 11 SP:Iteration 73Q (3687.536372 sec): 3 clusters Score: Raw -205690.972544 + Penalty 1499.849576 = -204191.122968 nChanged 10 SP:Iteration 74Q (3687.576113 sec): 3 clusters Score: Raw -205697.515664 + Penalty 1499.849576 = -204197.666088 nChanged 14 SP:Iteration 75Q (3687.614501 sec): 3 clusters Score: Raw -205706.657076 + Penalty 1499.849576 = -204206.807500 nChanged 18 SP:Iteration 76Q (3687.665256 sec): 3 clusters Score: Raw -205720.614965 + Penalty 1499.849576 = -204220.765389 nChanged 16 SP:Iteration 77Q (3687.717013 sec): 3 clusters Score: Raw -205730.718069 + Penalty 1499.849576 = -204230.868492 nChanged 11 SP:Iteration 78Q (3687.753083 sec): 3 clusters Score: Raw -205736.148876 + Penalty 1499.849576 = -204236.299300 nChanged 4 SP:Iteration 79Q (3687.797998 sec): 3 clusters Score: Raw -205737.143138 + Penalty 1499.849576 = -204237.293562 nChanged 5 SP:Iteration 80F (3687.849367 sec): 3 clusters Score: Raw -205738.851486 + Penalty 1499.849576 = -204239.001910 nChanged 4 SP:Iteration 81Q (3687.900237 sec): 3 clusters Score: Raw -205740.145275 + Penalty 1499.849576 = -204240.295699 nChanged 3 SP:Iteration 82Q (3687.936961 sec): 3 clusters Score: Raw -205740.691663 + Penalty 1499.849576 = -204240.842086 nChanged 0 SP:Iteration 83F (3687.988467 sec): 3 clusters Score: Raw -205740.691663 + Penalty 1499.849576 = -204240.842086 nChanged 0 Trying to split cluster 17 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3688.013087 sec): 2 clusters Score: Raw -59106.948836 + Penalty 648.830405 = -58458.118431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3688.067926 sec): 3 clusters Score: Raw -58757.857425 + Penalty 1297.660810 = -57460.196615 nChanged 312 SP:Iteration 1F (3688.109538 sec): 3 clusters Score: Raw -58991.459499 + Penalty 1297.660810 = -57693.798688 nChanged 71 SP:Iteration 2F (3688.142022 sec): 3 clusters Score: Raw -59051.103118 + Penalty 1297.660810 = -57753.442308 nChanged 42 SP:Iteration 3Q (3688.192328 sec): 3 clusters Score: Raw -59091.039554 + Penalty 1297.660810 = -57793.378744 nChanged 35 SP:Iteration 4Q (3688.239452 sec): 3 clusters Score: Raw -59119.636445 + Penalty 1297.660810 = -57821.975635 nChanged 26 SP:Iteration 5Q (3688.271606 sec): 3 clusters Score: Raw -59137.913399 + Penalty 1297.660810 = -57840.252588 nChanged 23 SP:Iteration 6Q (3688.314139 sec): 3 clusters Score: Raw -59155.280575 + Penalty 1297.660810 = -57857.619765 nChanged 22 SP:Iteration 7Q (3688.357138 sec): 3 clusters Score: Raw -59178.092794 + Penalty 1297.660810 = -57880.431984 nChanged 25 SP:Iteration 8Q (3688.393766 sec): 3 clusters Score: Raw -59200.193685 + Penalty 1297.660810 = -57902.532874 nChanged 24 SP:Iteration 9Q (3688.439976 sec): 3 clusters Score: Raw -59220.977305 + Penalty 1297.660810 = -57923.316495 nChanged 24 SP:Iteration 10Q (3688.490258 sec): 3 clusters Score: Raw -59248.294160 + Penalty 1297.660810 = -57950.633350 nChanged 14 SP:Iteration 11Q (3688.520271 sec): 3 clusters Score: Raw -59259.056712 + Penalty 1297.660810 = -57961.395901 nChanged 8 SP:Iteration 12Q (3688.551697 sec): 3 clusters Score: Raw -59264.455533 + Penalty 1297.660810 = -57966.794723 nChanged 11 SP:Iteration 13Q (3688.594995 sec): 3 clusters Score: Raw -59271.867955 + Penalty 1297.660810 = -57974.207145 nChanged 4 SP:Iteration 14Q (3688.644786 sec): 3 clusters Score: Raw -59273.042470 + Penalty 1297.660810 = -57975.381660 nChanged 3 SP:Iteration 15Q (3688.685029 sec): 3 clusters Score: Raw -59273.906801 + Penalty 1297.660810 = -57976.245991 nChanged 1 SP:Iteration 16Q (3688.707858 sec): 3 clusters Score: Raw -59274.354537 + Penalty 1297.660810 = -57976.693727 nChanged 2 SP:Iteration 17Q (3688.752344 sec): 3 clusters Score: Raw -59276.748576 + Penalty 1297.660810 = -57979.087766 nChanged 3 SP:Iteration 18Q (3688.794470 sec): 3 clusters Score: Raw -59277.946923 + Penalty 1297.660810 = -57980.286113 nChanged 3 SP:Iteration 19Q (3688.836203 sec): 3 clusters Score: Raw -59279.884767 + Penalty 1297.660810 = -57982.223956 nChanged 3 SP:Iteration 20F (3688.883974 sec): 3 clusters Score: Raw -59282.855445 + Penalty 1297.660810 = -57985.194635 nChanged 0 Trying to split cluster 18 (5618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3688.915164 sec): 2 clusters Score: Raw -344686.105079 + Penalty 820.204446 = -343865.900633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3688.954728 sec): 3 clusters Score: Raw -341591.151850 + Penalty 1640.408891 = -339950.742959 nChanged 2384 SP:Iteration 1F (3689.012471 sec): 3 clusters Score: Raw -342994.652846 + Penalty 1640.408891 = -341354.243954 nChanged 401 SP:Iteration 2F (3689.055046 sec): 3 clusters Score: Raw -343212.518234 + Penalty 1640.408891 = -341572.109343 nChanged 343 SP:Iteration 3F (3689.109065 sec): 3 clusters Score: Raw -343440.770661 + Penalty 1640.408891 = -341800.361769 nChanged 327 SP:Iteration 4F (3689.164111 sec): 3 clusters Score: Raw -343676.926886 + Penalty 1640.408891 = -342036.517995 nChanged 296 SP:Iteration 5F (3689.208782 sec): 3 clusters Score: Raw -343875.672482 + Penalty 1640.408891 = -342235.263590 nChanged 268 SP:Iteration 6Q (3689.251487 sec): 3 clusters Score: Raw -344062.747625 + Penalty 1640.408891 = -342422.338734 nChanged 241 SP:Iteration 7Q (3689.305592 sec): 3 clusters Score: Raw -344218.304517 + Penalty 1640.408891 = -342577.895625 nChanged 223 SP:Iteration 8Q (3689.355651 sec): 3 clusters Score: Raw -344340.567471 + Penalty 1640.408891 = -342700.158579 nChanged 184 SP:Iteration 9Q (3689.405484 sec): 3 clusters Score: Raw -344437.699914 + Penalty 1640.408891 = -342797.291022 nChanged 159 SP:Iteration 10Q (3689.459507 sec): 3 clusters Score: Raw -344516.208759 + Penalty 1640.408891 = -342875.799867 nChanged 123 SP:Iteration 11Q (3689.510443 sec): 3 clusters Score: Raw -344563.893913 + Penalty 1640.408891 = -342923.485022 nChanged 107 SP:Iteration 12Q (3689.553336 sec): 3 clusters Score: Raw -344607.888850 + Penalty 1640.408891 = -342967.479959 nChanged 83 SP:Iteration 13Q (3689.604987 sec): 3 clusters Score: Raw -344634.755262 + Penalty 1640.408891 = -342994.346370 nChanged 58 SP:Iteration 14Q (3689.650080 sec): 3 clusters Score: Raw -344650.506495 + Penalty 1640.408891 = -343010.097603 nChanged 52 SP:Iteration 15Q (3689.704734 sec): 3 clusters Score: Raw -344667.070094 + Penalty 1640.408891 = -343026.661203 nChanged 43 SP:Iteration 16Q (3689.742895 sec): 3 clusters Score: Raw -344680.397386 + Penalty 1640.408891 = -343039.988495 nChanged 43 SP:Iteration 17Q (3689.792914 sec): 3 clusters Score: Raw -344695.572255 + Penalty 1640.408891 = -343055.163364 nChanged 53 SP:Iteration 18Q (3689.844234 sec): 3 clusters Score: Raw -344709.577565 + Penalty 1640.408891 = -343069.168673 nChanged 41 SP:Iteration 19Q (3689.887261 sec): 3 clusters Score: Raw -344720.709608 + Penalty 1640.408891 = -343080.300717 nChanged 42 SP:Iteration 20F (3689.942624 sec): 3 clusters Score: Raw -344731.994985 + Penalty 1640.408891 = -343091.586094 nChanged 37 SP:Iteration 21Q (3689.981840 sec): 3 clusters Score: Raw -344741.296773 + Penalty 1640.408891 = -343100.887882 nChanged 30 SP:Iteration 22Q (3690.019000 sec): 3 clusters Score: Raw -344748.039513 + Penalty 1640.408891 = -343107.630621 nChanged 23 SP:Iteration 23Q (3690.066463 sec): 3 clusters Score: Raw -344754.300831 + Penalty 1640.408891 = -343113.891940 nChanged 24 SP:Iteration 24Q (3690.123836 sec): 3 clusters Score: Raw -344758.865384 + Penalty 1640.408891 = -343118.456493 nChanged 23 SP:Iteration 25Q (3690.167362 sec): 3 clusters Score: Raw -344762.380635 + Penalty 1640.408891 = -343121.971744 nChanged 16 SP:Iteration 26Q (3690.221421 sec): 3 clusters Score: Raw -344765.406008 + Penalty 1640.408891 = -343124.997117 nChanged 14 SP:Iteration 27Q (3690.260448 sec): 3 clusters Score: Raw -344767.420801 + Penalty 1640.408891 = -343127.011909 nChanged 10 SP:Iteration 28Q (3690.314543 sec): 3 clusters Score: Raw -344769.657764 + Penalty 1640.408891 = -343129.248872 nChanged 11 SP:Iteration 29Q (3690.369059 sec): 3 clusters Score: Raw -344771.858874 + Penalty 1640.408891 = -343131.449982 nChanged 9 SP:Iteration 30Q (3690.416122 sec): 3 clusters Score: Raw -344773.717954 + Penalty 1640.408891 = -343133.309063 nChanged 11 SP:Iteration 31Q (3690.457112 sec): 3 clusters Score: Raw -344775.629505 + Penalty 1640.408891 = -343135.220613 nChanged 7 SP:Iteration 32Q (3690.507972 sec): 3 clusters Score: Raw -344777.250797 + Penalty 1640.408891 = -343136.841905 nChanged 10 SP:Iteration 33Q (3690.555715 sec): 3 clusters Score: Raw -344779.564957 + Penalty 1640.408891 = -343139.156065 nChanged 11 SP:Iteration 34Q (3690.614952 sec): 3 clusters Score: Raw -344782.961275 + Penalty 1640.408891 = -343142.552384 nChanged 18 SP:Iteration 35Q (3690.650116 sec): 3 clusters Score: Raw -344790.080671 + Penalty 1640.408891 = -343149.671780 nChanged 25 SP:Iteration 36Q (3690.692390 sec): 3 clusters Score: Raw -344796.651797 + Penalty 1640.408891 = -343156.242906 nChanged 19 SP:Iteration 37Q (3690.738467 sec): 3 clusters Score: Raw -344801.098580 + Penalty 1640.408891 = -343160.689689 nChanged 20 SP:Iteration 38Q (3690.785524 sec): 3 clusters Score: Raw -344805.278294 + Penalty 1640.408891 = -343164.869402 nChanged 17 SP:Iteration 39Q (3690.844723 sec): 3 clusters Score: Raw -344808.681118 + Penalty 1640.408891 = -343168.272227 nChanged 12 SP:Iteration 40F (3690.884714 sec): 3 clusters Score: Raw -344811.710041 + Penalty 1640.408891 = -343171.301149 nChanged 17 SP:Iteration 41Q (3690.926739 sec): 3 clusters Score: Raw -344816.334221 + Penalty 1640.408891 = -343175.925329 nChanged 14 SP:Iteration 42Q (3690.973658 sec): 3 clusters Score: Raw -344818.797548 + Penalty 1640.408891 = -343178.388656 nChanged 10 SP:Iteration 43Q (3691.010128 sec): 3 clusters Score: Raw -344821.000157 + Penalty 1640.408891 = -343180.591265 nChanged 12 SP:Iteration 44Q (3691.059386 sec): 3 clusters Score: Raw -344823.315679 + Penalty 1640.408891 = -343182.906788 nChanged 9 SP:Iteration 45Q (3691.097939 sec): 3 clusters Score: Raw -344825.547446 + Penalty 1640.408891 = -343185.138555 nChanged 13 SP:Iteration 46Q (3691.140974 sec): 3 clusters Score: Raw -344828.879108 + Penalty 1640.408891 = -343188.470216 nChanged 16 SP:Iteration 47Q (3691.185765 sec): 3 clusters Score: Raw -344832.064813 + Penalty 1640.408891 = -343191.655922 nChanged 12 SP:Iteration 48Q (3691.231056 sec): 3 clusters Score: Raw -344834.801527 + Penalty 1640.408891 = -343194.392635 nChanged 10 SP:Iteration 49Q (3691.282258 sec): 3 clusters Score: Raw -344836.923965 + Penalty 1640.408891 = -343196.515074 nChanged 14 SP:Iteration 50Q (3691.322422 sec): 3 clusters Score: Raw -344839.729995 + Penalty 1640.408891 = -343199.321104 nChanged 16 SP:Iteration 51Q (3691.355496 sec): 3 clusters Score: Raw -344843.522569 + Penalty 1640.408891 = -343203.113678 nChanged 23 SP:Iteration 52Q (3691.402897 sec): 3 clusters Score: Raw -344848.023692 + Penalty 1640.408891 = -343207.614801 nChanged 22 SP:Iteration 53Q (3691.457008 sec): 3 clusters Score: Raw -344852.445954 + Penalty 1640.408891 = -343212.037063 nChanged 15 SP:Iteration 54Q (3691.506454 sec): 3 clusters Score: Raw -344855.176962 + Penalty 1640.408891 = -343214.768070 nChanged 9 SP:Iteration 55Q (3691.545335 sec): 3 clusters Score: Raw -344856.429730 + Penalty 1640.408891 = -343216.020838 nChanged 8 SP:Iteration 56Q (3691.586503 sec): 3 clusters Score: Raw -344858.383666 + Penalty 1640.408891 = -343217.974774 nChanged 9 SP:Iteration 57Q (3691.630795 sec): 3 clusters Score: Raw -344860.536684 + Penalty 1640.408891 = -343220.127793 nChanged 12 SP:Iteration 58Q (3691.672208 sec): 3 clusters Score: Raw -344863.505211 + Penalty 1640.408891 = -343223.096320 nChanged 9 SP:Iteration 59Q (3691.731681 sec): 3 clusters Score: Raw -344865.429504 + Penalty 1640.408891 = -343225.020612 nChanged 5 SP:Iteration 60F (3691.766643 sec): 3 clusters Score: Raw -344866.864266 + Penalty 1640.408891 = -343226.455374 nChanged 8 SP:Iteration 61Q (3691.819643 sec): 3 clusters Score: Raw -344869.008580 + Penalty 1640.408891 = -343228.599689 nChanged 6 SP:Iteration 62Q (3691.858399 sec): 3 clusters Score: Raw -344870.327361 + Penalty 1640.408891 = -343229.918469 nChanged 3 SP:Iteration 63Q (3691.895984 sec): 3 clusters Score: Raw -344871.161868 + Penalty 1640.408891 = -343230.752977 nChanged 3 SP:Iteration 64Q (3691.940417 sec): 3 clusters Score: Raw -344871.519328 + Penalty 1640.408891 = -343231.110437 nChanged 1 SP:Iteration 65Q (3691.987156 sec): 3 clusters Score: Raw -344871.623839 + Penalty 1640.408891 = -343231.214948 nChanged 2 SP:Iteration 66Q (3692.032033 sec): 3 clusters Score: Raw -344871.765562 + Penalty 1640.408891 = -343231.356671 nChanged 1 SP:Iteration 67Q (3692.085860 sec): 3 clusters Score: Raw -344871.833082 + Penalty 1640.408891 = -343231.424191 nChanged 0 SP:Iteration 68F (3692.134074 sec): 3 clusters Score: Raw -344871.833082 + Penalty 1640.408891 = -343231.424191 nChanged 0 Trying to split cluster 19 (66805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3692.233507 sec): 2 clusters Score: Raw -4971839.986655 + Penalty 1055.405655 = -4970784.581000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3692.350331 sec): 3 clusters Score: Raw -4928177.952776 + Penalty 2110.811309 = -4926067.141466 nChanged 32060 SP:Iteration 1F (3692.478326 sec): 3 clusters Score: Raw -4947160.840234 + Penalty 2110.811309 = -4945050.028924 nChanged 2603 SP:Iteration 2Q (3692.590470 sec): 3 clusters Score: Raw -4947932.687322 + Penalty 2110.811309 = -4945821.876012 nChanged 2819 SP:Iteration 3Q (3692.730402 sec): 3 clusters Score: Raw -4948871.418991 + Penalty 2110.811309 = -4946760.607682 nChanged 3080 SP:Iteration 4Q (3692.865023 sec): 3 clusters Score: Raw -4950124.623883 + Penalty 2110.811309 = -4948013.812573 nChanged 3424 SP:Iteration 5F (3692.989348 sec): 3 clusters Score: Raw -4951705.737958 + Penalty 2110.811309 = -4949594.926648 nChanged 3634 SP:Iteration 6F (3693.122165 sec): 3 clusters Score: Raw -4953333.093254 + Penalty 2110.811309 = -4951222.281945 nChanged 3479 SP:Iteration 7F (3693.239635 sec): 3 clusters Score: Raw -4954818.327347 + Penalty 2110.811309 = -4952707.516038 nChanged 3225 SP:Iteration 8Q (3693.373819 sec): 3 clusters Score: Raw -4956199.038751 + Penalty 2110.811309 = -4954088.227442 nChanged 2901 SP:Iteration 9Q (3693.509167 sec): 3 clusters Score: Raw -4957506.549452 + Penalty 2110.811309 = -4955395.738142 nChanged 2640 SP:Iteration 10Q (3693.644814 sec): 3 clusters Score: Raw -4958874.494434 + Penalty 2110.811309 = -4956763.683125 nChanged 2572 SP:Iteration 11Q (3693.777550 sec): 3 clusters Score: Raw -4960448.647869 + Penalty 2110.811309 = -4958337.836559 nChanged 2461 SP:Iteration 12Q (3693.904549 sec): 3 clusters Score: Raw -4962056.942091 + Penalty 2110.811309 = -4959946.130782 nChanged 2239 SP:Iteration 13Q (3694.033713 sec): 3 clusters Score: Raw -4963511.651226 + Penalty 2110.811309 = -4961400.839916 nChanged 1875 SP:Iteration 14Q (3694.158191 sec): 3 clusters Score: Raw -4964557.435635 + Penalty 2110.811309 = -4962446.624325 nChanged 1579 SP:Iteration 15Q (3694.269404 sec): 3 clusters Score: Raw -4965340.547452 + Penalty 2110.811309 = -4963229.736142 nChanged 1406 SP:Iteration 16Q (3694.396866 sec): 3 clusters Score: Raw -4965991.836555 + Penalty 2110.811309 = -4963881.025246 nChanged 1404 SP:Iteration 17Q (3694.529294 sec): 3 clusters Score: Raw -4966643.399022 + Penalty 2110.811309 = -4964532.587712 nChanged 1395 SP:Iteration 18Q (3694.661664 sec): 3 clusters Score: Raw -4967280.343666 + Penalty 2110.811309 = -4965169.532357 nChanged 1265 SP:Iteration 19Q (3694.778150 sec): 3 clusters Score: Raw -4967865.152086 + Penalty 2110.811309 = -4965754.340777 nChanged 1193 SP:Iteration 20F (3694.904557 sec): 3 clusters Score: Raw -4968426.571936 + Penalty 2110.811309 = -4966315.760626 nChanged 1129 SP:Iteration 21Q (3695.023417 sec): 3 clusters Score: Raw -4968959.655321 + Penalty 2110.811309 = -4966848.844011 nChanged 1070 SP:Iteration 22Q (3695.148739 sec): 3 clusters Score: Raw -4969477.021410 + Penalty 2110.811309 = -4967366.210101 nChanged 986 SP:Iteration 23Q (3695.259888 sec): 3 clusters Score: Raw -4969945.578309 + Penalty 2110.811309 = -4967834.766999 nChanged 865 SP:Iteration 24Q (3695.383736 sec): 3 clusters Score: Raw -4970351.722307 + Penalty 2110.811309 = -4968240.910998 nChanged 759 SP:Iteration 25Q (3695.498734 sec): 3 clusters Score: Raw -4970733.283250 + Penalty 2110.811309 = -4968622.471941 nChanged 689 SP:Iteration 26Q (3695.619301 sec): 3 clusters Score: Raw -4971083.909381 + Penalty 2110.811309 = -4968973.098072 nChanged 546 SP:Iteration 27Q (3695.740964 sec): 3 clusters Score: Raw -4971354.911281 + Penalty 2110.811309 = -4969244.099971 nChanged 468 SP:Iteration 28Q (3695.860520 sec): 3 clusters Score: Raw -4971585.415672 + Penalty 2110.811309 = -4969474.604362 nChanged 389 SP:Iteration 29Q (3695.977312 sec): 3 clusters Score: Raw -4971778.039891 + Penalty 2110.811309 = -4969667.228582 nChanged 302 SP:Iteration 30Q (3696.061818 sec): 3 clusters Score: Raw -4971912.306410 + Penalty 2110.811309 = -4969801.495100 nChanged 250 SP:Iteration 31Q (3696.146321 sec): 3 clusters Score: Raw -4972016.685842 + Penalty 2110.811309 = -4969905.874533 nChanged 203 SP:Iteration 32Q (3696.243444 sec): 3 clusters Score: Raw -4972107.136868 + Penalty 2110.811309 = -4969996.325558 nChanged 183 SP:Iteration 33Q (3696.351156 sec): 3 clusters Score: Raw -4972184.530632 + Penalty 2110.811309 = -4970073.719322 nChanged 144 SP:Iteration 34Q (3696.479457 sec): 3 clusters Score: Raw -4972229.638975 + Penalty 2110.811309 = -4970118.827666 nChanged 106 SP:Iteration 35Q (3696.587889 sec): 3 clusters Score: Raw -4972262.875706 + Penalty 2110.811309 = -4970152.064397 nChanged 90 SP:Iteration 36Q (3696.707045 sec): 3 clusters Score: Raw -4972288.923799 + Penalty 2110.811309 = -4970178.112490 nChanged 75 SP:Iteration 37Q (3696.791366 sec): 3 clusters Score: Raw -4972313.776134 + Penalty 2110.811309 = -4970202.964824 nChanged 58 SP:Iteration 38Q (3696.910933 sec): 3 clusters Score: Raw -4972332.432846 + Penalty 2110.811309 = -4970221.621537 nChanged 53 SP:Iteration 39Q (3697.005070 sec): 3 clusters Score: Raw -4972351.389424 + Penalty 2110.811309 = -4970240.578115 nChanged 44 SP:Iteration 40F (3697.133263 sec): 3 clusters Score: Raw -4972362.485575 + Penalty 2110.811309 = -4970251.674266 nChanged 31 SP:Iteration 41Q (3697.242855 sec): 3 clusters Score: Raw -4972368.822060 + Penalty 2110.811309 = -4970258.010751 nChanged 21 SP:Iteration 42Q (3697.352811 sec): 3 clusters Score: Raw -4972372.855922 + Penalty 2110.811309 = -4970262.044612 nChanged 20 SP:Iteration 43Q (3697.467813 sec): 3 clusters Score: Raw -4972376.453060 + Penalty 2110.811309 = -4970265.641751 nChanged 11 SP:Iteration 44Q (3697.584899 sec): 3 clusters Score: Raw -4972378.836945 + Penalty 2110.811309 = -4970268.025636 nChanged 18 SP:Iteration 45Q (3697.699849 sec): 3 clusters Score: Raw -4972383.532683 + Penalty 2110.811309 = -4970272.721374 nChanged 19 SP:Iteration 46Q (3697.815778 sec): 3 clusters Score: Raw -4972387.872759 + Penalty 2110.811309 = -4970277.061450 nChanged 21 SP:Iteration 47Q (3697.934454 sec): 3 clusters Score: Raw -4972392.292876 + Penalty 2110.811309 = -4970281.481566 nChanged 14 SP:Iteration 48Q (3698.047845 sec): 3 clusters Score: Raw -4972395.923082 + Penalty 2110.811309 = -4970285.111772 nChanged 14 SP:Iteration 49Q (3698.149350 sec): 3 clusters Score: Raw -4972398.185017 + Penalty 2110.811309 = -4970287.373707 nChanged 16 SP:Iteration 50Q (3698.261740 sec): 3 clusters Score: Raw -4972401.187069 + Penalty 2110.811309 = -4970290.375759 nChanged 11 SP:Iteration 51Q (3698.369100 sec): 3 clusters Score: Raw -4972403.236307 + Penalty 2110.811309 = -4970292.424998 nChanged 11 SP:Iteration 52Q (3698.489339 sec): 3 clusters Score: Raw -4972404.463094 + Penalty 2110.811309 = -4970293.651784 nChanged 8 SP:Iteration 53Q (3698.595944 sec): 3 clusters Score: Raw -4972405.702364 + Penalty 2110.811309 = -4970294.891055 nChanged 3 SP:Iteration 54Q (3698.702201 sec): 3 clusters Score: Raw -4972406.138917 + Penalty 2110.811309 = -4970295.327608 nChanged 1 SP:Iteration 55Q (3698.813994 sec): 3 clusters Score: Raw -4972406.449967 + Penalty 2110.811309 = -4970295.638658 nChanged 2 SP:Iteration 56Q (3698.926980 sec): 3 clusters Score: Raw -4972406.863933 + Penalty 2110.811309 = -4970296.052623 nChanged 1 SP:Iteration 57Q (3699.036132 sec): 3 clusters Score: Raw -4972406.901574 + Penalty 2110.811309 = -4970296.090265 nChanged 0 SP:Iteration 58F (3699.168187 sec): 3 clusters Score: Raw -4972406.901574 + Penalty 2110.811309 = -4970296.090265 nChanged 0 Trying to split cluster 20 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3699.188454 sec): 2 clusters Score: Raw -98136.780974 + Penalty 709.779493 = -97427.001480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3699.228120 sec): 3 clusters Score: Raw -97366.959614 + Penalty 1419.558987 = -95947.400628 nChanged 683 SP:Iteration 1F (3699.271507 sec): 3 clusters Score: Raw -97891.761588 + Penalty 1419.558987 = -96472.202602 nChanged 144 SP:Iteration 2F (3699.321964 sec): 3 clusters Score: Raw -98034.635482 + Penalty 1419.558987 = -96615.076495 nChanged 108 SP:Iteration 3F (3699.372150 sec): 3 clusters Score: Raw -98116.780997 + Penalty 1419.558987 = -96697.222010 nChanged 80 SP:Iteration 4Q (3699.416057 sec): 3 clusters Score: Raw -98178.136372 + Penalty 1419.558987 = -96758.577385 nChanged 61 SP:Iteration 5Q (3699.455862 sec): 3 clusters Score: Raw -98226.160450 + Penalty 1419.558987 = -96806.601464 nChanged 62 SP:Iteration 6Q (3699.502624 sec): 3 clusters Score: Raw -98271.314076 + Penalty 1419.558987 = -96851.755090 nChanged 53 SP:Iteration 7Q (3699.542061 sec): 3 clusters Score: Raw -98306.080460 + Penalty 1419.558987 = -96886.521474 nChanged 51 SP:Iteration 8Q (3699.562365 sec): 3 clusters Score: Raw -98343.701889 + Penalty 1419.558987 = -96924.142903 nChanged 48 SP:Iteration 9Q (3699.569505 sec): 3 clusters Score: Raw -98378.636405 + Penalty 1419.558987 = -96959.077419 nChanged 35 SP:Iteration 10Q (3699.576261 sec): 3 clusters Score: Raw -98397.757227 + Penalty 1419.558987 = -96978.198240 nChanged 26 SP:Iteration 11Q (3699.582888 sec): 3 clusters Score: Raw -98411.085123 + Penalty 1419.558987 = -96991.526136 nChanged 17 SP:Iteration 12Q (3699.589516 sec): 3 clusters Score: Raw -98416.346589 + Penalty 1419.558987 = -96996.787602 nChanged 14 SP:Iteration 13Q (3699.596089 sec): 3 clusters Score: Raw -98422.366192 + Penalty 1419.558987 = -97002.807205 nChanged 14 SP:Iteration 14Q (3699.602660 sec): 3 clusters Score: Raw -98430.100624 + Penalty 1419.558987 = -97010.541637 nChanged 11 SP:Iteration 15Q (3699.609289 sec): 3 clusters Score: Raw -98435.355799 + Penalty 1419.558987 = -97015.796812 nChanged 12 SP:Iteration 16Q (3699.615899 sec): 3 clusters Score: Raw -98439.532043 + Penalty 1419.558987 = -97019.973056 nChanged 6 SP:Iteration 17Q (3699.622548 sec): 3 clusters Score: Raw -98441.504419 + Penalty 1419.558987 = -97021.945432 nChanged 5 SP:Iteration 18Q (3699.633078 sec): 3 clusters Score: Raw -98443.354630 + Penalty 1419.558987 = -97023.795644 nChanged 6 SP:Iteration 19Q (3699.639817 sec): 3 clusters Score: Raw -98445.555807 + Penalty 1419.558987 = -97025.996820 nChanged 4 SP:Iteration 20F (3699.646588 sec): 3 clusters Score: Raw -98446.415478 + Penalty 1419.558987 = -97026.856491 nChanged 3 SP:Iteration 21Q (3699.653238 sec): 3 clusters Score: Raw -98447.082717 + Penalty 1419.558987 = -97027.523730 nChanged 2 SP:Iteration 22Q (3699.659863 sec): 3 clusters Score: Raw -98447.887155 + Penalty 1419.558987 = -97028.328169 nChanged 2 SP:Iteration 23Q (3699.666512 sec): 3 clusters Score: Raw -98448.309173 + Penalty 1419.558987 = -97028.750186 nChanged 1 SP:Iteration 24Q (3699.709874 sec): 3 clusters Score: Raw -98448.768996 + Penalty 1419.558987 = -97029.210010 nChanged 2 SP:Iteration 25Q (3699.765537 sec): 3 clusters Score: Raw -98449.133302 + Penalty 1419.558987 = -97029.574316 nChanged 1 SP:Iteration 26Q (3699.816493 sec): 3 clusters Score: Raw -98449.727629 + Penalty 1419.558987 = -97030.168642 nChanged 3 SP:Iteration 27Q (3699.855378 sec): 3 clusters Score: Raw -98450.581524 + Penalty 1419.558987 = -97031.022537 nChanged 2 SP:Iteration 28Q (3699.901127 sec): 3 clusters Score: Raw -98450.907520 + Penalty 1419.558987 = -97031.348533 nChanged 0 SP:Iteration 29F (3699.951602 sec): 3 clusters Score: Raw -98450.907520 + Penalty 1419.558987 = -97031.348533 nChanged 0 Trying to split cluster 21 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3699.977885 sec): 2 clusters Score: Raw -386771.626753 + Penalty 812.217736 = -385959.409017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3700.025520 sec): 3 clusters Score: Raw -383900.686748 + Penalty 1624.435472 = -382276.251275 nChanged 2180 SP:Iteration 1F (3700.065777 sec): 3 clusters Score: Raw -385125.061244 + Penalty 1624.435472 = -383500.625772 nChanged 395 SP:Iteration 2F (3700.121433 sec): 3 clusters Score: Raw -385324.493559 + Penalty 1624.435472 = -383700.058086 nChanged 286 SP:Iteration 3F (3700.163589 sec): 3 clusters Score: Raw -385486.891900 + Penalty 1624.435472 = -383862.456427 nChanged 264 SP:Iteration 4F (3700.216986 sec): 3 clusters Score: Raw -385638.805814 + Penalty 1624.435472 = -384014.370341 nChanged 272 SP:Iteration 5F (3700.272674 sec): 3 clusters Score: Raw -385808.043230 + Penalty 1624.435472 = -384183.607757 nChanged 268 SP:Iteration 6F (3700.328222 sec): 3 clusters Score: Raw -385967.469309 + Penalty 1624.435472 = -384343.033837 nChanged 252 SP:Iteration 7Q (3700.386899 sec): 3 clusters Score: Raw -386125.285082 + Penalty 1624.435472 = -384500.849610 nChanged 215 SP:Iteration 8Q (3700.433297 sec): 3 clusters Score: Raw -386272.361491 + Penalty 1624.435472 = -384647.926019 nChanged 190 SP:Iteration 9Q (3700.473296 sec): 3 clusters Score: Raw -386386.289401 + Penalty 1624.435472 = -384761.853928 nChanged 150 SP:Iteration 10Q (3700.521500 sec): 3 clusters Score: Raw -386449.204462 + Penalty 1624.435472 = -384824.768990 nChanged 93 SP:Iteration 11Q (3700.576615 sec): 3 clusters Score: Raw -386481.199882 + Penalty 1624.435472 = -384856.764409 nChanged 80 SP:Iteration 12Q (3700.630089 sec): 3 clusters Score: Raw -386509.353971 + Penalty 1624.435472 = -384884.918499 nChanged 64 SP:Iteration 13Q (3700.675011 sec): 3 clusters Score: Raw -386529.812326 + Penalty 1624.435472 = -384905.376853 nChanged 60 SP:Iteration 14Q (3700.728320 sec): 3 clusters Score: Raw -386546.826805 + Penalty 1624.435472 = -384922.391332 nChanged 48 SP:Iteration 15Q (3700.782529 sec): 3 clusters Score: Raw -386559.284530 + Penalty 1624.435472 = -384934.849057 nChanged 39 SP:Iteration 16Q (3700.824412 sec): 3 clusters Score: Raw -386568.803446 + Penalty 1624.435472 = -384944.367973 nChanged 31 SP:Iteration 17Q (3700.861552 sec): 3 clusters Score: Raw -386576.093222 + Penalty 1624.435472 = -384951.657750 nChanged 30 SP:Iteration 18Q (3700.927705 sec): 3 clusters Score: Raw -386584.117001 + Penalty 1624.435472 = -384959.681529 nChanged 37 SP:Iteration 19Q (3700.971339 sec): 3 clusters Score: Raw -386592.594758 + Penalty 1624.435472 = -384968.159285 nChanged 31 SP:Iteration 20F (3701.019614 sec): 3 clusters Score: Raw -386599.947783 + Penalty 1624.435472 = -384975.512311 nChanged 28 SP:Iteration 21Q (3701.073207 sec): 3 clusters Score: Raw -386607.281016 + Penalty 1624.435472 = -384982.845544 nChanged 32 SP:Iteration 22Q (3701.126673 sec): 3 clusters Score: Raw -386617.123193 + Penalty 1624.435472 = -384992.687720 nChanged 36 SP:Iteration 23Q (3701.160279 sec): 3 clusters Score: Raw -386629.163130 + Penalty 1624.435472 = -385004.727657 nChanged 40 SP:Iteration 24Q (3701.211558 sec): 3 clusters Score: Raw -386639.057549 + Penalty 1624.435472 = -385014.622077 nChanged 25 SP:Iteration 25Q (3701.258895 sec): 3 clusters Score: Raw -386644.578292 + Penalty 1624.435472 = -385020.142819 nChanged 27 SP:Iteration 26Q (3701.301199 sec): 3 clusters Score: Raw -386650.852279 + Penalty 1624.435472 = -385026.416807 nChanged 26 SP:Iteration 27Q (3701.366786 sec): 3 clusters Score: Raw -386657.321724 + Penalty 1624.435472 = -385032.886252 nChanged 34 SP:Iteration 28Q (3701.404503 sec): 3 clusters Score: Raw -386663.319412 + Penalty 1624.435472 = -385038.883939 nChanged 24 SP:Iteration 29Q (3701.469287 sec): 3 clusters Score: Raw -386667.971176 + Penalty 1624.435472 = -385043.535704 nChanged 18 SP:Iteration 30Q (3701.503727 sec): 3 clusters Score: Raw -386671.459396 + Penalty 1624.435472 = -385047.023923 nChanged 20 SP:Iteration 31Q (3701.548790 sec): 3 clusters Score: Raw -386675.742617 + Penalty 1624.435472 = -385051.307144 nChanged 17 SP:Iteration 32Q (3701.601044 sec): 3 clusters Score: Raw -386678.461182 + Penalty 1624.435472 = -385054.025709 nChanged 16 SP:Iteration 33Q (3701.654589 sec): 3 clusters Score: Raw -386680.702598 + Penalty 1624.435472 = -385056.267125 nChanged 11 SP:Iteration 34Q (3701.708228 sec): 3 clusters Score: Raw -386682.308559 + Penalty 1624.435472 = -385057.873087 nChanged 9 SP:Iteration 35Q (3701.762187 sec): 3 clusters Score: Raw -386683.361700 + Penalty 1624.435472 = -385058.926228 nChanged 2 SP:Iteration 36Q (3701.808282 sec): 3 clusters Score: Raw -386683.690395 + Penalty 1624.435472 = -385059.254922 nChanged 2 SP:Iteration 37Q (3701.866878 sec): 3 clusters Score: Raw -386683.896092 + Penalty 1624.435472 = -385059.460620 nChanged 1 SP:Iteration 38Q (3701.903968 sec): 3 clusters Score: Raw -386683.960135 + Penalty 1624.435472 = -385059.524662 nChanged 1 SP:Iteration 39Q (3701.957482 sec): 3 clusters Score: Raw -386684.033652 + Penalty 1624.435472 = -385059.598180 nChanged 0 SP:Iteration 40F (3702.010899 sec): 3 clusters Score: Raw -386684.033652 + Penalty 1624.435472 = -385059.598180 nChanged 0 Trying to split cluster 22 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3702.037585 sec): 2 clusters Score: Raw -176433.542444 + Penalty 750.137158 = -175683.405286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3702.077084 sec): 3 clusters Score: Raw -175068.590666 + Penalty 1500.274316 = -173568.316350 nChanged 1109 SP:Iteration 1F (3702.128193 sec): 3 clusters Score: Raw -175755.357655 + Penalty 1500.274316 = -174255.083339 nChanged 226 SP:Iteration 2F (3702.179836 sec): 3 clusters Score: Raw -175904.227609 + Penalty 1500.274316 = -174403.953294 nChanged 180 SP:Iteration 3F (3702.234071 sec): 3 clusters Score: Raw -176055.428548 + Penalty 1500.274316 = -174555.154232 nChanged 176 SP:Iteration 4F (3702.276290 sec): 3 clusters Score: Raw -176181.963022 + Penalty 1500.274316 = -174681.688706 nChanged 139 SP:Iteration 5F (3702.318517 sec): 3 clusters Score: Raw -176278.918919 + Penalty 1500.274316 = -174778.644603 nChanged 114 SP:Iteration 6Q (3702.364393 sec): 3 clusters Score: Raw -176352.737519 + Penalty 1500.274316 = -174852.463204 nChanged 77 SP:Iteration 7Q (3702.404592 sec): 3 clusters Score: Raw -176392.479297 + Penalty 1500.274316 = -174892.204982 nChanged 68 SP:Iteration 8Q (3702.455651 sec): 3 clusters Score: Raw -176431.338877 + Penalty 1500.274316 = -174931.064562 nChanged 53 SP:Iteration 9Q (3702.501738 sec): 3 clusters Score: Raw -176454.475114 + Penalty 1500.274316 = -174954.200798 nChanged 40 SP:Iteration 10Q (3702.546394 sec): 3 clusters Score: Raw -176468.827014 + Penalty 1500.274316 = -174968.552699 nChanged 25 SP:Iteration 11Q (3702.586173 sec): 3 clusters Score: Raw -176479.769287 + Penalty 1500.274316 = -174979.494972 nChanged 20 SP:Iteration 12Q (3702.624763 sec): 3 clusters Score: Raw -176487.800838 + Penalty 1500.274316 = -174987.526522 nChanged 18 SP:Iteration 13Q (3702.665075 sec): 3 clusters Score: Raw -176492.127167 + Penalty 1500.274316 = -174991.852851 nChanged 14 SP:Iteration 14Q (3702.708302 sec): 3 clusters Score: Raw -176495.517532 + Penalty 1500.274316 = -174995.243217 nChanged 6 SP:Iteration 15Q (3702.753701 sec): 3 clusters Score: Raw -176496.536753 + Penalty 1500.274316 = -174996.262437 nChanged 3 SP:Iteration 16Q (3702.792945 sec): 3 clusters Score: Raw -176497.081299 + Penalty 1500.274316 = -174996.806984 nChanged 2 SP:Iteration 17Q (3702.844235 sec): 3 clusters Score: Raw -176497.520876 + Penalty 1500.274316 = -174997.246561 nChanged 5 SP:Iteration 18Q (3702.901879 sec): 3 clusters Score: Raw -176498.937068 + Penalty 1500.274316 = -174998.662752 nChanged 3 SP:Iteration 19Q (3702.942031 sec): 3 clusters Score: Raw -176499.350607 + Penalty 1500.274316 = -174999.076292 nChanged 4 SP:Iteration 20F (3702.981253 sec): 3 clusters Score: Raw -176500.164747 + Penalty 1500.274316 = -174999.890432 nChanged 3 SP:Iteration 21Q (3703.027590 sec): 3 clusters Score: Raw -176501.276304 + Penalty 1500.274316 = -175001.001989 nChanged 4 SP:Iteration 22Q (3703.072925 sec): 3 clusters Score: Raw -176502.012924 + Penalty 1500.274316 = -175001.738609 nChanged 2 SP:Iteration 23Q (3703.118711 sec): 3 clusters Score: Raw -176502.388920 + Penalty 1500.274316 = -175002.114605 nChanged 2 SP:Iteration 24Q (3703.169834 sec): 3 clusters Score: Raw -176502.781844 + Penalty 1500.274316 = -175002.507528 nChanged 1 SP:Iteration 25Q (3703.215662 sec): 3 clusters Score: Raw -176502.859233 + Penalty 1500.274316 = -175002.584918 nChanged 0 SP:Iteration 26F (3703.266325 sec): 3 clusters Score: Raw -176502.859233 + Penalty 1500.274316 = -175002.584918 nChanged 0 Trying to split cluster 23 (1782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3703.292758 sec): 2 clusters Score: Raw -119988.273126 + Penalty 711.121703 = -119277.151423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3703.341772 sec): 3 clusters Score: Raw -119147.248736 + Penalty 1422.243406 = -117725.005331 nChanged 679 SP:Iteration 1F (3703.385098 sec): 3 clusters Score: Raw -119563.120044 + Penalty 1422.243406 = -118140.876639 nChanged 153 SP:Iteration 2F (3703.436202 sec): 3 clusters Score: Raw -119665.111323 + Penalty 1422.243406 = -118242.867918 nChanged 100 SP:Iteration 3F (3703.487161 sec): 3 clusters Score: Raw -119728.480717 + Penalty 1422.243406 = -118306.237312 nChanged 82 SP:Iteration 4Q (3703.538509 sec): 3 clusters Score: Raw -119768.815482 + Penalty 1422.243406 = -118346.572076 nChanged 56 SP:Iteration 5Q (3703.581397 sec): 3 clusters Score: Raw -119798.633561 + Penalty 1422.243406 = -118376.390155 nChanged 45 SP:Iteration 6Q (3703.632022 sec): 3 clusters Score: Raw -119822.261094 + Penalty 1422.243406 = -118400.017688 nChanged 35 SP:Iteration 7Q (3703.685260 sec): 3 clusters Score: Raw -119840.157424 + Penalty 1422.243406 = -118417.914019 nChanged 31 SP:Iteration 8Q (3703.728652 sec): 3 clusters Score: Raw -119853.155685 + Penalty 1422.243406 = -118430.912280 nChanged 22 SP:Iteration 9Q (3703.773422 sec): 3 clusters Score: Raw -119860.045395 + Penalty 1422.243406 = -118437.801990 nChanged 14 SP:Iteration 10Q (3703.810738 sec): 3 clusters Score: Raw -119863.466329 + Penalty 1422.243406 = -118441.222924 nChanged 9 SP:Iteration 11Q (3703.857451 sec): 3 clusters Score: Raw -119868.051728 + Penalty 1422.243406 = -118445.808322 nChanged 15 SP:Iteration 12Q (3703.908611 sec): 3 clusters Score: Raw -119874.815880 + Penalty 1422.243406 = -118452.572474 nChanged 17 SP:Iteration 13Q (3703.959624 sec): 3 clusters Score: Raw -119880.749497 + Penalty 1422.243406 = -118458.506092 nChanged 16 SP:Iteration 14Q (3704.010486 sec): 3 clusters Score: Raw -119887.413398 + Penalty 1422.243406 = -118465.169993 nChanged 15 SP:Iteration 15Q (3704.063220 sec): 3 clusters Score: Raw -119892.983951 + Penalty 1422.243406 = -118470.740546 nChanged 17 SP:Iteration 16Q (3704.102721 sec): 3 clusters Score: Raw -119901.464407 + Penalty 1422.243406 = -118479.221001 nChanged 19 SP:Iteration 17Q (3704.151600 sec): 3 clusters Score: Raw -119913.260818 + Penalty 1422.243406 = -118491.017413 nChanged 26 SP:Iteration 18Q (3704.191565 sec): 3 clusters Score: Raw -119925.216687 + Penalty 1422.243406 = -118502.973281 nChanged 17 SP:Iteration 19Q (3704.243218 sec): 3 clusters Score: Raw -119932.045934 + Penalty 1422.243406 = -118509.802528 nChanged 18 SP:Iteration 20F (3704.294845 sec): 3 clusters Score: Raw -119939.591459 + Penalty 1422.243406 = -118517.348053 nChanged 13 SP:Iteration 21Q (3704.346351 sec): 3 clusters Score: Raw -119946.497020 + Penalty 1422.243406 = -118524.253614 nChanged 12 SP:Iteration 22Q (3704.396911 sec): 3 clusters Score: Raw -119950.691689 + Penalty 1422.243406 = -118528.448283 nChanged 14 SP:Iteration 23Q (3704.437931 sec): 3 clusters Score: Raw -119954.773281 + Penalty 1422.243406 = -118532.529875 nChanged 14 SP:Iteration 24Q (3704.482544 sec): 3 clusters Score: Raw -119959.514407 + Penalty 1422.243406 = -118537.271001 nChanged 6 SP:Iteration 25Q (3704.533511 sec): 3 clusters Score: Raw -119962.097364 + Penalty 1422.243406 = -118539.853958 nChanged 10 SP:Iteration 26Q (3704.584210 sec): 3 clusters Score: Raw -119966.427059 + Penalty 1422.243406 = -118544.183653 nChanged 10 SP:Iteration 27Q (3704.634368 sec): 3 clusters Score: Raw -119970.237249 + Penalty 1422.243406 = -118547.993844 nChanged 8 SP:Iteration 28Q (3704.684715 sec): 3 clusters Score: Raw -119972.702293 + Penalty 1422.243406 = -118550.458888 nChanged 9 SP:Iteration 29Q (3704.729259 sec): 3 clusters Score: Raw -119976.165181 + Penalty 1422.243406 = -118553.921776 nChanged 8 SP:Iteration 30Q (3704.780395 sec): 3 clusters Score: Raw -119977.511457 + Penalty 1422.243406 = -118555.268052 nChanged 3 SP:Iteration 31Q (3704.828427 sec): 3 clusters Score: Raw -119977.943612 + Penalty 1422.243406 = -118555.700207 nChanged 3 SP:Iteration 32Q (3704.866435 sec): 3 clusters Score: Raw -119978.426574 + Penalty 1422.243406 = -118556.183168 nChanged 2 SP:Iteration 33Q (3704.916538 sec): 3 clusters Score: Raw -119978.812497 + Penalty 1422.243406 = -118556.569091 nChanged 5 SP:Iteration 34Q (3704.979887 sec): 3 clusters Score: Raw -119981.331497 + Penalty 1422.243406 = -118559.088091 nChanged 7 SP:Iteration 35Q (3705.019436 sec): 3 clusters Score: Raw -119982.844793 + Penalty 1422.243406 = -118560.601387 nChanged 4 SP:Iteration 36Q (3705.070655 sec): 3 clusters Score: Raw -119983.862816 + Penalty 1422.243406 = -118561.619411 nChanged 5 SP:Iteration 37Q (3705.122536 sec): 3 clusters Score: Raw -119985.208953 + Penalty 1422.243406 = -118562.965547 nChanged 3 SP:Iteration 38Q (3705.162703 sec): 3 clusters Score: Raw -119985.865515 + Penalty 1422.243406 = -118563.622109 nChanged 4 SP:Iteration 39Q (3705.205419 sec): 3 clusters Score: Raw -119986.377085 + Penalty 1422.243406 = -118564.133680 nChanged 1 SP:Iteration 40F (3705.251751 sec): 3 clusters Score: Raw -119986.449721 + Penalty 1422.243406 = -118564.206315 nChanged 1 SP:Iteration 41Q (3705.302870 sec): 3 clusters Score: Raw -119986.628598 + Penalty 1422.243406 = -118564.385192 nChanged 0 SP:Iteration 42F (3705.348038 sec): 3 clusters Score: Raw -119986.628598 + Penalty 1422.243406 = -118564.385192 nChanged 0 Trying to split cluster 24 (7278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3705.379757 sec): 2 clusters Score: Raw -528538.111766 + Penalty 844.798081 = -527693.313686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3705.437272 sec): 3 clusters Score: Raw -524319.289122 + Penalty 1689.596162 = -522629.692960 nChanged 3200 SP:Iteration 1F (3705.494158 sec): 3 clusters Score: Raw -526094.433735 + Penalty 1689.596162 = -524404.837573 nChanged 461 SP:Iteration 2F (3705.552837 sec): 3 clusters Score: Raw -526327.404307 + Penalty 1689.596162 = -524637.808145 nChanged 408 SP:Iteration 3F (3705.596695 sec): 3 clusters Score: Raw -526517.366036 + Penalty 1689.596162 = -524827.769874 nChanged 380 SP:Iteration 4F (3705.657490 sec): 3 clusters Score: Raw -526706.936470 + Penalty 1689.596162 = -525017.340308 nChanged 369 SP:Iteration 5F (3705.698612 sec): 3 clusters Score: Raw -526898.031523 + Penalty 1689.596162 = -525208.435361 nChanged 359 SP:Iteration 6Q (3705.752184 sec): 3 clusters Score: Raw -527107.010056 + Penalty 1689.596162 = -525417.413894 nChanged 350 SP:Iteration 7Q (3705.805286 sec): 3 clusters Score: Raw -527313.143440 + Penalty 1689.596162 = -525623.547278 nChanged 299 SP:Iteration 8Q (3705.862604 sec): 3 clusters Score: Raw -527505.570800 + Penalty 1689.596162 = -525815.974638 nChanged 262 SP:Iteration 9Q (3705.926465 sec): 3 clusters Score: Raw -527684.804802 + Penalty 1689.596162 = -525995.208640 nChanged 239 SP:Iteration 10Q (3705.978026 sec): 3 clusters Score: Raw -527850.201051 + Penalty 1689.596162 = -526160.604889 nChanged 202 SP:Iteration 11Q (3706.027917 sec): 3 clusters Score: Raw -527999.010477 + Penalty 1689.596162 = -526309.414315 nChanged 184 SP:Iteration 12Q (3706.084684 sec): 3 clusters Score: Raw -528138.975881 + Penalty 1689.596162 = -526449.379719 nChanged 144 SP:Iteration 13Q (3706.141483 sec): 3 clusters Score: Raw -528244.082107 + Penalty 1689.596162 = -526554.485946 nChanged 117 SP:Iteration 14Q (3706.197772 sec): 3 clusters Score: Raw -528326.634837 + Penalty 1689.596162 = -526637.038675 nChanged 92 SP:Iteration 15Q (3706.258208 sec): 3 clusters Score: Raw -528400.831730 + Penalty 1689.596162 = -526711.235568 nChanged 76 SP:Iteration 16Q (3706.299248 sec): 3 clusters Score: Raw -528458.943562 + Penalty 1689.596162 = -526769.347401 nChanged 60 SP:Iteration 17Q (3706.342674 sec): 3 clusters Score: Raw -528496.121297 + Penalty 1689.596162 = -526806.525136 nChanged 45 SP:Iteration 18Q (3706.394766 sec): 3 clusters Score: Raw -528531.174903 + Penalty 1689.596162 = -526841.578741 nChanged 38 SP:Iteration 19Q (3706.438222 sec): 3 clusters Score: Raw -528561.113202 + Penalty 1689.596162 = -526871.517040 nChanged 32 SP:Iteration 20F (3706.492471 sec): 3 clusters Score: Raw -528590.012986 + Penalty 1689.596162 = -526900.416824 nChanged 23 SP:Iteration 21Q (3706.537716 sec): 3 clusters Score: Raw -528606.472614 + Penalty 1689.596162 = -526916.876452 nChanged 16 SP:Iteration 22Q (3706.593092 sec): 3 clusters Score: Raw -528618.086271 + Penalty 1689.596162 = -526928.490109 nChanged 14 SP:Iteration 23Q (3706.649075 sec): 3 clusters Score: Raw -528627.426768 + Penalty 1689.596162 = -526937.830606 nChanged 10 SP:Iteration 24Q (3706.716585 sec): 3 clusters Score: Raw -528636.152747 + Penalty 1689.596162 = -526946.556585 nChanged 9 SP:Iteration 25Q (3706.760577 sec): 3 clusters Score: Raw -528643.064024 + Penalty 1689.596162 = -526953.467862 nChanged 6 SP:Iteration 26Q (3706.816345 sec): 3 clusters Score: Raw -528649.143471 + Penalty 1689.596162 = -526959.547309 nChanged 6 SP:Iteration 27Q (3706.859553 sec): 3 clusters Score: Raw -528653.399545 + Penalty 1689.596162 = -526963.803383 nChanged 5 SP:Iteration 28Q (3706.907495 sec): 3 clusters Score: Raw -528655.834672 + Penalty 1689.596162 = -526966.238510 nChanged 6 SP:Iteration 29Q (3706.956704 sec): 3 clusters Score: Raw -528662.315342 + Penalty 1689.596162 = -526972.719180 nChanged 6 SP:Iteration 30Q (3707.011305 sec): 3 clusters Score: Raw -528667.531778 + Penalty 1689.596162 = -526977.935617 nChanged 7 SP:Iteration 31Q (3707.066187 sec): 3 clusters Score: Raw -528673.536525 + Penalty 1689.596162 = -526983.940363 nChanged 2 SP:Iteration 32Q (3707.114803 sec): 3 clusters Score: Raw -528675.478441 + Penalty 1689.596162 = -526985.882279 nChanged 2 SP:Iteration 33Q (3707.159525 sec): 3 clusters Score: Raw -528676.474321 + Penalty 1689.596162 = -526986.878159 nChanged 4 SP:Iteration 34Q (3707.207184 sec): 3 clusters Score: Raw -528678.795396 + Penalty 1689.596162 = -526989.199234 nChanged 2 SP:Iteration 35Q (3707.263832 sec): 3 clusters Score: Raw -528680.480728 + Penalty 1689.596162 = -526990.884566 nChanged 1 SP:Iteration 36Q (3707.298123 sec): 3 clusters Score: Raw -528681.118169 + Penalty 1689.596162 = -526991.522007 nChanged 0 SP:Iteration 37F (3707.354714 sec): 3 clusters Score: Raw -528681.118169 + Penalty 1689.596162 = -526991.522007 nChanged 0 Trying to split cluster 25 (5354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3707.396650 sec): 2 clusters Score: Raw -404733.293259 + Penalty 815.631926 = -403917.661333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3707.440025 sec): 3 clusters Score: Raw -401754.858636 + Penalty 1631.263853 = -400123.594783 nChanged 2296 SP:Iteration 1F (3707.494623 sec): 3 clusters Score: Raw -403051.438937 + Penalty 1631.263853 = -401420.175085 nChanged 386 SP:Iteration 2F (3707.550531 sec): 3 clusters Score: Raw -403279.115381 + Penalty 1631.263853 = -401647.851529 nChanged 347 SP:Iteration 3F (3707.602810 sec): 3 clusters Score: Raw -403532.397565 + Penalty 1631.263853 = -401901.133712 nChanged 384 SP:Iteration 4F (3707.641434 sec): 3 clusters Score: Raw -403855.057333 + Penalty 1631.263853 = -402223.793480 nChanged 371 SP:Iteration 5F (3707.692667 sec): 3 clusters Score: Raw -404142.553010 + Penalty 1631.263853 = -402511.289157 nChanged 326 SP:Iteration 6F (3707.744049 sec): 3 clusters Score: Raw -404391.465024 + Penalty 1631.263853 = -402760.201171 nChanged 274 SP:Iteration 7F (3707.798371 sec): 3 clusters Score: Raw -404607.362034 + Penalty 1631.263853 = -402976.098181 nChanged 225 SP:Iteration 8Q (3707.852430 sec): 3 clusters Score: Raw -404764.751666 + Penalty 1631.263853 = -403133.487813 nChanged 143 SP:Iteration 9Q (3707.906134 sec): 3 clusters Score: Raw -404876.715529 + Penalty 1631.263853 = -403245.451677 nChanged 115 SP:Iteration 10Q (3707.960339 sec): 3 clusters Score: Raw -404969.982154 + Penalty 1631.263853 = -403338.718301 nChanged 82 SP:Iteration 11Q (3708.006602 sec): 3 clusters Score: Raw -405030.015178 + Penalty 1631.263853 = -403398.751325 nChanged 64 SP:Iteration 12Q (3708.060319 sec): 3 clusters Score: Raw -405074.325475 + Penalty 1631.263853 = -403443.061623 nChanged 45 SP:Iteration 13Q (3708.107633 sec): 3 clusters Score: Raw -405108.524273 + Penalty 1631.263853 = -403477.260420 nChanged 29 SP:Iteration 14Q (3708.159809 sec): 3 clusters Score: Raw -405127.461209 + Penalty 1631.263853 = -403496.197356 nChanged 22 SP:Iteration 15Q (3708.212925 sec): 3 clusters Score: Raw -405141.979829 + Penalty 1631.263853 = -403510.715976 nChanged 17 SP:Iteration 16Q (3708.267249 sec): 3 clusters Score: Raw -405148.180951 + Penalty 1631.263853 = -403516.917099 nChanged 8 SP:Iteration 17Q (3708.320161 sec): 3 clusters Score: Raw -405151.485734 + Penalty 1631.263853 = -403520.221882 nChanged 3 SP:Iteration 18Q (3708.363662 sec): 3 clusters Score: Raw -405153.348315 + Penalty 1631.263853 = -403522.084462 nChanged 5 SP:Iteration 19Q (3708.405287 sec): 3 clusters Score: Raw -405156.599415 + Penalty 1631.263853 = -403525.335562 nChanged 7 SP:Iteration 20F (3708.458220 sec): 3 clusters Score: Raw -405160.225762 + Penalty 1631.263853 = -403528.961910 nChanged 7 SP:Iteration 21Q (3708.523476 sec): 3 clusters Score: Raw -405162.667940 + Penalty 1631.263853 = -403531.404088 nChanged 4 SP:Iteration 22Q (3708.577587 sec): 3 clusters Score: Raw -405164.036906 + Penalty 1631.263853 = -403532.773053 nChanged 1 SP:Iteration 23Q (3708.620155 sec): 3 clusters Score: Raw -405165.515748 + Penalty 1631.263853 = -403534.251895 nChanged 2 SP:Iteration 24Q (3708.675617 sec): 3 clusters Score: Raw -405166.728755 + Penalty 1631.263853 = -403535.464902 nChanged 4 SP:Iteration 25Q (3708.729187 sec): 3 clusters Score: Raw -405167.729499 + Penalty 1631.263853 = -403536.465647 nChanged 1 SP:Iteration 26Q (3708.786731 sec): 3 clusters Score: Raw -405168.534708 + Penalty 1631.263853 = -403537.270855 nChanged 3 SP:Iteration 27Q (3708.831243 sec): 3 clusters Score: Raw -405169.552270 + Penalty 1631.263853 = -403538.288418 nChanged 0 SP:Iteration 28F (3708.865987 sec): 3 clusters Score: Raw -405169.552270 + Penalty 1631.263853 = -403538.288418 nChanged 0 Trying to split cluster 26 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3708.890942 sec): 2 clusters Score: Raw -91226.341094 + Penalty 708.691903 = -90517.649191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3708.942547 sec): 3 clusters Score: Raw -90442.909333 + Penalty 1417.383806 = -89025.525527 nChanged 677 SP:Iteration 1F (3709.005395 sec): 3 clusters Score: Raw -90916.442598 + Penalty 1417.383806 = -89499.058792 nChanged 150 SP:Iteration 2F (3709.041814 sec): 3 clusters Score: Raw -91036.821803 + Penalty 1417.383806 = -89619.437997 nChanged 101 SP:Iteration 3F (3709.092548 sec): 3 clusters Score: Raw -91112.689858 + Penalty 1417.383806 = -89695.306053 nChanged 87 SP:Iteration 4F (3709.143072 sec): 3 clusters Score: Raw -91181.572992 + Penalty 1417.383806 = -89764.189186 nChanged 56 SP:Iteration 5Q (3709.179165 sec): 3 clusters Score: Raw -91215.003556 + Penalty 1417.383806 = -89797.619751 nChanged 40 SP:Iteration 6Q (3709.222315 sec): 3 clusters Score: Raw -91232.196099 + Penalty 1417.383806 = -89814.812293 nChanged 26 SP:Iteration 7Q (3709.279235 sec): 3 clusters Score: Raw -91244.495807 + Penalty 1417.383806 = -89827.112001 nChanged 24 SP:Iteration 8Q (3709.313341 sec): 3 clusters Score: Raw -91254.661327 + Penalty 1417.383806 = -89837.277521 nChanged 11 SP:Iteration 9Q (3709.357064 sec): 3 clusters Score: Raw -91259.237884 + Penalty 1417.383806 = -89841.854078 nChanged 9 SP:Iteration 10Q (3709.401766 sec): 3 clusters Score: Raw -91262.118461 + Penalty 1417.383806 = -89844.734655 nChanged 9 SP:Iteration 11Q (3709.445938 sec): 3 clusters Score: Raw -91265.122304 + Penalty 1417.383806 = -89847.738498 nChanged 4 SP:Iteration 12Q (3709.487938 sec): 3 clusters Score: Raw -91266.846048 + Penalty 1417.383806 = -89849.462242 nChanged 7 SP:Iteration 13Q (3709.525085 sec): 3 clusters Score: Raw -91271.195143 + Penalty 1417.383806 = -89853.811337 nChanged 11 SP:Iteration 14Q (3709.575748 sec): 3 clusters Score: Raw -91275.425501 + Penalty 1417.383806 = -89858.041695 nChanged 16 SP:Iteration 15Q (3709.621168 sec): 3 clusters Score: Raw -91281.193376 + Penalty 1417.383806 = -89863.809571 nChanged 14 SP:Iteration 16Q (3709.671900 sec): 3 clusters Score: Raw -91287.765207 + Penalty 1417.383806 = -89870.381402 nChanged 13 SP:Iteration 17Q (3709.716463 sec): 3 clusters Score: Raw -91292.577456 + Penalty 1417.383806 = -89875.193651 nChanged 15 SP:Iteration 18Q (3709.766848 sec): 3 clusters Score: Raw -91299.259348 + Penalty 1417.383806 = -89881.875542 nChanged 13 SP:Iteration 19Q (3709.813993 sec): 3 clusters Score: Raw -91304.911333 + Penalty 1417.383806 = -89887.527527 nChanged 11 SP:Iteration 20F (3709.865070 sec): 3 clusters Score: Raw -91308.880772 + Penalty 1417.383806 = -89891.496967 nChanged 10 SP:Iteration 21Q (3709.916427 sec): 3 clusters Score: Raw -91314.936323 + Penalty 1417.383806 = -89897.552517 nChanged 14 SP:Iteration 22Q (3709.968363 sec): 3 clusters Score: Raw -91322.506049 + Penalty 1417.383806 = -89905.122244 nChanged 15 SP:Iteration 23Q (3710.019892 sec): 3 clusters Score: Raw -91333.239430 + Penalty 1417.383806 = -89915.855625 nChanged 25 SP:Iteration 24Q (3710.071454 sec): 3 clusters Score: Raw -91352.792760 + Penalty 1417.383806 = -89935.408954 nChanged 31 SP:Iteration 25Q (3710.112670 sec): 3 clusters Score: Raw -91368.991607 + Penalty 1417.383806 = -89951.607801 nChanged 21 SP:Iteration 26Q (3710.155302 sec): 3 clusters Score: Raw -91380.348601 + Penalty 1417.383806 = -89962.964795 nChanged 21 SP:Iteration 27Q (3710.203516 sec): 3 clusters Score: Raw -91388.801197 + Penalty 1417.383806 = -89971.417391 nChanged 18 SP:Iteration 28Q (3710.244374 sec): 3 clusters Score: Raw -91394.367447 + Penalty 1417.383806 = -89976.983642 nChanged 12 SP:Iteration 29Q (3710.295158 sec): 3 clusters Score: Raw -91400.675151 + Penalty 1417.383806 = -89983.291346 nChanged 11 SP:Iteration 30Q (3710.346416 sec): 3 clusters Score: Raw -91405.623752 + Penalty 1417.383806 = -89988.239947 nChanged 12 SP:Iteration 31Q (3710.397817 sec): 3 clusters Score: Raw -91412.706500 + Penalty 1417.383806 = -89995.322694 nChanged 12 SP:Iteration 32Q (3710.449537 sec): 3 clusters Score: Raw -91419.483261 + Penalty 1417.383806 = -90002.099456 nChanged 8 SP:Iteration 33Q (3710.500833 sec): 3 clusters Score: Raw -91422.986632 + Penalty 1417.383806 = -90005.602826 nChanged 12 SP:Iteration 34Q (3710.543971 sec): 3 clusters Score: Raw -91429.326339 + Penalty 1417.383806 = -90011.942534 nChanged 17 SP:Iteration 35Q (3710.599815 sec): 3 clusters Score: Raw -91439.387879 + Penalty 1417.383806 = -90022.004073 nChanged 16 SP:Iteration 36Q (3710.638974 sec): 3 clusters Score: Raw -91444.518693 + Penalty 1417.383806 = -90027.134888 nChanged 9 SP:Iteration 37Q (3710.689922 sec): 3 clusters Score: Raw -91447.534163 + Penalty 1417.383806 = -90030.150357 nChanged 6 SP:Iteration 38Q (3710.740956 sec): 3 clusters Score: Raw -91450.553953 + Penalty 1417.383806 = -90033.170148 nChanged 11 SP:Iteration 39Q (3710.782844 sec): 3 clusters Score: Raw -91456.164492 + Penalty 1417.383806 = -90038.780686 nChanged 7 SP:Iteration 40F (3710.833763 sec): 3 clusters Score: Raw -91458.408158 + Penalty 1417.383806 = -90041.024352 nChanged 0 Trying to split cluster 27 (21691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3710.882466 sec): 2 clusters Score: Raw -1612088.281524 + Penalty 948.542007 = -1611139.739516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3710.945222 sec): 3 clusters Score: Raw -1598479.040398 + Penalty 1897.084014 = -1596581.956383 nChanged 10132 SP:Iteration 1F (3711.018789 sec): 3 clusters Score: Raw -1604146.327553 + Penalty 1897.084014 = -1602249.243538 nChanged 1040 SP:Iteration 2Q (3711.092545 sec): 3 clusters Score: Raw -1604507.649342 + Penalty 1897.084014 = -1602610.565327 nChanged 1088 SP:Iteration 3F (3711.128446 sec): 3 clusters Score: Raw -1604929.152401 + Penalty 1897.084014 = -1603032.068387 nChanged 1075 SP:Iteration 4Q (3711.201181 sec): 3 clusters Score: Raw -1605420.198978 + Penalty 1897.084014 = -1603523.114964 nChanged 1195 SP:Iteration 5F (3711.272844 sec): 3 clusters Score: Raw -1606030.175448 + Penalty 1897.084014 = -1604133.091434 nChanged 1194 SP:Iteration 6F (3711.343321 sec): 3 clusters Score: Raw -1606728.353539 + Penalty 1897.084014 = -1604831.269525 nChanged 1240 SP:Iteration 7F (3711.407208 sec): 3 clusters Score: Raw -1607594.266900 + Penalty 1897.084014 = -1605697.182886 nChanged 1171 SP:Iteration 8F (3711.472077 sec): 3 clusters Score: Raw -1608502.856350 + Penalty 1897.084014 = -1606605.772336 nChanged 1037 SP:Iteration 9Q (3711.544088 sec): 3 clusters Score: Raw -1609295.866763 + Penalty 1897.084014 = -1607398.782749 nChanged 766 SP:Iteration 10Q (3711.617344 sec): 3 clusters Score: Raw -1609801.205840 + Penalty 1897.084014 = -1607904.121826 nChanged 575 SP:Iteration 11Q (3711.691483 sec): 3 clusters Score: Raw -1610085.119489 + Penalty 1897.084014 = -1608188.035475 nChanged 426 SP:Iteration 12Q (3711.761681 sec): 3 clusters Score: Raw -1610248.889850 + Penalty 1897.084014 = -1608351.805836 nChanged 336 SP:Iteration 13Q (3711.832349 sec): 3 clusters Score: Raw -1610364.512339 + Penalty 1897.084014 = -1608467.428325 nChanged 320 SP:Iteration 14Q (3711.900001 sec): 3 clusters Score: Raw -1610476.763328 + Penalty 1897.084014 = -1608579.679313 nChanged 307 SP:Iteration 15Q (3711.980820 sec): 3 clusters Score: Raw -1610585.659799 + Penalty 1897.084014 = -1608688.575785 nChanged 306 SP:Iteration 16Q (3712.038314 sec): 3 clusters Score: Raw -1610688.579220 + Penalty 1897.084014 = -1608791.495206 nChanged 271 SP:Iteration 17Q (3712.108170 sec): 3 clusters Score: Raw -1610783.792515 + Penalty 1897.084014 = -1608886.708501 nChanged 270 SP:Iteration 18Q (3712.169278 sec): 3 clusters Score: Raw -1610873.961008 + Penalty 1897.084014 = -1608976.876993 nChanged 269 SP:Iteration 19Q (3712.241368 sec): 3 clusters Score: Raw -1610979.233239 + Penalty 1897.084014 = -1609082.149225 nChanged 295 SP:Iteration 20F (3712.319028 sec): 3 clusters Score: Raw -1611100.853778 + Penalty 1897.084014 = -1609203.769764 nChanged 297 SP:Iteration 21Q (3712.375781 sec): 3 clusters Score: Raw -1611227.667319 + Penalty 1897.084014 = -1609330.583304 nChanged 270 SP:Iteration 22Q (3712.454610 sec): 3 clusters Score: Raw -1611342.035613 + Penalty 1897.084014 = -1609444.951599 nChanged 266 SP:Iteration 23Q (3712.522862 sec): 3 clusters Score: Raw -1611465.565761 + Penalty 1897.084014 = -1609568.481747 nChanged 245 SP:Iteration 24Q (3712.592715 sec): 3 clusters Score: Raw -1611600.254891 + Penalty 1897.084014 = -1609703.170877 nChanged 216 SP:Iteration 25Q (3712.651611 sec): 3 clusters Score: Raw -1611725.436720 + Penalty 1897.084014 = -1609828.352706 nChanged 195 SP:Iteration 26Q (3712.718022 sec): 3 clusters Score: Raw -1611839.026467 + Penalty 1897.084014 = -1609941.942452 nChanged 151 SP:Iteration 27Q (3712.785047 sec): 3 clusters Score: Raw -1611938.594696 + Penalty 1897.084014 = -1610041.510682 nChanged 148 SP:Iteration 28Q (3712.854019 sec): 3 clusters Score: Raw -1612053.742098 + Penalty 1897.084014 = -1610156.658083 nChanged 136 SP:Iteration 29Q (3712.925846 sec): 3 clusters Score: Raw -1612170.239313 + Penalty 1897.084014 = -1610273.155299 nChanged 104 SP:Iteration 30Q (3712.991727 sec): 3 clusters Score: Raw -1612248.242596 + Penalty 1897.084014 = -1610351.158582 nChanged 81 SP:Iteration 31Q (3713.057589 sec): 3 clusters Score: Raw -1612312.168539 + Penalty 1897.084014 = -1610415.084524 nChanged 62 SP:Iteration 32Q (3713.125654 sec): 3 clusters Score: Raw -1612359.231241 + Penalty 1897.084014 = -1610462.147227 nChanged 44 SP:Iteration 33Q (3713.190468 sec): 3 clusters Score: Raw -1612389.407442 + Penalty 1897.084014 = -1610492.323428 nChanged 37 SP:Iteration 34Q (3713.253161 sec): 3 clusters Score: Raw -1612409.264398 + Penalty 1897.084014 = -1610512.180383 nChanged 24 SP:Iteration 35Q (3713.321005 sec): 3 clusters Score: Raw -1612418.652308 + Penalty 1897.084014 = -1610521.568293 nChanged 15 SP:Iteration 36Q (3713.388879 sec): 3 clusters Score: Raw -1612426.578251 + Penalty 1897.084014 = -1610529.494237 nChanged 16 SP:Iteration 37Q (3713.456527 sec): 3 clusters Score: Raw -1612437.221812 + Penalty 1897.084014 = -1610540.137797 nChanged 22 SP:Iteration 38Q (3713.520806 sec): 3 clusters Score: Raw -1612448.938538 + Penalty 1897.084014 = -1610551.854524 nChanged 14 SP:Iteration 39Q (3713.585585 sec): 3 clusters Score: Raw -1612453.516956 + Penalty 1897.084014 = -1610556.432941 nChanged 7 SP:Iteration 40F (3713.659351 sec): 3 clusters Score: Raw -1612455.957406 + Penalty 1897.084014 = -1610558.873391 nChanged 5 SP:Iteration 41Q (3713.729851 sec): 3 clusters Score: Raw -1612458.411802 + Penalty 1897.084014 = -1610561.327787 nChanged 7 SP:Iteration 42Q (3713.781099 sec): 3 clusters Score: Raw -1612461.152225 + Penalty 1897.084014 = -1610564.068211 nChanged 4 SP:Iteration 43Q (3713.848382 sec): 3 clusters Score: Raw -1612461.921292 + Penalty 1897.084014 = -1610564.837277 nChanged 1 SP:Iteration 44Q (3713.906686 sec): 3 clusters Score: Raw -1612462.035358 + Penalty 1897.084014 = -1610564.951344 nChanged 1 SP:Iteration 45Q (3713.975569 sec): 3 clusters Score: Raw -1612462.366860 + Penalty 1897.084014 = -1610565.282846 nChanged 0 SP:Iteration 46F (3714.037552 sec): 3 clusters Score: Raw -1612462.366860 + Penalty 1897.084014 = -1610565.282846 nChanged 0 Trying to split cluster 28 (106834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3714.158122 sec): 2 clusters Score: Raw -8358593.712724 + Penalty 1100.007993 = -8357493.704731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3714.319416 sec): 3 clusters Score: Raw -8288009.765761 + Penalty 2200.015986 = -8285809.749775 nChanged 51802 SP:Iteration 1F (3714.480043 sec): 3 clusters Score: Raw -8319615.382211 + Penalty 2200.015986 = -8317415.366225 nChanged 4207 SP:Iteration 2Q (3714.669134 sec): 3 clusters Score: Raw -8321091.821406 + Penalty 2200.015986 = -8318891.805420 nChanged 4892 SP:Iteration 3Q (3714.851829 sec): 3 clusters Score: Raw -8323188.652716 + Penalty 2200.015986 = -8320988.636730 nChanged 5681 SP:Iteration 4F (3714.986073 sec): 3 clusters Score: Raw -8326137.968449 + Penalty 2200.015986 = -8323937.952463 nChanged 6503 SP:Iteration 5F (3715.152568 sec): 3 clusters Score: Raw -8330021.191055 + Penalty 2200.015986 = -8327821.175069 nChanged 6811 SP:Iteration 6F (3715.336076 sec): 3 clusters Score: Raw -8334692.917126 + Penalty 2200.015986 = -8332492.901140 nChanged 6588 SP:Iteration 7F (3715.498435 sec): 3 clusters Score: Raw -8339356.891128 + Penalty 2200.015986 = -8337156.875141 nChanged 5514 SP:Iteration 8F (3715.648497 sec): 3 clusters Score: Raw -8342736.190933 + Penalty 2200.015986 = -8340536.174946 nChanged 3985 SP:Iteration 9Q (3715.829433 sec): 3 clusters Score: Raw -8344516.042560 + Penalty 2200.015986 = -8342316.026573 nChanged 2643 SP:Iteration 10Q (3716.009000 sec): 3 clusters Score: Raw -8345535.232936 + Penalty 2200.015986 = -8343335.216950 nChanged 2145 SP:Iteration 11Q (3716.178442 sec): 3 clusters Score: Raw -8346355.212419 + Penalty 2200.015986 = -8344155.196432 nChanged 2106 SP:Iteration 12Q (3716.350258 sec): 3 clusters Score: Raw -8347217.018886 + Penalty 2200.015986 = -8345017.002900 nChanged 2133 SP:Iteration 13Q (3716.511657 sec): 3 clusters Score: Raw -8348115.774467 + Penalty 2200.015986 = -8345915.758481 nChanged 2051 SP:Iteration 14Q (3716.683436 sec): 3 clusters Score: Raw -8348984.366173 + Penalty 2200.015986 = -8346784.350187 nChanged 2050 SP:Iteration 15Q (3716.828079 sec): 3 clusters Score: Raw -8349909.155148 + Penalty 2200.015986 = -8347709.139162 nChanged 2038 SP:Iteration 16Q (3717.001479 sec): 3 clusters Score: Raw -8350869.161187 + Penalty 2200.015986 = -8348669.145200 nChanged 1987 SP:Iteration 17Q (3717.158596 sec): 3 clusters Score: Raw -8351813.708827 + Penalty 2200.015986 = -8349613.692841 nChanged 1819 SP:Iteration 18Q (3717.319560 sec): 3 clusters Score: Raw -8352649.396631 + Penalty 2200.015986 = -8350449.380645 nChanged 1678 SP:Iteration 19Q (3717.474380 sec): 3 clusters Score: Raw -8353421.103539 + Penalty 2200.015986 = -8351221.087553 nChanged 1527 SP:Iteration 20F (3717.629272 sec): 3 clusters Score: Raw -8354127.969350 + Penalty 2200.015986 = -8351927.953363 nChanged 1383 SP:Iteration 21Q (3717.790596 sec): 3 clusters Score: Raw -8354772.483632 + Penalty 2200.015986 = -8352572.467645 nChanged 1274 SP:Iteration 22Q (3717.967196 sec): 3 clusters Score: Raw -8355365.686254 + Penalty 2200.015986 = -8353165.670268 nChanged 1151 SP:Iteration 23Q (3718.129740 sec): 3 clusters Score: Raw -8355854.545929 + Penalty 2200.015986 = -8353654.529943 nChanged 991 SP:Iteration 24Q (3718.291349 sec): 3 clusters Score: Raw -8356265.696973 + Penalty 2200.015986 = -8354065.680987 nChanged 944 SP:Iteration 25Q (3718.425429 sec): 3 clusters Score: Raw -8356676.109817 + Penalty 2200.015986 = -8354476.093831 nChanged 889 SP:Iteration 26Q (3718.580297 sec): 3 clusters Score: Raw -8357061.511408 + Penalty 2200.015986 = -8354861.495422 nChanged 740 SP:Iteration 27Q (3718.737563 sec): 3 clusters Score: Raw -8357374.676875 + Penalty 2200.015986 = -8355174.660889 nChanged 657 SP:Iteration 28Q (3718.895690 sec): 3 clusters Score: Raw -8357651.563296 + Penalty 2200.015986 = -8355451.547310 nChanged 590 SP:Iteration 29Q (3719.026212 sec): 3 clusters Score: Raw -8357878.574732 + Penalty 2200.015986 = -8355678.558745 nChanged 504 SP:Iteration 30Q (3719.161025 sec): 3 clusters Score: Raw -8358073.675530 + Penalty 2200.015986 = -8355873.659544 nChanged 433 SP:Iteration 31Q (3719.318215 sec): 3 clusters Score: Raw -8358236.177112 + Penalty 2200.015986 = -8356036.161126 nChanged 370 SP:Iteration 32Q (3719.481733 sec): 3 clusters Score: Raw -8358367.145542 + Penalty 2200.015986 = -8356167.129555 nChanged 307 SP:Iteration 33Q (3719.632587 sec): 3 clusters Score: Raw -8358465.171688 + Penalty 2200.015986 = -8356265.155702 nChanged 254 SP:Iteration 34Q (3719.783249 sec): 3 clusters Score: Raw -8358541.072224 + Penalty 2200.015986 = -8356341.056238 nChanged 212 SP:Iteration 35Q (3719.928238 sec): 3 clusters Score: Raw -8358603.993719 + Penalty 2200.015986 = -8356403.977733 nChanged 205 SP:Iteration 36Q (3720.086803 sec): 3 clusters Score: Raw -8358667.801947 + Penalty 2200.015986 = -8356467.785960 nChanged 173 SP:Iteration 37Q (3720.224180 sec): 3 clusters Score: Raw -8358711.067980 + Penalty 2200.015986 = -8356511.051994 nChanged 141 SP:Iteration 38Q (3720.378359 sec): 3 clusters Score: Raw -8358741.561676 + Penalty 2200.015986 = -8356541.545690 nChanged 126 SP:Iteration 39Q (3720.530732 sec): 3 clusters Score: Raw -8358769.902346 + Penalty 2200.015986 = -8356569.886360 nChanged 116 SP:Iteration 40F (3720.704270 sec): 3 clusters Score: Raw -8358797.402769 + Penalty 2200.015986 = -8356597.386783 nChanged 106 SP:Iteration 41Q (3720.858863 sec): 3 clusters Score: Raw -8358822.325389 + Penalty 2200.015986 = -8356622.309403 nChanged 88 SP:Iteration 42Q (3721.003864 sec): 3 clusters Score: Raw -8358845.544306 + Penalty 2200.015986 = -8356645.528319 nChanged 81 SP:Iteration 43Q (3721.157169 sec): 3 clusters Score: Raw -8358868.279214 + Penalty 2200.015986 = -8356668.263227 nChanged 78 SP:Iteration 44Q (3721.309581 sec): 3 clusters Score: Raw -8358885.075615 + Penalty 2200.015986 = -8356685.059629 nChanged 67 SP:Iteration 45Q (3721.465198 sec): 3 clusters Score: Raw -8358898.844236 + Penalty 2200.015986 = -8356698.828249 nChanged 50 SP:Iteration 46Q (3721.608979 sec): 3 clusters Score: Raw -8358907.418438 + Penalty 2200.015986 = -8356707.402452 nChanged 47 SP:Iteration 47Q (3721.753502 sec): 3 clusters Score: Raw -8358915.943467 + Penalty 2200.015986 = -8356715.927480 nChanged 44 SP:Iteration 48Q (3721.876624 sec): 3 clusters Score: Raw -8358923.376088 + Penalty 2200.015986 = -8356723.360101 nChanged 45 SP:Iteration 49Q (3722.025459 sec): 3 clusters Score: Raw -8358932.846820 + Penalty 2200.015986 = -8356732.830834 nChanged 36 SP:Iteration 50Q (3722.145324 sec): 3 clusters Score: Raw -8358939.185180 + Penalty 2200.015986 = -8356739.169194 nChanged 39 SP:Iteration 51Q (3722.291032 sec): 3 clusters Score: Raw -8358945.560516 + Penalty 2200.015986 = -8356745.544530 nChanged 35 SP:Iteration 52Q (3722.435279 sec): 3 clusters Score: Raw -8358952.581795 + Penalty 2200.015986 = -8356752.565809 nChanged 30 SP:Iteration 53Q (3722.582218 sec): 3 clusters Score: Raw -8358956.426959 + Penalty 2200.015986 = -8356756.410973 nChanged 18 SP:Iteration 54Q (3722.727548 sec): 3 clusters Score: Raw -8358958.865619 + Penalty 2200.015986 = -8356758.849633 nChanged 13 SP:Iteration 55Q (3722.875115 sec): 3 clusters Score: Raw -8358960.362340 + Penalty 2200.015986 = -8356760.346354 nChanged 8 SP:Iteration 56Q (3723.011994 sec): 3 clusters Score: Raw -8358961.532509 + Penalty 2200.015986 = -8356761.516523 nChanged 10 SP:Iteration 57Q (3723.132970 sec): 3 clusters Score: Raw -8358962.803945 + Penalty 2200.015986 = -8356762.787958 nChanged 7 SP:Iteration 58Q (3723.284976 sec): 3 clusters Score: Raw -8358963.428914 + Penalty 2200.015986 = -8356763.412928 nChanged 4 SP:Iteration 59Q (3723.407684 sec): 3 clusters Score: Raw -8358963.910729 + Penalty 2200.015986 = -8356763.894742 nChanged 7 SP:Iteration 60F (3723.585057 sec): 3 clusters Score: Raw -8358964.586475 + Penalty 2200.015986 = -8356764.570488 nChanged 2 SP:Iteration 61Q (3723.734703 sec): 3 clusters Score: Raw -8358964.701229 + Penalty 2200.015986 = -8356764.685243 nChanged 1 SP:Iteration 62Q (3723.885869 sec): 3 clusters Score: Raw -8358964.773690 + Penalty 2200.015986 = -8356764.757704 nChanged 2 SP:Iteration 63Q (3724.034584 sec): 3 clusters Score: Raw -8358965.006849 + Penalty 2200.015986 = -8356764.990862 nChanged 2 SP:Iteration 64Q (3724.155598 sec): 3 clusters Score: Raw -8358965.088892 + Penalty 2200.015986 = -8356765.072906 nChanged 0 SP:Iteration 65F (3724.301320 sec): 3 clusters Score: Raw -8358965.088892 + Penalty 2200.015986 = -8356765.072906 nChanged 0 Trying to split cluster 29 (2730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3724.336719 sec): 2 clusters Score: Raw -195311.716509 + Penalty 751.645404 = -194560.071105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3724.384416 sec): 3 clusters Score: Raw -193949.242660 + Penalty 1503.290809 = -192445.951851 nChanged 1122 SP:Iteration 1F (3724.413951 sec): 3 clusters Score: Raw -194628.233384 + Penalty 1503.290809 = -193124.942575 nChanged 231 SP:Iteration 2F (3724.423985 sec): 3 clusters Score: Raw -194848.049640 + Penalty 1503.290809 = -193344.758831 nChanged 198 SP:Iteration 3F (3724.434120 sec): 3 clusters Score: Raw -195023.977728 + Penalty 1503.290809 = -193520.686920 nChanged 175 SP:Iteration 4F (3724.444148 sec): 3 clusters Score: Raw -195172.481935 + Penalty 1503.290809 = -193669.191126 nChanged 146 SP:Iteration 5F (3724.454255 sec): 3 clusters Score: Raw -195266.572562 + Penalty 1503.290809 = -193763.281753 nChanged 109 SP:Iteration 6Q (3724.464307 sec): 3 clusters Score: Raw -195326.838860 + Penalty 1503.290809 = -193823.548052 nChanged 77 SP:Iteration 7Q (3724.474301 sec): 3 clusters Score: Raw -195363.598415 + Penalty 1503.290809 = -193860.307606 nChanged 53 SP:Iteration 8Q (3724.514607 sec): 3 clusters Score: Raw -195386.933929 + Penalty 1503.290809 = -193883.643120 nChanged 47 SP:Iteration 9Q (3724.567799 sec): 3 clusters Score: Raw -195403.532025 + Penalty 1503.290809 = -193900.241217 nChanged 34 SP:Iteration 10Q (3724.596314 sec): 3 clusters Score: Raw -195416.089394 + Penalty 1503.290809 = -193912.798586 nChanged 23 SP:Iteration 11Q (3724.636880 sec): 3 clusters Score: Raw -195422.308650 + Penalty 1503.290809 = -193919.017841 nChanged 14 SP:Iteration 12Q (3724.682827 sec): 3 clusters Score: Raw -195426.797241 + Penalty 1503.290809 = -193923.506432 nChanged 12 SP:Iteration 13Q (3724.718764 sec): 3 clusters Score: Raw -195432.084418 + Penalty 1503.290809 = -193928.793609 nChanged 17 SP:Iteration 14Q (3724.766984 sec): 3 clusters Score: Raw -195438.090826 + Penalty 1503.290809 = -193934.800017 nChanged 11 SP:Iteration 15Q (3724.804383 sec): 3 clusters Score: Raw -195442.374329 + Penalty 1503.290809 = -193939.083521 nChanged 11 SP:Iteration 16Q (3724.841693 sec): 3 clusters Score: Raw -195444.930787 + Penalty 1503.290809 = -193941.639978 nChanged 7 SP:Iteration 17Q (3724.878879 sec): 3 clusters Score: Raw -195446.435457 + Penalty 1503.290809 = -193943.144648 nChanged 4 SP:Iteration 18Q (3724.913657 sec): 3 clusters Score: Raw -195447.382441 + Penalty 1503.290809 = -193944.091633 nChanged 3 SP:Iteration 19Q (3724.949321 sec): 3 clusters Score: Raw -195448.064754 + Penalty 1503.290809 = -193944.773945 nChanged 6 SP:Iteration 20F (3725.003889 sec): 3 clusters Score: Raw -195450.706136 + Penalty 1503.290809 = -193947.415327 nChanged 4 SP:Iteration 21Q (3725.042657 sec): 3 clusters Score: Raw -195451.790743 + Penalty 1503.290809 = -193948.499934 nChanged 4 SP:Iteration 22Q (3725.088336 sec): 3 clusters Score: Raw -195452.699945 + Penalty 1503.290809 = -193949.409136 nChanged 5 SP:Iteration 23Q (3725.140543 sec): 3 clusters Score: Raw -195453.956147 + Penalty 1503.290809 = -193950.665338 nChanged 3 SP:Iteration 24Q (3725.183029 sec): 3 clusters Score: Raw -195454.519019 + Penalty 1503.290809 = -193951.228210 nChanged 0 SP:Iteration 25F (3725.203990 sec): 3 clusters Score: Raw -195454.519019 + Penalty 1503.290809 = -193951.228210 nChanged 0 Trying to split cluster 30 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3725.238449 sec): 2 clusters Score: Raw -163151.821934 + Penalty 742.329589 = -162409.492345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3725.274085 sec): 3 clusters Score: Raw -161908.964648 + Penalty 1484.659178 = -160424.305470 nChanged 990 SP:Iteration 1F (3725.318886 sec): 3 clusters Score: Raw -162481.026909 + Penalty 1484.659178 = -160996.367731 nChanged 182 SP:Iteration 2F (3725.358225 sec): 3 clusters Score: Raw -162596.148177 + Penalty 1484.659178 = -161111.488999 nChanged 135 SP:Iteration 3F (3725.398844 sec): 3 clusters Score: Raw -162688.911798 + Penalty 1484.659178 = -161204.252620 nChanged 123 SP:Iteration 4Q (3725.441028 sec): 3 clusters Score: Raw -162787.405054 + Penalty 1484.659178 = -161302.745876 nChanged 122 SP:Iteration 5Q (3725.484682 sec): 3 clusters Score: Raw -162879.281754 + Penalty 1484.659178 = -161394.622576 nChanged 111 SP:Iteration 6Q (3725.532176 sec): 3 clusters Score: Raw -162951.407918 + Penalty 1484.659178 = -161466.748740 nChanged 81 SP:Iteration 7Q (3725.580117 sec): 3 clusters Score: Raw -162995.826132 + Penalty 1484.659178 = -161511.166954 nChanged 59 SP:Iteration 8Q (3725.626271 sec): 3 clusters Score: Raw -163023.728034 + Penalty 1484.659178 = -161539.068856 nChanged 41 SP:Iteration 9Q (3725.666396 sec): 3 clusters Score: Raw -163044.567107 + Penalty 1484.659178 = -161559.907928 nChanged 32 SP:Iteration 10Q (3725.707418 sec): 3 clusters Score: Raw -163057.633611 + Penalty 1484.659178 = -161572.974433 nChanged 21 SP:Iteration 11Q (3725.749667 sec): 3 clusters Score: Raw -163066.860259 + Penalty 1484.659178 = -161582.201080 nChanged 19 SP:Iteration 12Q (3725.789730 sec): 3 clusters Score: Raw -163074.027101 + Penalty 1484.659178 = -161589.367922 nChanged 20 SP:Iteration 13Q (3725.834765 sec): 3 clusters Score: Raw -163078.608425 + Penalty 1484.659178 = -161593.949247 nChanged 14 SP:Iteration 14Q (3725.875429 sec): 3 clusters Score: Raw -163084.268632 + Penalty 1484.659178 = -161599.609453 nChanged 22 SP:Iteration 15Q (3725.933813 sec): 3 clusters Score: Raw -163092.521992 + Penalty 1484.659178 = -161607.862814 nChanged 17 SP:Iteration 16Q (3725.965309 sec): 3 clusters Score: Raw -163099.829869 + Penalty 1484.659178 = -161615.170691 nChanged 22 SP:Iteration 17Q (3725.999529 sec): 3 clusters Score: Raw -163107.017560 + Penalty 1484.659178 = -161622.358382 nChanged 23 SP:Iteration 18Q (3726.044447 sec): 3 clusters Score: Raw -163114.956448 + Penalty 1484.659178 = -161630.297270 nChanged 20 SP:Iteration 19Q (3726.089306 sec): 3 clusters Score: Raw -163120.971087 + Penalty 1484.659178 = -161636.311909 nChanged 14 SP:Iteration 20F (3726.128831 sec): 3 clusters Score: Raw -163125.322216 + Penalty 1484.659178 = -161640.663038 nChanged 17 SP:Iteration 21Q (3726.179103 sec): 3 clusters Score: Raw -163130.259079 + Penalty 1484.659178 = -161645.599901 nChanged 21 SP:Iteration 22Q (3726.210101 sec): 3 clusters Score: Raw -163137.318539 + Penalty 1484.659178 = -161652.659361 nChanged 20 SP:Iteration 23Q (3726.266356 sec): 3 clusters Score: Raw -163141.175872 + Penalty 1484.659178 = -161656.516693 nChanged 12 SP:Iteration 24Q (3726.303491 sec): 3 clusters Score: Raw -163143.465068 + Penalty 1484.659178 = -161658.805890 nChanged 10 SP:Iteration 25Q (3726.345952 sec): 3 clusters Score: Raw -163147.482383 + Penalty 1484.659178 = -161662.823205 nChanged 16 SP:Iteration 26Q (3726.381508 sec): 3 clusters Score: Raw -163150.926690 + Penalty 1484.659178 = -161666.267511 nChanged 9 SP:Iteration 27Q (3726.422069 sec): 3 clusters Score: Raw -163153.710417 + Penalty 1484.659178 = -161669.051238 nChanged 6 SP:Iteration 28Q (3726.470324 sec): 3 clusters Score: Raw -163155.388927 + Penalty 1484.659178 = -161670.729749 nChanged 8 SP:Iteration 29Q (3726.511754 sec): 3 clusters Score: Raw -163157.401051 + Penalty 1484.659178 = -161672.741872 nChanged 6 SP:Iteration 30Q (3726.544448 sec): 3 clusters Score: Raw -163158.303016 + Penalty 1484.659178 = -161673.643838 nChanged 2 SP:Iteration 31Q (3726.583035 sec): 3 clusters Score: Raw -163158.977118 + Penalty 1484.659178 = -161674.317939 nChanged 3 SP:Iteration 32Q (3726.627564 sec): 3 clusters Score: Raw -163160.052458 + Penalty 1484.659178 = -161675.393280 nChanged 3 SP:Iteration 33Q (3726.673487 sec): 3 clusters Score: Raw -163160.854165 + Penalty 1484.659178 = -161676.194987 nChanged 1 SP:Iteration 34Q (3726.711225 sec): 3 clusters Score: Raw -163161.035545 + Penalty 1484.659178 = -161676.376366 nChanged 2 SP:Iteration 35Q (3726.752292 sec): 3 clusters Score: Raw -163161.236044 + Penalty 1484.659178 = -161676.576866 nChanged 2 SP:Iteration 36Q (3726.781838 sec): 3 clusters Score: Raw -163161.631620 + Penalty 1484.659178 = -161676.972441 nChanged 3 SP:Iteration 37Q (3726.830308 sec): 3 clusters Score: Raw -163162.307321 + Penalty 1484.659178 = -161677.648143 nChanged 1 SP:Iteration 38Q (3726.888390 sec): 3 clusters Score: Raw -163162.506756 + Penalty 1484.659178 = -161677.847578 nChanged 1 SP:Iteration 39Q (3726.893058 sec): 3 clusters Score: Raw -163163.027766 + Penalty 1484.659178 = -161678.368588 nChanged 1 SP:Iteration 40F (3726.902417 sec): 3 clusters Score: Raw -163163.287579 + Penalty 1484.659178 = -161678.628401 nChanged 1 SP:Iteration 41Q (3726.911680 sec): 3 clusters Score: Raw -163163.505568 + Penalty 1484.659178 = -161678.846389 nChanged 0 SP:Iteration 42F (3726.945281 sec): 3 clusters Score: Raw -163163.505568 + Penalty 1484.659178 = -161678.846389 nChanged 0 Trying to split cluster 31 (16061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3726.990868 sec): 2 clusters Score: Raw -1266404.697190 + Penalty 919.994179 = -1265484.703011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3727.047361 sec): 3 clusters Score: Raw -1256564.785393 + Penalty 1839.988358 = -1254724.797035 nChanged 7322 SP:Iteration 1F (3727.107610 sec): 3 clusters Score: Raw -1260715.952802 + Penalty 1839.988358 = -1258875.964444 nChanged 886 SP:Iteration 2F (3727.177890 sec): 3 clusters Score: Raw -1261076.152880 + Penalty 1839.988358 = -1259236.164522 nChanged 841 SP:Iteration 3F (3727.237008 sec): 3 clusters Score: Raw -1261449.956235 + Penalty 1839.988358 = -1259609.967877 nChanged 866 SP:Iteration 4F (3727.293897 sec): 3 clusters Score: Raw -1261853.758961 + Penalty 1839.988358 = -1260013.770604 nChanged 857 SP:Iteration 5F (3727.358707 sec): 3 clusters Score: Raw -1262280.324218 + Penalty 1839.988358 = -1260440.335860 nChanged 852 SP:Iteration 6F (3727.417546 sec): 3 clusters Score: Raw -1262768.705935 + Penalty 1839.988358 = -1260928.717577 nChanged 829 SP:Iteration 7F (3727.484500 sec): 3 clusters Score: Raw -1263294.296668 + Penalty 1839.988358 = -1261454.308310 nChanged 773 SP:Iteration 8Q (3727.550253 sec): 3 clusters Score: Raw -1263856.747739 + Penalty 1839.988358 = -1262016.759381 nChanged 689 SP:Iteration 9Q (3727.602989 sec): 3 clusters Score: Raw -1264401.027685 + Penalty 1839.988358 = -1262561.039327 nChanged 593 SP:Iteration 10Q (3727.669569 sec): 3 clusters Score: Raw -1264864.487839 + Penalty 1839.988358 = -1263024.499481 nChanged 481 SP:Iteration 11Q (3727.699850 sec): 3 clusters Score: Raw -1265182.539515 + Penalty 1839.988358 = -1263342.551157 nChanged 351 SP:Iteration 12Q (3727.731032 sec): 3 clusters Score: Raw -1265376.683464 + Penalty 1839.988358 = -1263536.695106 nChanged 291 SP:Iteration 13Q (3727.797429 sec): 3 clusters Score: Raw -1265533.069845 + Penalty 1839.988358 = -1263693.081487 nChanged 242 SP:Iteration 14Q (3727.861573 sec): 3 clusters Score: Raw -1265658.978268 + Penalty 1839.988358 = -1263818.989910 nChanged 221 SP:Iteration 15Q (3727.910242 sec): 3 clusters Score: Raw -1265759.894060 + Penalty 1839.988358 = -1263919.905702 nChanged 178 SP:Iteration 16Q (3727.965718 sec): 3 clusters Score: Raw -1265839.941768 + Penalty 1839.988358 = -1263999.953410 nChanged 167 SP:Iteration 17Q (3728.024343 sec): 3 clusters Score: Raw -1265922.719508 + Penalty 1839.988358 = -1264082.731150 nChanged 148 SP:Iteration 18Q (3728.083549 sec): 3 clusters Score: Raw -1265995.126004 + Penalty 1839.988358 = -1264155.137646 nChanged 167 SP:Iteration 19Q (3728.144155 sec): 3 clusters Score: Raw -1266073.932306 + Penalty 1839.988358 = -1264233.943948 nChanged 140 SP:Iteration 20F (3728.197932 sec): 3 clusters Score: Raw -1266137.607982 + Penalty 1839.988358 = -1264297.619624 nChanged 130 SP:Iteration 21Q (3728.258585 sec): 3 clusters Score: Raw -1266194.859883 + Penalty 1839.988358 = -1264354.871525 nChanged 99 SP:Iteration 22Q (3728.327481 sec): 3 clusters Score: Raw -1266235.707405 + Penalty 1839.988358 = -1264395.719047 nChanged 87 SP:Iteration 23Q (3728.383384 sec): 3 clusters Score: Raw -1266269.061588 + Penalty 1839.988358 = -1264429.073231 nChanged 87 SP:Iteration 24Q (3728.446159 sec): 3 clusters Score: Raw -1266301.851284 + Penalty 1839.988358 = -1264461.862926 nChanged 76 SP:Iteration 25Q (3728.509761 sec): 3 clusters Score: Raw -1266330.522869 + Penalty 1839.988358 = -1264490.534512 nChanged 74 SP:Iteration 26Q (3728.564966 sec): 3 clusters Score: Raw -1266361.010455 + Penalty 1839.988358 = -1264521.022097 nChanged 64 SP:Iteration 27Q (3728.630414 sec): 3 clusters Score: Raw -1266387.781503 + Penalty 1839.988358 = -1264547.793145 nChanged 51 SP:Iteration 28Q (3728.687116 sec): 3 clusters Score: Raw -1266406.484488 + Penalty 1839.988358 = -1264566.496131 nChanged 40 SP:Iteration 29Q (3728.751411 sec): 3 clusters Score: Raw -1266423.501770 + Penalty 1839.988358 = -1264583.513412 nChanged 37 SP:Iteration 30Q (3728.813699 sec): 3 clusters Score: Raw -1266438.293154 + Penalty 1839.988358 = -1264598.304796 nChanged 38 SP:Iteration 31Q (3728.877954 sec): 3 clusters Score: Raw -1266453.713360 + Penalty 1839.988358 = -1264613.725002 nChanged 31 SP:Iteration 32Q (3728.942108 sec): 3 clusters Score: Raw -1266463.746380 + Penalty 1839.988358 = -1264623.758022 nChanged 31 SP:Iteration 33Q (3728.999605 sec): 3 clusters Score: Raw -1266477.145561 + Penalty 1839.988358 = -1264637.157204 nChanged 29 SP:Iteration 34Q (3729.057146 sec): 3 clusters Score: Raw -1266492.653478 + Penalty 1839.988358 = -1264652.665120 nChanged 32 SP:Iteration 35Q (3729.117647 sec): 3 clusters Score: Raw -1266508.541514 + Penalty 1839.988358 = -1264668.553156 nChanged 26 SP:Iteration 36Q (3729.182073 sec): 3 clusters Score: Raw -1266518.678818 + Penalty 1839.988358 = -1264678.690460 nChanged 18 SP:Iteration 37Q (3729.240252 sec): 3 clusters Score: Raw -1266526.049652 + Penalty 1839.988358 = -1264686.061294 nChanged 18 SP:Iteration 38Q (3729.305073 sec): 3 clusters Score: Raw -1266532.507769 + Penalty 1839.988358 = -1264692.519411 nChanged 20 SP:Iteration 39Q (3729.366740 sec): 3 clusters Score: Raw -1266540.855276 + Penalty 1839.988358 = -1264700.866918 nChanged 15 SP:Iteration 40F (3729.435600 sec): 3 clusters Score: Raw -1266546.222435 + Penalty 1839.988358 = -1264706.234077 nChanged 9 SP:Iteration 41Q (3729.499487 sec): 3 clusters Score: Raw -1266550.562413 + Penalty 1839.988358 = -1264710.574055 nChanged 13 SP:Iteration 42Q (3729.562327 sec): 3 clusters Score: Raw -1266556.644769 + Penalty 1839.988358 = -1264716.656411 nChanged 11 SP:Iteration 43Q (3729.619015 sec): 3 clusters Score: Raw -1266562.333200 + Penalty 1839.988358 = -1264722.344842 nChanged 14 SP:Iteration 44Q (3729.682136 sec): 3 clusters Score: Raw -1266570.795788 + Penalty 1839.988358 = -1264730.807430 nChanged 16 SP:Iteration 45Q (3729.749191 sec): 3 clusters Score: Raw -1266581.946464 + Penalty 1839.988358 = -1264741.958106 nChanged 18 SP:Iteration 46Q (3729.819013 sec): 3 clusters Score: Raw -1266590.039721 + Penalty 1839.988358 = -1264750.051363 nChanged 14 SP:Iteration 47Q (3729.865830 sec): 3 clusters Score: Raw -1266596.911338 + Penalty 1839.988358 = -1264756.922980 nChanged 11 SP:Iteration 48Q (3729.915907 sec): 3 clusters Score: Raw -1266602.449047 + Penalty 1839.988358 = -1264762.460690 nChanged 9 SP:Iteration 49Q (3729.992522 sec): 3 clusters Score: Raw -1266605.405258 + Penalty 1839.988358 = -1264765.416900 nChanged 5 SP:Iteration 50Q (3730.047194 sec): 3 clusters Score: Raw -1266606.881383 + Penalty 1839.988358 = -1264766.893025 nChanged 5 SP:Iteration 51Q (3730.119140 sec): 3 clusters Score: Raw -1266608.523696 + Penalty 1839.988358 = -1264768.535338 nChanged 5 SP:Iteration 52Q (3730.181347 sec): 3 clusters Score: Raw -1266610.007805 + Penalty 1839.988358 = -1264770.019447 nChanged 2 SP:Iteration 53Q (3730.248433 sec): 3 clusters Score: Raw -1266611.078812 + Penalty 1839.988358 = -1264771.090454 nChanged 4 SP:Iteration 54Q (3730.304824 sec): 3 clusters Score: Raw -1266612.251587 + Penalty 1839.988358 = -1264772.263229 nChanged 4 SP:Iteration 55Q (3730.380463 sec): 3 clusters Score: Raw -1266613.321645 + Penalty 1839.988358 = -1264773.333287 nChanged 1 SP:Iteration 56Q (3730.435116 sec): 3 clusters Score: Raw -1266613.641639 + Penalty 1839.988358 = -1264773.653281 nChanged 0 SP:Iteration 57F (3730.506105 sec): 3 clusters Score: Raw -1266613.641639 + Penalty 1839.988358 = -1264773.653281 nChanged 0 Trying to split cluster 32 (22338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3730.564655 sec): 2 clusters Score: Raw -1672321.230539 + Penalty 951.334232 = -1671369.896307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3730.641792 sec): 3 clusters Score: Raw -1658258.707653 + Penalty 1902.668463 = -1656356.039190 nChanged 10486 SP:Iteration 1F (3730.719789 sec): 3 clusters Score: Raw -1664318.899263 + Penalty 1902.668463 = -1662416.230800 nChanged 1320 SP:Iteration 2F (3730.791277 sec): 3 clusters Score: Raw -1664918.366789 + Penalty 1902.668463 = -1663015.698326 nChanged 1425 SP:Iteration 3F (3730.869966 sec): 3 clusters Score: Raw -1665607.800090 + Penalty 1902.668463 = -1663705.131627 nChanged 1454 SP:Iteration 4F (3730.944221 sec): 3 clusters Score: Raw -1666340.608202 + Penalty 1902.668463 = -1664437.939739 nChanged 1331 SP:Iteration 5F (3731.007929 sec): 3 clusters Score: Raw -1667005.997048 + Penalty 1902.668463 = -1665103.328585 nChanged 1241 SP:Iteration 6F (3731.094148 sec): 3 clusters Score: Raw -1667661.908946 + Penalty 1902.668463 = -1665759.240483 nChanged 1152 SP:Iteration 7F (3731.152741 sec): 3 clusters Score: Raw -1668346.822429 + Penalty 1902.668463 = -1666444.153966 nChanged 1109 SP:Iteration 8Q (3731.223622 sec): 3 clusters Score: Raw -1669103.871668 + Penalty 1902.668463 = -1667201.203205 nChanged 1069 SP:Iteration 9Q (3731.296192 sec): 3 clusters Score: Raw -1669888.682924 + Penalty 1902.668463 = -1667986.014461 nChanged 968 SP:Iteration 10Q (3731.368046 sec): 3 clusters Score: Raw -1670660.212568 + Penalty 1902.668463 = -1668757.544105 nChanged 786 SP:Iteration 11Q (3731.455083 sec): 3 clusters Score: Raw -1671310.689493 + Penalty 1902.668463 = -1669408.021030 nChanged 550 SP:Iteration 12Q (3731.532630 sec): 3 clusters Score: Raw -1671769.536283 + Penalty 1902.668463 = -1669866.867820 nChanged 332 SP:Iteration 13Q (3731.596677 sec): 3 clusters Score: Raw -1672042.716620 + Penalty 1902.668463 = -1670140.048157 nChanged 213 SP:Iteration 14Q (3731.668508 sec): 3 clusters Score: Raw -1672245.309240 + Penalty 1902.668463 = -1670342.640777 nChanged 146 SP:Iteration 15Q (3731.748675 sec): 3 clusters Score: Raw -1672406.788097 + Penalty 1902.668463 = -1670504.119634 nChanged 102 SP:Iteration 16Q (3731.813461 sec): 3 clusters Score: Raw -1672513.944389 + Penalty 1902.668463 = -1670611.275926 nChanged 80 SP:Iteration 17Q (3731.887450 sec): 3 clusters Score: Raw -1672566.095218 + Penalty 1902.668463 = -1670663.426755 nChanged 60 SP:Iteration 18Q (3731.957743 sec): 3 clusters Score: Raw -1672595.591571 + Penalty 1902.668463 = -1670692.923108 nChanged 46 SP:Iteration 19Q (3732.029133 sec): 3 clusters Score: Raw -1672625.295738 + Penalty 1902.668463 = -1670722.627275 nChanged 42 SP:Iteration 20F (3732.115890 sec): 3 clusters Score: Raw -1672654.634666 + Penalty 1902.668463 = -1670751.966203 nChanged 30 SP:Iteration 21Q (3732.179100 sec): 3 clusters Score: Raw -1672674.541989 + Penalty 1902.668463 = -1670771.873526 nChanged 23 SP:Iteration 22Q (3732.250084 sec): 3 clusters Score: Raw -1672682.818857 + Penalty 1902.668463 = -1670780.150394 nChanged 14 SP:Iteration 23Q (3732.322138 sec): 3 clusters Score: Raw -1672685.974189 + Penalty 1902.668463 = -1670783.305726 nChanged 6 SP:Iteration 24Q (3732.392993 sec): 3 clusters Score: Raw -1672687.867559 + Penalty 1902.668463 = -1670785.199096 nChanged 6 SP:Iteration 25Q (3732.464051 sec): 3 clusters Score: Raw -1672689.226561 + Penalty 1902.668463 = -1670786.558098 nChanged 2 SP:Iteration 26Q (3732.545485 sec): 3 clusters Score: Raw -1672689.976181 + Penalty 1902.668463 = -1670787.307718 nChanged 2 SP:Iteration 27Q (3732.609229 sec): 3 clusters Score: Raw -1672690.664441 + Penalty 1902.668463 = -1670787.995978 nChanged 4 SP:Iteration 28Q (3732.685157 sec): 3 clusters Score: Raw -1672693.012653 + Penalty 1902.668463 = -1670790.344189 nChanged 5 SP:Iteration 29Q (3732.757879 sec): 3 clusters Score: Raw -1672695.084722 + Penalty 1902.668463 = -1670792.416258 nChanged 6 SP:Iteration 30Q (3732.828748 sec): 3 clusters Score: Raw -1672697.071232 + Penalty 1902.668463 = -1670794.402769 nChanged 5 SP:Iteration 31Q (3732.900965 sec): 3 clusters Score: Raw -1672698.409343 + Penalty 1902.668463 = -1670795.740880 nChanged 2 SP:Iteration 32Q (3732.967620 sec): 3 clusters Score: Raw -1672699.065818 + Penalty 1902.668463 = -1670796.397355 nChanged 1 SP:Iteration 33Q (3732.999088 sec): 3 clusters Score: Raw -1672699.451262 + Penalty 1902.668463 = -1670796.782799 nChanged 2 SP:Iteration 34Q (3733.033963 sec): 3 clusters Score: Raw -1672699.817800 + Penalty 1902.668463 = -1670797.149337 nChanged 3 SP:Iteration 35Q (3733.068289 sec): 3 clusters Score: Raw -1672700.708893 + Penalty 1902.668463 = -1670798.040429 nChanged 1 SP:Iteration 36Q (3733.139877 sec): 3 clusters Score: Raw -1672700.922012 + Penalty 1902.668463 = -1670798.253549 nChanged 0 SP:Iteration 37F (3733.214373 sec): 3 clusters Score: Raw -1672700.922012 + Penalty 1902.668463 = -1670798.253549 nChanged 0 Trying to split cluster 33 (5011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3733.251922 sec): 2 clusters Score: Raw -297912.290322 + Penalty 809.342124 = -297102.948198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3733.307242 sec): 3 clusters Score: Raw -295185.010917 + Penalty 1618.684247 = -293566.326669 nChanged 2152 SP:Iteration 1F (3733.359675 sec): 3 clusters Score: Raw -296607.334403 + Penalty 1618.684247 = -294988.650156 nChanged 441 SP:Iteration 2F (3733.412244 sec): 3 clusters Score: Raw -296953.072976 + Penalty 1618.684247 = -295334.388728 nChanged 412 SP:Iteration 3F (3733.457573 sec): 3 clusters Score: Raw -297281.732353 + Penalty 1618.684247 = -295663.048106 nChanged 341 SP:Iteration 4F (3733.523940 sec): 3 clusters Score: Raw -297543.729239 + Penalty 1618.684247 = -295925.044992 nChanged 289 SP:Iteration 5F (3733.579600 sec): 3 clusters Score: Raw -297716.086525 + Penalty 1618.684247 = -296097.402278 nChanged 208 SP:Iteration 6Q (3733.634489 sec): 3 clusters Score: Raw -297825.914164 + Penalty 1618.684247 = -296207.229916 nChanged 140 SP:Iteration 7Q (3733.685252 sec): 3 clusters Score: Raw -297885.526873 + Penalty 1618.684247 = -296266.842626 nChanged 96 SP:Iteration 8Q (3733.737130 sec): 3 clusters Score: Raw -297916.147139 + Penalty 1618.684247 = -296297.462892 nChanged 65 SP:Iteration 9Q (3733.794571 sec): 3 clusters Score: Raw -297935.391047 + Penalty 1618.684247 = -296316.706800 nChanged 47 SP:Iteration 10Q (3733.846608 sec): 3 clusters Score: Raw -297951.752425 + Penalty 1618.684247 = -296333.068178 nChanged 38 SP:Iteration 11Q (3733.908068 sec): 3 clusters Score: Raw -297962.658798 + Penalty 1618.684247 = -296343.974550 nChanged 33 SP:Iteration 12Q (3733.950683 sec): 3 clusters Score: Raw -297971.367823 + Penalty 1618.684247 = -296352.683576 nChanged 25 SP:Iteration 13Q (3734.003484 sec): 3 clusters Score: Raw -297978.091510 + Penalty 1618.684247 = -296359.407263 nChanged 21 SP:Iteration 14Q (3734.051672 sec): 3 clusters Score: Raw -297983.338175 + Penalty 1618.684247 = -296364.653928 nChanged 20 SP:Iteration 15Q (3734.104055 sec): 3 clusters Score: Raw -297989.752824 + Penalty 1618.684247 = -296371.068576 nChanged 20 SP:Iteration 16Q (3734.162764 sec): 3 clusters Score: Raw -297994.502583 + Penalty 1618.684247 = -296375.818336 nChanged 17 SP:Iteration 17Q (3734.208741 sec): 3 clusters Score: Raw -297998.209594 + Penalty 1618.684247 = -296379.525347 nChanged 10 SP:Iteration 18Q (3734.259695 sec): 3 clusters Score: Raw -298000.818682 + Penalty 1618.684247 = -296382.134435 nChanged 10 SP:Iteration 19Q (3734.314575 sec): 3 clusters Score: Raw -298002.829304 + Penalty 1618.684247 = -296384.145056 nChanged 8 SP:Iteration 20F (3734.364579 sec): 3 clusters Score: Raw -298003.954868 + Penalty 1618.684247 = -296385.270620 nChanged 7 SP:Iteration 21Q (3734.429434 sec): 3 clusters Score: Raw -298004.954268 + Penalty 1618.684247 = -296386.270021 nChanged 7 SP:Iteration 22Q (3734.468187 sec): 3 clusters Score: Raw -298006.284828 + Penalty 1618.684247 = -296387.600581 nChanged 6 SP:Iteration 23Q (3734.525809 sec): 3 clusters Score: Raw -298007.747233 + Penalty 1618.684247 = -296389.062986 nChanged 9 SP:Iteration 24Q (3734.578141 sec): 3 clusters Score: Raw -298010.038968 + Penalty 1618.684247 = -296391.354721 nChanged 10 SP:Iteration 25Q (3734.634633 sec): 3 clusters Score: Raw -298011.840518 + Penalty 1618.684247 = -296393.156271 nChanged 13 SP:Iteration 26Q (3734.684351 sec): 3 clusters Score: Raw -298015.001901 + Penalty 1618.684247 = -296396.317653 nChanged 14 SP:Iteration 27Q (3734.738368 sec): 3 clusters Score: Raw -298017.413012 + Penalty 1618.684247 = -296398.728765 nChanged 10 SP:Iteration 28Q (3734.795876 sec): 3 clusters Score: Raw -298019.626282 + Penalty 1618.684247 = -296400.942035 nChanged 10 SP:Iteration 29Q (3734.851132 sec): 3 clusters Score: Raw -298021.932922 + Penalty 1618.684247 = -296403.248675 nChanged 5 SP:Iteration 30Q (3734.907873 sec): 3 clusters Score: Raw -298022.591651 + Penalty 1618.684247 = -296403.907403 nChanged 2 SP:Iteration 31Q (3734.951745 sec): 3 clusters Score: Raw -298022.842862 + Penalty 1618.684247 = -296404.158615 nChanged 2 SP:Iteration 32Q (3735.007494 sec): 3 clusters Score: Raw -298023.042252 + Penalty 1618.684247 = -296404.358004 nChanged 0 SP:Iteration 33F (3735.051935 sec): 3 clusters Score: Raw -298023.042252 + Penalty 1618.684247 = -296404.358004 nChanged 0 Trying to split cluster 34 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3735.089679 sec): 2 clusters Score: Raw -87869.539758 + Penalty 683.042606 = -87186.497152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3735.140531 sec): 3 clusters Score: Raw -87262.900161 + Penalty 1366.085212 = -85896.814949 nChanged 486 SP:Iteration 1F (3735.194175 sec): 3 clusters Score: Raw -87587.439133 + Penalty 1366.085212 = -86221.353921 nChanged 123 SP:Iteration 2F (3735.242454 sec): 3 clusters Score: Raw -87698.091447 + Penalty 1366.085212 = -86332.006234 nChanged 102 SP:Iteration 3F (3735.289015 sec): 3 clusters Score: Raw -87800.664977 + Penalty 1366.085212 = -86434.579765 nChanged 80 SP:Iteration 4F (3735.331754 sec): 3 clusters Score: Raw -87872.860392 + Penalty 1366.085212 = -86506.775179 nChanged 54 SP:Iteration 5Q (3735.387176 sec): 3 clusters Score: Raw -87924.066305 + Penalty 1366.085212 = -86557.981093 nChanged 56 SP:Iteration 6Q (3735.429666 sec): 3 clusters Score: Raw -88003.071945 + Penalty 1366.085212 = -86636.986733 nChanged 65 SP:Iteration 7Q (3735.471687 sec): 3 clusters Score: Raw -88101.430179 + Penalty 1366.085212 = -86735.344967 nChanged 58 SP:Iteration 8Q (3735.520132 sec): 3 clusters Score: Raw -88199.999489 + Penalty 1366.085212 = -86833.914276 nChanged 53 SP:Iteration 9Q (3735.564984 sec): 3 clusters Score: Raw -88274.421217 + Penalty 1366.085212 = -86908.336004 nChanged 38 SP:Iteration 10Q (3735.616455 sec): 3 clusters Score: Raw -88321.027508 + Penalty 1366.085212 = -86954.942296 nChanged 25 SP:Iteration 11Q (3735.667793 sec): 3 clusters Score: Raw -88356.673402 + Penalty 1366.085212 = -86990.588189 nChanged 22 SP:Iteration 12Q (3735.689442 sec): 3 clusters Score: Raw -88377.625069 + Penalty 1366.085212 = -87011.539857 nChanged 18 SP:Iteration 13Q (3735.694525 sec): 3 clusters Score: Raw -88392.413816 + Penalty 1366.085212 = -87026.328603 nChanged 12 SP:Iteration 14Q (3735.699584 sec): 3 clusters Score: Raw -88399.331112 + Penalty 1366.085212 = -87033.245900 nChanged 2 SP:Iteration 15Q (3735.704655 sec): 3 clusters Score: Raw -88400.579529 + Penalty 1366.085212 = -87034.494316 nChanged 5 SP:Iteration 16Q (3735.709695 sec): 3 clusters Score: Raw -88406.469304 + Penalty 1366.085212 = -87040.384092 nChanged 8 SP:Iteration 17Q (3735.714711 sec): 3 clusters Score: Raw -88413.935503 + Penalty 1366.085212 = -87047.850291 nChanged 7 SP:Iteration 18Q (3735.719781 sec): 3 clusters Score: Raw -88419.385030 + Penalty 1366.085212 = -87053.299818 nChanged 3 SP:Iteration 19Q (3735.724761 sec): 3 clusters Score: Raw -88421.127312 + Penalty 1366.085212 = -87055.042099 nChanged 3 SP:Iteration 20F (3735.729998 sec): 3 clusters Score: Raw -88423.726169 + Penalty 1366.085212 = -87057.640956 nChanged 3 SP:Iteration 21Q (3735.735004 sec): 3 clusters Score: Raw -88425.741957 + Penalty 1366.085212 = -87059.656744 nChanged 4 SP:Iteration 22Q (3735.745962 sec): 3 clusters Score: Raw -88427.744723 + Penalty 1366.085212 = -87061.659510 nChanged 1 SP:Iteration 23Q (3735.750995 sec): 3 clusters Score: Raw -88428.723705 + Penalty 1366.085212 = -87062.638493 nChanged 3 SP:Iteration 24Q (3735.755997 sec): 3 clusters Score: Raw -88431.411457 + Penalty 1366.085212 = -87065.326245 nChanged 3 SP:Iteration 25Q (3735.804518 sec): 3 clusters Score: Raw -88433.052027 + Penalty 1366.085212 = -87066.966815 nChanged 1 SP:Iteration 26Q (3735.865607 sec): 3 clusters Score: Raw -88433.717704 + Penalty 1366.085212 = -87067.632492 nChanged 0 SP:Iteration 27F (3735.913091 sec): 3 clusters Score: Raw -88433.717704 + Penalty 1366.085212 = -87067.632492 nChanged 0 Trying to split cluster 35 (10826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3735.951743 sec): 2 clusters Score: Raw -787902.669306 + Penalty 882.522063 = -787020.147243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3736.002640 sec): 3 clusters Score: Raw -781386.904945 + Penalty 1765.044126 = -779621.860818 nChanged 4922 SP:Iteration 1F (3736.063799 sec): 3 clusters Score: Raw -784410.740489 + Penalty 1765.044126 = -782645.696362 nChanged 771 SP:Iteration 2F (3736.124010 sec): 3 clusters Score: Raw -784938.475171 + Penalty 1765.044126 = -783173.431045 nChanged 848 SP:Iteration 3F (3736.183192 sec): 3 clusters Score: Raw -785598.980255 + Penalty 1765.044126 = -783833.936129 nChanged 817 SP:Iteration 4F (3736.249846 sec): 3 clusters Score: Raw -786191.297729 + Penalty 1765.044126 = -784426.253603 nChanged 655 SP:Iteration 5F (3736.313783 sec): 3 clusters Score: Raw -786639.709576 + Penalty 1765.044126 = -784874.665450 nChanged 503 SP:Iteration 6Q (3736.376247 sec): 3 clusters Score: Raw -786955.688429 + Penalty 1765.044126 = -785190.644303 nChanged 359 SP:Iteration 7Q (3736.428592 sec): 3 clusters Score: Raw -787184.661048 + Penalty 1765.044126 = -785419.616922 nChanged 289 SP:Iteration 8Q (3736.500278 sec): 3 clusters Score: Raw -787359.935465 + Penalty 1765.044126 = -785594.891339 nChanged 248 SP:Iteration 9Q (3736.555083 sec): 3 clusters Score: Raw -787502.262429 + Penalty 1765.044126 = -785737.218302 nChanged 187 SP:Iteration 10Q (3736.619438 sec): 3 clusters Score: Raw -787611.713884 + Penalty 1765.044126 = -785846.669758 nChanged 151 SP:Iteration 11Q (3736.663957 sec): 3 clusters Score: Raw -787679.094712 + Penalty 1765.044126 = -785914.050586 nChanged 119 SP:Iteration 12Q (3736.731962 sec): 3 clusters Score: Raw -787727.482871 + Penalty 1765.044126 = -785962.438744 nChanged 100 SP:Iteration 13Q (3736.791574 sec): 3 clusters Score: Raw -787771.786619 + Penalty 1765.044126 = -786006.742493 nChanged 99 SP:Iteration 14Q (3736.857694 sec): 3 clusters Score: Raw -787816.877846 + Penalty 1765.044126 = -786051.833720 nChanged 96 SP:Iteration 15Q (3736.914125 sec): 3 clusters Score: Raw -787860.489404 + Penalty 1765.044126 = -786095.445277 nChanged 99 SP:Iteration 16Q (3736.969119 sec): 3 clusters Score: Raw -787899.046822 + Penalty 1765.044126 = -786134.002696 nChanged 92 SP:Iteration 17Q (3737.010470 sec): 3 clusters Score: Raw -787935.960641 + Penalty 1765.044126 = -786170.916515 nChanged 89 SP:Iteration 18Q (3737.069467 sec): 3 clusters Score: Raw -787965.349935 + Penalty 1765.044126 = -786200.305809 nChanged 75 SP:Iteration 19Q (3737.123412 sec): 3 clusters Score: Raw -787986.285623 + Penalty 1765.044126 = -786221.241497 nChanged 62 SP:Iteration 20F (3737.177109 sec): 3 clusters Score: Raw -788004.720840 + Penalty 1765.044126 = -786239.676714 nChanged 58 SP:Iteration 21Q (3737.232383 sec): 3 clusters Score: Raw -788023.456686 + Penalty 1765.044126 = -786258.412559 nChanged 60 SP:Iteration 22Q (3737.286651 sec): 3 clusters Score: Raw -788041.372054 + Penalty 1765.044126 = -786276.327928 nChanged 54 SP:Iteration 23Q (3737.337462 sec): 3 clusters Score: Raw -788053.006945 + Penalty 1765.044126 = -786287.962819 nChanged 41 SP:Iteration 24Q (3737.384516 sec): 3 clusters Score: Raw -788062.083948 + Penalty 1765.044126 = -786297.039822 nChanged 44 SP:Iteration 25Q (3737.439525 sec): 3 clusters Score: Raw -788075.046712 + Penalty 1765.044126 = -786310.002586 nChanged 38 SP:Iteration 26Q (3737.486594 sec): 3 clusters Score: Raw -788086.498624 + Penalty 1765.044126 = -786321.454498 nChanged 36 SP:Iteration 27Q (3737.535753 sec): 3 clusters Score: Raw -788095.835576 + Penalty 1765.044126 = -786330.791450 nChanged 36 SP:Iteration 28Q (3737.589036 sec): 3 clusters Score: Raw -788106.248346 + Penalty 1765.044126 = -786341.204220 nChanged 40 SP:Iteration 29Q (3737.638510 sec): 3 clusters Score: Raw -788117.668071 + Penalty 1765.044126 = -786352.623945 nChanged 34 SP:Iteration 30Q (3737.682984 sec): 3 clusters Score: Raw -788125.792619 + Penalty 1765.044126 = -786360.748493 nChanged 35 SP:Iteration 31Q (3737.706413 sec): 3 clusters Score: Raw -788134.213614 + Penalty 1765.044126 = -786369.169488 nChanged 21 SP:Iteration 32Q (3737.760337 sec): 3 clusters Score: Raw -788137.323508 + Penalty 1765.044126 = -786372.279382 nChanged 12 SP:Iteration 33Q (3737.814051 sec): 3 clusters Score: Raw -788139.417176 + Penalty 1765.044126 = -786374.373050 nChanged 14 SP:Iteration 34Q (3737.876979 sec): 3 clusters Score: Raw -788142.152808 + Penalty 1765.044126 = -786377.108681 nChanged 15 SP:Iteration 35Q (3737.920854 sec): 3 clusters Score: Raw -788145.303420 + Penalty 1765.044126 = -786380.259293 nChanged 14 SP:Iteration 36Q (3737.983948 sec): 3 clusters Score: Raw -788148.402452 + Penalty 1765.044126 = -786383.358326 nChanged 14 SP:Iteration 37Q (3738.022916 sec): 3 clusters Score: Raw -788151.283470 + Penalty 1765.044126 = -786386.239344 nChanged 10 SP:Iteration 38Q (3738.064662 sec): 3 clusters Score: Raw -788153.346478 + Penalty 1765.044126 = -786388.302351 nChanged 13 SP:Iteration 39Q (3738.118746 sec): 3 clusters Score: Raw -788155.546348 + Penalty 1765.044126 = -786390.502222 nChanged 10 SP:Iteration 40F (3738.174032 sec): 3 clusters Score: Raw -788157.558108 + Penalty 1765.044126 = -786392.513981 nChanged 9 SP:Iteration 41Q (3738.213225 sec): 3 clusters Score: Raw -788158.868438 + Penalty 1765.044126 = -786393.824312 nChanged 9 SP:Iteration 42Q (3738.274349 sec): 3 clusters Score: Raw -788160.393084 + Penalty 1765.044126 = -786395.348958 nChanged 7 SP:Iteration 43Q (3738.324051 sec): 3 clusters Score: Raw -788161.464320 + Penalty 1765.044126 = -786396.420193 nChanged 2 SP:Iteration 44Q (3738.380476 sec): 3 clusters Score: Raw -788162.071766 + Penalty 1765.044126 = -786397.027639 nChanged 2 SP:Iteration 45Q (3738.426765 sec): 3 clusters Score: Raw -788162.530258 + Penalty 1765.044126 = -786397.486132 nChanged 2 SP:Iteration 46Q (3738.492002 sec): 3 clusters Score: Raw -788162.746766 + Penalty 1765.044126 = -786397.702640 nChanged 0 SP:Iteration 47F (3738.547934 sec): 3 clusters Score: Raw -788162.746766 + Penalty 1765.044126 = -786397.702640 nChanged 0 Trying to split cluster 36 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3738.564293 sec): 2 clusters Score: Raw -59026.398632 + Penalty 643.984565 = -58382.414067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3738.610984 sec): 3 clusters Score: Raw -58696.480303 + Penalty 1287.969131 = -57408.511172 nChanged 311 SP:Iteration 1F (3738.645529 sec): 3 clusters Score: Raw -58954.583209 + Penalty 1287.969131 = -57666.614079 nChanged 90 SP:Iteration 2F (3738.687720 sec): 3 clusters Score: Raw -59068.151601 + Penalty 1287.969131 = -57780.182471 nChanged 69 SP:Iteration 3F (3738.720538 sec): 3 clusters Score: Raw -59193.100618 + Penalty 1287.969131 = -57905.131487 nChanged 52 SP:Iteration 4F (3738.767158 sec): 3 clusters Score: Raw -59276.340864 + Penalty 1287.969131 = -57988.371733 nChanged 44 SP:Iteration 5F (3738.814265 sec): 3 clusters Score: Raw -59353.355603 + Penalty 1287.969131 = -58065.386472 nChanged 36 SP:Iteration 6Q (3738.852019 sec): 3 clusters Score: Raw -59436.206066 + Penalty 1287.969131 = -58148.236936 nChanged 36 SP:Iteration 7Q (3738.887039 sec): 3 clusters Score: Raw -59504.627277 + Penalty 1287.969131 = -58216.658146 nChanged 22 SP:Iteration 8Q (3738.938652 sec): 3 clusters Score: Raw -59549.660438 + Penalty 1287.969131 = -58261.691307 nChanged 17 SP:Iteration 9Q (3738.964304 sec): 3 clusters Score: Raw -59616.093916 + Penalty 1287.969131 = -58328.124785 nChanged 15 SP:Iteration 10Q (3738.996488 sec): 3 clusters Score: Raw -59658.961623 + Penalty 1287.969131 = -58370.992492 nChanged 11 SP:Iteration 11Q (3739.043395 sec): 3 clusters Score: Raw -59674.569496 + Penalty 1287.969131 = -58386.600365 nChanged 13 SP:Iteration 12Q (3739.080135 sec): 3 clusters Score: Raw -59692.920179 + Penalty 1287.969131 = -58404.951049 nChanged 9 SP:Iteration 13Q (3739.122652 sec): 3 clusters Score: Raw -59702.805677 + Penalty 1287.969131 = -58414.836546 nChanged 6 SP:Iteration 14Q (3739.153630 sec): 3 clusters Score: Raw -59720.873373 + Penalty 1287.969131 = -58432.904242 nChanged 7 SP:Iteration 15Q (3739.197973 sec): 3 clusters Score: Raw -59730.886449 + Penalty 1287.969131 = -58442.917318 nChanged 5 SP:Iteration 16Q (3739.239571 sec): 3 clusters Score: Raw -59733.508419 + Penalty 1287.969131 = -58445.539288 nChanged 2 SP:Iteration 17Q (3739.268527 sec): 3 clusters Score: Raw -59735.819262 + Penalty 1287.969131 = -58447.850132 nChanged 1 SP:Iteration 18Q (3739.308335 sec): 3 clusters Score: Raw -59736.281747 + Penalty 1287.969131 = -58448.312616 nChanged 1 SP:Iteration 19Q (3739.350284 sec): 3 clusters Score: Raw -59736.749422 + Penalty 1287.969131 = -58448.780291 nChanged 0 SP:Iteration 20F (3739.394926 sec): 3 clusters Score: Raw -59738.154377 + Penalty 1287.969131 = -58450.185247 nChanged 1 SP:Iteration 21Q (3739.428669 sec): 3 clusters Score: Raw -59742.353592 + Penalty 1287.969131 = -58454.384461 nChanged 3 SP:Iteration 22Q (3739.471278 sec): 3 clusters Score: Raw -59745.385216 + Penalty 1287.969131 = -58457.416086 nChanged 1 SP:Iteration 23Q (3739.510298 sec): 3 clusters Score: Raw -59746.055675 + Penalty 1287.969131 = -58458.086544 nChanged 1 SP:Iteration 24Q (3739.555548 sec): 3 clusters Score: Raw -59746.802538 + Penalty 1287.969131 = -58458.833407 nChanged 1 SP:Iteration 25Q (3739.599995 sec): 3 clusters Score: Raw -59747.477454 + Penalty 1287.969131 = -58459.508324 nChanged 2 SP:Iteration 26Q (3739.649581 sec): 3 clusters Score: Raw -59749.632752 + Penalty 1287.969131 = -58461.663621 nChanged 3 SP:Iteration 27Q (3739.693842 sec): 3 clusters Score: Raw -59751.226716 + Penalty 1287.969131 = -58463.257586 nChanged 1 SP:Iteration 28Q (3739.734246 sec): 3 clusters Score: Raw -59751.630572 + Penalty 1287.969131 = -58463.661442 nChanged 0 SP:Iteration 29F (3739.766500 sec): 3 clusters Score: Raw -59751.630572 + Penalty 1287.969131 = -58463.661442 nChanged 0 Score: Raw -45957481.885154 + Penalty 54623.503038 = -45902858.382115 Splitting cluster 36 changes total score from -45903403.374872 to -45902858.382115 So it's not getting split. Trying to split cluster 37 (11067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3753.294491 sec): 2 clusters Score: Raw -821621.537441 + Penalty 884.613684 = -820736.923757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3753.352753 sec): 3 clusters Score: Raw -814951.940076 + Penalty 1769.227367 = -813182.712709 nChanged 5046 SP:Iteration 1F (3753.405136 sec): 3 clusters Score: Raw -818048.179367 + Penalty 1769.227367 = -816278.952000 nChanged 728 SP:Iteration 2F (3753.466893 sec): 3 clusters Score: Raw -818569.015504 + Penalty 1769.227367 = -816799.788136 nChanged 689 SP:Iteration 3F (3753.528604 sec): 3 clusters Score: Raw -819061.568520 + Penalty 1769.227367 = -817292.341153 nChanged 729 SP:Iteration 4F (3753.583416 sec): 3 clusters Score: Raw -819620.885576 + Penalty 1769.227367 = -817851.658208 nChanged 824 SP:Iteration 5F (3753.657139 sec): 3 clusters Score: Raw -820352.463524 + Penalty 1769.227367 = -818583.236156 nChanged 777 SP:Iteration 6F (3753.707867 sec): 3 clusters Score: Raw -820997.319050 + Penalty 1769.227367 = -819228.091683 nChanged 640 SP:Iteration 7F (3753.776327 sec): 3 clusters Score: Raw -821429.139396 + Penalty 1769.227367 = -819659.912029 nChanged 406 SP:Iteration 8Q (3753.834446 sec): 3 clusters Score: Raw -821642.453939 + Penalty 1769.227367 = -819873.226572 nChanged 275 SP:Iteration 9Q (3753.892158 sec): 3 clusters Score: Raw -821768.039929 + Penalty 1769.227367 = -819998.812562 nChanged 207 SP:Iteration 10Q (3753.950842 sec): 3 clusters Score: Raw -821854.237687 + Penalty 1769.227367 = -820085.010319 nChanged 174 SP:Iteration 11Q (3754.011242 sec): 3 clusters Score: Raw -821933.335348 + Penalty 1769.227367 = -820164.107981 nChanged 145 SP:Iteration 12Q (3754.072093 sec): 3 clusters Score: Raw -822000.083196 + Penalty 1769.227367 = -820230.855829 nChanged 139 SP:Iteration 13Q (3754.143392 sec): 3 clusters Score: Raw -822056.971239 + Penalty 1769.227367 = -820287.743871 nChanged 123 SP:Iteration 14Q (3754.197231 sec): 3 clusters Score: Raw -822104.495460 + Penalty 1769.227367 = -820335.268092 nChanged 109 SP:Iteration 15Q (3754.258345 sec): 3 clusters Score: Raw -822146.068320 + Penalty 1769.227367 = -820376.840953 nChanged 96 SP:Iteration 16Q (3754.306651 sec): 3 clusters Score: Raw -822175.438819 + Penalty 1769.227367 = -820406.211452 nChanged 73 SP:Iteration 17Q (3754.368332 sec): 3 clusters Score: Raw -822193.793793 + Penalty 1769.227367 = -820424.566425 nChanged 67 SP:Iteration 18Q (3754.428813 sec): 3 clusters Score: Raw -822208.505365 + Penalty 1769.227367 = -820439.277997 nChanged 62 SP:Iteration 19Q (3754.492255 sec): 3 clusters Score: Raw -822220.960783 + Penalty 1769.227367 = -820451.733415 nChanged 51 SP:Iteration 20F (3754.555814 sec): 3 clusters Score: Raw -822229.593315 + Penalty 1769.227367 = -820460.365948 nChanged 42 SP:Iteration 21Q (3754.618248 sec): 3 clusters Score: Raw -822236.684780 + Penalty 1769.227367 = -820467.457413 nChanged 37 SP:Iteration 22Q (3754.678358 sec): 3 clusters Score: Raw -822242.730563 + Penalty 1769.227367 = -820473.503196 nChanged 32 SP:Iteration 23Q (3754.737194 sec): 3 clusters Score: Raw -822247.018948 + Penalty 1769.227367 = -820477.791581 nChanged 31 SP:Iteration 24Q (3754.797760 sec): 3 clusters Score: Raw -822250.551771 + Penalty 1769.227367 = -820481.324404 nChanged 27 SP:Iteration 25Q (3754.858724 sec): 3 clusters Score: Raw -822253.542552 + Penalty 1769.227367 = -820484.315185 nChanged 26 SP:Iteration 26Q (3754.919028 sec): 3 clusters Score: Raw -822256.486418 + Penalty 1769.227367 = -820487.259050 nChanged 20 SP:Iteration 27Q (3754.979660 sec): 3 clusters Score: Raw -822258.244085 + Penalty 1769.227367 = -820489.016718 nChanged 13 SP:Iteration 28Q (3755.042741 sec): 3 clusters Score: Raw -822259.384943 + Penalty 1769.227367 = -820490.157576 nChanged 9 SP:Iteration 29Q (3755.110440 sec): 3 clusters Score: Raw -822259.884043 + Penalty 1769.227367 = -820490.656676 nChanged 8 SP:Iteration 30Q (3755.166452 sec): 3 clusters Score: Raw -822260.432193 + Penalty 1769.227367 = -820491.204826 nChanged 5 SP:Iteration 31Q (3755.223232 sec): 3 clusters Score: Raw -822261.000474 + Penalty 1769.227367 = -820491.773107 nChanged 9 SP:Iteration 32Q (3755.295841 sec): 3 clusters Score: Raw -822261.731702 + Penalty 1769.227367 = -820492.504335 nChanged 10 SP:Iteration 33Q (3755.348179 sec): 3 clusters Score: Raw -822262.358512 + Penalty 1769.227367 = -820493.131145 nChanged 9 SP:Iteration 34Q (3755.414990 sec): 3 clusters Score: Raw -822262.977659 + Penalty 1769.227367 = -820493.750291 nChanged 6 SP:Iteration 35Q (3755.468896 sec): 3 clusters Score: Raw -822263.313832 + Penalty 1769.227367 = -820494.086465 nChanged 3 SP:Iteration 36Q (3755.531829 sec): 3 clusters Score: Raw -822263.490869 + Penalty 1769.227367 = -820494.263501 nChanged 1 SP:Iteration 37Q (3755.595611 sec): 3 clusters Score: Raw -822263.585226 + Penalty 1769.227367 = -820494.357859 nChanged 1 SP:Iteration 38Q (3755.658976 sec): 3 clusters Score: Raw -822263.691518 + Penalty 1769.227367 = -820494.464151 nChanged 2 SP:Iteration 39Q (3755.720303 sec): 3 clusters Score: Raw -822263.780251 + Penalty 1769.227367 = -820494.552884 nChanged 2 SP:Iteration 40F (3755.784611 sec): 3 clusters Score: Raw -822263.858065 + Penalty 1769.227367 = -820494.630697 nChanged 0 Trying to split cluster 38 (7764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3755.818337 sec): 2 clusters Score: Raw -546157.027382 + Penalty 850.939030 = -545306.088352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3755.871392 sec): 3 clusters Score: Raw -541618.460547 + Penalty 1701.878059 = -539916.582488 nChanged 3422 SP:Iteration 1F (3755.936745 sec): 3 clusters Score: Raw -543458.336332 + Penalty 1701.878059 = -541756.458273 nChanged 488 SP:Iteration 2F (3755.990081 sec): 3 clusters Score: Raw -543699.749327 + Penalty 1701.878059 = -541997.871268 nChanged 484 SP:Iteration 3F (3756.051930 sec): 3 clusters Score: Raw -543978.066088 + Penalty 1701.878059 = -542276.188028 nChanged 473 SP:Iteration 4F (3756.109575 sec): 3 clusters Score: Raw -544286.145640 + Penalty 1701.878059 = -542584.267580 nChanged 503 SP:Iteration 5F (3756.164564 sec): 3 clusters Score: Raw -544622.264053 + Penalty 1701.878059 = -542920.385994 nChanged 460 SP:Iteration 6F (3756.223922 sec): 3 clusters Score: Raw -544944.397887 + Penalty 1701.878059 = -543242.519828 nChanged 431 SP:Iteration 7F (3756.284564 sec): 3 clusters Score: Raw -545231.274470 + Penalty 1701.878059 = -543529.396411 nChanged 363 SP:Iteration 8Q (3756.331653 sec): 3 clusters Score: Raw -545457.051497 + Penalty 1701.878059 = -543755.173437 nChanged 304 SP:Iteration 9Q (3756.397661 sec): 3 clusters Score: Raw -545619.374164 + Penalty 1701.878059 = -543917.496105 nChanged 253 SP:Iteration 10Q (3756.452398 sec): 3 clusters Score: Raw -545763.580016 + Penalty 1701.878059 = -544061.701956 nChanged 249 SP:Iteration 11Q (3756.501038 sec): 3 clusters Score: Raw -545915.084623 + Penalty 1701.878059 = -544213.206563 nChanged 226 SP:Iteration 12Q (3756.567169 sec): 3 clusters Score: Raw -546019.759523 + Penalty 1701.878059 = -544317.881464 nChanged 175 SP:Iteration 13Q (3756.615358 sec): 3 clusters Score: Raw -546099.978453 + Penalty 1701.878059 = -544398.100393 nChanged 172 SP:Iteration 14Q (3756.668720 sec): 3 clusters Score: Raw -546172.910471 + Penalty 1701.878059 = -544471.032412 nChanged 135 SP:Iteration 15Q (3756.720862 sec): 3 clusters Score: Raw -546223.509129 + Penalty 1701.878059 = -544521.631070 nChanged 122 SP:Iteration 16Q (3756.787168 sec): 3 clusters Score: Raw -546266.712523 + Penalty 1701.878059 = -544564.834464 nChanged 97 SP:Iteration 17Q (3756.826780 sec): 3 clusters Score: Raw -546298.932543 + Penalty 1701.878059 = -544597.054483 nChanged 95 SP:Iteration 18Q (3756.887669 sec): 3 clusters Score: Raw -546329.312289 + Penalty 1701.878059 = -544627.434230 nChanged 89 SP:Iteration 19Q (3756.946536 sec): 3 clusters Score: Raw -546355.799775 + Penalty 1701.878059 = -544653.921716 nChanged 68 SP:Iteration 20F (3756.994540 sec): 3 clusters Score: Raw -546378.335160 + Penalty 1701.878059 = -544676.457100 nChanged 85 SP:Iteration 21Q (3757.052106 sec): 3 clusters Score: Raw -546408.459858 + Penalty 1701.878059 = -544706.581799 nChanged 71 SP:Iteration 22Q (3757.117144 sec): 3 clusters Score: Raw -546430.721093 + Penalty 1701.878059 = -544728.843034 nChanged 74 SP:Iteration 23Q (3757.164323 sec): 3 clusters Score: Raw -546454.139830 + Penalty 1701.878059 = -544752.261771 nChanged 75 SP:Iteration 24Q (3757.215426 sec): 3 clusters Score: Raw -546473.942785 + Penalty 1701.878059 = -544772.064726 nChanged 56 SP:Iteration 25Q (3757.249863 sec): 3 clusters Score: Raw -546488.955173 + Penalty 1701.878059 = -544787.077114 nChanged 45 SP:Iteration 26Q (3757.314337 sec): 3 clusters Score: Raw -546499.623889 + Penalty 1701.878059 = -544797.745830 nChanged 38 SP:Iteration 27Q (3757.359440 sec): 3 clusters Score: Raw -546509.170288 + Penalty 1701.878059 = -544807.292229 nChanged 27 SP:Iteration 28Q (3757.413711 sec): 3 clusters Score: Raw -546514.940350 + Penalty 1701.878059 = -544813.062291 nChanged 24 SP:Iteration 29Q (3757.469159 sec): 3 clusters Score: Raw -546521.099297 + Penalty 1701.878059 = -544819.221237 nChanged 27 SP:Iteration 30Q (3757.536374 sec): 3 clusters Score: Raw -546527.532097 + Penalty 1701.878059 = -544825.654038 nChanged 25 SP:Iteration 31Q (3757.593150 sec): 3 clusters Score: Raw -546534.927067 + Penalty 1701.878059 = -544833.049008 nChanged 26 SP:Iteration 32Q (3757.650402 sec): 3 clusters Score: Raw -546541.899810 + Penalty 1701.878059 = -544840.021751 nChanged 25 SP:Iteration 33Q (3757.703675 sec): 3 clusters Score: Raw -546549.922022 + Penalty 1701.878059 = -544848.043963 nChanged 18 SP:Iteration 34Q (3757.751544 sec): 3 clusters Score: Raw -546552.988027 + Penalty 1701.878059 = -544851.109968 nChanged 14 SP:Iteration 35Q (3757.821295 sec): 3 clusters Score: Raw -546555.941231 + Penalty 1701.878059 = -544854.063171 nChanged 11 SP:Iteration 36Q (3757.866105 sec): 3 clusters Score: Raw -546558.275013 + Penalty 1701.878059 = -544856.396954 nChanged 8 SP:Iteration 37Q (3757.930265 sec): 3 clusters Score: Raw -546560.394099 + Penalty 1701.878059 = -544858.516039 nChanged 9 SP:Iteration 38Q (3757.989620 sec): 3 clusters Score: Raw -546562.689192 + Penalty 1701.878059 = -544860.811133 nChanged 9 SP:Iteration 39Q (3758.035392 sec): 3 clusters Score: Raw -546564.055488 + Penalty 1701.878059 = -544862.177428 nChanged 6 SP:Iteration 40F (3758.094116 sec): 3 clusters Score: Raw -546565.925596 + Penalty 1701.878059 = -544864.047537 nChanged 9 SP:Iteration 41Q (3758.162954 sec): 3 clusters Score: Raw -546568.135668 + Penalty 1701.878059 = -544866.257609 nChanged 13 SP:Iteration 42Q (3758.217264 sec): 3 clusters Score: Raw -546571.292810 + Penalty 1701.878059 = -544869.414750 nChanged 14 SP:Iteration 43Q (3758.226750 sec): 3 clusters Score: Raw -546575.451587 + Penalty 1701.878059 = -544873.573527 nChanged 13 SP:Iteration 44Q (3758.275903 sec): 3 clusters Score: Raw -546579.532930 + Penalty 1701.878059 = -544877.654871 nChanged 15 SP:Iteration 45Q (3758.329601 sec): 3 clusters Score: Raw -546582.933647 + Penalty 1701.878059 = -544881.055588 nChanged 11 SP:Iteration 46Q (3758.374422 sec): 3 clusters Score: Raw -546585.532425 + Penalty 1701.878059 = -544883.654366 nChanged 13 SP:Iteration 47Q (3758.424202 sec): 3 clusters Score: Raw -546588.032860 + Penalty 1701.878059 = -544886.154800 nChanged 10 SP:Iteration 48Q (3758.470202 sec): 3 clusters Score: Raw -546590.356271 + Penalty 1701.878059 = -544888.478211 nChanged 8 SP:Iteration 49Q (3758.514660 sec): 3 clusters Score: Raw -546591.809682 + Penalty 1701.878059 = -544889.931622 nChanged 6 SP:Iteration 50Q (3758.560673 sec): 3 clusters Score: Raw -546593.400497 + Penalty 1701.878059 = -544891.522438 nChanged 5 SP:Iteration 51Q (3758.601888 sec): 3 clusters Score: Raw -546594.057605 + Penalty 1701.878059 = -544892.179546 nChanged 1 SP:Iteration 52Q (3758.648874 sec): 3 clusters Score: Raw -546594.182930 + Penalty 1701.878059 = -544892.304871 nChanged 0 SP:Iteration 53F (3758.692360 sec): 3 clusters Score: Raw -546594.182930 + Penalty 1701.878059 = -544892.304871 nChanged 0 Trying to split cluster 39 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3758.716944 sec): 2 clusters Score: Raw -176586.068475 + Penalty 733.780442 = -175852.288033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3758.757173 sec): 3 clusters Score: Raw -175500.794811 + Penalty 1467.560885 = -174033.233926 nChanged 898 SP:Iteration 1F (3758.784015 sec): 3 clusters Score: Raw -175997.362217 + Penalty 1467.560885 = -174529.801332 nChanged 133 SP:Iteration 2F (3758.819825 sec): 3 clusters Score: Raw -176069.215931 + Penalty 1467.560885 = -174601.655046 nChanged 104 SP:Iteration 3Q (3758.866103 sec): 3 clusters Score: Raw -176127.056185 + Penalty 1467.560885 = -174659.495300 nChanged 103 SP:Iteration 4Q (3758.898888 sec): 3 clusters Score: Raw -176216.173711 + Penalty 1467.560885 = -174748.612826 nChanged 119 SP:Iteration 5F (3758.936428 sec): 3 clusters Score: Raw -176343.993654 + Penalty 1467.560885 = -174876.432769 nChanged 145 SP:Iteration 6F (3758.976588 sec): 3 clusters Score: Raw -176496.364472 + Penalty 1467.560885 = -175028.803587 nChanged 146 SP:Iteration 7F (3759.015386 sec): 3 clusters Score: Raw -176623.257789 + Penalty 1467.560885 = -175155.696904 nChanged 116 SP:Iteration 8F (3759.055227 sec): 3 clusters Score: Raw -176730.933702 + Penalty 1467.560885 = -175263.372818 nChanged 99 SP:Iteration 9Q (3759.090283 sec): 3 clusters Score: Raw -176804.723357 + Penalty 1467.560885 = -175337.162472 nChanged 80 SP:Iteration 10Q (3759.125999 sec): 3 clusters Score: Raw -176860.956765 + Penalty 1467.560885 = -175393.395881 nChanged 50 SP:Iteration 11Q (3759.178138 sec): 3 clusters Score: Raw -176899.521095 + Penalty 1467.560885 = -175431.960210 nChanged 38 SP:Iteration 12Q (3759.214340 sec): 3 clusters Score: Raw -176927.241642 + Penalty 1467.560885 = -175459.680757 nChanged 22 SP:Iteration 13Q (3759.246544 sec): 3 clusters Score: Raw -176937.363184 + Penalty 1467.560885 = -175469.802299 nChanged 16 SP:Iteration 14Q (3759.297904 sec): 3 clusters Score: Raw -176946.017962 + Penalty 1467.560885 = -175478.457077 nChanged 20 SP:Iteration 15Q (3759.340722 sec): 3 clusters Score: Raw -176956.151084 + Penalty 1467.560885 = -175488.590199 nChanged 8 SP:Iteration 16Q (3759.392392 sec): 3 clusters Score: Raw -176960.492288 + Penalty 1467.560885 = -175492.931403 nChanged 10 SP:Iteration 17Q (3759.422485 sec): 3 clusters Score: Raw -176964.732742 + Penalty 1467.560885 = -175497.171857 nChanged 2 SP:Iteration 18Q (3759.471908 sec): 3 clusters Score: Raw -176966.227222 + Penalty 1467.560885 = -175498.666337 nChanged 1 SP:Iteration 19Q (3759.517542 sec): 3 clusters Score: Raw -176966.492502 + Penalty 1467.560885 = -175498.931617 nChanged 0 SP:Iteration 20F (3759.559871 sec): 3 clusters Score: Raw -176966.492502 + Penalty 1467.560885 = -175498.931617 nChanged 0 Trying to split cluster 40 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3759.577258 sec): 2 clusters Score: Raw -53036.078796 + Penalty 664.249161 = -52371.829636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3759.626870 sec): 3 clusters Score: Raw -52671.829443 + Penalty 1328.498321 = -51343.331122 nChanged 403 SP:Iteration 1F (3759.663542 sec): 3 clusters Score: Raw -53176.050633 + Penalty 1328.498321 = -51847.552312 nChanged 139 SP:Iteration 2F (3759.691983 sec): 3 clusters Score: Raw -53432.210324 + Penalty 1328.498321 = -52103.712003 nChanged 84 SP:Iteration 3F (3759.743900 sec): 3 clusters Score: Raw -53589.274287 + Penalty 1328.498321 = -52260.775966 nChanged 51 SP:Iteration 4Q (3759.782228 sec): 3 clusters Score: Raw -53678.868927 + Penalty 1328.498321 = -52350.370606 nChanged 41 SP:Iteration 5Q (3759.824698 sec): 3 clusters Score: Raw -53722.120085 + Penalty 1328.498321 = -52393.621763 nChanged 19 SP:Iteration 6Q (3759.869207 sec): 3 clusters Score: Raw -53746.708272 + Penalty 1328.498321 = -52418.209951 nChanged 10 SP:Iteration 7Q (3759.905979 sec): 3 clusters Score: Raw -53756.856905 + Penalty 1328.498321 = -52428.358584 nChanged 11 SP:Iteration 8Q (3759.953524 sec): 3 clusters Score: Raw -53765.015804 + Penalty 1328.498321 = -52436.517483 nChanged 4 SP:Iteration 9Q (3760.001849 sec): 3 clusters Score: Raw -53768.052083 + Penalty 1328.498321 = -52439.553762 nChanged 3 SP:Iteration 10Q (3760.034377 sec): 3 clusters Score: Raw -53769.674740 + Penalty 1328.498321 = -52441.176418 nChanged 0 SP:Iteration 11F (3760.081564 sec): 3 clusters Score: Raw -53769.674740 + Penalty 1328.498321 = -52441.176418 nChanged 0 Score: Raw -45957490.249157 + Penalty 54623.503038 = -45902866.746119 Splitting cluster 40 changes total score from -45903403.374872 to -45902866.746119 So it's not getting split. Trying to split cluster 41 (148006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3774.041241 sec): 2 clusters Score: Raw -11520249.712906 + Penalty 1130.975769 = -11519118.737137 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3774.263117 sec): 3 clusters Score: Raw -11421939.746523 + Penalty 2261.951538 = -11419677.794986 nChanged 71770 SP:Iteration 1F (3774.464408 sec): 3 clusters Score: Raw -11465087.479359 + Penalty 2261.951538 = -11462825.527822 nChanged 5760 SP:Iteration 2Q (3774.698063 sec): 3 clusters Score: Raw -11466978.389669 + Penalty 2261.951538 = -11464716.438131 nChanged 6693 SP:Iteration 3Q (3774.933087 sec): 3 clusters Score: Raw -11469747.244725 + Penalty 2261.951538 = -11467485.293188 nChanged 7905 SP:Iteration 4F (3775.136492 sec): 3 clusters Score: Raw -11473761.449124 + Penalty 2261.951538 = -11471499.497586 nChanged 8883 SP:Iteration 5F (3775.343237 sec): 3 clusters Score: Raw -11479301.334417 + Penalty 2261.951538 = -11477039.382880 nChanged 9619 SP:Iteration 6F (3775.559834 sec): 3 clusters Score: Raw -11486047.035217 + Penalty 2261.951538 = -11483785.083679 nChanged 9312 SP:Iteration 7F (3775.768935 sec): 3 clusters Score: Raw -11492636.835688 + Penalty 2261.951538 = -11490374.884150 nChanged 7586 SP:Iteration 8F (3775.976135 sec): 3 clusters Score: Raw -11496575.044230 + Penalty 2261.951538 = -11494313.092693 nChanged 4998 SP:Iteration 9Q (3776.193786 sec): 3 clusters Score: Raw -11498244.958537 + Penalty 2261.951538 = -11495983.006999 nChanged 3119 SP:Iteration 10Q (3776.422598 sec): 3 clusters Score: Raw -11499055.368465 + Penalty 2261.951538 = -11496793.416927 nChanged 2285 SP:Iteration 11Q (3776.641883 sec): 3 clusters Score: Raw -11499585.993729 + Penalty 2261.951538 = -11497324.042191 nChanged 2008 SP:Iteration 12Q (3776.854202 sec): 3 clusters Score: Raw -11500063.098176 + Penalty 2261.951538 = -11497801.146638 nChanged 1993 SP:Iteration 13Q (3777.083397 sec): 3 clusters Score: Raw -11500553.429966 + Penalty 2261.951538 = -11498291.478429 nChanged 1966 SP:Iteration 14Q (3777.283794 sec): 3 clusters Score: Raw -11501019.938223 + Penalty 2261.951538 = -11498757.986686 nChanged 1959 SP:Iteration 15Q (3777.510294 sec): 3 clusters Score: Raw -11501500.351603 + Penalty 2261.951538 = -11499238.400065 nChanged 1972 SP:Iteration 16Q (3777.724755 sec): 3 clusters Score: Raw -11501983.265759 + Penalty 2261.951538 = -11499721.314221 nChanged 1956 SP:Iteration 17Q (3777.948877 sec): 3 clusters Score: Raw -11502469.725507 + Penalty 2261.951538 = -11500207.773970 nChanged 1895 SP:Iteration 18Q (3778.155510 sec): 3 clusters Score: Raw -11502944.475420 + Penalty 2261.951538 = -11500682.523882 nChanged 1843 SP:Iteration 19Q (3778.352714 sec): 3 clusters Score: Raw -11503386.247762 + Penalty 2261.951538 = -11501124.296225 nChanged 1802 SP:Iteration 20F (3778.546740 sec): 3 clusters Score: Raw -11503803.175059 + Penalty 2261.951538 = -11501541.223522 nChanged 1718 SP:Iteration 21Q (3778.744126 sec): 3 clusters Score: Raw -11504190.664505 + Penalty 2261.951538 = -11501928.712968 nChanged 1733 SP:Iteration 22Q (3778.975969 sec): 3 clusters Score: Raw -11504581.221351 + Penalty 2261.951538 = -11502319.269813 nChanged 1653 SP:Iteration 23Q (3779.164828 sec): 3 clusters Score: Raw -11504943.800191 + Penalty 2261.951538 = -11502681.848654 nChanged 1639 SP:Iteration 24Q (3779.352952 sec): 3 clusters Score: Raw -11505311.316483 + Penalty 2261.951538 = -11503049.364945 nChanged 1769 SP:Iteration 25Q (3779.562677 sec): 3 clusters Score: Raw -11505725.842894 + Penalty 2261.951538 = -11503463.891356 nChanged 1833 SP:Iteration 26Q (3779.751166 sec): 3 clusters Score: Raw -11506166.196405 + Penalty 2261.951538 = -11503904.244867 nChanged 1896 SP:Iteration 27Q (3779.953940 sec): 3 clusters Score: Raw -11506630.414420 + Penalty 2261.951538 = -11504368.462882 nChanged 1875 SP:Iteration 28Q (3780.171971 sec): 3 clusters Score: Raw -11507104.270460 + Penalty 2261.951538 = -11504842.318923 nChanged 1836 SP:Iteration 29Q (3780.356689 sec): 3 clusters Score: Raw -11507592.757890 + Penalty 2261.951538 = -11505330.806353 nChanged 1959 SP:Iteration 30Q (3780.554957 sec): 3 clusters Score: Raw -11508130.049081 + Penalty 2261.951538 = -11505868.097543 nChanged 1958 SP:Iteration 31Q (3780.772865 sec): 3 clusters Score: Raw -11508668.264174 + Penalty 2261.951538 = -11506406.312637 nChanged 1854 SP:Iteration 32Q (3780.982337 sec): 3 clusters Score: Raw -11509171.301159 + Penalty 2261.951538 = -11506909.349621 nChanged 1822 SP:Iteration 33Q (3781.181715 sec): 3 clusters Score: Raw -11509681.715314 + Penalty 2261.951538 = -11507419.763776 nChanged 1818 SP:Iteration 34Q (3781.372510 sec): 3 clusters Score: Raw -11510205.944360 + Penalty 2261.951538 = -11507943.992822 nChanged 1844 SP:Iteration 35Q (3781.588220 sec): 3 clusters Score: Raw -11510766.543166 + Penalty 2261.951538 = -11508504.591628 nChanged 1861 SP:Iteration 36Q (3781.788992 sec): 3 clusters Score: Raw -11511354.476321 + Penalty 2261.951538 = -11509092.524784 nChanged 1822 SP:Iteration 37Q (3781.988702 sec): 3 clusters Score: Raw -11511959.401539 + Penalty 2261.951538 = -11509697.450002 nChanged 1757 SP:Iteration 38Q (3782.165811 sec): 3 clusters Score: Raw -11512562.577867 + Penalty 2261.951538 = -11510300.626329 nChanged 1734 SP:Iteration 39Q (3782.363215 sec): 3 clusters Score: Raw -11513200.309057 + Penalty 2261.951538 = -11510938.357520 nChanged 1733 SP:Iteration 40F (3782.591698 sec): 3 clusters Score: Raw -11513880.890613 + Penalty 2261.951538 = -11511618.939076 nChanged 1739 SP:Iteration 41Q (3782.792660 sec): 3 clusters Score: Raw -11514619.147099 + Penalty 2261.951538 = -11512357.195561 nChanged 1710 SP:Iteration 42Q (3782.996812 sec): 3 clusters Score: Raw -11515376.877930 + Penalty 2261.951538 = -11513114.926393 nChanged 1576 SP:Iteration 43Q (3783.191517 sec): 3 clusters Score: Raw -11516094.559324 + Penalty 2261.951538 = -11513832.607786 nChanged 1435 SP:Iteration 44Q (3783.396975 sec): 3 clusters Score: Raw -11516750.243518 + Penalty 2261.951538 = -11514488.291981 nChanged 1333 SP:Iteration 45Q (3783.589414 sec): 3 clusters Score: Raw -11517396.194597 + Penalty 2261.951538 = -11515134.243059 nChanged 1195 SP:Iteration 46Q (3783.791474 sec): 3 clusters Score: Raw -11517982.196201 + Penalty 2261.951538 = -11515720.244664 nChanged 1035 SP:Iteration 47Q (3784.004722 sec): 3 clusters Score: Raw -11518490.181813 + Penalty 2261.951538 = -11516228.230275 nChanged 849 SP:Iteration 48Q (3784.200860 sec): 3 clusters Score: Raw -11518909.651908 + Penalty 2261.951538 = -11516647.700371 nChanged 698 SP:Iteration 49Q (3784.396755 sec): 3 clusters Score: Raw -11519243.172004 + Penalty 2261.951538 = -11516981.220467 nChanged 529 SP:Iteration 50Q (3784.593326 sec): 3 clusters Score: Raw -11519486.083727 + Penalty 2261.951538 = -11517224.132190 nChanged 427 SP:Iteration 51Q (3784.793914 sec): 3 clusters Score: Raw -11519683.746020 + Penalty 2261.951538 = -11517421.794483 nChanged 343 SP:Iteration 52Q (3784.962913 sec): 3 clusters Score: Raw -11519835.131000 + Penalty 2261.951538 = -11517573.179462 nChanged 278 SP:Iteration 53Q (3785.147778 sec): 3 clusters Score: Raw -11519953.905643 + Penalty 2261.951538 = -11517691.954106 nChanged 207 SP:Iteration 54Q (3785.326450 sec): 3 clusters Score: Raw -11520050.181849 + Penalty 2261.951538 = -11517788.230312 nChanged 182 SP:Iteration 55Q (3785.505732 sec): 3 clusters Score: Raw -11520128.751146 + Penalty 2261.951538 = -11517866.799609 nChanged 137 SP:Iteration 56Q (3785.684422 sec): 3 clusters Score: Raw -11520190.539276 + Penalty 2261.951538 = -11517928.587738 nChanged 123 SP:Iteration 57Q (3785.863340 sec): 3 clusters Score: Raw -11520241.332095 + Penalty 2261.951538 = -11517979.380557 nChanged 86 SP:Iteration 58Q (3786.028356 sec): 3 clusters Score: Raw -11520278.886661 + Penalty 2261.951538 = -11518016.935123 nChanged 75 SP:Iteration 59Q (3786.226272 sec): 3 clusters Score: Raw -11520305.447265 + Penalty 2261.951538 = -11518043.495728 nChanged 51 SP:Iteration 60F (3786.451801 sec): 3 clusters Score: Raw -11520323.291567 + Penalty 2261.951538 = -11518061.340030 nChanged 40 SP:Iteration 61Q (3786.637383 sec): 3 clusters Score: Raw -11520343.291725 + Penalty 2261.951538 = -11518081.340188 nChanged 39 SP:Iteration 62Q (3786.826837 sec): 3 clusters Score: Raw -11520360.654852 + Penalty 2261.951538 = -11518098.703314 nChanged 32 SP:Iteration 63Q (3787.014003 sec): 3 clusters Score: Raw -11520373.373473 + Penalty 2261.951538 = -11518111.421936 nChanged 22 SP:Iteration 64Q (3787.203479 sec): 3 clusters Score: Raw -11520384.636926 + Penalty 2261.951538 = -11518122.685388 nChanged 34 SP:Iteration 65Q (3787.398431 sec): 3 clusters Score: Raw -11520404.944009 + Penalty 2261.951538 = -11518142.992471 nChanged 43 SP:Iteration 66Q (3787.589231 sec): 3 clusters Score: Raw -11520425.946805 + Penalty 2261.951538 = -11518163.995267 nChanged 33 SP:Iteration 67Q (3787.779797 sec): 3 clusters Score: Raw -11520443.140894 + Penalty 2261.951538 = -11518181.189356 nChanged 29 SP:Iteration 68Q (3787.967702 sec): 3 clusters Score: Raw -11520455.692190 + Penalty 2261.951538 = -11518193.740653 nChanged 18 SP:Iteration 69Q (3788.161319 sec): 3 clusters Score: Raw -11520464.271831 + Penalty 2261.951538 = -11518202.320294 nChanged 18 SP:Iteration 70Q (3788.355766 sec): 3 clusters Score: Raw -11520473.854440 + Penalty 2261.951538 = -11518211.902902 nChanged 21 SP:Iteration 71Q (3788.544358 sec): 3 clusters Score: Raw -11520482.554268 + Penalty 2261.951538 = -11518220.602730 nChanged 19 SP:Iteration 72Q (3788.736781 sec): 3 clusters Score: Raw -11520493.513414 + Penalty 2261.951538 = -11518231.561876 nChanged 11 SP:Iteration 73Q (3788.924194 sec): 3 clusters Score: Raw -11520498.348512 + Penalty 2261.951538 = -11518236.396974 nChanged 12 SP:Iteration 74Q (3789.115487 sec): 3 clusters Score: Raw -11520505.308216 + Penalty 2261.951538 = -11518243.356678 nChanged 8 SP:Iteration 75Q (3789.301225 sec): 3 clusters Score: Raw -11520509.127930 + Penalty 2261.951538 = -11518247.176392 nChanged 6 SP:Iteration 76Q (3789.474636 sec): 3 clusters Score: Raw -11520511.515343 + Penalty 2261.951538 = -11518249.563805 nChanged 3 SP:Iteration 77Q (3789.649085 sec): 3 clusters Score: Raw -11520512.604135 + Penalty 2261.951538 = -11518250.652597 nChanged 2 SP:Iteration 78Q (3789.835269 sec): 3 clusters Score: Raw -11520513.453758 + Penalty 2261.951538 = -11518251.502220 nChanged 1 SP:Iteration 79Q (3790.042781 sec): 3 clusters Score: Raw -11520513.667244 + Penalty 2261.951538 = -11518251.715707 nChanged 3 SP:Iteration 80F (3790.270855 sec): 3 clusters Score: Raw -11520514.567498 + Penalty 2261.951538 = -11518252.615961 nChanged 3 SP:Iteration 81Q (3790.431826 sec): 3 clusters Score: Raw -11520515.555209 + Penalty 2261.951538 = -11518253.603672 nChanged 1 SP:Iteration 82Q (3790.621635 sec): 3 clusters Score: Raw -11520515.662180 + Penalty 2261.951538 = -11518253.710643 nChanged 0 SP:Iteration 83F (3790.841728 sec): 3 clusters Score: Raw -11520515.662180 + Penalty 2261.951538 = -11518253.710643 nChanged 0 Trying to split cluster 42 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3790.880996 sec): 2 clusters Score: Raw -225430.620016 + Penalty 768.646429 = -224661.973587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3790.920806 sec): 3 clusters Score: Raw -223741.618558 + Penalty 1537.292858 = -222204.325700 nChanged 1355 SP:Iteration 1F (3790.969835 sec): 3 clusters Score: Raw -224447.225690 + Penalty 1537.292858 = -222909.932832 nChanged 253 SP:Iteration 2F (3791.020778 sec): 3 clusters Score: Raw -224606.479590 + Penalty 1537.292858 = -223069.186732 nChanged 203 SP:Iteration 3F (3791.074051 sec): 3 clusters Score: Raw -224755.158862 + Penalty 1537.292858 = -223217.866004 nChanged 189 SP:Iteration 4F (3791.125213 sec): 3 clusters Score: Raw -224870.806158 + Penalty 1537.292858 = -223333.513300 nChanged 160 SP:Iteration 5Q (3791.168105 sec): 3 clusters Score: Raw -224963.389909 + Penalty 1537.292858 = -223426.097051 nChanged 123 SP:Iteration 6Q (3791.181448 sec): 3 clusters Score: Raw -225028.080243 + Penalty 1537.292858 = -223490.787385 nChanged 113 SP:Iteration 7Q (3791.193264 sec): 3 clusters Score: Raw -225088.186998 + Penalty 1537.292858 = -223550.894140 nChanged 106 SP:Iteration 8Q (3791.205049 sec): 3 clusters Score: Raw -225146.792029 + Penalty 1537.292858 = -223609.499171 nChanged 89 SP:Iteration 9Q (3791.216712 sec): 3 clusters Score: Raw -225197.938463 + Penalty 1537.292858 = -223660.645605 nChanged 91 SP:Iteration 10Q (3791.228372 sec): 3 clusters Score: Raw -225251.957002 + Penalty 1537.292858 = -223714.664144 nChanged 75 SP:Iteration 11Q (3791.240135 sec): 3 clusters Score: Raw -225285.228073 + Penalty 1537.292858 = -223747.935215 nChanged 54 SP:Iteration 12Q (3791.251864 sec): 3 clusters Score: Raw -225301.844087 + Penalty 1537.292858 = -223764.551229 nChanged 35 SP:Iteration 13Q (3791.263482 sec): 3 clusters Score: Raw -225311.864033 + Penalty 1537.292858 = -223774.571175 nChanged 23 SP:Iteration 14Q (3791.311367 sec): 3 clusters Score: Raw -225316.786199 + Penalty 1537.292858 = -223779.493341 nChanged 14 SP:Iteration 15Q (3791.355306 sec): 3 clusters Score: Raw -225320.625071 + Penalty 1537.292858 = -223783.332213 nChanged 11 SP:Iteration 16Q (3791.405424 sec): 3 clusters Score: Raw -225323.251173 + Penalty 1537.292858 = -223785.958315 nChanged 6 SP:Iteration 17Q (3791.458460 sec): 3 clusters Score: Raw -225324.258918 + Penalty 1537.292858 = -223786.966060 nChanged 6 SP:Iteration 18Q (3791.511302 sec): 3 clusters Score: Raw -225325.743474 + Penalty 1537.292858 = -223788.450616 nChanged 8 SP:Iteration 19Q (3791.563226 sec): 3 clusters Score: Raw -225327.335020 + Penalty 1537.292858 = -223790.042162 nChanged 7 SP:Iteration 20F (3791.610985 sec): 3 clusters Score: Raw -225328.917364 + Penalty 1537.292858 = -223791.624506 nChanged 6 SP:Iteration 21Q (3791.658858 sec): 3 clusters Score: Raw -225330.670100 + Penalty 1537.292858 = -223793.377242 nChanged 7 SP:Iteration 22Q (3791.710720 sec): 3 clusters Score: Raw -225332.411776 + Penalty 1537.292858 = -223795.118918 nChanged 11 SP:Iteration 23Q (3791.750395 sec): 3 clusters Score: Raw -225334.888271 + Penalty 1537.292858 = -223797.595413 nChanged 11 SP:Iteration 24Q (3791.802519 sec): 3 clusters Score: Raw -225338.139280 + Penalty 1537.292858 = -223800.846422 nChanged 11 SP:Iteration 25Q (3791.845601 sec): 3 clusters Score: Raw -225341.144098 + Penalty 1537.292858 = -223803.851240 nChanged 12 SP:Iteration 26Q (3791.897973 sec): 3 clusters Score: Raw -225344.115535 + Penalty 1537.292858 = -223806.822677 nChanged 13 SP:Iteration 27Q (3791.947587 sec): 3 clusters Score: Raw -225347.560395 + Penalty 1537.292858 = -223810.267537 nChanged 13 SP:Iteration 28Q (3791.997038 sec): 3 clusters Score: Raw -225350.263699 + Penalty 1537.292858 = -223812.970841 nChanged 12 SP:Iteration 29Q (3792.039356 sec): 3 clusters Score: Raw -225352.780413 + Penalty 1537.292858 = -223815.487555 nChanged 9 SP:Iteration 30Q (3792.082578 sec): 3 clusters Score: Raw -225355.289157 + Penalty 1537.292858 = -223817.996299 nChanged 4 SP:Iteration 31Q (3792.135338 sec): 3 clusters Score: Raw -225356.678873 + Penalty 1537.292858 = -223819.386015 nChanged 5 SP:Iteration 32Q (3792.188053 sec): 3 clusters Score: Raw -225357.274406 + Penalty 1537.292858 = -223819.981548 nChanged 5 SP:Iteration 33Q (3792.238452 sec): 3 clusters Score: Raw -225358.066094 + Penalty 1537.292858 = -223820.773236 nChanged 2 SP:Iteration 34Q (3792.285892 sec): 3 clusters Score: Raw -225358.436456 + Penalty 1537.292858 = -223821.143598 nChanged 4 SP:Iteration 35Q (3792.347711 sec): 3 clusters Score: Raw -225358.925461 + Penalty 1537.292858 = -223821.632603 nChanged 7 SP:Iteration 36Q (3792.388277 sec): 3 clusters Score: Raw -225360.790429 + Penalty 1537.292858 = -223823.497571 nChanged 8 SP:Iteration 37Q (3792.435544 sec): 3 clusters Score: Raw -225362.862092 + Penalty 1537.292858 = -223825.569234 nChanged 5 SP:Iteration 38Q (3792.480147 sec): 3 clusters Score: Raw -225363.733187 + Penalty 1537.292858 = -223826.440329 nChanged 4 SP:Iteration 39Q (3792.531334 sec): 3 clusters Score: Raw -225364.410778 + Penalty 1537.292858 = -223827.117920 nChanged 2 SP:Iteration 40F (3792.577631 sec): 3 clusters Score: Raw -225364.955554 + Penalty 1537.292858 = -223827.662696 nChanged 2 SP:Iteration 41Q (3792.629080 sec): 3 clusters Score: Raw -225365.179251 + Penalty 1537.292858 = -223827.886393 nChanged 0 SP:Iteration 42F (3792.673640 sec): 3 clusters Score: Raw -225365.179251 + Penalty 1537.292858 = -223827.886393 nChanged 0 Iteration 339Q (3798.947082 sec): 43 clusters Score: Raw -45956756.669434 + Penalty 53353.189014 = -45903403.480420 nChanged 9 Iteration 340F (3812.204679 sec): 43 clusters Score: Raw -45956756.772508 + Penalty 53353.189014 = -45903403.583494 nChanged 6 Iteration 341Q (3818.938249 sec): 43 clusters Score: Raw -45956756.912453 + Penalty 53353.189014 = -45903403.723439 nChanged 8 Iteration 342Q (3825.629946 sec): 43 clusters Score: Raw -45956757.233502 + Penalty 53353.189014 = -45903404.044488 nChanged 7 Iteration 343Q (3832.370295 sec): 43 clusters Score: Raw -45956757.360380 + Penalty 53353.189014 = -45903404.171366 nChanged 6 Iteration 344Q (3839.140215 sec): 43 clusters Score: Raw -45956757.721395 + Penalty 53353.189014 = -45903404.532381 nChanged 4 Iteration 345Q (3845.808935 sec): 43 clusters Score: Raw -45956757.814294 + Penalty 53353.189014 = -45903404.625280 nChanged 2 Iteration 346Q (3852.350585 sec): 43 clusters Score: Raw -45956757.843093 + Penalty 53353.189014 = -45903404.654079 nChanged 0 Iteration 347F (3865.745373 sec): 43 clusters Score: Raw -45956757.843093 + Penalty 53353.189014 = -45903404.654079 nChanged 0 Compute initial score before splitting: Score: Raw -45956757.843093 + Penalty 53353.189014 = -45903404.654079 Trying to split cluster 1 (13970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.852742 sec): 2 clusters Score: Raw -1094245.774252 + Penalty 906.743408 = -1093339.030844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.931179 sec): 3 clusters Score: Raw -1085736.205004 + Penalty 1813.486816 = -1083922.718188 nChanged 6352 SP:Iteration 1F (3865.985634 sec): 3 clusters Score: Raw -1089177.475055 + Penalty 1813.486816 = -1087363.988239 nChanged 681 SP:Iteration 2Q (3866.046972 sec): 3 clusters Score: Raw -1089435.432936 + Penalty 1813.486816 = -1087621.946120 nChanged 678 SP:Iteration 3Q (3866.113242 sec): 3 clusters Score: Raw -1089717.598361 + Penalty 1813.486816 = -1087904.111545 nChanged 688 SP:Iteration 4Q (3866.178309 sec): 3 clusters Score: Raw -1090045.414582 + Penalty 1813.486816 = -1088231.927767 nChanged 722 SP:Iteration 5F (3866.252966 sec): 3 clusters Score: Raw -1090458.748255 + Penalty 1813.486816 = -1088645.261439 nChanged 816 SP:Iteration 6F (3866.308261 sec): 3 clusters Score: Raw -1090987.243782 + Penalty 1813.486816 = -1089173.756966 nChanged 833 SP:Iteration 7F (3866.380255 sec): 3 clusters Score: Raw -1091593.589275 + Penalty 1813.486816 = -1089780.102459 nChanged 857 SP:Iteration 8F (3866.438309 sec): 3 clusters Score: Raw -1092220.884101 + Penalty 1813.486816 = -1090407.397285 nChanged 772 SP:Iteration 9F (3866.507646 sec): 3 clusters Score: Raw -1092713.120998 + Penalty 1813.486816 = -1090899.634182 nChanged 631 SP:Iteration 10Q (3866.557796 sec): 3 clusters Score: Raw -1093025.624566 + Penalty 1813.486816 = -1091212.137750 nChanged 472 SP:Iteration 11Q (3866.624321 sec): 3 clusters Score: Raw -1093201.402677 + Penalty 1813.486816 = -1091387.915861 nChanged 332 SP:Iteration 12Q (3866.694773 sec): 3 clusters Score: Raw -1093301.822300 + Penalty 1813.486816 = -1091488.335484 nChanged 234 SP:Iteration 13Q (3866.761321 sec): 3 clusters Score: Raw -1093356.428031 + Penalty 1813.486816 = -1091542.941215 nChanged 163 SP:Iteration 14Q (3866.821611 sec): 3 clusters Score: Raw -1093389.379370 + Penalty 1813.486816 = -1091575.892554 nChanged 159 SP:Iteration 15Q (3866.880781 sec): 3 clusters Score: Raw -1093425.468694 + Penalty 1813.486816 = -1091611.981878 nChanged 157 SP:Iteration 16Q (3866.950701 sec): 3 clusters Score: Raw -1093459.970644 + Penalty 1813.486816 = -1091646.483829 nChanged 137 SP:Iteration 17Q (3867.014292 sec): 3 clusters Score: Raw -1093489.975074 + Penalty 1813.486816 = -1091676.488259 nChanged 125 SP:Iteration 18Q (3867.088441 sec): 3 clusters Score: Raw -1093515.322637 + Penalty 1813.486816 = -1091701.835821 nChanged 122 SP:Iteration 19Q (3867.141938 sec): 3 clusters Score: Raw -1093537.454363 + Penalty 1813.486816 = -1091723.967547 nChanged 106 SP:Iteration 20F (3867.208808 sec): 3 clusters Score: Raw -1093559.374897 + Penalty 1813.486816 = -1091745.888081 nChanged 115 SP:Iteration 21Q (3867.275747 sec): 3 clusters Score: Raw -1093585.473104 + Penalty 1813.486816 = -1091771.986289 nChanged 129 SP:Iteration 22Q (3867.341158 sec): 3 clusters Score: Raw -1093612.417573 + Penalty 1813.486816 = -1091798.930757 nChanged 125 SP:Iteration 23Q (3867.406296 sec): 3 clusters Score: Raw -1093638.434060 + Penalty 1813.486816 = -1091824.947244 nChanged 131 SP:Iteration 24Q (3867.471186 sec): 3 clusters Score: Raw -1093664.430177 + Penalty 1813.486816 = -1091850.943361 nChanged 112 SP:Iteration 25Q (3867.544777 sec): 3 clusters Score: Raw -1093685.861427 + Penalty 1813.486816 = -1091872.374611 nChanged 113 SP:Iteration 26Q (3867.600822 sec): 3 clusters Score: Raw -1093707.214566 + Penalty 1813.486816 = -1091893.727750 nChanged 97 SP:Iteration 27Q (3867.664866 sec): 3 clusters Score: Raw -1093724.942852 + Penalty 1813.486816 = -1091911.456036 nChanged 98 SP:Iteration 28Q (3867.727267 sec): 3 clusters Score: Raw -1093743.436544 + Penalty 1813.486816 = -1091929.949728 nChanged 119 SP:Iteration 29Q (3867.791468 sec): 3 clusters Score: Raw -1093770.021041 + Penalty 1813.486816 = -1091956.534225 nChanged 115 SP:Iteration 30Q (3867.853616 sec): 3 clusters Score: Raw -1093794.314548 + Penalty 1813.486816 = -1091980.827732 nChanged 117 SP:Iteration 31Q (3867.908405 sec): 3 clusters Score: Raw -1093816.838034 + Penalty 1813.486816 = -1092003.351218 nChanged 106 SP:Iteration 32Q (3867.980656 sec): 3 clusters Score: Raw -1093839.889473 + Penalty 1813.486816 = -1092026.402657 nChanged 116 SP:Iteration 33Q (3868.044609 sec): 3 clusters Score: Raw -1093865.002706 + Penalty 1813.486816 = -1092051.515890 nChanged 124 SP:Iteration 34Q (3868.094729 sec): 3 clusters Score: Raw -1093890.718064 + Penalty 1813.486816 = -1092077.231248 nChanged 115 SP:Iteration 35Q (3868.159295 sec): 3 clusters Score: Raw -1093916.958304 + Penalty 1813.486816 = -1092103.471488 nChanged 120 SP:Iteration 36Q (3868.223128 sec): 3 clusters Score: Raw -1093943.275276 + Penalty 1813.486816 = -1092129.788460 nChanged 115 SP:Iteration 37Q (3868.286326 sec): 3 clusters Score: Raw -1093968.904543 + Penalty 1813.486816 = -1092155.417727 nChanged 117 SP:Iteration 38Q (3868.350199 sec): 3 clusters Score: Raw -1093993.065248 + Penalty 1813.486816 = -1092179.578432 nChanged 115 SP:Iteration 39Q (3868.411536 sec): 3 clusters Score: Raw -1094014.555400 + Penalty 1813.486816 = -1092201.068584 nChanged 100 SP:Iteration 40F (3868.469211 sec): 3 clusters Score: Raw -1094036.005091 + Penalty 1813.486816 = -1092222.518275 nChanged 117 SP:Iteration 41Q (3868.524088 sec): 3 clusters Score: Raw -1094063.279960 + Penalty 1813.486816 = -1092249.793144 nChanged 111 SP:Iteration 42Q (3868.597931 sec): 3 clusters Score: Raw -1094090.493978 + Penalty 1813.486816 = -1092277.007162 nChanged 101 SP:Iteration 43Q (3868.651417 sec): 3 clusters Score: Raw -1094113.774458 + Penalty 1813.486816 = -1092300.287642 nChanged 110 SP:Iteration 44Q (3868.715124 sec): 3 clusters Score: Raw -1094139.353523 + Penalty 1813.486816 = -1092325.866707 nChanged 107 SP:Iteration 45Q (3868.778447 sec): 3 clusters Score: Raw -1094165.174509 + Penalty 1813.486816 = -1092351.687693 nChanged 95 SP:Iteration 46Q (3868.832675 sec): 3 clusters Score: Raw -1094188.917474 + Penalty 1813.486816 = -1092375.430658 nChanged 101 SP:Iteration 47Q (3868.896299 sec): 3 clusters Score: Raw -1094211.929679 + Penalty 1813.486816 = -1092398.442863 nChanged 101 SP:Iteration 48Q (3868.960047 sec): 3 clusters Score: Raw -1094236.874881 + Penalty 1813.486816 = -1092423.388065 nChanged 102 SP:Iteration 49Q (3869.021982 sec): 3 clusters Score: Raw -1094259.229710 + Penalty 1813.486816 = -1092445.742894 nChanged 91 SP:Iteration 50Q (3869.094525 sec): 3 clusters Score: Raw -1094280.973315 + Penalty 1813.486816 = -1092467.486499 nChanged 87 SP:Iteration 51Q (3869.147025 sec): 3 clusters Score: Raw -1094301.543280 + Penalty 1813.486816 = -1092488.056464 nChanged 86 SP:Iteration 52Q (3869.210511 sec): 3 clusters Score: Raw -1094322.154981 + Penalty 1813.486816 = -1092508.668166 nChanged 84 SP:Iteration 53Q (3869.271673 sec): 3 clusters Score: Raw -1094341.486998 + Penalty 1813.486816 = -1092528.000182 nChanged 84 SP:Iteration 54Q (3869.331277 sec): 3 clusters Score: Raw -1094361.423599 + Penalty 1813.486816 = -1092547.936783 nChanged 79 SP:Iteration 55Q (3869.392471 sec): 3 clusters Score: Raw -1094378.719779 + Penalty 1813.486816 = -1092565.232963 nChanged 65 SP:Iteration 56Q (3869.462809 sec): 3 clusters Score: Raw -1094393.087857 + Penalty 1813.486816 = -1092579.601041 nChanged 60 SP:Iteration 57Q (3869.525695 sec): 3 clusters Score: Raw -1094405.297932 + Penalty 1813.486816 = -1092591.811116 nChanged 55 SP:Iteration 58Q (3869.583146 sec): 3 clusters Score: Raw -1094416.620352 + Penalty 1813.486816 = -1092603.133536 nChanged 52 SP:Iteration 59Q (3869.642955 sec): 3 clusters Score: Raw -1094426.977979 + Penalty 1813.486816 = -1092613.491163 nChanged 55 SP:Iteration 60F (3869.691542 sec): 3 clusters Score: Raw -1094438.572196 + Penalty 1813.486816 = -1092625.085380 nChanged 62 SP:Iteration 61Q (3869.752292 sec): 3 clusters Score: Raw -1094454.508448 + Penalty 1813.486816 = -1092641.021632 nChanged 71 SP:Iteration 62Q (3869.815164 sec): 3 clusters Score: Raw -1094472.125521 + Penalty 1813.486816 = -1092658.638705 nChanged 73 SP:Iteration 63Q (3869.885612 sec): 3 clusters Score: Raw -1094489.159101 + Penalty 1813.486816 = -1092675.672285 nChanged 60 SP:Iteration 64Q (3869.944588 sec): 3 clusters Score: Raw -1094505.260363 + Penalty 1813.486816 = -1092691.773547 nChanged 66 SP:Iteration 65Q (3869.999061 sec): 3 clusters Score: Raw -1094524.136260 + Penalty 1813.486816 = -1092710.649444 nChanged 50 SP:Iteration 66Q (3870.058092 sec): 3 clusters Score: Raw -1094535.202330 + Penalty 1813.486816 = -1092721.715514 nChanged 40 SP:Iteration 67Q (3870.128632 sec): 3 clusters Score: Raw -1094543.859852 + Penalty 1813.486816 = -1092730.373036 nChanged 44 SP:Iteration 68Q (3870.192195 sec): 3 clusters Score: Raw -1094556.410160 + Penalty 1813.486816 = -1092742.923344 nChanged 45 SP:Iteration 69Q (3870.241740 sec): 3 clusters Score: Raw -1094566.008122 + Penalty 1813.486816 = -1092752.521306 nChanged 37 SP:Iteration 70Q (3870.304344 sec): 3 clusters Score: Raw -1094573.767292 + Penalty 1813.486816 = -1092760.280476 nChanged 45 SP:Iteration 71Q (3870.362996 sec): 3 clusters Score: Raw -1094583.097019 + Penalty 1813.486816 = -1092769.610203 nChanged 39 SP:Iteration 72Q (3870.418740 sec): 3 clusters Score: Raw -1094592.860566 + Penalty 1813.486816 = -1092779.373750 nChanged 38 SP:Iteration 73Q (3870.484653 sec): 3 clusters Score: Raw -1094602.491588 + Penalty 1813.486816 = -1092789.004772 nChanged 34 SP:Iteration 74Q (3870.533838 sec): 3 clusters Score: Raw -1094611.349274 + Penalty 1813.486816 = -1092797.862458 nChanged 35 SP:Iteration 75Q (3870.606994 sec): 3 clusters Score: Raw -1094619.552342 + Penalty 1813.486816 = -1092806.065526 nChanged 34 SP:Iteration 76Q (3870.659340 sec): 3 clusters Score: Raw -1094628.267005 + Penalty 1813.486816 = -1092814.780189 nChanged 39 SP:Iteration 77Q (3870.720741 sec): 3 clusters Score: Raw -1094640.693917 + Penalty 1813.486816 = -1092827.207101 nChanged 47 SP:Iteration 78Q (3870.783739 sec): 3 clusters Score: Raw -1094657.250367 + Penalty 1813.486816 = -1092843.763551 nChanged 45 SP:Iteration 79Q (3870.845257 sec): 3 clusters Score: Raw -1094670.312766 + Penalty 1813.486816 = -1092856.825950 nChanged 41 SP:Iteration 80F (3870.912147 sec): 3 clusters Score: Raw -1094682.813627 + Penalty 1813.486816 = -1092869.326812 nChanged 33 SP:Iteration 81Q (3870.972250 sec): 3 clusters Score: Raw -1094695.365157 + Penalty 1813.486816 = -1092881.878341 nChanged 33 SP:Iteration 82Q (3871.032882 sec): 3 clusters Score: Raw -1094705.436872 + Penalty 1813.486816 = -1092891.950056 nChanged 25 SP:Iteration 83Q (3871.093929 sec): 3 clusters Score: Raw -1094714.633820 + Penalty 1813.486816 = -1092901.147005 nChanged 23 SP:Iteration 84Q (3871.152685 sec): 3 clusters Score: Raw -1094721.462459 + Penalty 1813.486816 = -1092907.975643 nChanged 25 SP:Iteration 85Q (3871.201056 sec): 3 clusters Score: Raw -1094727.234060 + Penalty 1813.486816 = -1092913.747244 nChanged 16 SP:Iteration 86Q (3871.271210 sec): 3 clusters Score: Raw -1094729.813751 + Penalty 1813.486816 = -1092916.326936 nChanged 7 SP:Iteration 87Q (3871.320746 sec): 3 clusters Score: Raw -1094730.854432 + Penalty 1813.486816 = -1092917.367616 nChanged 4 SP:Iteration 88Q (3871.385107 sec): 3 clusters Score: Raw -1094731.492449 + Penalty 1813.486816 = -1092918.005633 nChanged 7 SP:Iteration 89Q (3871.441504 sec): 3 clusters Score: Raw -1094733.567044 + Penalty 1813.486816 = -1092920.080228 nChanged 8 SP:Iteration 90Q (3871.484613 sec): 3 clusters Score: Raw -1094735.354725 + Penalty 1813.486816 = -1092921.867910 nChanged 13 SP:Iteration 91Q (3871.540022 sec): 3 clusters Score: Raw -1094737.485970 + Penalty 1813.486816 = -1092923.999154 nChanged 6 SP:Iteration 92Q (3871.609277 sec): 3 clusters Score: Raw -1094738.686864 + Penalty 1813.486816 = -1092925.200048 nChanged 10 SP:Iteration 93Q (3871.668360 sec): 3 clusters Score: Raw -1094741.738022 + Penalty 1813.486816 = -1092928.251206 nChanged 14 SP:Iteration 94Q (3871.730350 sec): 3 clusters Score: Raw -1094746.000265 + Penalty 1813.486816 = -1092932.513449 nChanged 13 SP:Iteration 95Q (3871.792371 sec): 3 clusters Score: Raw -1094748.772504 + Penalty 1813.486816 = -1092935.285688 nChanged 4 SP:Iteration 96Q (3871.852001 sec): 3 clusters Score: Raw -1094749.340837 + Penalty 1813.486816 = -1092935.854021 nChanged 6 SP:Iteration 97Q (3871.910777 sec): 3 clusters Score: Raw -1094750.235416 + Penalty 1813.486816 = -1092936.748600 nChanged 4 SP:Iteration 98Q (3871.927013 sec): 3 clusters Score: Raw -1094750.959264 + Penalty 1813.486816 = -1092937.472448 nChanged 2 SP:Iteration 99Q (3871.953430 sec): 3 clusters Score: Raw -1094751.342595 + Penalty 1813.486816 = -1092937.855779 nChanged 2 SP:Iteration 100F (3871.997437 sec): 3 clusters Score: Raw -1094751.437200 + Penalty 1813.486816 = -1092937.950384 nChanged 0 Trying to split cluster 2 (816 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.009132 sec): 2 clusters Score: Raw -58159.225282 + Penalty 636.919364 = -57522.305918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.012970 sec): 3 clusters Score: Raw -57866.582231 + Penalty 1273.838727 = -56592.743503 nChanged 261 SP:Iteration 1F (3872.016465 sec): 3 clusters Score: Raw -58064.670622 + Penalty 1273.838727 = -56790.831895 nChanged 62 SP:Iteration 2F (3872.019965 sec): 3 clusters Score: Raw -58128.067449 + Penalty 1273.838727 = -56854.228721 nChanged 44 SP:Iteration 3F (3872.023368 sec): 3 clusters Score: Raw -58166.189307 + Penalty 1273.838727 = -56892.350579 nChanged 27 SP:Iteration 4Q (3872.026849 sec): 3 clusters Score: Raw -58187.419951 + Penalty 1273.838727 = -56913.581223 nChanged 19 SP:Iteration 5Q (3872.030296 sec): 3 clusters Score: Raw -58200.893858 + Penalty 1273.838727 = -56927.055131 nChanged 11 SP:Iteration 6Q (3872.033733 sec): 3 clusters Score: Raw -58208.103481 + Penalty 1273.838727 = -56934.264754 nChanged 6 SP:Iteration 7Q (3872.037165 sec): 3 clusters Score: Raw -58212.983312 + Penalty 1273.838727 = -56939.144584 nChanged 8 SP:Iteration 8Q (3872.040644 sec): 3 clusters Score: Raw -58218.249264 + Penalty 1273.838727 = -56944.410537 nChanged 5 SP:Iteration 9Q (3872.044087 sec): 3 clusters Score: Raw -58222.036104 + Penalty 1273.838727 = -56948.197376 nChanged 4 SP:Iteration 10Q (3872.047481 sec): 3 clusters Score: Raw -58225.931432 + Penalty 1273.838727 = -56952.092704 nChanged 9 SP:Iteration 11Q (3872.050920 sec): 3 clusters Score: Raw -58238.294392 + Penalty 1273.838727 = -56964.455664 nChanged 11 SP:Iteration 12Q (3872.054402 sec): 3 clusters Score: Raw -58252.915893 + Penalty 1273.838727 = -56979.077165 nChanged 14 SP:Iteration 13Q (3872.058574 sec): 3 clusters Score: Raw -58277.531532 + Penalty 1273.838727 = -57003.692804 nChanged 26 SP:Iteration 14Q (3872.062022 sec): 3 clusters Score: Raw -58337.520556 + Penalty 1273.838727 = -57063.681829 nChanged 29 SP:Iteration 15Q (3872.065433 sec): 3 clusters Score: Raw -58513.222665 + Penalty 1273.838727 = -57239.383938 nChanged 28 SP:Iteration 16Q (3872.068799 sec): 3 clusters Score: Raw -58577.835705 + Penalty 1273.838727 = -57303.996977 nChanged 28 SP:Iteration 17Q (3872.072151 sec): 3 clusters Score: Raw -58619.674436 + Penalty 1273.838727 = -57345.835709 nChanged 22 SP:Iteration 18Q (3872.075554 sec): 3 clusters Score: Raw -58647.815159 + Penalty 1273.838727 = -57373.976432 nChanged 21 SP:Iteration 19Q (3872.078911 sec): 3 clusters Score: Raw -58676.745961 + Penalty 1273.838727 = -57402.907234 nChanged 16 SP:Iteration 20F (3872.082312 sec): 3 clusters Score: Raw -58693.991654 + Penalty 1273.838727 = -57420.152926 nChanged 9 SP:Iteration 21Q (3872.095800 sec): 3 clusters Score: Raw -58700.562102 + Penalty 1273.838727 = -57426.723375 nChanged 4 SP:Iteration 22Q (3872.099216 sec): 3 clusters Score: Raw -58702.539531 + Penalty 1273.838727 = -57428.700803 nChanged 2 SP:Iteration 23Q (3872.102586 sec): 3 clusters Score: Raw -58703.803709 + Penalty 1273.838727 = -57429.964982 nChanged 2 SP:Iteration 24Q (3872.106022 sec): 3 clusters Score: Raw -58705.211559 + Penalty 1273.838727 = -57431.372831 nChanged 2 SP:Iteration 25Q (3872.109434 sec): 3 clusters Score: Raw -58706.635227 + Penalty 1273.838727 = -57432.796500 nChanged 0 SP:Iteration 26F (3872.112881 sec): 3 clusters Score: Raw -58706.635227 + Penalty 1273.838727 = -57432.796500 nChanged 0 Trying to split cluster 3 (9207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.135941 sec): 2 clusters Score: Raw -591164.688888 + Penalty 867.133338 = -590297.555550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.160488 sec): 3 clusters Score: Raw -585671.364267 + Penalty 1734.266675 = -583937.097592 nChanged 4150 SP:Iteration 1F (3872.183868 sec): 3 clusters Score: Raw -588300.883147 + Penalty 1734.266675 = -586566.616472 nChanged 580 SP:Iteration 2F (3872.207480 sec): 3 clusters Score: Raw -588591.698889 + Penalty 1734.266675 = -586857.432214 nChanged 538 SP:Iteration 3F (3872.231157 sec): 3 clusters Score: Raw -588864.329715 + Penalty 1734.266675 = -587130.063040 nChanged 454 SP:Iteration 4Q (3872.255170 sec): 3 clusters Score: Raw -589093.429942 + Penalty 1734.266675 = -587359.163267 nChanged 436 SP:Iteration 5Q (3872.278888 sec): 3 clusters Score: Raw -589318.069108 + Penalty 1734.266675 = -587583.802433 nChanged 389 SP:Iteration 6Q (3872.303203 sec): 3 clusters Score: Raw -589543.763541 + Penalty 1734.266675 = -587809.496866 nChanged 371 SP:Iteration 7Q (3872.327530 sec): 3 clusters Score: Raw -589762.554958 + Penalty 1734.266675 = -588028.288283 nChanged 330 SP:Iteration 8Q (3872.351572 sec): 3 clusters Score: Raw -589966.931508 + Penalty 1734.266675 = -588232.664833 nChanged 293 SP:Iteration 9Q (3872.375635 sec): 3 clusters Score: Raw -590138.787152 + Penalty 1734.266675 = -588404.520477 nChanged 276 SP:Iteration 10Q (3872.399381 sec): 3 clusters Score: Raw -590315.162993 + Penalty 1734.266675 = -588580.896318 nChanged 250 SP:Iteration 11Q (3872.423111 sec): 3 clusters Score: Raw -590478.473265 + Penalty 1734.266675 = -588744.206590 nChanged 220 SP:Iteration 12Q (3872.446746 sec): 3 clusters Score: Raw -590597.306400 + Penalty 1734.266675 = -588863.039725 nChanged 172 SP:Iteration 13Q (3872.470045 sec): 3 clusters Score: Raw -590692.236796 + Penalty 1734.266675 = -588957.970121 nChanged 136 SP:Iteration 14Q (3872.540376 sec): 3 clusters Score: Raw -590773.233188 + Penalty 1734.266675 = -589038.966513 nChanged 137 SP:Iteration 15Q (3872.589010 sec): 3 clusters Score: Raw -590865.063232 + Penalty 1734.266675 = -589130.796557 nChanged 133 SP:Iteration 16Q (3872.645718 sec): 3 clusters Score: Raw -590972.008649 + Penalty 1734.266675 = -589237.741973 nChanged 125 SP:Iteration 17Q (3872.706238 sec): 3 clusters Score: Raw -591080.571994 + Penalty 1734.266675 = -589346.305319 nChanged 131 SP:Iteration 18Q (3872.768591 sec): 3 clusters Score: Raw -591188.793839 + Penalty 1734.266675 = -589454.527163 nChanged 110 SP:Iteration 19Q (3872.824794 sec): 3 clusters Score: Raw -591268.364656 + Penalty 1734.266675 = -589534.097981 nChanged 96 SP:Iteration 20F (3872.874801 sec): 3 clusters Score: Raw -591321.312186 + Penalty 1734.266675 = -589587.045511 nChanged 74 SP:Iteration 21Q (3872.933486 sec): 3 clusters Score: Raw -591362.832776 + Penalty 1734.266675 = -589628.566101 nChanged 71 SP:Iteration 22Q (3872.992583 sec): 3 clusters Score: Raw -591396.584824 + Penalty 1734.266675 = -589662.318148 nChanged 63 SP:Iteration 23Q (3873.050971 sec): 3 clusters Score: Raw -591426.051984 + Penalty 1734.266675 = -589691.785309 nChanged 60 SP:Iteration 24Q (3873.109723 sec): 3 clusters Score: Raw -591451.635653 + Penalty 1734.266675 = -589717.368978 nChanged 51 SP:Iteration 25Q (3873.157972 sec): 3 clusters Score: Raw -591474.642479 + Penalty 1734.266675 = -589740.375804 nChanged 45 SP:Iteration 26Q (3873.217569 sec): 3 clusters Score: Raw -591493.298539 + Penalty 1734.266675 = -589759.031863 nChanged 32 SP:Iteration 27Q (3873.285823 sec): 3 clusters Score: Raw -591503.869905 + Penalty 1734.266675 = -589769.603230 nChanged 20 SP:Iteration 28Q (3873.334031 sec): 3 clusters Score: Raw -591511.092619 + Penalty 1734.266675 = -589776.825944 nChanged 15 SP:Iteration 29Q (3873.392353 sec): 3 clusters Score: Raw -591515.362493 + Penalty 1734.266675 = -589781.095818 nChanged 16 SP:Iteration 30Q (3873.450593 sec): 3 clusters Score: Raw -591521.751920 + Penalty 1734.266675 = -589787.485244 nChanged 13 SP:Iteration 31Q (3873.507738 sec): 3 clusters Score: Raw -591525.255275 + Penalty 1734.266675 = -589790.988600 nChanged 10 SP:Iteration 32Q (3873.564006 sec): 3 clusters Score: Raw -591527.374169 + Penalty 1734.266675 = -589793.107493 nChanged 13 SP:Iteration 33Q (3873.621470 sec): 3 clusters Score: Raw -591531.470380 + Penalty 1734.266675 = -589797.203705 nChanged 9 SP:Iteration 34Q (3873.683636 sec): 3 clusters Score: Raw -591533.303462 + Penalty 1734.266675 = -589799.036787 nChanged 6 SP:Iteration 35Q (3873.736572 sec): 3 clusters Score: Raw -591534.892922 + Penalty 1734.266675 = -589800.626247 nChanged 8 SP:Iteration 36Q (3873.796657 sec): 3 clusters Score: Raw -591537.295093 + Penalty 1734.266675 = -589803.028418 nChanged 7 SP:Iteration 37Q (3873.862277 sec): 3 clusters Score: Raw -591539.776554 + Penalty 1734.266675 = -589805.509878 nChanged 10 SP:Iteration 38Q (3873.909005 sec): 3 clusters Score: Raw -591542.232609 + Penalty 1734.266675 = -589807.965934 nChanged 10 SP:Iteration 39Q (3873.963412 sec): 3 clusters Score: Raw -591544.957208 + Penalty 1734.266675 = -589810.690533 nChanged 9 SP:Iteration 40F (3874.022891 sec): 3 clusters Score: Raw -591547.036667 + Penalty 1734.266675 = -589812.769992 nChanged 6 SP:Iteration 41Q (3874.080053 sec): 3 clusters Score: Raw -591548.197296 + Penalty 1734.266675 = -589813.930621 nChanged 6 SP:Iteration 42Q (3874.137679 sec): 3 clusters Score: Raw -591550.060408 + Penalty 1734.266675 = -589815.793733 nChanged 7 SP:Iteration 43Q (3874.205638 sec): 3 clusters Score: Raw -591551.562299 + Penalty 1734.266675 = -589817.295623 nChanged 3 SP:Iteration 44Q (3874.252598 sec): 3 clusters Score: Raw -591552.248737 + Penalty 1734.266675 = -589817.982062 nChanged 4 SP:Iteration 45Q (3874.310013 sec): 3 clusters Score: Raw -591553.175335 + Penalty 1734.266675 = -589818.908659 nChanged 3 SP:Iteration 46Q (3874.368210 sec): 3 clusters Score: Raw -591553.755869 + Penalty 1734.266675 = -589819.489193 nChanged 2 SP:Iteration 47Q (3874.428772 sec): 3 clusters Score: Raw -591554.003096 + Penalty 1734.266675 = -589819.736421 nChanged 0 SP:Iteration 48F (3874.476048 sec): 3 clusters Score: Raw -591554.003096 + Penalty 1734.266675 = -589819.736421 nChanged 0 Trying to split cluster 4 (15547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3874.523691 sec): 2 clusters Score: Raw -1151206.464900 + Penalty 916.904182 = -1150289.560717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3874.575898 sec): 3 clusters Score: Raw -1141717.598969 + Penalty 1833.808365 = -1139883.790604 nChanged 7096 SP:Iteration 1F (3874.642540 sec): 3 clusters Score: Raw -1145702.376380 + Penalty 1833.808365 = -1143868.568015 nChanged 827 SP:Iteration 2F (3874.716480 sec): 3 clusters Score: Raw -1146074.726834 + Penalty 1833.808365 = -1144240.918469 nChanged 799 SP:Iteration 3F (3874.773156 sec): 3 clusters Score: Raw -1146522.000724 + Penalty 1833.808365 = -1144688.192360 nChanged 847 SP:Iteration 4F (3874.831495 sec): 3 clusters Score: Raw -1147066.333299 + Penalty 1833.808365 = -1145232.524935 nChanged 915 SP:Iteration 5F (3874.891201 sec): 3 clusters Score: Raw -1147761.051308 + Penalty 1833.808365 = -1145927.242943 nChanged 902 SP:Iteration 6F (3874.967969 sec): 3 clusters Score: Raw -1148570.622847 + Penalty 1833.808365 = -1146736.814482 nChanged 855 SP:Iteration 7F (3875.020666 sec): 3 clusters Score: Raw -1149330.800161 + Penalty 1833.808365 = -1147496.991796 nChanged 709 SP:Iteration 8Q (3875.088779 sec): 3 clusters Score: Raw -1149903.379863 + Penalty 1833.808365 = -1148069.571498 nChanged 538 SP:Iteration 9Q (3875.155159 sec): 3 clusters Score: Raw -1150293.939025 + Penalty 1833.808365 = -1148460.130660 nChanged 423 SP:Iteration 10Q (3875.217139 sec): 3 clusters Score: Raw -1150569.902727 + Penalty 1833.808365 = -1148736.094362 nChanged 323 SP:Iteration 11Q (3875.284827 sec): 3 clusters Score: Raw -1150770.045671 + Penalty 1833.808365 = -1148936.237306 nChanged 283 SP:Iteration 12Q (3875.345834 sec): 3 clusters Score: Raw -1150929.771959 + Penalty 1833.808365 = -1149095.963594 nChanged 235 SP:Iteration 13Q (3875.403155 sec): 3 clusters Score: Raw -1151066.391506 + Penalty 1833.808365 = -1149232.583141 nChanged 187 SP:Iteration 14Q (3875.469135 sec): 3 clusters Score: Raw -1151166.548156 + Penalty 1833.808365 = -1149332.739792 nChanged 151 SP:Iteration 15Q (3875.524009 sec): 3 clusters Score: Raw -1151244.354638 + Penalty 1833.808365 = -1149410.546273 nChanged 126 SP:Iteration 16Q (3875.591554 sec): 3 clusters Score: Raw -1151308.287198 + Penalty 1833.808365 = -1149474.478833 nChanged 115 SP:Iteration 17Q (3875.656118 sec): 3 clusters Score: Raw -1151352.867160 + Penalty 1833.808365 = -1149519.058795 nChanged 74 SP:Iteration 18Q (3875.720160 sec): 3 clusters Score: Raw -1151379.246798 + Penalty 1833.808365 = -1149545.438433 nChanged 58 SP:Iteration 19Q (3875.780792 sec): 3 clusters Score: Raw -1151400.720814 + Penalty 1833.808365 = -1149566.912449 nChanged 45 SP:Iteration 20F (3875.839048 sec): 3 clusters Score: Raw -1151418.973567 + Penalty 1833.808365 = -1149585.165202 nChanged 51 SP:Iteration 21Q (3875.896630 sec): 3 clusters Score: Raw -1151440.153536 + Penalty 1833.808365 = -1149606.345171 nChanged 42 SP:Iteration 22Q (3875.953984 sec): 3 clusters Score: Raw -1151456.087977 + Penalty 1833.808365 = -1149622.279612 nChanged 34 SP:Iteration 23Q (3876.017445 sec): 3 clusters Score: Raw -1151468.679205 + Penalty 1833.808365 = -1149634.870841 nChanged 27 SP:Iteration 24Q (3876.087570 sec): 3 clusters Score: Raw -1151479.321727 + Penalty 1833.808365 = -1149645.513362 nChanged 25 SP:Iteration 25Q (3876.138369 sec): 3 clusters Score: Raw -1151488.078131 + Penalty 1833.808365 = -1149654.269766 nChanged 17 SP:Iteration 26Q (3876.203754 sec): 3 clusters Score: Raw -1151493.896865 + Penalty 1833.808365 = -1149660.088500 nChanged 20 SP:Iteration 27Q (3876.250188 sec): 3 clusters Score: Raw -1151499.580936 + Penalty 1833.808365 = -1149665.772571 nChanged 14 SP:Iteration 28Q (3876.317388 sec): 3 clusters Score: Raw -1151502.830789 + Penalty 1833.808365 = -1149669.022425 nChanged 6 SP:Iteration 29Q (3876.379854 sec): 3 clusters Score: Raw -1151504.042310 + Penalty 1833.808365 = -1149670.233945 nChanged 3 SP:Iteration 30Q (3876.443927 sec): 3 clusters Score: Raw -1151504.472404 + Penalty 1833.808365 = -1149670.664040 nChanged 2 SP:Iteration 31Q (3876.503803 sec): 3 clusters Score: Raw -1151505.072290 + Penalty 1833.808365 = -1149671.263925 nChanged 4 SP:Iteration 32Q (3876.567445 sec): 3 clusters Score: Raw -1151505.735800 + Penalty 1833.808365 = -1149671.927435 nChanged 3 SP:Iteration 33Q (3876.632266 sec): 3 clusters Score: Raw -1151506.727062 + Penalty 1833.808365 = -1149672.918697 nChanged 4 SP:Iteration 34Q (3876.683787 sec): 3 clusters Score: Raw -1151507.936113 + Penalty 1833.808365 = -1149674.127749 nChanged 8 SP:Iteration 35Q (3876.739226 sec): 3 clusters Score: Raw -1151510.343804 + Penalty 1833.808365 = -1149676.535440 nChanged 4 SP:Iteration 36Q (3876.808923 sec): 3 clusters Score: Raw -1151511.541143 + Penalty 1833.808365 = -1149677.732778 nChanged 5 SP:Iteration 37Q (3876.871128 sec): 3 clusters Score: Raw -1151513.516692 + Penalty 1833.808365 = -1149679.708327 nChanged 5 SP:Iteration 38Q (3876.930552 sec): 3 clusters Score: Raw -1151515.309637 + Penalty 1833.808365 = -1149681.501272 nChanged 5 SP:Iteration 39Q (3876.994658 sec): 3 clusters Score: Raw -1151517.381945 + Penalty 1833.808365 = -1149683.573580 nChanged 5 SP:Iteration 40F (3877.058820 sec): 3 clusters Score: Raw -1151519.330169 + Penalty 1833.808365 = -1149685.521804 nChanged 5 SP:Iteration 41Q (3877.123452 sec): 3 clusters Score: Raw -1151520.367805 + Penalty 1833.808365 = -1149686.559440 nChanged 3 SP:Iteration 42Q (3877.184036 sec): 3 clusters Score: Raw -1151521.251641 + Penalty 1833.808365 = -1149687.443276 nChanged 6 SP:Iteration 43Q (3877.243242 sec): 3 clusters Score: Raw -1151523.087213 + Penalty 1833.808365 = -1149689.278848 nChanged 10 SP:Iteration 44Q (3877.294507 sec): 3 clusters Score: Raw -1151526.327014 + Penalty 1833.808365 = -1149692.518649 nChanged 7 SP:Iteration 45Q (3877.358261 sec): 3 clusters Score: Raw -1151528.241692 + Penalty 1833.808365 = -1149694.433327 nChanged 7 SP:Iteration 46Q (3877.421042 sec): 3 clusters Score: Raw -1151530.487955 + Penalty 1833.808365 = -1149696.679590 nChanged 6 SP:Iteration 47Q (3877.475338 sec): 3 clusters Score: Raw -1151532.659258 + Penalty 1833.808365 = -1149698.850894 nChanged 4 SP:Iteration 48Q (3877.538093 sec): 3 clusters Score: Raw -1151533.571141 + Penalty 1833.808365 = -1149699.762777 nChanged 1 SP:Iteration 49Q (3877.606878 sec): 3 clusters Score: Raw -1151533.742212 + Penalty 1833.808365 = -1149699.933848 nChanged 0 SP:Iteration 50F (3877.675543 sec): 3 clusters Score: Raw -1151533.742212 + Penalty 1833.808365 = -1149699.933848 nChanged 0 Trying to split cluster 5 (12972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3877.713575 sec): 2 clusters Score: Raw -876205.673563 + Penalty 899.702104 = -875305.971458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3877.777054 sec): 3 clusters Score: Raw -868461.765208 + Penalty 1799.404209 = -866662.360999 nChanged 5824 SP:Iteration 1F (3877.839397 sec): 3 clusters Score: Raw -871731.804870 + Penalty 1799.404209 = -869932.400661 nChanged 721 SP:Iteration 2F (3877.897213 sec): 3 clusters Score: Raw -872002.119982 + Penalty 1799.404209 = -870202.715773 nChanged 681 SP:Iteration 3F (3877.945996 sec): 3 clusters Score: Raw -872256.817291 + Penalty 1799.404209 = -870457.413083 nChanged 655 SP:Iteration 4F (3878.004832 sec): 3 clusters Score: Raw -872523.890620 + Penalty 1799.404209 = -870724.486411 nChanged 626 SP:Iteration 5Q (3878.067086 sec): 3 clusters Score: Raw -872798.807205 + Penalty 1799.404209 = -870999.402996 nChanged 621 SP:Iteration 6Q (3878.120193 sec): 3 clusters Score: Raw -873095.973519 + Penalty 1799.404209 = -871296.569310 nChanged 598 SP:Iteration 7Q (3878.187626 sec): 3 clusters Score: Raw -873400.319059 + Penalty 1799.404209 = -871600.914850 nChanged 600 SP:Iteration 8Q (3878.254875 sec): 3 clusters Score: Raw -873738.009804 + Penalty 1799.404209 = -871938.605595 nChanged 546 SP:Iteration 9Q (3878.309330 sec): 3 clusters Score: Raw -874078.923650 + Penalty 1799.404209 = -872279.519441 nChanged 535 SP:Iteration 10Q (3878.383208 sec): 3 clusters Score: Raw -874499.211456 + Penalty 1799.404209 = -872699.807248 nChanged 486 SP:Iteration 11Q (3878.438496 sec): 3 clusters Score: Raw -874942.460460 + Penalty 1799.404209 = -873143.056252 nChanged 430 SP:Iteration 12Q (3878.496018 sec): 3 clusters Score: Raw -875293.099119 + Penalty 1799.404209 = -873493.694911 nChanged 324 SP:Iteration 13Q (3878.561502 sec): 3 clusters Score: Raw -875517.766805 + Penalty 1799.404209 = -873718.362597 nChanged 243 SP:Iteration 14Q (3878.624886 sec): 3 clusters Score: Raw -875675.269330 + Penalty 1799.404209 = -873875.865121 nChanged 207 SP:Iteration 15Q (3878.676531 sec): 3 clusters Score: Raw -875795.642412 + Penalty 1799.404209 = -873996.238203 nChanged 164 SP:Iteration 16Q (3878.735006 sec): 3 clusters Score: Raw -875882.405280 + Penalty 1799.404209 = -874083.001071 nChanged 131 SP:Iteration 17Q (3878.797221 sec): 3 clusters Score: Raw -875957.541890 + Penalty 1799.404209 = -874158.137681 nChanged 128 SP:Iteration 18Q (3878.850642 sec): 3 clusters Score: Raw -876036.053203 + Penalty 1799.404209 = -874236.648994 nChanged 102 SP:Iteration 19Q (3878.912768 sec): 3 clusters Score: Raw -876088.200189 + Penalty 1799.404209 = -874288.795980 nChanged 93 SP:Iteration 20F (3878.981472 sec): 3 clusters Score: Raw -876133.357221 + Penalty 1799.404209 = -874333.953012 nChanged 66 SP:Iteration 21Q (3879.046026 sec): 3 clusters Score: Raw -876162.697257 + Penalty 1799.404209 = -874363.293048 nChanged 59 SP:Iteration 22Q (3879.103683 sec): 3 clusters Score: Raw -876189.014976 + Penalty 1799.404209 = -874389.610767 nChanged 55 SP:Iteration 23Q (3879.156543 sec): 3 clusters Score: Raw -876219.613612 + Penalty 1799.404209 = -874420.209403 nChanged 47 SP:Iteration 24Q (3879.216012 sec): 3 clusters Score: Raw -876239.992613 + Penalty 1799.404209 = -874440.588404 nChanged 36 SP:Iteration 25Q (3879.287361 sec): 3 clusters Score: Raw -876254.306044 + Penalty 1799.404209 = -874454.901835 nChanged 26 SP:Iteration 26Q (3879.337348 sec): 3 clusters Score: Raw -876266.246872 + Penalty 1799.404209 = -874466.842663 nChanged 20 SP:Iteration 27Q (3879.399525 sec): 3 clusters Score: Raw -876272.999493 + Penalty 1799.404209 = -874473.595284 nChanged 21 SP:Iteration 28Q (3879.461580 sec): 3 clusters Score: Raw -876281.580482 + Penalty 1799.404209 = -874482.176273 nChanged 25 SP:Iteration 29Q (3879.522640 sec): 3 clusters Score: Raw -876291.290371 + Penalty 1799.404209 = -874491.886162 nChanged 29 SP:Iteration 30Q (3879.583395 sec): 3 clusters Score: Raw -876305.194324 + Penalty 1799.404209 = -874505.790116 nChanged 20 SP:Iteration 31Q (3879.644099 sec): 3 clusters Score: Raw -876314.303056 + Penalty 1799.404209 = -874514.898847 nChanged 15 SP:Iteration 32Q (3879.701981 sec): 3 clusters Score: Raw -876320.958419 + Penalty 1799.404209 = -874521.554210 nChanged 11 SP:Iteration 33Q (3879.772844 sec): 3 clusters Score: Raw -876325.454198 + Penalty 1799.404209 = -874526.049989 nChanged 8 SP:Iteration 34Q (3879.822345 sec): 3 clusters Score: Raw -876328.378452 + Penalty 1799.404209 = -874528.974243 nChanged 10 SP:Iteration 35Q (3879.883621 sec): 3 clusters Score: Raw -876332.408956 + Penalty 1799.404209 = -874533.004747 nChanged 7 SP:Iteration 36Q (3879.938956 sec): 3 clusters Score: Raw -876334.856400 + Penalty 1799.404209 = -874535.452191 nChanged 8 SP:Iteration 37Q (3879.998456 sec): 3 clusters Score: Raw -876337.469267 + Penalty 1799.404209 = -874538.065058 nChanged 11 SP:Iteration 38Q (3880.059366 sec): 3 clusters Score: Raw -876340.471372 + Penalty 1799.404209 = -874541.067163 nChanged 5 SP:Iteration 39Q (3880.131223 sec): 3 clusters Score: Raw -876342.769198 + Penalty 1799.404209 = -874543.364989 nChanged 9 SP:Iteration 40F (3880.183841 sec): 3 clusters Score: Raw -876346.032054 + Penalty 1799.404209 = -874546.627846 nChanged 6 SP:Iteration 41Q (3880.244632 sec): 3 clusters Score: Raw -876348.155869 + Penalty 1799.404209 = -874548.751660 nChanged 4 SP:Iteration 42Q (3880.305582 sec): 3 clusters Score: Raw -876349.964040 + Penalty 1799.404209 = -874550.559831 nChanged 2 SP:Iteration 43Q (3880.367173 sec): 3 clusters Score: Raw -876350.542648 + Penalty 1799.404209 = -874551.138439 nChanged 2 SP:Iteration 44Q (3880.428823 sec): 3 clusters Score: Raw -876350.959278 + Penalty 1799.404209 = -874551.555069 nChanged 1 SP:Iteration 45Q (3880.489448 sec): 3 clusters Score: Raw -876351.143755 + Penalty 1799.404209 = -874551.739546 nChanged 1 SP:Iteration 46Q (3880.550732 sec): 3 clusters Score: Raw -876351.542394 + Penalty 1799.404209 = -874552.138185 nChanged 0 SP:Iteration 47F (3880.604155 sec): 3 clusters Score: Raw -876351.542394 + Penalty 1799.404209 = -874552.138185 nChanged 0 Trying to split cluster 6 (4907 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3880.643063 sec): 2 clusters Score: Raw -328577.997765 + Penalty 807.349713 = -327770.648052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3880.697017 sec): 3 clusters Score: Raw -325833.858070 + Penalty 1614.699427 = -324219.158643 nChanged 2121 SP:Iteration 1F (3880.739068 sec): 3 clusters Score: Raw -327004.794787 + Penalty 1614.699427 = -325390.095360 nChanged 368 SP:Iteration 2F (3880.797274 sec): 3 clusters Score: Raw -327198.073200 + Penalty 1614.699427 = -325583.373773 nChanged 298 SP:Iteration 3F (3880.853187 sec): 3 clusters Score: Raw -327361.201729 + Penalty 1614.699427 = -325746.502303 nChanged 251 SP:Iteration 4F (3880.902036 sec): 3 clusters Score: Raw -327501.574563 + Penalty 1614.699427 = -325886.875136 nChanged 226 SP:Iteration 5Q (3880.948448 sec): 3 clusters Score: Raw -327621.903288 + Penalty 1614.699427 = -326007.203862 nChanged 192 SP:Iteration 6Q (3880.994444 sec): 3 clusters Score: Raw -327718.261892 + Penalty 1614.699427 = -326103.562465 nChanged 183 SP:Iteration 7Q (3881.049851 sec): 3 clusters Score: Raw -327818.340585 + Penalty 1614.699427 = -326203.641158 nChanged 183 SP:Iteration 8Q (3881.107190 sec): 3 clusters Score: Raw -327938.310108 + Penalty 1614.699427 = -326323.610681 nChanged 182 SP:Iteration 9Q (3881.156880 sec): 3 clusters Score: Raw -328053.982106 + Penalty 1614.699427 = -326439.282679 nChanged 161 SP:Iteration 10Q (3881.199503 sec): 3 clusters Score: Raw -328162.435854 + Penalty 1614.699427 = -326547.736427 nChanged 138 SP:Iteration 11Q (3881.252202 sec): 3 clusters Score: Raw -328262.841853 + Penalty 1614.699427 = -326648.142426 nChanged 133 SP:Iteration 12Q (3881.316003 sec): 3 clusters Score: Raw -328361.870149 + Penalty 1614.699427 = -326747.170723 nChanged 110 SP:Iteration 13Q (3881.355490 sec): 3 clusters Score: Raw -328456.674673 + Penalty 1614.699427 = -326841.975246 nChanged 99 SP:Iteration 14Q (3881.416271 sec): 3 clusters Score: Raw -328538.623547 + Penalty 1614.699427 = -326923.924120 nChanged 87 SP:Iteration 15Q (3881.466166 sec): 3 clusters Score: Raw -328605.298985 + Penalty 1614.699427 = -326990.599558 nChanged 71 SP:Iteration 16Q (3881.518411 sec): 3 clusters Score: Raw -328654.035111 + Penalty 1614.699427 = -327039.335684 nChanged 52 SP:Iteration 17Q (3881.572801 sec): 3 clusters Score: Raw -328686.921341 + Penalty 1614.699427 = -327072.221914 nChanged 42 SP:Iteration 18Q (3881.618561 sec): 3 clusters Score: Raw -328710.337937 + Penalty 1614.699427 = -327095.638510 nChanged 38 SP:Iteration 19Q (3881.668255 sec): 3 clusters Score: Raw -328729.215173 + Penalty 1614.699427 = -327114.515746 nChanged 23 SP:Iteration 20F (3881.707078 sec): 3 clusters Score: Raw -328737.260235 + Penalty 1614.699427 = -327122.560808 nChanged 19 SP:Iteration 21Q (3881.765675 sec): 3 clusters Score: Raw -328744.984684 + Penalty 1614.699427 = -327130.285257 nChanged 17 SP:Iteration 22Q (3881.811534 sec): 3 clusters Score: Raw -328751.786966 + Penalty 1614.699427 = -327137.087539 nChanged 12 SP:Iteration 23Q (3881.857421 sec): 3 clusters Score: Raw -328757.083529 + Penalty 1614.699427 = -327142.384102 nChanged 9 SP:Iteration 24Q (3881.900949 sec): 3 clusters Score: Raw -328759.971451 + Penalty 1614.699427 = -327145.272024 nChanged 5 SP:Iteration 25Q (3881.957085 sec): 3 clusters Score: Raw -328761.737387 + Penalty 1614.699427 = -327147.037960 nChanged 4 SP:Iteration 26Q (3881.988510 sec): 3 clusters Score: Raw -328762.548599 + Penalty 1614.699427 = -327147.849172 nChanged 5 SP:Iteration 27Q (3882.039407 sec): 3 clusters Score: Raw -328764.238387 + Penalty 1614.699427 = -327149.538960 nChanged 3 SP:Iteration 28Q (3882.102876 sec): 3 clusters Score: Raw -328765.140270 + Penalty 1614.699427 = -327150.440843 nChanged 4 SP:Iteration 29Q (3882.146627 sec): 3 clusters Score: Raw -328765.964885 + Penalty 1614.699427 = -327151.265458 nChanged 2 SP:Iteration 30Q (3882.191187 sec): 3 clusters Score: Raw -328767.017394 + Penalty 1614.699427 = -327152.317967 nChanged 2 SP:Iteration 31Q (3882.245009 sec): 3 clusters Score: Raw -328768.809168 + Penalty 1614.699427 = -327154.109741 nChanged 5 SP:Iteration 32Q (3882.302698 sec): 3 clusters Score: Raw -328770.735272 + Penalty 1614.699427 = -327156.035845 nChanged 4 SP:Iteration 33Q (3882.353689 sec): 3 clusters Score: Raw -328771.649642 + Penalty 1614.699427 = -327156.950215 nChanged 4 SP:Iteration 34Q (3882.389261 sec): 3 clusters Score: Raw -328772.482180 + Penalty 1614.699427 = -327157.782753 nChanged 2 SP:Iteration 35Q (3882.442083 sec): 3 clusters Score: Raw -328773.163814 + Penalty 1614.699427 = -327158.464387 nChanged 1 SP:Iteration 36Q (3882.494874 sec): 3 clusters Score: Raw -328773.300435 + Penalty 1614.699427 = -327158.601008 nChanged 1 SP:Iteration 37Q (3882.545111 sec): 3 clusters Score: Raw -328773.413427 + Penalty 1614.699427 = -327158.714000 nChanged 0 SP:Iteration 38F (3882.586934 sec): 3 clusters Score: Raw -328773.413427 + Penalty 1614.699427 = -327158.714000 nChanged 0 Trying to split cluster 7 (18345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3882.641918 sec): 2 clusters Score: Raw -1357266.278984 + Penalty 932.625672 = -1356333.653312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3882.705043 sec): 3 clusters Score: Raw -1345939.691073 + Penalty 1865.251344 = -1344074.439729 nChanged 8457 SP:Iteration 1F (3882.778853 sec): 3 clusters Score: Raw -1350611.659360 + Penalty 1865.251344 = -1348746.408016 nChanged 748 SP:Iteration 2Q (3882.851158 sec): 3 clusters Score: Raw -1350876.920646 + Penalty 1865.251344 = -1349011.669302 nChanged 818 SP:Iteration 3Q (3882.919396 sec): 3 clusters Score: Raw -1351243.943971 + Penalty 1865.251344 = -1349378.692627 nChanged 888 SP:Iteration 4Q (3882.984058 sec): 3 clusters Score: Raw -1351725.514754 + Penalty 1865.251344 = -1349860.263410 nChanged 969 SP:Iteration 5F (3883.055447 sec): 3 clusters Score: Raw -1352424.813420 + Penalty 1865.251344 = -1350559.562076 nChanged 1086 SP:Iteration 6F (3883.117534 sec): 3 clusters Score: Raw -1353319.034065 + Penalty 1865.251344 = -1351453.782721 nChanged 1120 SP:Iteration 7F (3883.180855 sec): 3 clusters Score: Raw -1354311.830516 + Penalty 1865.251344 = -1352446.579172 nChanged 1085 SP:Iteration 8F (3883.258440 sec): 3 clusters Score: Raw -1355204.631349 + Penalty 1865.251344 = -1353339.380005 nChanged 984 SP:Iteration 9F (3883.308480 sec): 3 clusters Score: Raw -1355809.952351 + Penalty 1865.251344 = -1353944.701007 nChanged 698 SP:Iteration 10Q (3883.342090 sec): 3 clusters Score: Raw -1356111.415586 + Penalty 1865.251344 = -1354246.164242 nChanged 440 SP:Iteration 11Q (3883.422346 sec): 3 clusters Score: Raw -1356252.527375 + Penalty 1865.251344 = -1354387.276031 nChanged 306 SP:Iteration 12Q (3883.489365 sec): 3 clusters Score: Raw -1356333.032456 + Penalty 1865.251344 = -1354467.781112 nChanged 214 SP:Iteration 13Q (3883.549590 sec): 3 clusters Score: Raw -1356382.649961 + Penalty 1865.251344 = -1354517.398617 nChanged 176 SP:Iteration 14Q (3883.623254 sec): 3 clusters Score: Raw -1356413.384683 + Penalty 1865.251344 = -1354548.133339 nChanged 144 SP:Iteration 15Q (3883.702530 sec): 3 clusters Score: Raw -1356437.687771 + Penalty 1865.251344 = -1354572.436427 nChanged 118 SP:Iteration 16Q (3883.770808 sec): 3 clusters Score: Raw -1356456.902499 + Penalty 1865.251344 = -1354591.651155 nChanged 105 SP:Iteration 17Q (3883.836806 sec): 3 clusters Score: Raw -1356471.207044 + Penalty 1865.251344 = -1354605.955700 nChanged 89 SP:Iteration 18Q (3883.898952 sec): 3 clusters Score: Raw -1356484.708888 + Penalty 1865.251344 = -1354619.457544 nChanged 89 SP:Iteration 19Q (3883.969080 sec): 3 clusters Score: Raw -1356499.348144 + Penalty 1865.251344 = -1354634.096800 nChanged 93 SP:Iteration 20F (3884.040218 sec): 3 clusters Score: Raw -1356516.533193 + Penalty 1865.251344 = -1354651.281849 nChanged 103 SP:Iteration 21Q (3884.114950 sec): 3 clusters Score: Raw -1356534.615561 + Penalty 1865.251344 = -1354669.364217 nChanged 102 SP:Iteration 22Q (3884.179857 sec): 3 clusters Score: Raw -1356554.066822 + Penalty 1865.251344 = -1354688.815478 nChanged 121 SP:Iteration 23Q (3884.253629 sec): 3 clusters Score: Raw -1356573.612578 + Penalty 1865.251344 = -1354708.361234 nChanged 106 SP:Iteration 24Q (3884.304731 sec): 3 clusters Score: Raw -1356589.738394 + Penalty 1865.251344 = -1354724.487050 nChanged 97 SP:Iteration 25Q (3884.377372 sec): 3 clusters Score: Raw -1356604.562360 + Penalty 1865.251344 = -1354739.311016 nChanged 94 SP:Iteration 26Q (3884.446902 sec): 3 clusters Score: Raw -1356619.278785 + Penalty 1865.251344 = -1354754.027441 nChanged 97 SP:Iteration 27Q (3884.509728 sec): 3 clusters Score: Raw -1356633.142389 + Penalty 1865.251344 = -1354767.891045 nChanged 79 SP:Iteration 28Q (3884.579278 sec): 3 clusters Score: Raw -1356643.352294 + Penalty 1865.251344 = -1354778.100950 nChanged 64 SP:Iteration 29Q (3884.656635 sec): 3 clusters Score: Raw -1356650.091170 + Penalty 1865.251344 = -1354784.839826 nChanged 39 SP:Iteration 30Q (3884.715164 sec): 3 clusters Score: Raw -1356653.148335 + Penalty 1865.251344 = -1354787.896991 nChanged 34 SP:Iteration 31Q (3884.784440 sec): 3 clusters Score: Raw -1356656.286764 + Penalty 1865.251344 = -1354791.035420 nChanged 35 SP:Iteration 32Q (3884.854354 sec): 3 clusters Score: Raw -1356659.280804 + Penalty 1865.251344 = -1354794.029460 nChanged 27 SP:Iteration 33Q (3884.923397 sec): 3 clusters Score: Raw -1356661.310676 + Penalty 1865.251344 = -1354796.059332 nChanged 34 SP:Iteration 34Q (3884.992809 sec): 3 clusters Score: Raw -1356664.061345 + Penalty 1865.251344 = -1354798.810001 nChanged 31 SP:Iteration 35Q (3885.070127 sec): 3 clusters Score: Raw -1356667.210035 + Penalty 1865.251344 = -1354801.958691 nChanged 28 SP:Iteration 36Q (3885.122511 sec): 3 clusters Score: Raw -1356669.870059 + Penalty 1865.251344 = -1354804.618715 nChanged 27 SP:Iteration 37Q (3885.192972 sec): 3 clusters Score: Raw -1356672.213000 + Penalty 1865.251344 = -1354806.961656 nChanged 37 SP:Iteration 38Q (3885.262176 sec): 3 clusters Score: Raw -1356675.036887 + Penalty 1865.251344 = -1354809.785543 nChanged 35 SP:Iteration 39Q (3885.331175 sec): 3 clusters Score: Raw -1356677.991361 + Penalty 1865.251344 = -1354812.740017 nChanged 47 SP:Iteration 40F (3885.401071 sec): 3 clusters Score: Raw -1356682.886174 + Penalty 1865.251344 = -1354817.634830 nChanged 46 SP:Iteration 41Q (3885.467607 sec): 3 clusters Score: Raw -1356687.246864 + Penalty 1865.251344 = -1354821.995520 nChanged 39 SP:Iteration 42Q (3885.536454 sec): 3 clusters Score: Raw -1356690.903949 + Penalty 1865.251344 = -1354825.652605 nChanged 40 SP:Iteration 43Q (3885.603831 sec): 3 clusters Score: Raw -1356694.209107 + Penalty 1865.251344 = -1354828.957763 nChanged 40 SP:Iteration 44Q (3885.671783 sec): 3 clusters Score: Raw -1356697.470845 + Penalty 1865.251344 = -1354832.219501 nChanged 41 SP:Iteration 45Q (3885.737936 sec): 3 clusters Score: Raw -1356701.358069 + Penalty 1865.251344 = -1354836.106725 nChanged 46 SP:Iteration 46Q (3885.808899 sec): 3 clusters Score: Raw -1356705.194147 + Penalty 1865.251344 = -1354839.942803 nChanged 43 SP:Iteration 47Q (3885.876807 sec): 3 clusters Score: Raw -1356709.310336 + Penalty 1865.251344 = -1354844.058992 nChanged 46 SP:Iteration 48Q (3885.954981 sec): 3 clusters Score: Raw -1356715.518794 + Penalty 1865.251344 = -1354850.267450 nChanged 51 SP:Iteration 49Q (3886.016452 sec): 3 clusters Score: Raw -1356721.846784 + Penalty 1865.251344 = -1354856.595440 nChanged 53 SP:Iteration 50Q (3886.087031 sec): 3 clusters Score: Raw -1356728.573650 + Penalty 1865.251344 = -1354863.322306 nChanged 54 SP:Iteration 51Q (3886.135914 sec): 3 clusters Score: Raw -1356734.692270 + Penalty 1865.251344 = -1354869.440926 nChanged 59 SP:Iteration 52Q (3886.208344 sec): 3 clusters Score: Raw -1356741.607233 + Penalty 1865.251344 = -1354876.355889 nChanged 70 SP:Iteration 53Q (3886.270522 sec): 3 clusters Score: Raw -1356749.872217 + Penalty 1865.251344 = -1354884.620873 nChanged 65 SP:Iteration 54Q (3886.342925 sec): 3 clusters Score: Raw -1356758.323315 + Penalty 1865.251344 = -1354893.071971 nChanged 73 SP:Iteration 55Q (3886.417782 sec): 3 clusters Score: Raw -1356767.655810 + Penalty 1865.251344 = -1354902.404466 nChanged 73 SP:Iteration 56Q (3886.479215 sec): 3 clusters Score: Raw -1356776.694204 + Penalty 1865.251344 = -1354911.442860 nChanged 74 SP:Iteration 57Q (3886.545764 sec): 3 clusters Score: Raw -1356786.035866 + Penalty 1865.251344 = -1354920.784522 nChanged 57 SP:Iteration 58Q (3886.625462 sec): 3 clusters Score: Raw -1356792.974710 + Penalty 1865.251344 = -1354927.723366 nChanged 67 SP:Iteration 59Q (3886.695395 sec): 3 clusters Score: Raw -1356800.947462 + Penalty 1865.251344 = -1354935.696118 nChanged 62 SP:Iteration 60F (3886.766897 sec): 3 clusters Score: Raw -1356807.400682 + Penalty 1865.251344 = -1354942.149339 nChanged 55 SP:Iteration 61Q (3886.833971 sec): 3 clusters Score: Raw -1356812.870693 + Penalty 1865.251344 = -1354947.619349 nChanged 51 SP:Iteration 62Q (3886.898662 sec): 3 clusters Score: Raw -1356818.170751 + Penalty 1865.251344 = -1354952.919407 nChanged 50 SP:Iteration 63Q (3886.955364 sec): 3 clusters Score: Raw -1356823.570436 + Penalty 1865.251344 = -1354958.319092 nChanged 58 SP:Iteration 64Q (3887.028464 sec): 3 clusters Score: Raw -1356830.734033 + Penalty 1865.251344 = -1354965.482689 nChanged 49 SP:Iteration 65Q (3887.095971 sec): 3 clusters Score: Raw -1356837.645458 + Penalty 1865.251344 = -1354972.394114 nChanged 56 SP:Iteration 66Q (3887.161948 sec): 3 clusters Score: Raw -1356844.472032 + Penalty 1865.251344 = -1354979.220688 nChanged 45 SP:Iteration 67Q (3887.216836 sec): 3 clusters Score: Raw -1356848.565672 + Penalty 1865.251344 = -1354983.314328 nChanged 44 SP:Iteration 68Q (3887.284511 sec): 3 clusters Score: Raw -1356852.829821 + Penalty 1865.251344 = -1354987.578477 nChanged 35 SP:Iteration 69Q (3887.360432 sec): 3 clusters Score: Raw -1356856.407426 + Penalty 1865.251344 = -1354991.156082 nChanged 42 SP:Iteration 70Q (3887.433222 sec): 3 clusters Score: Raw -1356862.265569 + Penalty 1865.251344 = -1354997.014225 nChanged 51 SP:Iteration 71Q (3887.495691 sec): 3 clusters Score: Raw -1356868.355560 + Penalty 1865.251344 = -1355003.104216 nChanged 51 SP:Iteration 72Q (3887.573141 sec): 3 clusters Score: Raw -1356874.705622 + Penalty 1865.251344 = -1355009.454278 nChanged 51 SP:Iteration 73Q (3887.632446 sec): 3 clusters Score: Raw -1356881.379431 + Penalty 1865.251344 = -1355016.128087 nChanged 62 SP:Iteration 74Q (3887.703051 sec): 3 clusters Score: Raw -1356890.598308 + Penalty 1865.251344 = -1355025.346964 nChanged 64 SP:Iteration 75Q (3887.768151 sec): 3 clusters Score: Raw -1356898.864847 + Penalty 1865.251344 = -1355033.613503 nChanged 60 SP:Iteration 76Q (3887.850105 sec): 3 clusters Score: Raw -1356907.110069 + Penalty 1865.251344 = -1355041.858725 nChanged 64 SP:Iteration 77Q (3887.917933 sec): 3 clusters Score: Raw -1356915.508304 + Penalty 1865.251344 = -1355050.256960 nChanged 59 SP:Iteration 78Q (3887.989186 sec): 3 clusters Score: Raw -1356922.973535 + Penalty 1865.251344 = -1355057.722191 nChanged 62 SP:Iteration 79Q (3888.049690 sec): 3 clusters Score: Raw -1356932.493402 + Penalty 1865.251344 = -1355067.242058 nChanged 69 SP:Iteration 80F (3888.118669 sec): 3 clusters Score: Raw -1356944.775120 + Penalty 1865.251344 = -1355079.523776 nChanged 66 SP:Iteration 81Q (3888.195598 sec): 3 clusters Score: Raw -1356957.189191 + Penalty 1865.251344 = -1355091.937847 nChanged 72 SP:Iteration 82Q (3888.257977 sec): 3 clusters Score: Raw -1356970.880877 + Penalty 1865.251344 = -1355105.629533 nChanged 71 SP:Iteration 83Q (3888.327685 sec): 3 clusters Score: Raw -1356985.597197 + Penalty 1865.251344 = -1355120.345853 nChanged 70 SP:Iteration 84Q (3888.406690 sec): 3 clusters Score: Raw -1357001.912712 + Penalty 1865.251344 = -1355136.661368 nChanged 78 SP:Iteration 85Q (3888.477357 sec): 3 clusters Score: Raw -1357017.346475 + Penalty 1865.251344 = -1355152.095131 nChanged 80 SP:Iteration 86Q (3888.547878 sec): 3 clusters Score: Raw -1357033.059190 + Penalty 1865.251344 = -1355167.807846 nChanged 85 SP:Iteration 87Q (3888.610271 sec): 3 clusters Score: Raw -1357053.478164 + Penalty 1865.251344 = -1355188.226820 nChanged 92 SP:Iteration 88Q (3888.680125 sec): 3 clusters Score: Raw -1357073.818250 + Penalty 1865.251344 = -1355208.566906 nChanged 90 SP:Iteration 89Q (3888.758460 sec): 3 clusters Score: Raw -1357096.016495 + Penalty 1865.251344 = -1355230.765151 nChanged 98 SP:Iteration 90Q (3888.819929 sec): 3 clusters Score: Raw -1357117.350386 + Penalty 1865.251344 = -1355252.099042 nChanged 88 SP:Iteration 91Q (3888.892612 sec): 3 clusters Score: Raw -1357139.394367 + Penalty 1865.251344 = -1355274.143023 nChanged 91 SP:Iteration 92Q (3888.950279 sec): 3 clusters Score: Raw -1357159.486895 + Penalty 1865.251344 = -1355294.235551 nChanged 83 SP:Iteration 93Q (3889.010198 sec): 3 clusters Score: Raw -1357179.588866 + Penalty 1865.251344 = -1355314.337522 nChanged 100 SP:Iteration 94Q (3889.076822 sec): 3 clusters Score: Raw -1357209.578298 + Penalty 1865.251344 = -1355344.326954 nChanged 112 SP:Iteration 95Q (3889.141934 sec): 3 clusters Score: Raw -1357242.099910 + Penalty 1865.251344 = -1355376.848566 nChanged 113 SP:Iteration 96Q (3889.208851 sec): 3 clusters Score: Raw -1357276.088685 + Penalty 1865.251344 = -1355410.837341 nChanged 112 SP:Iteration 97Q (3889.265160 sec): 3 clusters Score: Raw -1357311.128147 + Penalty 1865.251344 = -1355445.876803 nChanged 120 SP:Iteration 98Q (3889.324720 sec): 3 clusters Score: Raw -1357350.202552 + Penalty 1865.251344 = -1355484.951208 nChanged 103 SP:Iteration 99Q (3889.402591 sec): 3 clusters Score: Raw -1357391.569993 + Penalty 1865.251344 = -1355526.318649 nChanged 114 SP:Iteration 100F (3889.466727 sec): 3 clusters Score: Raw -1357439.619884 + Penalty 1865.251344 = -1355574.368540 nChanged 110 SP:Iteration 101Q (3889.542464 sec): 3 clusters Score: Raw -1357480.028364 + Penalty 1865.251344 = -1355614.777020 nChanged 99 SP:Iteration 102Q (3889.601949 sec): 3 clusters Score: Raw -1357517.267651 + Penalty 1865.251344 = -1355652.016307 nChanged 87 SP:Iteration 103Q (3889.668667 sec): 3 clusters Score: Raw -1357548.306949 + Penalty 1865.251344 = -1355683.055605 nChanged 62 SP:Iteration 104Q (3889.732063 sec): 3 clusters Score: Raw -1357571.872648 + Penalty 1865.251344 = -1355706.621304 nChanged 63 SP:Iteration 105Q (3889.796092 sec): 3 clusters Score: Raw -1357591.549677 + Penalty 1865.251344 = -1355726.298333 nChanged 52 SP:Iteration 106Q (3889.863296 sec): 3 clusters Score: Raw -1357608.979810 + Penalty 1865.251344 = -1355743.728466 nChanged 47 SP:Iteration 107Q (3889.934223 sec): 3 clusters Score: Raw -1357622.189125 + Penalty 1865.251344 = -1355756.937781 nChanged 38 SP:Iteration 108Q (3889.991027 sec): 3 clusters Score: Raw -1357634.243067 + Penalty 1865.251344 = -1355768.991723 nChanged 28 SP:Iteration 109Q (3890.044480 sec): 3 clusters Score: Raw -1357643.332681 + Penalty 1865.251344 = -1355778.081337 nChanged 30 SP:Iteration 110Q (3890.107404 sec): 3 clusters Score: Raw -1357648.577847 + Penalty 1865.251344 = -1355783.326503 nChanged 19 SP:Iteration 111Q (3890.175976 sec): 3 clusters Score: Raw -1357651.985713 + Penalty 1865.251344 = -1355786.734369 nChanged 15 SP:Iteration 112Q (3890.240602 sec): 3 clusters Score: Raw -1357655.118346 + Penalty 1865.251344 = -1355789.867002 nChanged 14 SP:Iteration 113Q (3890.300223 sec): 3 clusters Score: Raw -1357657.893240 + Penalty 1865.251344 = -1355792.641896 nChanged 17 SP:Iteration 114Q (3890.365846 sec): 3 clusters Score: Raw -1357660.764377 + Penalty 1865.251344 = -1355795.513033 nChanged 12 SP:Iteration 115Q (3890.432839 sec): 3 clusters Score: Raw -1357663.135186 + Penalty 1865.251344 = -1355797.883842 nChanged 14 SP:Iteration 116Q (3890.499785 sec): 3 clusters Score: Raw -1357665.146173 + Penalty 1865.251344 = -1355799.894829 nChanged 6 SP:Iteration 117Q (3890.566347 sec): 3 clusters Score: Raw -1357665.906505 + Penalty 1865.251344 = -1355800.655161 nChanged 5 SP:Iteration 118Q (3890.632578 sec): 3 clusters Score: Raw -1357666.448504 + Penalty 1865.251344 = -1355801.197160 nChanged 3 SP:Iteration 119Q (3890.687145 sec): 3 clusters Score: Raw -1357666.937896 + Penalty 1865.251344 = -1355801.686552 nChanged 2 SP:Iteration 120F (3890.756786 sec): 3 clusters Score: Raw -1357667.233894 + Penalty 1865.251344 = -1355801.982550 nChanged 1 SP:Iteration 121Q (3890.824023 sec): 3 clusters Score: Raw -1357667.440319 + Penalty 1865.251344 = -1355802.188975 nChanged 4 SP:Iteration 122Q (3890.890345 sec): 3 clusters Score: Raw -1357667.832643 + Penalty 1865.251344 = -1355802.581299 nChanged 0 SP:Iteration 123F (3890.948555 sec): 3 clusters Score: Raw -1357667.832643 + Penalty 1865.251344 = -1355802.581299 nChanged 0 Trying to split cluster 8 (8483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3890.979668 sec): 2 clusters Score: Raw -632037.284018 + Penalty 859.352847 = -631177.931172 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3891.032920 sec): 3 clusters Score: Raw -627070.720661 + Penalty 1718.705694 = -625352.014967 nChanged 3722 SP:Iteration 1F (3891.091272 sec): 3 clusters Score: Raw -629175.976704 + Penalty 1718.705694 = -627457.271011 nChanged 553 SP:Iteration 2F (3891.160736 sec): 3 clusters Score: Raw -629466.050156 + Penalty 1718.705694 = -627747.344463 nChanged 496 SP:Iteration 3F (3891.208465 sec): 3 clusters Score: Raw -629767.591906 + Penalty 1718.705694 = -628048.886212 nChanged 529 SP:Iteration 4F (3891.271587 sec): 3 clusters Score: Raw -630110.858511 + Penalty 1718.705694 = -628392.152817 nChanged 503 SP:Iteration 5F (3891.316378 sec): 3 clusters Score: Raw -630419.225924 + Penalty 1718.705694 = -628700.520231 nChanged 450 SP:Iteration 6F (3891.374965 sec): 3 clusters Score: Raw -630685.929839 + Penalty 1718.705694 = -628967.224146 nChanged 394 SP:Iteration 7Q (3891.434232 sec): 3 clusters Score: Raw -630933.319112 + Penalty 1718.705694 = -629214.613419 nChanged 370 SP:Iteration 8Q (3891.492883 sec): 3 clusters Score: Raw -631161.946401 + Penalty 1718.705694 = -629443.240708 nChanged 333 SP:Iteration 9Q (3891.551995 sec): 3 clusters Score: Raw -631340.061918 + Penalty 1718.705694 = -629621.356225 nChanged 303 SP:Iteration 10Q (3891.602696 sec): 3 clusters Score: Raw -631476.825191 + Penalty 1718.705694 = -629758.119497 nChanged 245 SP:Iteration 11Q (3891.664974 sec): 3 clusters Score: Raw -631577.970243 + Penalty 1718.705694 = -629859.264550 nChanged 219 SP:Iteration 12Q (3891.722798 sec): 3 clusters Score: Raw -631671.632617 + Penalty 1718.705694 = -629952.926924 nChanged 205 SP:Iteration 13Q (3891.766555 sec): 3 clusters Score: Raw -631753.470620 + Penalty 1718.705694 = -630034.764927 nChanged 162 SP:Iteration 14Q (3891.830988 sec): 3 clusters Score: Raw -631810.150971 + Penalty 1718.705694 = -630091.445278 nChanged 145 SP:Iteration 15Q (3891.885261 sec): 3 clusters Score: Raw -631860.976286 + Penalty 1718.705694 = -630142.270592 nChanged 130 SP:Iteration 16Q (3891.930976 sec): 3 clusters Score: Raw -631906.441185 + Penalty 1718.705694 = -630187.735492 nChanged 122 SP:Iteration 17Q (3891.998291 sec): 3 clusters Score: Raw -631947.596038 + Penalty 1718.705694 = -630228.890345 nChanged 117 SP:Iteration 18Q (3892.047577 sec): 3 clusters Score: Raw -631982.796683 + Penalty 1718.705694 = -630264.090989 nChanged 117 SP:Iteration 19Q (3892.094952 sec): 3 clusters Score: Raw -632018.748250 + Penalty 1718.705694 = -630300.042556 nChanged 102 SP:Iteration 20F (3892.153034 sec): 3 clusters Score: Raw -632047.814992 + Penalty 1718.705694 = -630329.109298 nChanged 84 SP:Iteration 21Q (3892.198788 sec): 3 clusters Score: Raw -632071.220734 + Penalty 1718.705694 = -630352.515041 nChanged 80 SP:Iteration 22Q (3892.244868 sec): 3 clusters Score: Raw -632094.245384 + Penalty 1718.705694 = -630375.539691 nChanged 72 SP:Iteration 23Q (3892.307314 sec): 3 clusters Score: Raw -632114.319656 + Penalty 1718.705694 = -630395.613963 nChanged 69 SP:Iteration 24Q (3892.361438 sec): 3 clusters Score: Raw -632135.091832 + Penalty 1718.705694 = -630416.386138 nChanged 58 SP:Iteration 25Q (3892.411842 sec): 3 clusters Score: Raw -632149.139105 + Penalty 1718.705694 = -630430.433411 nChanged 50 SP:Iteration 26Q (3892.467095 sec): 3 clusters Score: Raw -632158.591494 + Penalty 1718.705694 = -630439.885800 nChanged 39 SP:Iteration 27Q (3892.521693 sec): 3 clusters Score: Raw -632166.563881 + Penalty 1718.705694 = -630447.858188 nChanged 31 SP:Iteration 28Q (3892.579481 sec): 3 clusters Score: Raw -632173.924139 + Penalty 1718.705694 = -630455.218446 nChanged 34 SP:Iteration 29Q (3892.648157 sec): 3 clusters Score: Raw -632180.743156 + Penalty 1718.705694 = -630462.037462 nChanged 33 SP:Iteration 30Q (3892.702931 sec): 3 clusters Score: Raw -632188.143430 + Penalty 1718.705694 = -630469.437736 nChanged 30 SP:Iteration 31Q (3892.752841 sec): 3 clusters Score: Raw -632197.375355 + Penalty 1718.705694 = -630478.669662 nChanged 35 SP:Iteration 32Q (3892.809257 sec): 3 clusters Score: Raw -632208.728447 + Penalty 1718.705694 = -630490.022753 nChanged 44 SP:Iteration 33Q (3892.856675 sec): 3 clusters Score: Raw -632225.393506 + Penalty 1718.705694 = -630506.687813 nChanged 47 SP:Iteration 34Q (3892.924265 sec): 3 clusters Score: Raw -632242.740287 + Penalty 1718.705694 = -630524.034594 nChanged 44 SP:Iteration 35Q (3892.980676 sec): 3 clusters Score: Raw -632255.346813 + Penalty 1718.705694 = -630536.641119 nChanged 33 SP:Iteration 36Q (3893.036866 sec): 3 clusters Score: Raw -632262.263642 + Penalty 1718.705694 = -630543.557949 nChanged 35 SP:Iteration 37Q (3893.080887 sec): 3 clusters Score: Raw -632271.164964 + Penalty 1718.705694 = -630552.459271 nChanged 32 SP:Iteration 38Q (3893.136884 sec): 3 clusters Score: Raw -632279.973371 + Penalty 1718.705694 = -630561.267678 nChanged 33 SP:Iteration 39Q (3893.194260 sec): 3 clusters Score: Raw -632290.240096 + Penalty 1718.705694 = -630571.534402 nChanged 31 SP:Iteration 40F (3893.245077 sec): 3 clusters Score: Raw -632302.451812 + Penalty 1718.705694 = -630583.746118 nChanged 36 SP:Iteration 41Q (3893.307667 sec): 3 clusters Score: Raw -632317.851773 + Penalty 1718.705694 = -630599.146080 nChanged 35 SP:Iteration 42Q (3893.349721 sec): 3 clusters Score: Raw -632331.803550 + Penalty 1718.705694 = -630613.097856 nChanged 37 SP:Iteration 43Q (3893.407182 sec): 3 clusters Score: Raw -632346.550283 + Penalty 1718.705694 = -630627.844589 nChanged 30 SP:Iteration 44Q (3893.453039 sec): 3 clusters Score: Raw -632354.762265 + Penalty 1718.705694 = -630636.056572 nChanged 22 SP:Iteration 45Q (3893.505321 sec): 3 clusters Score: Raw -632362.229301 + Penalty 1718.705694 = -630643.523607 nChanged 13 SP:Iteration 46Q (3893.566588 sec): 3 clusters Score: Raw -632366.454708 + Penalty 1718.705694 = -630647.749015 nChanged 8 SP:Iteration 47Q (3893.611465 sec): 3 clusters Score: Raw -632368.471895 + Penalty 1718.705694 = -630649.766202 nChanged 10 SP:Iteration 48Q (3893.632590 sec): 3 clusters Score: Raw -632371.036277 + Penalty 1718.705694 = -630652.330584 nChanged 6 SP:Iteration 49Q (3893.693392 sec): 3 clusters Score: Raw -632371.916569 + Penalty 1718.705694 = -630653.210875 nChanged 5 SP:Iteration 50Q (3893.736261 sec): 3 clusters Score: Raw -632372.726928 + Penalty 1718.705694 = -630654.021235 nChanged 5 SP:Iteration 51Q (3893.796480 sec): 3 clusters Score: Raw -632373.890109 + Penalty 1718.705694 = -630655.184416 nChanged 6 SP:Iteration 52Q (3893.842171 sec): 3 clusters Score: Raw -632375.470830 + Penalty 1718.705694 = -630656.765136 nChanged 4 SP:Iteration 53Q (3893.893779 sec): 3 clusters Score: Raw -632376.022515 + Penalty 1718.705694 = -630657.316821 nChanged 2 SP:Iteration 54Q (3893.949024 sec): 3 clusters Score: Raw -632376.337990 + Penalty 1718.705694 = -630657.632297 nChanged 2 SP:Iteration 55Q (3894.013138 sec): 3 clusters Score: Raw -632376.444782 + Penalty 1718.705694 = -630657.739088 nChanged 1 SP:Iteration 56Q (3894.069237 sec): 3 clusters Score: Raw -632376.563379 + Penalty 1718.705694 = -630657.857685 nChanged 0 SP:Iteration 57F (3894.120177 sec): 3 clusters Score: Raw -632376.563379 + Penalty 1718.705694 = -630657.857685 nChanged 0 Trying to split cluster 9 (8216 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3894.153290 sec): 2 clusters Score: Raw -665502.951407 + Penalty 856.314681 = -664646.636725 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3894.220487 sec): 3 clusters Score: Raw -660772.328552 + Penalty 1712.629363 = -659059.699189 nChanged 3633 SP:Iteration 1F (3894.261034 sec): 3 clusters Score: Raw -662756.834803 + Penalty 1712.629363 = -661044.205441 nChanged 443 SP:Iteration 2F (3894.319569 sec): 3 clusters Score: Raw -662945.685681 + Penalty 1712.629363 = -661233.056319 nChanged 380 SP:Iteration 3Q (3894.375049 sec): 3 clusters Score: Raw -663113.343449 + Penalty 1712.629363 = -661400.714086 nChanged 339 SP:Iteration 4Q (3894.417113 sec): 3 clusters Score: Raw -663294.953923 + Penalty 1712.629363 = -661582.324560 nChanged 385 SP:Iteration 5Q (3894.469209 sec): 3 clusters Score: Raw -663488.688907 + Penalty 1712.629363 = -661776.059544 nChanged 365 SP:Iteration 6Q (3894.532378 sec): 3 clusters Score: Raw -663712.582697 + Penalty 1712.629363 = -661999.953334 nChanged 395 SP:Iteration 7Q (3894.586860 sec): 3 clusters Score: Raw -663961.903557 + Penalty 1712.629363 = -662249.274194 nChanged 374 SP:Iteration 8Q (3894.634469 sec): 3 clusters Score: Raw -664212.679730 + Penalty 1712.629363 = -662500.050367 nChanged 344 SP:Iteration 9Q (3894.690598 sec): 3 clusters Score: Raw -664440.777398 + Penalty 1712.629363 = -662728.148035 nChanged 289 SP:Iteration 10Q (3894.733837 sec): 3 clusters Score: Raw -664626.213272 + Penalty 1712.629363 = -662913.583909 nChanged 268 SP:Iteration 11Q (3894.793655 sec): 3 clusters Score: Raw -664787.786427 + Penalty 1712.629363 = -663075.157064 nChanged 237 SP:Iteration 12Q (3894.851735 sec): 3 clusters Score: Raw -664924.661030 + Penalty 1712.629363 = -663212.031667 nChanged 217 SP:Iteration 13Q (3894.902585 sec): 3 clusters Score: Raw -665055.433705 + Penalty 1712.629363 = -663342.804342 nChanged 174 SP:Iteration 14Q (3894.960307 sec): 3 clusters Score: Raw -665147.253888 + Penalty 1712.629363 = -663434.624525 nChanged 144 SP:Iteration 15Q (3895.017985 sec): 3 clusters Score: Raw -665226.867765 + Penalty 1712.629363 = -663514.238402 nChanged 127 SP:Iteration 16Q (3895.075808 sec): 3 clusters Score: Raw -665300.227899 + Penalty 1712.629363 = -663587.598537 nChanged 108 SP:Iteration 17Q (3895.130218 sec): 3 clusters Score: Raw -665377.573645 + Penalty 1712.629363 = -663664.944283 nChanged 88 SP:Iteration 18Q (3895.188982 sec): 3 clusters Score: Raw -665437.589112 + Penalty 1712.629363 = -663724.959749 nChanged 79 SP:Iteration 19Q (3895.244388 sec): 3 clusters Score: Raw -665489.565818 + Penalty 1712.629363 = -663776.936455 nChanged 67 SP:Iteration 20F (3895.292492 sec): 3 clusters Score: Raw -665534.996151 + Penalty 1712.629363 = -663822.366788 nChanged 50 SP:Iteration 21Q (3895.340807 sec): 3 clusters Score: Raw -665566.460463 + Penalty 1712.629363 = -663853.831101 nChanged 38 SP:Iteration 22Q (3895.403762 sec): 3 clusters Score: Raw -665587.564526 + Penalty 1712.629363 = -663874.935163 nChanged 31 SP:Iteration 23Q (3895.470042 sec): 3 clusters Score: Raw -665605.949190 + Penalty 1712.629363 = -663893.319827 nChanged 23 SP:Iteration 24Q (3895.519903 sec): 3 clusters Score: Raw -665619.988965 + Penalty 1712.629363 = -663907.359602 nChanged 20 SP:Iteration 25Q (3895.565229 sec): 3 clusters Score: Raw -665632.701165 + Penalty 1712.629363 = -663920.071802 nChanged 22 SP:Iteration 26Q (3895.621653 sec): 3 clusters Score: Raw -665646.509122 + Penalty 1712.629363 = -663933.879759 nChanged 15 SP:Iteration 27Q (3895.677355 sec): 3 clusters Score: Raw -665653.330892 + Penalty 1712.629363 = -663940.701529 nChanged 12 SP:Iteration 28Q (3895.733158 sec): 3 clusters Score: Raw -665659.620487 + Penalty 1712.629363 = -663946.991124 nChanged 6 SP:Iteration 29Q (3895.789061 sec): 3 clusters Score: Raw -665662.310066 + Penalty 1712.629363 = -663949.680703 nChanged 2 SP:Iteration 30Q (3895.845084 sec): 3 clusters Score: Raw -665662.877203 + Penalty 1712.629363 = -663950.247840 nChanged 2 SP:Iteration 31Q (3895.893678 sec): 3 clusters Score: Raw -665663.826112 + Penalty 1712.629363 = -663951.196749 nChanged 4 SP:Iteration 32Q (3895.948203 sec): 3 clusters Score: Raw -665665.709611 + Penalty 1712.629363 = -663953.080248 nChanged 2 SP:Iteration 33Q (3896.005188 sec): 3 clusters Score: Raw -665666.989083 + Penalty 1712.629363 = -663954.359720 nChanged 2 SP:Iteration 34Q (3896.052617 sec): 3 clusters Score: Raw -665667.801804 + Penalty 1712.629363 = -663955.172441 nChanged 2 SP:Iteration 35Q (3896.109442 sec): 3 clusters Score: Raw -665668.674075 + Penalty 1712.629363 = -663956.044712 nChanged 0 SP:Iteration 36F (3896.168310 sec): 3 clusters Score: Raw -665668.674075 + Penalty 1712.629363 = -663956.044712 nChanged 0 Trying to split cluster 10 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3896.196256 sec): 2 clusters Score: Raw -259667.045976 + Penalty 774.540885 = -258892.505091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3896.248672 sec): 3 clusters Score: Raw -257816.039450 + Penalty 1549.081770 = -256266.957680 nChanged 1447 SP:Iteration 1F (3896.297421 sec): 3 clusters Score: Raw -258730.277008 + Penalty 1549.081770 = -257181.195238 nChanged 329 SP:Iteration 2F (3896.336192 sec): 3 clusters Score: Raw -259084.864864 + Penalty 1549.081770 = -257535.783094 nChanged 305 SP:Iteration 3F (3896.387912 sec): 3 clusters Score: Raw -259403.118895 + Penalty 1549.081770 = -257854.037125 nChanged 268 SP:Iteration 4F (3896.432586 sec): 3 clusters Score: Raw -259670.300451 + Penalty 1549.081770 = -258121.218682 nChanged 204 SP:Iteration 5F (3896.485216 sec): 3 clusters Score: Raw -259818.469770 + Penalty 1549.081770 = -258269.388000 nChanged 153 SP:Iteration 6Q (3896.538104 sec): 3 clusters Score: Raw -259922.533361 + Penalty 1549.081770 = -258373.451591 nChanged 123 SP:Iteration 7Q (3896.578741 sec): 3 clusters Score: Raw -260018.798865 + Penalty 1549.081770 = -258469.717095 nChanged 84 SP:Iteration 8Q (3896.632032 sec): 3 clusters Score: Raw -260083.423632 + Penalty 1549.081770 = -258534.341862 nChanged 64 SP:Iteration 9Q (3896.681925 sec): 3 clusters Score: Raw -260113.830716 + Penalty 1549.081770 = -258564.748946 nChanged 46 SP:Iteration 10Q (3896.734090 sec): 3 clusters Score: Raw -260135.188415 + Penalty 1549.081770 = -258586.106645 nChanged 28 SP:Iteration 11Q (3896.799028 sec): 3 clusters Score: Raw -260146.561377 + Penalty 1549.081770 = -258597.479607 nChanged 25 SP:Iteration 12Q (3896.837631 sec): 3 clusters Score: Raw -260160.724066 + Penalty 1549.081770 = -258611.642296 nChanged 23 SP:Iteration 13Q (3896.889527 sec): 3 clusters Score: Raw -260167.818185 + Penalty 1549.081770 = -258618.736415 nChanged 14 SP:Iteration 14Q (3896.942850 sec): 3 clusters Score: Raw -260170.930142 + Penalty 1549.081770 = -258621.848372 nChanged 9 SP:Iteration 15Q (3896.996410 sec): 3 clusters Score: Raw -260173.071301 + Penalty 1549.081770 = -258623.989531 nChanged 7 SP:Iteration 16Q (3897.048932 sec): 3 clusters Score: Raw -260175.076452 + Penalty 1549.081770 = -258625.994682 nChanged 7 SP:Iteration 17Q (3897.101331 sec): 3 clusters Score: Raw -260178.052923 + Penalty 1549.081770 = -258628.971153 nChanged 14 SP:Iteration 18Q (3897.144533 sec): 3 clusters Score: Raw -260181.058480 + Penalty 1549.081770 = -258631.976710 nChanged 4 SP:Iteration 19Q (3897.194975 sec): 3 clusters Score: Raw -260182.551591 + Penalty 1549.081770 = -258633.469821 nChanged 4 SP:Iteration 20F (3897.238043 sec): 3 clusters Score: Raw -260183.203215 + Penalty 1549.081770 = -258634.121445 nChanged 1 SP:Iteration 21Q (3897.286056 sec): 3 clusters Score: Raw -260183.245734 + Penalty 1549.081770 = -258634.163964 nChanged 1 SP:Iteration 22Q (3897.339942 sec): 3 clusters Score: Raw -260183.380073 + Penalty 1549.081770 = -258634.298303 nChanged 0 SP:Iteration 23F (3897.389592 sec): 3 clusters Score: Raw -260183.380073 + Penalty 1549.081770 = -258634.298303 nChanged 0 Trying to split cluster 11 (34394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3897.454378 sec): 2 clusters Score: Raw -2406036.031343 + Penalty 992.335554 = -2405043.695789 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3897.543738 sec): 3 clusters Score: Raw -2384097.619492 + Penalty 1984.671108 = -2382112.948384 nChanged 16252 SP:Iteration 1F (3897.633952 sec): 3 clusters Score: Raw -2393383.600159 + Penalty 1984.671108 = -2391398.929051 nChanged 1580 SP:Iteration 2Q (3897.728568 sec): 3 clusters Score: Raw -2393903.068499 + Penalty 1984.671108 = -2391918.397391 nChanged 1562 SP:Iteration 3Q (3897.818384 sec): 3 clusters Score: Raw -2394504.654177 + Penalty 1984.671108 = -2392519.983069 nChanged 1594 SP:Iteration 4Q (3897.912005 sec): 3 clusters Score: Raw -2395185.233441 + Penalty 1984.671108 = -2393200.562333 nChanged 1734 SP:Iteration 5F (3897.983638 sec): 3 clusters Score: Raw -2396032.006855 + Penalty 1984.671108 = -2394047.335747 nChanged 1784 SP:Iteration 6F (3898.063567 sec): 3 clusters Score: Raw -2397016.078666 + Penalty 1984.671108 = -2395031.407558 nChanged 1822 SP:Iteration 7F (3898.149269 sec): 3 clusters Score: Raw -2398105.446307 + Penalty 1984.671108 = -2396120.775199 nChanged 1904 SP:Iteration 8F (3898.239601 sec): 3 clusters Score: Raw -2399311.417813 + Penalty 1984.671108 = -2397326.746705 nChanged 1760 SP:Iteration 9F (3898.293883 sec): 3 clusters Score: Raw -2400405.234358 + Penalty 1984.671108 = -2398420.563251 nChanged 1534 SP:Iteration 10Q (3898.391322 sec): 3 clusters Score: Raw -2401228.206570 + Penalty 1984.671108 = -2399243.535463 nChanged 1132 SP:Iteration 11Q (3898.485899 sec): 3 clusters Score: Raw -2401713.535210 + Penalty 1984.671108 = -2399728.864102 nChanged 881 SP:Iteration 12Q (3898.579527 sec): 3 clusters Score: Raw -2402043.537837 + Penalty 1984.671108 = -2400058.866729 nChanged 748 SP:Iteration 13Q (3898.673168 sec): 3 clusters Score: Raw -2402322.506195 + Penalty 1984.671108 = -2400337.835088 nChanged 650 SP:Iteration 14Q (3898.758478 sec): 3 clusters Score: Raw -2402566.609525 + Penalty 1984.671108 = -2400581.938417 nChanged 626 SP:Iteration 15Q (3898.849816 sec): 3 clusters Score: Raw -2402799.646595 + Penalty 1984.671108 = -2400814.975487 nChanged 611 SP:Iteration 16Q (3898.944254 sec): 3 clusters Score: Raw -2403015.767146 + Penalty 1984.671108 = -2401031.096038 nChanged 555 SP:Iteration 17Q (3899.048490 sec): 3 clusters Score: Raw -2403195.700270 + Penalty 1984.671108 = -2401211.029162 nChanged 520 SP:Iteration 18Q (3899.138282 sec): 3 clusters Score: Raw -2403349.293146 + Penalty 1984.671108 = -2401364.622038 nChanged 462 SP:Iteration 19Q (3899.230274 sec): 3 clusters Score: Raw -2403468.444784 + Penalty 1984.671108 = -2401483.773676 nChanged 380 SP:Iteration 20F (3899.323035 sec): 3 clusters Score: Raw -2403558.010287 + Penalty 1984.671108 = -2401573.339179 nChanged 336 SP:Iteration 21Q (3899.416007 sec): 3 clusters Score: Raw -2403634.070293 + Penalty 1984.671108 = -2401649.399185 nChanged 313 SP:Iteration 22Q (3899.500326 sec): 3 clusters Score: Raw -2403700.009721 + Penalty 1984.671108 = -2401715.338613 nChanged 290 SP:Iteration 23Q (3899.585918 sec): 3 clusters Score: Raw -2403759.927666 + Penalty 1984.671108 = -2401775.256558 nChanged 296 SP:Iteration 24Q (3899.678123 sec): 3 clusters Score: Raw -2403819.380582 + Penalty 1984.671108 = -2401834.709474 nChanged 271 SP:Iteration 25Q (3899.774691 sec): 3 clusters Score: Raw -2403869.941557 + Penalty 1984.671108 = -2401885.270449 nChanged 277 SP:Iteration 26Q (3899.851806 sec): 3 clusters Score: Raw -2403919.996525 + Penalty 1984.671108 = -2401935.325417 nChanged 241 SP:Iteration 27Q (3899.943313 sec): 3 clusters Score: Raw -2403962.547804 + Penalty 1984.671108 = -2401977.876696 nChanged 241 SP:Iteration 28Q (3900.038085 sec): 3 clusters Score: Raw -2404005.625619 + Penalty 1984.671108 = -2402020.954511 nChanged 252 SP:Iteration 29Q (3900.128964 sec): 3 clusters Score: Raw -2404050.750368 + Penalty 1984.671108 = -2402066.079260 nChanged 238 SP:Iteration 30Q (3900.216574 sec): 3 clusters Score: Raw -2404087.779186 + Penalty 1984.671108 = -2402103.108078 nChanged 209 SP:Iteration 31Q (3900.310282 sec): 3 clusters Score: Raw -2404119.245343 + Penalty 1984.671108 = -2402134.574236 nChanged 207 SP:Iteration 32Q (3900.400822 sec): 3 clusters Score: Raw -2404149.152873 + Penalty 1984.671108 = -2402164.481766 nChanged 212 SP:Iteration 33Q (3900.489799 sec): 3 clusters Score: Raw -2404181.117533 + Penalty 1984.671108 = -2402196.446425 nChanged 210 SP:Iteration 34Q (3900.569079 sec): 3 clusters Score: Raw -2404209.466274 + Penalty 1984.671108 = -2402224.795166 nChanged 197 SP:Iteration 35Q (3900.649338 sec): 3 clusters Score: Raw -2404235.246388 + Penalty 1984.671108 = -2402250.575280 nChanged 182 SP:Iteration 36Q (3900.737723 sec): 3 clusters Score: Raw -2404258.346407 + Penalty 1984.671108 = -2402273.675300 nChanged 175 SP:Iteration 37Q (3900.815596 sec): 3 clusters Score: Raw -2404280.437357 + Penalty 1984.671108 = -2402295.766249 nChanged 182 SP:Iteration 38Q (3900.900211 sec): 3 clusters Score: Raw -2404303.806675 + Penalty 1984.671108 = -2402319.135567 nChanged 162 SP:Iteration 39Q (3900.985546 sec): 3 clusters Score: Raw -2404322.201419 + Penalty 1984.671108 = -2402337.530311 nChanged 141 SP:Iteration 40F (3901.079540 sec): 3 clusters Score: Raw -2404337.208719 + Penalty 1984.671108 = -2402352.537611 nChanged 135 SP:Iteration 41Q (3901.167311 sec): 3 clusters Score: Raw -2404351.471654 + Penalty 1984.671108 = -2402366.800546 nChanged 146 SP:Iteration 42Q (3901.242506 sec): 3 clusters Score: Raw -2404368.579483 + Penalty 1984.671108 = -2402383.908375 nChanged 167 SP:Iteration 43Q (3901.325705 sec): 3 clusters Score: Raw -2404388.841299 + Penalty 1984.671108 = -2402404.170192 nChanged 174 SP:Iteration 44Q (3901.415683 sec): 3 clusters Score: Raw -2404410.355697 + Penalty 1984.671108 = -2402425.684589 nChanged 171 SP:Iteration 45Q (3901.498017 sec): 3 clusters Score: Raw -2404432.186961 + Penalty 1984.671108 = -2402447.515853 nChanged 152 SP:Iteration 46Q (3901.587650 sec): 3 clusters Score: Raw -2404451.236739 + Penalty 1984.671108 = -2402466.565631 nChanged 155 SP:Iteration 47Q (3901.669481 sec): 3 clusters Score: Raw -2404469.328770 + Penalty 1984.671108 = -2402484.657663 nChanged 144 SP:Iteration 48Q (3901.747760 sec): 3 clusters Score: Raw -2404484.923499 + Penalty 1984.671108 = -2402500.252391 nChanged 132 SP:Iteration 49Q (3901.834057 sec): 3 clusters Score: Raw -2404498.804161 + Penalty 1984.671108 = -2402514.133053 nChanged 131 SP:Iteration 50Q (3901.924049 sec): 3 clusters Score: Raw -2404510.744088 + Penalty 1984.671108 = -2402526.072981 nChanged 125 SP:Iteration 51Q (3902.005528 sec): 3 clusters Score: Raw -2404524.099298 + Penalty 1984.671108 = -2402539.428191 nChanged 131 SP:Iteration 52Q (3902.093609 sec): 3 clusters Score: Raw -2404538.870427 + Penalty 1984.671108 = -2402554.199319 nChanged 134 SP:Iteration 53Q (3902.173960 sec): 3 clusters Score: Raw -2404553.252746 + Penalty 1984.671108 = -2402568.581638 nChanged 141 SP:Iteration 54Q (3902.263021 sec): 3 clusters Score: Raw -2404569.026792 + Penalty 1984.671108 = -2402584.355684 nChanged 141 SP:Iteration 55Q (3902.353252 sec): 3 clusters Score: Raw -2404586.015137 + Penalty 1984.671108 = -2402601.344030 nChanged 161 SP:Iteration 56Q (3902.438988 sec): 3 clusters Score: Raw -2404606.963346 + Penalty 1984.671108 = -2402622.292238 nChanged 158 SP:Iteration 57Q (3902.522008 sec): 3 clusters Score: Raw -2404629.696094 + Penalty 1984.671108 = -2402645.024987 nChanged 180 SP:Iteration 58Q (3902.615220 sec): 3 clusters Score: Raw -2404657.255635 + Penalty 1984.671108 = -2402672.584527 nChanged 167 SP:Iteration 59Q (3902.698609 sec): 3 clusters Score: Raw -2404680.389875 + Penalty 1984.671108 = -2402695.718767 nChanged 168 SP:Iteration 60F (3902.786819 sec): 3 clusters Score: Raw -2404704.175726 + Penalty 1984.671108 = -2402719.504618 nChanged 185 SP:Iteration 61Q (3902.875414 sec): 3 clusters Score: Raw -2404731.808793 + Penalty 1984.671108 = -2402747.137685 nChanged 183 SP:Iteration 62Q (3902.964782 sec): 3 clusters Score: Raw -2404761.124004 + Penalty 1984.671108 = -2402776.452896 nChanged 187 SP:Iteration 63Q (3903.053265 sec): 3 clusters Score: Raw -2404792.966147 + Penalty 1984.671108 = -2402808.295039 nChanged 174 SP:Iteration 64Q (3903.143648 sec): 3 clusters Score: Raw -2404823.408966 + Penalty 1984.671108 = -2402838.737858 nChanged 183 SP:Iteration 65Q (3903.228255 sec): 3 clusters Score: Raw -2404855.821502 + Penalty 1984.671108 = -2402871.150394 nChanged 185 SP:Iteration 66Q (3903.319203 sec): 3 clusters Score: Raw -2404889.958518 + Penalty 1984.671108 = -2402905.287410 nChanged 208 SP:Iteration 67Q (3903.406606 sec): 3 clusters Score: Raw -2404928.345580 + Penalty 1984.671108 = -2402943.674473 nChanged 211 SP:Iteration 68Q (3903.484238 sec): 3 clusters Score: Raw -2404967.355591 + Penalty 1984.671108 = -2402982.684484 nChanged 208 SP:Iteration 69Q (3903.573957 sec): 3 clusters Score: Raw -2405005.875931 + Penalty 1984.671108 = -2403021.204824 nChanged 209 SP:Iteration 70Q (3903.670444 sec): 3 clusters Score: Raw -2405043.979986 + Penalty 1984.671108 = -2403059.308878 nChanged 196 SP:Iteration 71Q (3903.747253 sec): 3 clusters Score: Raw -2405077.490388 + Penalty 1984.671108 = -2403092.819280 nChanged 177 SP:Iteration 72Q (3903.798666 sec): 3 clusters Score: Raw -2405108.493305 + Penalty 1984.671108 = -2403123.822197 nChanged 170 SP:Iteration 73Q (3903.848612 sec): 3 clusters Score: Raw -2405140.072172 + Penalty 1984.671108 = -2403155.401064 nChanged 186 SP:Iteration 74Q (3903.899080 sec): 3 clusters Score: Raw -2405180.968445 + Penalty 1984.671108 = -2403196.297337 nChanged 185 SP:Iteration 75Q (3903.948778 sec): 3 clusters Score: Raw -2405225.819434 + Penalty 1984.671108 = -2403241.148326 nChanged 189 SP:Iteration 76Q (3903.998645 sec): 3 clusters Score: Raw -2405276.492654 + Penalty 1984.671108 = -2403291.821547 nChanged 192 SP:Iteration 77Q (3904.048305 sec): 3 clusters Score: Raw -2405326.349169 + Penalty 1984.671108 = -2403341.678061 nChanged 180 SP:Iteration 78Q (3904.133747 sec): 3 clusters Score: Raw -2405376.979183 + Penalty 1984.671108 = -2403392.308075 nChanged 193 SP:Iteration 79Q (3904.229721 sec): 3 clusters Score: Raw -2405436.917528 + Penalty 1984.671108 = -2403452.246420 nChanged 195 SP:Iteration 80F (3904.320670 sec): 3 clusters Score: Raw -2405494.968945 + Penalty 1984.671108 = -2403510.297837 nChanged 184 SP:Iteration 81Q (3904.401032 sec): 3 clusters Score: Raw -2405549.282475 + Penalty 1984.671108 = -2403564.611367 nChanged 175 SP:Iteration 82Q (3904.483619 sec): 3 clusters Score: Raw -2405595.746528 + Penalty 1984.671108 = -2403611.075420 nChanged 176 SP:Iteration 83Q (3904.552584 sec): 3 clusters Score: Raw -2405649.005876 + Penalty 1984.671108 = -2403664.334768 nChanged 171 SP:Iteration 84Q (3904.637517 sec): 3 clusters Score: Raw -2405703.899590 + Penalty 1984.671108 = -2403719.228482 nChanged 185 SP:Iteration 85Q (3904.711903 sec): 3 clusters Score: Raw -2405756.040398 + Penalty 1984.671108 = -2403771.369290 nChanged 161 SP:Iteration 86Q (3904.796844 sec): 3 clusters Score: Raw -2405804.096614 + Penalty 1984.671108 = -2403819.425506 nChanged 145 SP:Iteration 87Q (3904.875355 sec): 3 clusters Score: Raw -2405848.544104 + Penalty 1984.671108 = -2403863.872996 nChanged 121 SP:Iteration 88Q (3904.964438 sec): 3 clusters Score: Raw -2405887.068432 + Penalty 1984.671108 = -2403902.397324 nChanged 134 SP:Iteration 89Q (3905.042293 sec): 3 clusters Score: Raw -2405931.339407 + Penalty 1984.671108 = -2403946.668299 nChanged 143 SP:Iteration 90Q (3905.133981 sec): 3 clusters Score: Raw -2405977.415906 + Penalty 1984.671108 = -2403992.744798 nChanged 134 SP:Iteration 91Q (3905.219929 sec): 3 clusters Score: Raw -2406024.514421 + Penalty 1984.671108 = -2404039.843313 nChanged 119 SP:Iteration 92Q (3905.305681 sec): 3 clusters Score: Raw -2406065.291185 + Penalty 1984.671108 = -2404080.620077 nChanged 105 SP:Iteration 93Q (3905.380605 sec): 3 clusters Score: Raw -2406103.695521 + Penalty 1984.671108 = -2404119.024413 nChanged 104 SP:Iteration 94Q (3905.462554 sec): 3 clusters Score: Raw -2406138.230840 + Penalty 1984.671108 = -2404153.559732 nChanged 86 SP:Iteration 95Q (3905.544045 sec): 3 clusters Score: Raw -2406165.035664 + Penalty 1984.671108 = -2404180.364556 nChanged 58 SP:Iteration 96Q (3905.626028 sec): 3 clusters Score: Raw -2406182.549901 + Penalty 1984.671108 = -2404197.878793 nChanged 56 SP:Iteration 97Q (3905.700448 sec): 3 clusters Score: Raw -2406200.977725 + Penalty 1984.671108 = -2404216.306618 nChanged 61 SP:Iteration 98Q (3905.784890 sec): 3 clusters Score: Raw -2406217.261095 + Penalty 1984.671108 = -2404232.589987 nChanged 54 SP:Iteration 99Q (3905.858309 sec): 3 clusters Score: Raw -2406228.704394 + Penalty 1984.671108 = -2404244.033286 nChanged 47 SP:Iteration 100F (3905.944410 sec): 3 clusters Score: Raw -2406238.138769 + Penalty 1984.671108 = -2404253.467661 nChanged 37 SP:Iteration 101Q (3906.020876 sec): 3 clusters Score: Raw -2406246.741292 + Penalty 1984.671108 = -2404262.070184 nChanged 32 SP:Iteration 102Q (3906.101292 sec): 3 clusters Score: Raw -2406253.575313 + Penalty 1984.671108 = -2404268.904205 nChanged 20 SP:Iteration 103Q (3906.177802 sec): 3 clusters Score: Raw -2406257.001024 + Penalty 1984.671108 = -2404272.329916 nChanged 23 SP:Iteration 104Q (3906.249679 sec): 3 clusters Score: Raw -2406261.497807 + Penalty 1984.671108 = -2404276.826699 nChanged 22 SP:Iteration 105Q (3906.319581 sec): 3 clusters Score: Raw -2406266.739179 + Penalty 1984.671108 = -2404282.068071 nChanged 19 SP:Iteration 106Q (3906.389624 sec): 3 clusters Score: Raw -2406270.419308 + Penalty 1984.671108 = -2404285.748200 nChanged 20 SP:Iteration 107Q (3906.461483 sec): 3 clusters Score: Raw -2406275.054819 + Penalty 1984.671108 = -2404290.383711 nChanged 17 SP:Iteration 108Q (3906.534841 sec): 3 clusters Score: Raw -2406278.828290 + Penalty 1984.671108 = -2404294.157182 nChanged 20 SP:Iteration 109Q (3906.604222 sec): 3 clusters Score: Raw -2406284.749028 + Penalty 1984.671108 = -2404300.077920 nChanged 19 SP:Iteration 110Q (3906.676110 sec): 3 clusters Score: Raw -2406289.504677 + Penalty 1984.671108 = -2404304.833569 nChanged 22 SP:Iteration 111Q (3906.747735 sec): 3 clusters Score: Raw -2406295.390369 + Penalty 1984.671108 = -2404310.719261 nChanged 27 SP:Iteration 112Q (3906.820875 sec): 3 clusters Score: Raw -2406303.158216 + Penalty 1984.671108 = -2404318.487108 nChanged 28 SP:Iteration 113Q (3906.902179 sec): 3 clusters Score: Raw -2406313.421419 + Penalty 1984.671108 = -2404328.750312 nChanged 34 SP:Iteration 114Q (3906.979823 sec): 3 clusters Score: Raw -2406323.764758 + Penalty 1984.671108 = -2404339.093651 nChanged 27 SP:Iteration 115Q (3907.075989 sec): 3 clusters Score: Raw -2406331.530101 + Penalty 1984.671108 = -2404346.858993 nChanged 20 SP:Iteration 116Q (3907.161074 sec): 3 clusters Score: Raw -2406336.957773 + Penalty 1984.671108 = -2404352.286666 nChanged 20 SP:Iteration 117Q (3907.240568 sec): 3 clusters Score: Raw -2406342.390413 + Penalty 1984.671108 = -2404357.719305 nChanged 20 SP:Iteration 118Q (3907.314803 sec): 3 clusters Score: Raw -2406346.284319 + Penalty 1984.671108 = -2404361.613211 nChanged 12 SP:Iteration 119Q (3907.391604 sec): 3 clusters Score: Raw -2406348.355164 + Penalty 1984.671108 = -2404363.684056 nChanged 7 SP:Iteration 120F (3907.474045 sec): 3 clusters Score: Raw -2406349.614918 + Penalty 1984.671108 = -2404364.943810 nChanged 5 SP:Iteration 121Q (3907.555846 sec): 3 clusters Score: Raw -2406350.383931 + Penalty 1984.671108 = -2404365.712823 nChanged 3 SP:Iteration 122Q (3907.643007 sec): 3 clusters Score: Raw -2406351.033621 + Penalty 1984.671108 = -2404366.362513 nChanged 6 SP:Iteration 123Q (3907.725403 sec): 3 clusters Score: Raw -2406352.052730 + Penalty 1984.671108 = -2404367.381622 nChanged 2 SP:Iteration 124Q (3907.797992 sec): 3 clusters Score: Raw -2406352.385978 + Penalty 1984.671108 = -2404367.714870 nChanged 4 SP:Iteration 125Q (3907.887590 sec): 3 clusters Score: Raw -2406352.756304 + Penalty 1984.671108 = -2404368.085196 nChanged 1 SP:Iteration 126Q (3907.966338 sec): 3 clusters Score: Raw -2406352.891038 + Penalty 1984.671108 = -2404368.219930 nChanged 1 SP:Iteration 127Q (3908.046033 sec): 3 clusters Score: Raw -2406353.265799 + Penalty 1984.671108 = -2404368.594691 nChanged 1 SP:Iteration 128Q (3908.122083 sec): 3 clusters Score: Raw -2406353.643250 + Penalty 1984.671108 = -2404368.972142 nChanged 2 SP:Iteration 129Q (3908.190095 sec): 3 clusters Score: Raw -2406354.292364 + Penalty 1984.671108 = -2404369.621256 nChanged 2 SP:Iteration 130Q (3908.280882 sec): 3 clusters Score: Raw -2406354.688102 + Penalty 1984.671108 = -2404370.016994 nChanged 6 SP:Iteration 131Q (3908.366951 sec): 3 clusters Score: Raw -2406355.884524 + Penalty 1984.671108 = -2404371.213416 nChanged 5 SP:Iteration 132Q (3908.438202 sec): 3 clusters Score: Raw -2406357.523176 + Penalty 1984.671108 = -2404372.852068 nChanged 5 SP:Iteration 133Q (3908.526956 sec): 3 clusters Score: Raw -2406358.660384 + Penalty 1984.671108 = -2404373.989276 nChanged 9 SP:Iteration 134Q (3908.613788 sec): 3 clusters Score: Raw -2406360.947878 + Penalty 1984.671108 = -2404376.276771 nChanged 4 SP:Iteration 135Q (3908.687844 sec): 3 clusters Score: Raw -2406361.817815 + Penalty 1984.671108 = -2404377.146708 nChanged 5 SP:Iteration 136Q (3908.772226 sec): 3 clusters Score: Raw -2406362.721986 + Penalty 1984.671108 = -2404378.050878 nChanged 8 SP:Iteration 137Q (3908.857582 sec): 3 clusters Score: Raw -2406364.315208 + Penalty 1984.671108 = -2404379.644100 nChanged 9 SP:Iteration 138Q (3908.945399 sec): 3 clusters Score: Raw -2406365.777416 + Penalty 1984.671108 = -2404381.106308 nChanged 8 SP:Iteration 139Q (3909.034386 sec): 3 clusters Score: Raw -2406367.602568 + Penalty 1984.671108 = -2404382.931460 nChanged 3 SP:Iteration 140F (3909.123509 sec): 3 clusters Score: Raw -2406368.126104 + Penalty 1984.671108 = -2404383.454996 nChanged 3 SP:Iteration 141Q (3909.193837 sec): 3 clusters Score: Raw -2406368.599057 + Penalty 1984.671108 = -2404383.927950 nChanged 4 SP:Iteration 142Q (3909.283731 sec): 3 clusters Score: Raw -2406368.897595 + Penalty 1984.671108 = -2404384.226488 nChanged 0 SP:Iteration 143F (3909.374644 sec): 3 clusters Score: Raw -2406368.897595 + Penalty 1984.671108 = -2404384.226488 nChanged 0 Trying to split cluster 12 (12912 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3909.408313 sec): 2 clusters Score: Raw -922851.804104 + Penalty 899.261677 = -921952.542426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3909.475098 sec): 3 clusters Score: Raw -915008.293374 + Penalty 1798.523354 = -913209.770019 nChanged 5883 SP:Iteration 1F (3909.529459 sec): 3 clusters Score: Raw -918524.666782 + Penalty 1798.523354 = -916726.143427 nChanged 868 SP:Iteration 2F (3909.593167 sec): 3 clusters Score: Raw -919016.357250 + Penalty 1798.523354 = -917217.833896 nChanged 859 SP:Iteration 3F (3909.657080 sec): 3 clusters Score: Raw -919492.776060 + Penalty 1798.523354 = -917694.252705 nChanged 786 SP:Iteration 4F (3909.729445 sec): 3 clusters Score: Raw -919939.972537 + Penalty 1798.523354 = -918141.449183 nChanged 720 SP:Iteration 5F (3909.791230 sec): 3 clusters Score: Raw -920358.547411 + Penalty 1798.523354 = -918560.024057 nChanged 598 SP:Iteration 6Q (3909.846781 sec): 3 clusters Score: Raw -920696.831635 + Penalty 1798.523354 = -918898.308281 nChanged 502 SP:Iteration 7Q (3909.908250 sec): 3 clusters Score: Raw -920975.231314 + Penalty 1798.523354 = -919176.707960 nChanged 411 SP:Iteration 8Q (3909.978799 sec): 3 clusters Score: Raw -921214.132616 + Penalty 1798.523354 = -919415.609262 nChanged 354 SP:Iteration 9Q (3909.999509 sec): 3 clusters Score: Raw -921397.693436 + Penalty 1798.523354 = -919599.170081 nChanged 280 SP:Iteration 10Q (3910.027315 sec): 3 clusters Score: Raw -921513.932982 + Penalty 1798.523354 = -919715.409628 nChanged 228 SP:Iteration 11Q (3910.055023 sec): 3 clusters Score: Raw -921595.616893 + Penalty 1798.523354 = -919797.093538 nChanged 161 SP:Iteration 12Q (3910.086616 sec): 3 clusters Score: Raw -921645.620387 + Penalty 1798.523354 = -919847.097033 nChanged 140 SP:Iteration 13Q (3910.158216 sec): 3 clusters Score: Raw -921688.116965 + Penalty 1798.523354 = -919889.593611 nChanged 144 SP:Iteration 14Q (3910.191253 sec): 3 clusters Score: Raw -921733.106613 + Penalty 1798.523354 = -919934.583259 nChanged 137 SP:Iteration 15Q (3910.218123 sec): 3 clusters Score: Raw -921772.863529 + Penalty 1798.523354 = -919974.340174 nChanged 130 SP:Iteration 16Q (3910.245542 sec): 3 clusters Score: Raw -921812.322755 + Penalty 1798.523354 = -920013.799400 nChanged 146 SP:Iteration 17Q (3910.319644 sec): 3 clusters Score: Raw -921857.919567 + Penalty 1798.523354 = -920059.396213 nChanged 136 SP:Iteration 18Q (3910.372096 sec): 3 clusters Score: Raw -921904.016063 + Penalty 1798.523354 = -920105.492708 nChanged 144 SP:Iteration 19Q (3910.426683 sec): 3 clusters Score: Raw -921950.863397 + Penalty 1798.523354 = -920152.340042 nChanged 149 SP:Iteration 20F (3910.499560 sec): 3 clusters Score: Raw -922004.699065 + Penalty 1798.523354 = -920206.175711 nChanged 142 SP:Iteration 21Q (3910.561834 sec): 3 clusters Score: Raw -922048.107995 + Penalty 1798.523354 = -920249.584640 nChanged 139 SP:Iteration 22Q (3910.622008 sec): 3 clusters Score: Raw -922090.276703 + Penalty 1798.523354 = -920291.753349 nChanged 132 SP:Iteration 23Q (3910.678267 sec): 3 clusters Score: Raw -922128.732958 + Penalty 1798.523354 = -920330.209603 nChanged 133 SP:Iteration 24Q (3910.741307 sec): 3 clusters Score: Raw -922168.183391 + Penalty 1798.523354 = -920369.660037 nChanged 136 SP:Iteration 25Q (3910.802884 sec): 3 clusters Score: Raw -922213.593608 + Penalty 1798.523354 = -920415.070254 nChanged 129 SP:Iteration 26Q (3910.856237 sec): 3 clusters Score: Raw -922263.491573 + Penalty 1798.523354 = -920464.968219 nChanged 136 SP:Iteration 27Q (3910.915246 sec): 3 clusters Score: Raw -922322.716237 + Penalty 1798.523354 = -920524.192883 nChanged 140 SP:Iteration 28Q (3910.978163 sec): 3 clusters Score: Raw -922387.670368 + Penalty 1798.523354 = -920589.147013 nChanged 154 SP:Iteration 29Q (3911.050371 sec): 3 clusters Score: Raw -922459.991351 + Penalty 1798.523354 = -920661.467996 nChanged 141 SP:Iteration 30Q (3911.105272 sec): 3 clusters Score: Raw -922536.857349 + Penalty 1798.523354 = -920738.333995 nChanged 130 SP:Iteration 31Q (3911.165039 sec): 3 clusters Score: Raw -922598.994511 + Penalty 1798.523354 = -920800.471157 nChanged 99 SP:Iteration 32Q (3911.227309 sec): 3 clusters Score: Raw -922649.756056 + Penalty 1798.523354 = -920851.232702 nChanged 95 SP:Iteration 33Q (3911.281887 sec): 3 clusters Score: Raw -922702.578266 + Penalty 1798.523354 = -920904.054912 nChanged 88 SP:Iteration 34Q (3911.342594 sec): 3 clusters Score: Raw -922751.259508 + Penalty 1798.523354 = -920952.736154 nChanged 86 SP:Iteration 35Q (3911.406941 sec): 3 clusters Score: Raw -922797.388816 + Penalty 1798.523354 = -920998.865462 nChanged 76 SP:Iteration 36Q (3911.460167 sec): 3 clusters Score: Raw -922836.760920 + Penalty 1798.523354 = -921038.237566 nChanged 61 SP:Iteration 37Q (3911.521415 sec): 3 clusters Score: Raw -922877.768794 + Penalty 1798.523354 = -921079.245439 nChanged 70 SP:Iteration 38Q (3911.582255 sec): 3 clusters Score: Raw -922916.067841 + Penalty 1798.523354 = -921117.544487 nChanged 52 SP:Iteration 39Q (3911.637830 sec): 3 clusters Score: Raw -922936.322487 + Penalty 1798.523354 = -921137.799133 nChanged 39 SP:Iteration 40F (3911.702653 sec): 3 clusters Score: Raw -922950.994965 + Penalty 1798.523354 = -921152.471611 nChanged 30 SP:Iteration 41Q (3911.764876 sec): 3 clusters Score: Raw -922960.910587 + Penalty 1798.523354 = -921162.387232 nChanged 20 SP:Iteration 42Q (3911.824709 sec): 3 clusters Score: Raw -922965.452876 + Penalty 1798.523354 = -921166.929522 nChanged 16 SP:Iteration 43Q (3911.881270 sec): 3 clusters Score: Raw -922969.709668 + Penalty 1798.523354 = -921171.186314 nChanged 13 SP:Iteration 44Q (3911.942538 sec): 3 clusters Score: Raw -922972.526086 + Penalty 1798.523354 = -921174.002732 nChanged 12 SP:Iteration 45Q (3912.003397 sec): 3 clusters Score: Raw -922976.136525 + Penalty 1798.523354 = -921177.613171 nChanged 14 SP:Iteration 46Q (3912.053707 sec): 3 clusters Score: Raw -922981.317901 + Penalty 1798.523354 = -921182.794546 nChanged 15 SP:Iteration 47Q (3912.114733 sec): 3 clusters Score: Raw -922985.919618 + Penalty 1798.523354 = -921187.396264 nChanged 23 SP:Iteration 48Q (3912.172444 sec): 3 clusters Score: Raw -922993.294570 + Penalty 1798.523354 = -921194.771216 nChanged 17 SP:Iteration 49Q (3912.231833 sec): 3 clusters Score: Raw -922998.548810 + Penalty 1798.523354 = -921200.025456 nChanged 19 SP:Iteration 50Q (3912.292651 sec): 3 clusters Score: Raw -923002.815203 + Penalty 1798.523354 = -921204.291849 nChanged 15 SP:Iteration 51Q (3912.352596 sec): 3 clusters Score: Raw -923007.800913 + Penalty 1798.523354 = -921209.277559 nChanged 17 SP:Iteration 52Q (3912.410342 sec): 3 clusters Score: Raw -923012.105557 + Penalty 1798.523354 = -921213.582203 nChanged 11 SP:Iteration 53Q (3912.469174 sec): 3 clusters Score: Raw -923015.603920 + Penalty 1798.523354 = -921217.080565 nChanged 14 SP:Iteration 54Q (3912.526638 sec): 3 clusters Score: Raw -923018.604977 + Penalty 1798.523354 = -921220.081623 nChanged 8 SP:Iteration 55Q (3912.587579 sec): 3 clusters Score: Raw -923019.977760 + Penalty 1798.523354 = -921221.454406 nChanged 7 SP:Iteration 56Q (3912.648857 sec): 3 clusters Score: Raw -923022.054537 + Penalty 1798.523354 = -921223.531183 nChanged 5 SP:Iteration 57Q (3912.698698 sec): 3 clusters Score: Raw -923023.137812 + Penalty 1798.523354 = -921224.614458 nChanged 9 SP:Iteration 58Q (3912.761065 sec): 3 clusters Score: Raw -923026.059098 + Penalty 1798.523354 = -921227.535744 nChanged 12 SP:Iteration 59Q (3912.817705 sec): 3 clusters Score: Raw -923031.211865 + Penalty 1798.523354 = -921232.688511 nChanged 18 SP:Iteration 60F (3912.876564 sec): 3 clusters Score: Raw -923037.613151 + Penalty 1798.523354 = -921239.089796 nChanged 14 SP:Iteration 61Q (3912.940053 sec): 3 clusters Score: Raw -923042.404698 + Penalty 1798.523354 = -921243.881344 nChanged 13 SP:Iteration 62Q (3912.989858 sec): 3 clusters Score: Raw -923046.317707 + Penalty 1798.523354 = -921247.794353 nChanged 11 SP:Iteration 63Q (3913.045408 sec): 3 clusters Score: Raw -923048.263699 + Penalty 1798.523354 = -921249.740345 nChanged 7 SP:Iteration 64Q (3913.097448 sec): 3 clusters Score: Raw -923050.120843 + Penalty 1798.523354 = -921251.597488 nChanged 8 SP:Iteration 65Q (3913.167896 sec): 3 clusters Score: Raw -923052.168610 + Penalty 1798.523354 = -921253.645256 nChanged 6 SP:Iteration 66Q (3913.220567 sec): 3 clusters Score: Raw -923053.941246 + Penalty 1798.523354 = -921255.417892 nChanged 8 SP:Iteration 67Q (3913.278130 sec): 3 clusters Score: Raw -923055.800878 + Penalty 1798.523354 = -921257.277524 nChanged 6 SP:Iteration 68Q (3913.343574 sec): 3 clusters Score: Raw -923058.661000 + Penalty 1798.523354 = -921260.137646 nChanged 9 SP:Iteration 69Q (3913.405350 sec): 3 clusters Score: Raw -923061.951552 + Penalty 1798.523354 = -921263.428198 nChanged 10 SP:Iteration 70Q (3913.460153 sec): 3 clusters Score: Raw -923065.702342 + Penalty 1798.523354 = -921267.178988 nChanged 8 SP:Iteration 71Q (3913.519464 sec): 3 clusters Score: Raw -923068.707784 + Penalty 1798.523354 = -921270.184430 nChanged 9 SP:Iteration 72Q (3913.582129 sec): 3 clusters Score: Raw -923072.820590 + Penalty 1798.523354 = -921274.297236 nChanged 12 SP:Iteration 73Q (3913.642490 sec): 3 clusters Score: Raw -923078.482326 + Penalty 1798.523354 = -921279.958972 nChanged 14 SP:Iteration 74Q (3913.701308 sec): 3 clusters Score: Raw -923083.830261 + Penalty 1798.523354 = -921285.306907 nChanged 13 SP:Iteration 75Q (3913.759286 sec): 3 clusters Score: Raw -923087.478485 + Penalty 1798.523354 = -921288.955130 nChanged 9 SP:Iteration 76Q (3913.807568 sec): 3 clusters Score: Raw -923091.070357 + Penalty 1798.523354 = -921292.547003 nChanged 11 SP:Iteration 77Q (3913.870366 sec): 3 clusters Score: Raw -923095.895568 + Penalty 1798.523354 = -921297.372214 nChanged 10 SP:Iteration 78Q (3913.914870 sec): 3 clusters Score: Raw -923098.430737 + Penalty 1798.523354 = -921299.907383 nChanged 5 SP:Iteration 79Q (3913.961451 sec): 3 clusters Score: Raw -923099.663901 + Penalty 1798.523354 = -921301.140547 nChanged 5 SP:Iteration 80F (3914.024935 sec): 3 clusters Score: Raw -923100.824028 + Penalty 1798.523354 = -921302.300674 nChanged 6 SP:Iteration 81Q (3914.096845 sec): 3 clusters Score: Raw -923102.742748 + Penalty 1798.523354 = -921304.219394 nChanged 4 SP:Iteration 82Q (3914.157229 sec): 3 clusters Score: Raw -923103.674229 + Penalty 1798.523354 = -921305.150875 nChanged 6 SP:Iteration 83Q (3914.214478 sec): 3 clusters Score: Raw -923105.393499 + Penalty 1798.523354 = -921306.870145 nChanged 3 SP:Iteration 84Q (3914.266039 sec): 3 clusters Score: Raw -923106.326409 + Penalty 1798.523354 = -921307.803055 nChanged 3 SP:Iteration 85Q (3914.332697 sec): 3 clusters Score: Raw -923107.270919 + Penalty 1798.523354 = -921308.747565 nChanged 1 SP:Iteration 86Q (3914.396922 sec): 3 clusters Score: Raw -923107.621553 + Penalty 1798.523354 = -921309.098199 nChanged 2 SP:Iteration 87Q (3914.448721 sec): 3 clusters Score: Raw -923108.331067 + Penalty 1798.523354 = -921309.807713 nChanged 2 SP:Iteration 88Q (3914.516760 sec): 3 clusters Score: Raw -923109.019731 + Penalty 1798.523354 = -921310.496377 nChanged 1 SP:Iteration 89Q (3914.565622 sec): 3 clusters Score: Raw -923109.287846 + Penalty 1798.523354 = -921310.764491 nChanged 1 SP:Iteration 90Q (3914.624067 sec): 3 clusters Score: Raw -923109.348582 + Penalty 1798.523354 = -921310.825228 nChanged 1 SP:Iteration 91Q (3914.689603 sec): 3 clusters Score: Raw -923109.694494 + Penalty 1798.523354 = -921311.171139 nChanged 1 SP:Iteration 92Q (3914.744065 sec): 3 clusters Score: Raw -923109.862254 + Penalty 1798.523354 = -921311.338900 nChanged 1 SP:Iteration 93Q (3914.801950 sec): 3 clusters Score: Raw -923109.923538 + Penalty 1798.523354 = -921311.400184 nChanged 0 SP:Iteration 94F (3914.856386 sec): 3 clusters Score: Raw -923109.923538 + Penalty 1798.523354 = -921311.400184 nChanged 0 Trying to split cluster 13 (16293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3914.908462 sec): 2 clusters Score: Raw -1108463.445712 + Penalty 921.356630 = -1107542.089081 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3914.978124 sec): 3 clusters Score: Raw -1098585.354146 + Penalty 1842.713261 = -1096742.640885 nChanged 7448 SP:Iteration 1F (3915.048383 sec): 3 clusters Score: Raw -1102897.280823 + Penalty 1842.713261 = -1101054.567563 nChanged 1008 SP:Iteration 2F (3915.116953 sec): 3 clusters Score: Raw -1103453.922470 + Penalty 1842.713261 = -1101611.209209 nChanged 1132 SP:Iteration 3F (3915.183721 sec): 3 clusters Score: Raw -1104207.512134 + Penalty 1842.713261 = -1102364.798873 nChanged 1170 SP:Iteration 4F (3915.254794 sec): 3 clusters Score: Raw -1105117.343382 + Penalty 1842.713261 = -1103274.630121 nChanged 1129 SP:Iteration 5F (3915.313770 sec): 3 clusters Score: Raw -1106064.733319 + Penalty 1842.713261 = -1104222.020058 nChanged 1012 SP:Iteration 6F (3915.386124 sec): 3 clusters Score: Raw -1106958.478723 + Penalty 1842.713261 = -1105115.765462 nChanged 749 SP:Iteration 7Q (3915.438496 sec): 3 clusters Score: Raw -1107607.553268 + Penalty 1842.713261 = -1105764.840007 nChanged 496 SP:Iteration 8Q (3915.512095 sec): 3 clusters Score: Raw -1108045.839953 + Penalty 1842.713261 = -1106203.126692 nChanged 302 SP:Iteration 9Q (3915.569317 sec): 3 clusters Score: Raw -1108305.870701 + Penalty 1842.713261 = -1106463.157440 nChanged 154 SP:Iteration 10Q (3915.636776 sec): 3 clusters Score: Raw -1108427.537559 + Penalty 1842.713261 = -1106584.824298 nChanged 97 SP:Iteration 11Q (3915.703312 sec): 3 clusters Score: Raw -1108515.478074 + Penalty 1842.713261 = -1106672.764813 nChanged 51 SP:Iteration 12Q (3915.756139 sec): 3 clusters Score: Raw -1108562.996223 + Penalty 1842.713261 = -1106720.282962 nChanged 28 SP:Iteration 13Q (3915.822307 sec): 3 clusters Score: Raw -1108594.722519 + Penalty 1842.713261 = -1106752.009259 nChanged 13 SP:Iteration 14Q (3915.873597 sec): 3 clusters Score: Raw -1108605.916339 + Penalty 1842.713261 = -1106763.203078 nChanged 11 SP:Iteration 15Q (3915.934120 sec): 3 clusters Score: Raw -1108615.500126 + Penalty 1842.713261 = -1106772.786865 nChanged 11 SP:Iteration 16Q (3916.002291 sec): 3 clusters Score: Raw -1108627.134693 + Penalty 1842.713261 = -1106784.421432 nChanged 14 SP:Iteration 17Q (3916.052788 sec): 3 clusters Score: Raw -1108640.152264 + Penalty 1842.713261 = -1106797.439003 nChanged 14 SP:Iteration 18Q (3916.111112 sec): 3 clusters Score: Raw -1108662.129278 + Penalty 1842.713261 = -1106819.416017 nChanged 18 SP:Iteration 19Q (3916.171382 sec): 3 clusters Score: Raw -1108674.187038 + Penalty 1842.713261 = -1106831.473777 nChanged 13 SP:Iteration 20F (3916.240897 sec): 3 clusters Score: Raw -1108684.583626 + Penalty 1842.713261 = -1106841.870365 nChanged 9 SP:Iteration 21Q (3916.308992 sec): 3 clusters Score: Raw -1108696.621485 + Penalty 1842.713261 = -1106853.908224 nChanged 4 SP:Iteration 22Q (3916.366739 sec): 3 clusters Score: Raw -1108699.719047 + Penalty 1842.713261 = -1106857.005786 nChanged 4 SP:Iteration 23Q (3916.438653 sec): 3 clusters Score: Raw -1108702.599882 + Penalty 1842.713261 = -1106859.886621 nChanged 6 SP:Iteration 24Q (3916.483062 sec): 3 clusters Score: Raw -1108706.377702 + Penalty 1842.713261 = -1106863.664442 nChanged 4 SP:Iteration 25Q (3916.540797 sec): 3 clusters Score: Raw -1108709.955529 + Penalty 1842.713261 = -1106867.242268 nChanged 2 SP:Iteration 26Q (3916.604736 sec): 3 clusters Score: Raw -1108711.814296 + Penalty 1842.713261 = -1106869.101035 nChanged 2 SP:Iteration 27Q (3916.677313 sec): 3 clusters Score: Raw -1108712.971876 + Penalty 1842.713261 = -1106870.258615 nChanged 1 SP:Iteration 28Q (3916.727147 sec): 3 clusters Score: Raw -1108713.362329 + Penalty 1842.713261 = -1106870.649068 nChanged 1 SP:Iteration 29Q (3916.791226 sec): 3 clusters Score: Raw -1108713.580048 + Penalty 1842.713261 = -1106870.866787 nChanged 0 SP:Iteration 30F (3916.861531 sec): 3 clusters Score: Raw -1108713.580048 + Penalty 1842.713261 = -1106870.866787 nChanged 0 Trying to split cluster 14 (10011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3916.893769 sec): 2 clusters Score: Raw -645138.678817 + Penalty 875.086778 = -644263.592039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3916.953730 sec): 3 clusters Score: Raw -639183.574097 + Penalty 1750.173556 = -637433.400542 nChanged 4480 SP:Iteration 1F (3917.011486 sec): 3 clusters Score: Raw -641753.355344 + Penalty 1750.173556 = -640003.181788 nChanged 665 SP:Iteration 2F (3917.062824 sec): 3 clusters Score: Raw -642079.289759 + Penalty 1750.173556 = -640329.116204 nChanged 589 SP:Iteration 3F (3917.127442 sec): 3 clusters Score: Raw -642345.398778 + Penalty 1750.173556 = -640595.225222 nChanged 511 SP:Iteration 4F (3917.186805 sec): 3 clusters Score: Raw -642585.601853 + Penalty 1750.173556 = -640835.428297 nChanged 485 SP:Iteration 5Q (3917.245722 sec): 3 clusters Score: Raw -642803.856529 + Penalty 1750.173556 = -641053.682974 nChanged 436 SP:Iteration 6Q (3917.306369 sec): 3 clusters Score: Raw -642995.764409 + Penalty 1750.173556 = -641245.590853 nChanged 400 SP:Iteration 7Q (3917.367617 sec): 3 clusters Score: Raw -643175.988920 + Penalty 1750.173556 = -641425.815365 nChanged 387 SP:Iteration 8Q (3917.427439 sec): 3 clusters Score: Raw -643354.062715 + Penalty 1750.173556 = -641603.889159 nChanged 357 SP:Iteration 9Q (3917.487312 sec): 3 clusters Score: Raw -643514.527375 + Penalty 1750.173556 = -641764.353819 nChanged 326 SP:Iteration 10Q (3917.547630 sec): 3 clusters Score: Raw -643669.149101 + Penalty 1750.173556 = -641918.975545 nChanged 306 SP:Iteration 11Q (3917.599572 sec): 3 clusters Score: Raw -643809.515149 + Penalty 1750.173556 = -642059.341593 nChanged 271 SP:Iteration 12Q (3917.660028 sec): 3 clusters Score: Raw -643928.294089 + Penalty 1750.173556 = -642178.120533 nChanged 226 SP:Iteration 13Q (3917.719936 sec): 3 clusters Score: Raw -644004.639902 + Penalty 1750.173556 = -642254.466346 nChanged 166 SP:Iteration 14Q (3917.779838 sec): 3 clusters Score: Raw -644049.069065 + Penalty 1750.173556 = -642298.895509 nChanged 134 SP:Iteration 15Q (3917.838472 sec): 3 clusters Score: Raw -644085.632518 + Penalty 1750.173556 = -642335.458962 nChanged 106 SP:Iteration 16Q (3917.899408 sec): 3 clusters Score: Raw -644108.284924 + Penalty 1750.173556 = -642358.111368 nChanged 88 SP:Iteration 17Q (3917.963725 sec): 3 clusters Score: Raw -644125.192264 + Penalty 1750.173556 = -642375.018708 nChanged 84 SP:Iteration 18Q (3918.017912 sec): 3 clusters Score: Raw -644144.127534 + Penalty 1750.173556 = -642393.953979 nChanged 92 SP:Iteration 19Q (3918.077966 sec): 3 clusters Score: Raw -644163.394318 + Penalty 1750.173556 = -642413.220763 nChanged 88 SP:Iteration 20F (3918.138432 sec): 3 clusters Score: Raw -644180.935461 + Penalty 1750.173556 = -642430.761906 nChanged 76 SP:Iteration 21Q (3918.189517 sec): 3 clusters Score: Raw -644194.557699 + Penalty 1750.173556 = -642444.384143 nChanged 74 SP:Iteration 22Q (3918.250425 sec): 3 clusters Score: Raw -644208.371247 + Penalty 1750.173556 = -642458.197691 nChanged 80 SP:Iteration 23Q (3918.305074 sec): 3 clusters Score: Raw -644226.702242 + Penalty 1750.173556 = -642476.528686 nChanged 86 SP:Iteration 24Q (3918.355498 sec): 3 clusters Score: Raw -644249.500681 + Penalty 1750.173556 = -642499.327125 nChanged 100 SP:Iteration 25Q (3918.411082 sec): 3 clusters Score: Raw -644281.753962 + Penalty 1750.173556 = -642531.580407 nChanged 98 SP:Iteration 26Q (3918.467833 sec): 3 clusters Score: Raw -644308.228999 + Penalty 1750.173556 = -642558.055443 nChanged 102 SP:Iteration 27Q (3918.527684 sec): 3 clusters Score: Raw -644333.584368 + Penalty 1750.173556 = -642583.410812 nChanged 92 SP:Iteration 28Q (3918.580448 sec): 3 clusters Score: Raw -644356.234417 + Penalty 1750.173556 = -642606.060861 nChanged 87 SP:Iteration 29Q (3918.640918 sec): 3 clusters Score: Raw -644373.262753 + Penalty 1750.173556 = -642623.089197 nChanged 85 SP:Iteration 30Q (3918.702550 sec): 3 clusters Score: Raw -644389.071547 + Penalty 1750.173556 = -642638.897991 nChanged 78 SP:Iteration 31Q (3918.763938 sec): 3 clusters Score: Raw -644403.247491 + Penalty 1750.173556 = -642653.073935 nChanged 83 SP:Iteration 32Q (3918.827956 sec): 3 clusters Score: Raw -644423.092788 + Penalty 1750.173556 = -642672.919232 nChanged 84 SP:Iteration 33Q (3918.885375 sec): 3 clusters Score: Raw -644441.050643 + Penalty 1750.173556 = -642690.877087 nChanged 73 SP:Iteration 34Q (3918.934770 sec): 3 clusters Score: Raw -644456.976406 + Penalty 1750.173556 = -642706.802850 nChanged 78 SP:Iteration 35Q (3919.000430 sec): 3 clusters Score: Raw -644472.777876 + Penalty 1750.173556 = -642722.604320 nChanged 76 SP:Iteration 36Q (3919.059484 sec): 3 clusters Score: Raw -644488.871916 + Penalty 1750.173556 = -642738.698360 nChanged 71 SP:Iteration 37Q (3919.117777 sec): 3 clusters Score: Raw -644506.115181 + Penalty 1750.173556 = -642755.941625 nChanged 79 SP:Iteration 38Q (3919.169199 sec): 3 clusters Score: Raw -644524.333762 + Penalty 1750.173556 = -642774.160206 nChanged 80 SP:Iteration 39Q (3919.227258 sec): 3 clusters Score: Raw -644542.790150 + Penalty 1750.173556 = -642792.616594 nChanged 87 SP:Iteration 40F (3919.278815 sec): 3 clusters Score: Raw -644563.130198 + Penalty 1750.173556 = -642812.956642 nChanged 91 SP:Iteration 41Q (3919.344261 sec): 3 clusters Score: Raw -644587.450698 + Penalty 1750.173556 = -642837.277142 nChanged 78 SP:Iteration 42Q (3919.392416 sec): 3 clusters Score: Raw -644608.292954 + Penalty 1750.173556 = -642858.119398 nChanged 69 SP:Iteration 43Q (3919.447351 sec): 3 clusters Score: Raw -644624.546203 + Penalty 1750.173556 = -642874.372647 nChanged 73 SP:Iteration 44Q (3919.507416 sec): 3 clusters Score: Raw -644639.195155 + Penalty 1750.173556 = -642889.021600 nChanged 55 SP:Iteration 45Q (3919.573501 sec): 3 clusters Score: Raw -644650.273576 + Penalty 1750.173556 = -642900.100020 nChanged 52 SP:Iteration 46Q (3919.626180 sec): 3 clusters Score: Raw -644662.599718 + Penalty 1750.173556 = -642912.426163 nChanged 54 SP:Iteration 47Q (3919.692564 sec): 3 clusters Score: Raw -644682.163247 + Penalty 1750.173556 = -642931.989691 nChanged 73 SP:Iteration 48Q (3919.740848 sec): 3 clusters Score: Raw -644708.860976 + Penalty 1750.173556 = -642958.687420 nChanged 89 SP:Iteration 49Q (3919.796590 sec): 3 clusters Score: Raw -644739.215291 + Penalty 1750.173556 = -642989.041735 nChanged 97 SP:Iteration 50Q (3919.850642 sec): 3 clusters Score: Raw -644774.406715 + Penalty 1750.173556 = -643024.233159 nChanged 80 SP:Iteration 51Q (3919.917008 sec): 3 clusters Score: Raw -644801.491516 + Penalty 1750.173556 = -643051.317960 nChanged 71 SP:Iteration 52Q (3919.972655 sec): 3 clusters Score: Raw -644823.587257 + Penalty 1750.173556 = -643073.413701 nChanged 82 SP:Iteration 53Q (3920.017632 sec): 3 clusters Score: Raw -644844.081882 + Penalty 1750.173556 = -643093.908327 nChanged 65 SP:Iteration 54Q (3920.084264 sec): 3 clusters Score: Raw -644869.080652 + Penalty 1750.173556 = -643118.907096 nChanged 90 SP:Iteration 55Q (3920.133507 sec): 3 clusters Score: Raw -644923.753035 + Penalty 1750.173556 = -643173.579479 nChanged 108 SP:Iteration 56Q (3920.195026 sec): 3 clusters Score: Raw -644990.913629 + Penalty 1750.173556 = -643240.740073 nChanged 111 SP:Iteration 57Q (3920.260968 sec): 3 clusters Score: Raw -645059.924045 + Penalty 1750.173556 = -643309.750489 nChanged 111 SP:Iteration 58Q (3920.321548 sec): 3 clusters Score: Raw -645132.991518 + Penalty 1750.173556 = -643382.817962 nChanged 112 SP:Iteration 59Q (3920.372351 sec): 3 clusters Score: Raw -645191.389648 + Penalty 1750.173556 = -643441.216092 nChanged 99 SP:Iteration 60F (3920.433926 sec): 3 clusters Score: Raw -645230.776083 + Penalty 1750.173556 = -643480.602527 nChanged 79 SP:Iteration 61Q (3920.481151 sec): 3 clusters Score: Raw -645252.938502 + Penalty 1750.173556 = -643502.764946 nChanged 61 SP:Iteration 62Q (3920.543913 sec): 3 clusters Score: Raw -645267.541914 + Penalty 1750.173556 = -643517.368358 nChanged 45 SP:Iteration 63Q (3920.602631 sec): 3 clusters Score: Raw -645278.166109 + Penalty 1750.173556 = -643527.992553 nChanged 36 SP:Iteration 64Q (3920.656699 sec): 3 clusters Score: Raw -645285.152021 + Penalty 1750.173556 = -643534.978465 nChanged 30 SP:Iteration 65Q (3920.726691 sec): 3 clusters Score: Raw -645289.206595 + Penalty 1750.173556 = -643539.033039 nChanged 16 SP:Iteration 66Q (3920.785938 sec): 3 clusters Score: Raw -645291.340198 + Penalty 1750.173556 = -643541.166642 nChanged 13 SP:Iteration 67Q (3920.843981 sec): 3 clusters Score: Raw -645292.339342 + Penalty 1750.173556 = -643542.165787 nChanged 7 SP:Iteration 68Q (3920.904093 sec): 3 clusters Score: Raw -645293.171971 + Penalty 1750.173556 = -643542.998416 nChanged 5 SP:Iteration 69Q (3920.964332 sec): 3 clusters Score: Raw -645293.906351 + Penalty 1750.173556 = -643543.732795 nChanged 8 SP:Iteration 70Q (3921.024710 sec): 3 clusters Score: Raw -645294.519947 + Penalty 1750.173556 = -643544.346392 nChanged 8 SP:Iteration 71Q (3921.081433 sec): 3 clusters Score: Raw -645295.457711 + Penalty 1750.173556 = -643545.284156 nChanged 8 SP:Iteration 72Q (3921.142048 sec): 3 clusters Score: Raw -645295.996457 + Penalty 1750.173556 = -643545.822901 nChanged 8 SP:Iteration 73Q (3921.191577 sec): 3 clusters Score: Raw -645297.000002 + Penalty 1750.173556 = -643546.826446 nChanged 8 SP:Iteration 74Q (3921.260874 sec): 3 clusters Score: Raw -645297.561086 + Penalty 1750.173556 = -643547.387530 nChanged 8 SP:Iteration 75Q (3921.321758 sec): 3 clusters Score: Raw -645298.264147 + Penalty 1750.173556 = -643548.090591 nChanged 6 SP:Iteration 76Q (3921.364005 sec): 3 clusters Score: Raw -645298.862949 + Penalty 1750.173556 = -643548.689393 nChanged 4 SP:Iteration 77Q (3921.398332 sec): 3 clusters Score: Raw -645299.251930 + Penalty 1750.173556 = -643549.078374 nChanged 1 SP:Iteration 78Q (3921.420858 sec): 3 clusters Score: Raw -645299.393314 + Penalty 1750.173556 = -643549.219758 nChanged 1 SP:Iteration 79Q (3921.443835 sec): 3 clusters Score: Raw -645299.468556 + Penalty 1750.173556 = -643549.295000 nChanged 1 SP:Iteration 80F (3921.468395 sec): 3 clusters Score: Raw -645299.575460 + Penalty 1750.173556 = -643549.401904 nChanged 1 SP:Iteration 81Q (3921.491481 sec): 3 clusters Score: Raw -645299.596074 + Penalty 1750.173556 = -643549.422518 nChanged 0 SP:Iteration 82F (3921.515787 sec): 3 clusters Score: Raw -645299.596074 + Penalty 1750.173556 = -643549.422518 nChanged 0 Trying to split cluster 15 (6628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3921.535584 sec): 2 clusters Score: Raw -469984.381675 + Penalty 835.910546 = -469148.471129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3921.557514 sec): 3 clusters Score: Raw -466175.019595 + Penalty 1671.821092 = -464503.198504 nChanged 2943 SP:Iteration 1F (3921.578359 sec): 3 clusters Score: Raw -467916.080724 + Penalty 1671.821092 = -466244.259632 nChanged 562 SP:Iteration 2F (3921.599200 sec): 3 clusters Score: Raw -468327.026512 + Penalty 1671.821092 = -466655.205420 nChanged 539 SP:Iteration 3F (3921.635976 sec): 3 clusters Score: Raw -468765.286537 + Penalty 1671.821092 = -467093.465445 nChanged 486 SP:Iteration 4F (3921.656365 sec): 3 clusters Score: Raw -469124.571396 + Penalty 1671.821092 = -467452.750304 nChanged 422 SP:Iteration 5F (3921.677235 sec): 3 clusters Score: Raw -469426.525822 + Penalty 1671.821092 = -467754.704730 nChanged 348 SP:Iteration 6F (3921.698171 sec): 3 clusters Score: Raw -469660.968275 + Penalty 1671.821092 = -467989.147183 nChanged 275 SP:Iteration 7Q (3921.729699 sec): 3 clusters Score: Raw -469844.852031 + Penalty 1671.821092 = -468173.030940 nChanged 215 SP:Iteration 8Q (3921.750525 sec): 3 clusters Score: Raw -469976.924876 + Penalty 1671.821092 = -468305.103784 nChanged 203 SP:Iteration 9Q (3921.771340 sec): 3 clusters Score: Raw -470085.365251 + Penalty 1671.821092 = -468413.544159 nChanged 130 SP:Iteration 10Q (3921.791839 sec): 3 clusters Score: Raw -470141.574345 + Penalty 1671.821092 = -468469.753253 nChanged 89 SP:Iteration 11Q (3921.850646 sec): 3 clusters Score: Raw -470175.510983 + Penalty 1671.821092 = -468503.689892 nChanged 57 SP:Iteration 12Q (3921.908721 sec): 3 clusters Score: Raw -470195.861659 + Penalty 1671.821092 = -468524.040567 nChanged 44 SP:Iteration 13Q (3921.954897 sec): 3 clusters Score: Raw -470206.656724 + Penalty 1671.821092 = -468534.835632 nChanged 34 SP:Iteration 14Q (3922.023812 sec): 3 clusters Score: Raw -470212.913086 + Penalty 1671.821092 = -468541.091994 nChanged 28 SP:Iteration 15Q (3922.069889 sec): 3 clusters Score: Raw -470216.884718 + Penalty 1671.821092 = -468545.063626 nChanged 19 SP:Iteration 16Q (3922.135829 sec): 3 clusters Score: Raw -470220.018580 + Penalty 1671.821092 = -468548.197488 nChanged 17 SP:Iteration 17Q (3922.182044 sec): 3 clusters Score: Raw -470222.701941 + Penalty 1671.821092 = -468550.880849 nChanged 15 SP:Iteration 18Q (3922.238195 sec): 3 clusters Score: Raw -470224.613588 + Penalty 1671.821092 = -468552.792497 nChanged 7 SP:Iteration 19Q (3922.296357 sec): 3 clusters Score: Raw -470225.898206 + Penalty 1671.821092 = -468554.077114 nChanged 14 SP:Iteration 20F (3922.353832 sec): 3 clusters Score: Raw -470228.381455 + Penalty 1671.821092 = -468556.560363 nChanged 14 SP:Iteration 21Q (3922.423454 sec): 3 clusters Score: Raw -470230.924838 + Penalty 1671.821092 = -468559.103746 nChanged 11 SP:Iteration 22Q (3922.469692 sec): 3 clusters Score: Raw -470232.641859 + Penalty 1671.821092 = -468560.820767 nChanged 14 SP:Iteration 23Q (3922.527032 sec): 3 clusters Score: Raw -470234.614906 + Penalty 1671.821092 = -468562.793814 nChanged 13 SP:Iteration 24Q (3922.593655 sec): 3 clusters Score: Raw -470236.657428 + Penalty 1671.821092 = -468564.836336 nChanged 8 SP:Iteration 25Q (3922.639673 sec): 3 clusters Score: Raw -470239.370376 + Penalty 1671.821092 = -468567.549284 nChanged 15 SP:Iteration 26Q (3922.697066 sec): 3 clusters Score: Raw -470242.394009 + Penalty 1671.821092 = -468570.572917 nChanged 18 SP:Iteration 27Q (3922.762798 sec): 3 clusters Score: Raw -470245.582921 + Penalty 1671.821092 = -468573.761829 nChanged 15 SP:Iteration 28Q (3922.819113 sec): 3 clusters Score: Raw -470250.170902 + Penalty 1671.821092 = -468578.349810 nChanged 23 SP:Iteration 29Q (3922.878465 sec): 3 clusters Score: Raw -470256.500446 + Penalty 1671.821092 = -468584.679354 nChanged 24 SP:Iteration 30Q (3922.924681 sec): 3 clusters Score: Raw -470261.778257 + Penalty 1671.821092 = -468589.957166 nChanged 30 SP:Iteration 31Q (3922.991836 sec): 3 clusters Score: Raw -470268.096870 + Penalty 1671.821092 = -468596.275778 nChanged 30 SP:Iteration 32Q (3923.039092 sec): 3 clusters Score: Raw -470274.338292 + Penalty 1671.821092 = -468602.517200 nChanged 23 SP:Iteration 33Q (3923.104455 sec): 3 clusters Score: Raw -470279.565446 + Penalty 1671.821092 = -468607.744354 nChanged 31 SP:Iteration 34Q (3923.163538 sec): 3 clusters Score: Raw -470289.314129 + Penalty 1671.821092 = -468617.493037 nChanged 31 SP:Iteration 35Q (3923.217460 sec): 3 clusters Score: Raw -470299.588257 + Penalty 1671.821092 = -468627.767165 nChanged 36 SP:Iteration 36Q (3923.270753 sec): 3 clusters Score: Raw -470312.523198 + Penalty 1671.821092 = -468640.702106 nChanged 36 SP:Iteration 37Q (3923.327767 sec): 3 clusters Score: Raw -470326.194291 + Penalty 1671.821092 = -468654.373199 nChanged 39 SP:Iteration 38Q (3923.384359 sec): 3 clusters Score: Raw -470339.709895 + Penalty 1671.821092 = -468667.888803 nChanged 40 SP:Iteration 39Q (3923.440897 sec): 3 clusters Score: Raw -470355.706866 + Penalty 1671.821092 = -468683.885774 nChanged 46 SP:Iteration 40F (3923.490304 sec): 3 clusters Score: Raw -470372.965291 + Penalty 1671.821092 = -468701.144199 nChanged 45 SP:Iteration 41Q (3923.547482 sec): 3 clusters Score: Raw -470388.166639 + Penalty 1671.821092 = -468716.345547 nChanged 38 SP:Iteration 42Q (3923.614671 sec): 3 clusters Score: Raw -470399.144904 + Penalty 1671.821092 = -468727.323812 nChanged 34 SP:Iteration 43Q (3923.666341 sec): 3 clusters Score: Raw -470407.823427 + Penalty 1671.821092 = -468736.002335 nChanged 37 SP:Iteration 44Q (3923.707913 sec): 3 clusters Score: Raw -470419.207088 + Penalty 1671.821092 = -468747.385997 nChanged 46 SP:Iteration 45Q (3923.769996 sec): 3 clusters Score: Raw -470432.491387 + Penalty 1671.821092 = -468760.670295 nChanged 48 SP:Iteration 46Q (3923.821485 sec): 3 clusters Score: Raw -470450.601282 + Penalty 1671.821092 = -468778.780190 nChanged 49 SP:Iteration 47Q (3923.872179 sec): 3 clusters Score: Raw -470467.691461 + Penalty 1671.821092 = -468795.870369 nChanged 40 SP:Iteration 48Q (3923.925343 sec): 3 clusters Score: Raw -470485.914125 + Penalty 1671.821092 = -468814.093033 nChanged 49 SP:Iteration 49Q (3923.983054 sec): 3 clusters Score: Raw -470507.519528 + Penalty 1671.821092 = -468835.698436 nChanged 43 SP:Iteration 50Q (3924.038759 sec): 3 clusters Score: Raw -470522.725377 + Penalty 1671.821092 = -468850.904286 nChanged 39 SP:Iteration 51Q (3924.096007 sec): 3 clusters Score: Raw -470534.644129 + Penalty 1671.821092 = -468862.823037 nChanged 24 SP:Iteration 52Q (3924.155353 sec): 3 clusters Score: Raw -470539.556435 + Penalty 1671.821092 = -468867.735343 nChanged 18 SP:Iteration 53Q (3924.206697 sec): 3 clusters Score: Raw -470543.866080 + Penalty 1671.821092 = -468872.044988 nChanged 16 SP:Iteration 54Q (3924.264119 sec): 3 clusters Score: Raw -470547.306561 + Penalty 1671.821092 = -468875.485470 nChanged 10 SP:Iteration 55Q (3924.322782 sec): 3 clusters Score: Raw -470548.851836 + Penalty 1671.821092 = -468877.030744 nChanged 10 SP:Iteration 56Q (3924.379934 sec): 3 clusters Score: Raw -470550.392947 + Penalty 1671.821092 = -468878.571855 nChanged 10 SP:Iteration 57Q (3924.423697 sec): 3 clusters Score: Raw -470552.689521 + Penalty 1671.821092 = -468880.868429 nChanged 7 SP:Iteration 58Q (3924.487292 sec): 3 clusters Score: Raw -470554.510226 + Penalty 1671.821092 = -468882.689134 nChanged 10 SP:Iteration 59Q (3924.540717 sec): 3 clusters Score: Raw -470556.778512 + Penalty 1671.821092 = -468884.957420 nChanged 11 SP:Iteration 60F (3924.586346 sec): 3 clusters Score: Raw -470560.558732 + Penalty 1671.821092 = -468888.737640 nChanged 11 SP:Iteration 61Q (3924.639018 sec): 3 clusters Score: Raw -470563.186773 + Penalty 1671.821092 = -468891.365681 nChanged 7 SP:Iteration 62Q (3924.696058 sec): 3 clusters Score: Raw -470565.316376 + Penalty 1671.821092 = -468893.495284 nChanged 8 SP:Iteration 63Q (3924.748287 sec): 3 clusters Score: Raw -470567.462573 + Penalty 1671.821092 = -468895.641481 nChanged 14 SP:Iteration 64Q (3924.810040 sec): 3 clusters Score: Raw -470572.201643 + Penalty 1671.821092 = -468900.380551 nChanged 13 SP:Iteration 65Q (3924.865340 sec): 3 clusters Score: Raw -470575.806509 + Penalty 1671.821092 = -468903.985417 nChanged 11 SP:Iteration 66Q (3924.922257 sec): 3 clusters Score: Raw -470578.349813 + Penalty 1671.821092 = -468906.528721 nChanged 6 SP:Iteration 67Q (3924.979125 sec): 3 clusters Score: Raw -470578.997313 + Penalty 1671.821092 = -468907.176221 nChanged 2 SP:Iteration 68Q (3925.029794 sec): 3 clusters Score: Raw -470579.164623 + Penalty 1671.821092 = -468907.343531 nChanged 0 SP:Iteration 69F (3925.076930 sec): 3 clusters Score: Raw -470579.164623 + Penalty 1671.821092 = -468907.343531 nChanged 0 Trying to split cluster 16 (2681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3925.110378 sec): 2 clusters Score: Raw -205404.300933 + Penalty 749.924788 = -204654.376145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3925.144880 sec): 3 clusters Score: Raw -204038.885646 + Penalty 1499.849576 = -202539.036069 nChanged 1098 SP:Iteration 1F (3925.196358 sec): 3 clusters Score: Raw -204703.537586 + Penalty 1499.849576 = -203203.688009 nChanged 237 SP:Iteration 2F (3925.247279 sec): 3 clusters Score: Raw -204868.510691 + Penalty 1499.849576 = -203368.661114 nChanged 158 SP:Iteration 3F (3925.300160 sec): 3 clusters Score: Raw -204975.559798 + Penalty 1499.849576 = -203475.710222 nChanged 118 SP:Iteration 4Q (3925.360428 sec): 3 clusters Score: Raw -205057.712496 + Penalty 1499.849576 = -203557.862920 nChanged 113 SP:Iteration 5Q (3925.401768 sec): 3 clusters Score: Raw -205128.943768 + Penalty 1499.849576 = -203629.094192 nChanged 94 SP:Iteration 6Q (3925.461606 sec): 3 clusters Score: Raw -205176.456613 + Penalty 1499.849576 = -203676.607036 nChanged 67 SP:Iteration 7Q (3925.513872 sec): 3 clusters Score: Raw -205209.292682 + Penalty 1499.849576 = -203709.443105 nChanged 59 SP:Iteration 8Q (3925.552791 sec): 3 clusters Score: Raw -205233.120353 + Penalty 1499.849576 = -203733.270776 nChanged 56 SP:Iteration 9Q (3925.609785 sec): 3 clusters Score: Raw -205260.533126 + Penalty 1499.849576 = -203760.683550 nChanged 57 SP:Iteration 10Q (3925.654713 sec): 3 clusters Score: Raw -205285.533044 + Penalty 1499.849576 = -203785.683468 nChanged 47 SP:Iteration 11Q (3925.697422 sec): 3 clusters Score: Raw -205306.955455 + Penalty 1499.849576 = -203807.105879 nChanged 44 SP:Iteration 12Q (3925.746254 sec): 3 clusters Score: Raw -205324.055922 + Penalty 1499.849576 = -203824.206346 nChanged 34 SP:Iteration 13Q (3925.792864 sec): 3 clusters Score: Raw -205337.861366 + Penalty 1499.849576 = -203838.011790 nChanged 35 SP:Iteration 14Q (3925.839640 sec): 3 clusters Score: Raw -205352.246968 + Penalty 1499.849576 = -203852.397392 nChanged 33 SP:Iteration 15Q (3925.886368 sec): 3 clusters Score: Raw -205367.533410 + Penalty 1499.849576 = -203867.683834 nChanged 29 SP:Iteration 16Q (3925.933296 sec): 3 clusters Score: Raw -205380.935077 + Penalty 1499.849576 = -203881.085501 nChanged 42 SP:Iteration 17Q (3925.982260 sec): 3 clusters Score: Raw -205399.662999 + Penalty 1499.849576 = -203899.813422 nChanged 40 SP:Iteration 18Q (3926.026273 sec): 3 clusters Score: Raw -205419.689411 + Penalty 1499.849576 = -203919.839835 nChanged 43 SP:Iteration 19Q (3926.078117 sec): 3 clusters Score: Raw -205441.014388 + Penalty 1499.849576 = -203941.164812 nChanged 31 SP:Iteration 20F (3926.127190 sec): 3 clusters Score: Raw -205456.624049 + Penalty 1499.849576 = -203956.774473 nChanged 40 SP:Iteration 21Q (3926.174308 sec): 3 clusters Score: Raw -205474.768545 + Penalty 1499.849576 = -203974.918968 nChanged 36 SP:Iteration 22Q (3926.223065 sec): 3 clusters Score: Raw -205497.625636 + Penalty 1499.849576 = -203997.776060 nChanged 36 SP:Iteration 23Q (3926.258682 sec): 3 clusters Score: Raw -205516.799116 + Penalty 1499.849576 = -204016.949540 nChanged 32 SP:Iteration 24Q (3926.300644 sec): 3 clusters Score: Raw -205533.515440 + Penalty 1499.849576 = -204033.665864 nChanged 37 SP:Iteration 25Q (3926.351653 sec): 3 clusters Score: Raw -205554.984384 + Penalty 1499.849576 = -204055.134808 nChanged 44 SP:Iteration 26Q (3926.402787 sec): 3 clusters Score: Raw -205579.598296 + Penalty 1499.849576 = -204079.748720 nChanged 43 SP:Iteration 27Q (3926.453772 sec): 3 clusters Score: Raw -205602.040695 + Penalty 1499.849576 = -204102.191119 nChanged 35 SP:Iteration 28Q (3926.493553 sec): 3 clusters Score: Raw -205618.890687 + Penalty 1499.849576 = -204119.041111 nChanged 38 SP:Iteration 29Q (3926.544667 sec): 3 clusters Score: Raw -205638.448460 + Penalty 1499.849576 = -204138.598883 nChanged 32 SP:Iteration 30Q (3926.596917 sec): 3 clusters Score: Raw -205653.513225 + Penalty 1499.849576 = -204153.663649 nChanged 24 SP:Iteration 31Q (3926.649149 sec): 3 clusters Score: Raw -205668.388181 + Penalty 1499.849576 = -204168.538605 nChanged 34 SP:Iteration 32Q (3926.700977 sec): 3 clusters Score: Raw -205684.805246 + Penalty 1499.849576 = -204184.955670 nChanged 29 SP:Iteration 33Q (3926.749187 sec): 3 clusters Score: Raw -205697.875356 + Penalty 1499.849576 = -204198.025779 nChanged 25 SP:Iteration 34Q (3926.793486 sec): 3 clusters Score: Raw -205708.825895 + Penalty 1499.849576 = -204208.976318 nChanged 20 SP:Iteration 35Q (3926.842246 sec): 3 clusters Score: Raw -205719.171830 + Penalty 1499.849576 = -204219.322253 nChanged 19 SP:Iteration 36Q (3926.893974 sec): 3 clusters Score: Raw -205730.028351 + Penalty 1499.849576 = -204230.178775 nChanged 18 SP:Iteration 37Q (3926.948060 sec): 3 clusters Score: Raw -205737.862069 + Penalty 1499.849576 = -204238.012492 nChanged 18 SP:Iteration 38Q (3927.000669 sec): 3 clusters Score: Raw -205744.049945 + Penalty 1499.849576 = -204244.200369 nChanged 18 SP:Iteration 39Q (3927.053624 sec): 3 clusters Score: Raw -205752.458577 + Penalty 1499.849576 = -204252.609001 nChanged 26 SP:Iteration 40F (3927.103993 sec): 3 clusters Score: Raw -205769.247457 + Penalty 1499.849576 = -204269.397881 nChanged 20 SP:Iteration 41Q (3927.155115 sec): 3 clusters Score: Raw -205778.354576 + Penalty 1499.849576 = -204278.505000 nChanged 16 SP:Iteration 42Q (3927.195922 sec): 3 clusters Score: Raw -205784.345949 + Penalty 1499.849576 = -204284.496372 nChanged 18 SP:Iteration 43Q (3927.247174 sec): 3 clusters Score: Raw -205791.492310 + Penalty 1499.849576 = -204291.642734 nChanged 11 SP:Iteration 44Q (3927.283051 sec): 3 clusters Score: Raw -205795.016353 + Penalty 1499.849576 = -204295.166777 nChanged 6 SP:Iteration 45Q (3927.334435 sec): 3 clusters Score: Raw -205796.372036 + Penalty 1499.849576 = -204296.522459 nChanged 4 SP:Iteration 46Q (3927.386448 sec): 3 clusters Score: Raw -205797.789090 + Penalty 1499.849576 = -204297.939513 nChanged 6 SP:Iteration 47Q (3927.434377 sec): 3 clusters Score: Raw -205800.182638 + Penalty 1499.849576 = -204300.333062 nChanged 8 SP:Iteration 48Q (3927.486152 sec): 3 clusters Score: Raw -205802.949068 + Penalty 1499.849576 = -204303.099492 nChanged 6 SP:Iteration 49Q (3927.538580 sec): 3 clusters Score: Raw -205804.641527 + Penalty 1499.849576 = -204304.791951 nChanged 3 SP:Iteration 50Q (3927.590679 sec): 3 clusters Score: Raw -205805.104126 + Penalty 1499.849576 = -204305.254550 nChanged 5 SP:Iteration 51Q (3927.641586 sec): 3 clusters Score: Raw -205806.417246 + Penalty 1499.849576 = -204306.567670 nChanged 4 SP:Iteration 52Q (3927.683394 sec): 3 clusters Score: Raw -205807.182090 + Penalty 1499.849576 = -204307.332514 nChanged 4 SP:Iteration 53Q (3927.734251 sec): 3 clusters Score: Raw -205808.136550 + Penalty 1499.849576 = -204308.286973 nChanged 3 SP:Iteration 54Q (3927.778962 sec): 3 clusters Score: Raw -205808.777156 + Penalty 1499.849576 = -204308.927580 nChanged 3 SP:Iteration 55Q (3927.829772 sec): 3 clusters Score: Raw -205809.279029 + Penalty 1499.849576 = -204309.429452 nChanged 3 SP:Iteration 56Q (3927.875519 sec): 3 clusters Score: Raw -205809.922329 + Penalty 1499.849576 = -204310.072752 nChanged 1 SP:Iteration 57Q (3927.921415 sec): 3 clusters Score: Raw -205809.997498 + Penalty 1499.849576 = -204310.147921 nChanged 0 SP:Iteration 58F (3927.972472 sec): 3 clusters Score: Raw -205809.997498 + Penalty 1499.849576 = -204310.147921 nChanged 0 Trying to split cluster 17 (925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3927.996842 sec): 2 clusters Score: Raw -59106.948836 + Penalty 648.830405 = -58458.118431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3928.042829 sec): 3 clusters Score: Raw -58750.979716 + Penalty 1297.660810 = -57453.318905 nChanged 297 SP:Iteration 1F (3928.088551 sec): 3 clusters Score: Raw -58965.841322 + Penalty 1297.660810 = -57668.180512 nChanged 65 SP:Iteration 2F (3928.137950 sec): 3 clusters Score: Raw -59022.263337 + Penalty 1297.660810 = -57724.602527 nChanged 28 SP:Iteration 3Q (3928.184996 sec): 3 clusters Score: Raw -59035.404503 + Penalty 1297.660810 = -57737.743693 nChanged 16 SP:Iteration 4Q (3928.234495 sec): 3 clusters Score: Raw -59049.948658 + Penalty 1297.660810 = -57752.287848 nChanged 22 SP:Iteration 5Q (3928.280883 sec): 3 clusters Score: Raw -59067.023578 + Penalty 1297.660810 = -57769.362768 nChanged 22 SP:Iteration 6Q (3928.330228 sec): 3 clusters Score: Raw -59079.093376 + Penalty 1297.660810 = -57781.432566 nChanged 10 SP:Iteration 7Q (3928.377207 sec): 3 clusters Score: Raw -59085.577480 + Penalty 1297.660810 = -57787.916670 nChanged 9 SP:Iteration 8Q (3928.423782 sec): 3 clusters Score: Raw -59089.390653 + Penalty 1297.660810 = -57791.729843 nChanged 6 SP:Iteration 9Q (3928.473120 sec): 3 clusters Score: Raw -59092.396124 + Penalty 1297.660810 = -57794.735314 nChanged 6 SP:Iteration 10Q (3928.520134 sec): 3 clusters Score: Raw -59096.484192 + Penalty 1297.660810 = -57798.823381 nChanged 10 SP:Iteration 11Q (3928.569599 sec): 3 clusters Score: Raw -59101.104040 + Penalty 1297.660810 = -57803.443230 nChanged 12 SP:Iteration 12Q (3928.616055 sec): 3 clusters Score: Raw -59109.137533 + Penalty 1297.660810 = -57811.476723 nChanged 20 SP:Iteration 13Q (3928.665627 sec): 3 clusters Score: Raw -59125.421188 + Penalty 1297.660810 = -57827.760378 nChanged 18 SP:Iteration 14Q (3928.712876 sec): 3 clusters Score: Raw -59141.469199 + Penalty 1297.660810 = -57843.808389 nChanged 14 SP:Iteration 15Q (3928.759102 sec): 3 clusters Score: Raw -59154.817435 + Penalty 1297.660810 = -57857.156625 nChanged 16 SP:Iteration 16Q (3928.820740 sec): 3 clusters Score: Raw -59169.093979 + Penalty 1297.660810 = -57871.433169 nChanged 23 SP:Iteration 17Q (3928.848727 sec): 3 clusters Score: Raw -59188.427333 + Penalty 1297.660810 = -57890.766523 nChanged 21 SP:Iteration 18Q (3928.890425 sec): 3 clusters Score: Raw -59203.878272 + Penalty 1297.660810 = -57906.217462 nChanged 24 SP:Iteration 19Q (3928.943373 sec): 3 clusters Score: Raw -59226.973891 + Penalty 1297.660810 = -57929.313081 nChanged 16 SP:Iteration 20F (3928.984651 sec): 3 clusters Score: Raw -59237.268390 + Penalty 1297.660810 = -57939.607580 nChanged 14 SP:Iteration 21Q (3929.025244 sec): 3 clusters Score: Raw -59249.680266 + Penalty 1297.660810 = -57952.019456 nChanged 5 SP:Iteration 22Q (3929.072284 sec): 3 clusters Score: Raw -59253.508933 + Penalty 1297.660810 = -57955.848123 nChanged 3 SP:Iteration 23Q (3929.117555 sec): 3 clusters Score: Raw -59256.182688 + Penalty 1297.660810 = -57958.521878 nChanged 7 SP:Iteration 24Q (3929.148555 sec): 3 clusters Score: Raw -59262.261677 + Penalty 1297.660810 = -57964.600867 nChanged 8 SP:Iteration 25Q (3929.193466 sec): 3 clusters Score: Raw -59269.729301 + Penalty 1297.660810 = -57972.068491 nChanged 6 SP:Iteration 26Q (3929.248822 sec): 3 clusters Score: Raw -59273.054061 + Penalty 1297.660810 = -57975.393251 nChanged 6 SP:Iteration 27Q (3929.290853 sec): 3 clusters Score: Raw -59276.852060 + Penalty 1297.660810 = -57979.191249 nChanged 3 SP:Iteration 28Q (3929.341194 sec): 3 clusters Score: Raw -59280.117072 + Penalty 1297.660810 = -57982.456262 nChanged 3 SP:Iteration 29Q (3929.384158 sec): 3 clusters Score: Raw -59282.016125 + Penalty 1297.660810 = -57984.355315 nChanged 2 SP:Iteration 30Q (3929.434564 sec): 3 clusters Score: Raw -59282.683570 + Penalty 1297.660810 = -57985.022760 nChanged 1 SP:Iteration 31Q (3929.471861 sec): 3 clusters Score: Raw -59282.892825 + Penalty 1297.660810 = -57985.232015 nChanged 0 SP:Iteration 32F (3929.521591 sec): 3 clusters Score: Raw -59282.892825 + Penalty 1297.660810 = -57985.232015 nChanged 0 Trying to split cluster 18 (5618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3929.558158 sec): 2 clusters Score: Raw -344686.105079 + Penalty 820.204446 = -343865.900633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3929.603155 sec): 3 clusters Score: Raw -341555.564591 + Penalty 1640.408891 = -339915.155700 nChanged 2384 SP:Iteration 1F (3929.647849 sec): 3 clusters Score: Raw -342984.325564 + Penalty 1640.408891 = -341343.916673 nChanged 421 SP:Iteration 2F (3929.699656 sec): 3 clusters Score: Raw -343258.731032 + Penalty 1640.408891 = -341618.322141 nChanged 392 SP:Iteration 3F (3929.754051 sec): 3 clusters Score: Raw -343522.627771 + Penalty 1640.408891 = -341882.218879 nChanged 362 SP:Iteration 4F (3929.807650 sec): 3 clusters Score: Raw -343780.465221 + Penalty 1640.408891 = -342140.056330 nChanged 326 SP:Iteration 5F (3929.862959 sec): 3 clusters Score: Raw -344047.642949 + Penalty 1640.408891 = -342407.234057 nChanged 300 SP:Iteration 6F (3929.914309 sec): 3 clusters Score: Raw -344303.671788 + Penalty 1640.408891 = -342663.262897 nChanged 244 SP:Iteration 7Q (3929.958657 sec): 3 clusters Score: Raw -344511.915364 + Penalty 1640.408891 = -342871.506472 nChanged 196 SP:Iteration 8Q (3930.014698 sec): 3 clusters Score: Raw -344657.330851 + Penalty 1640.408891 = -343016.921959 nChanged 149 SP:Iteration 9Q (3930.070283 sec): 3 clusters Score: Raw -344748.744662 + Penalty 1640.408891 = -343108.335770 nChanged 95 SP:Iteration 10Q (3930.124155 sec): 3 clusters Score: Raw -344810.241415 + Penalty 1640.408891 = -343169.832524 nChanged 86 SP:Iteration 11Q (3930.179049 sec): 3 clusters Score: Raw -344854.546135 + Penalty 1640.408891 = -343214.137244 nChanged 60 SP:Iteration 12Q (3930.233506 sec): 3 clusters Score: Raw -344875.171026 + Penalty 1640.408891 = -343234.762135 nChanged 33 SP:Iteration 13Q (3930.297458 sec): 3 clusters Score: Raw -344888.870565 + Penalty 1640.408891 = -343248.461673 nChanged 32 SP:Iteration 14Q (3930.341383 sec): 3 clusters Score: Raw -344900.369686 + Penalty 1640.408891 = -343259.960795 nChanged 30 SP:Iteration 15Q (3930.395494 sec): 3 clusters Score: Raw -344911.015985 + Penalty 1640.408891 = -343270.607094 nChanged 28 SP:Iteration 16Q (3930.457701 sec): 3 clusters Score: Raw -344918.876100 + Penalty 1640.408891 = -343278.467208 nChanged 23 SP:Iteration 17Q (3930.503954 sec): 3 clusters Score: Raw -344924.559527 + Penalty 1640.408891 = -343284.150635 nChanged 21 SP:Iteration 18Q (3930.553339 sec): 3 clusters Score: Raw -344930.961825 + Penalty 1640.408891 = -343290.552934 nChanged 10 SP:Iteration 19Q (3930.592524 sec): 3 clusters Score: Raw -344933.012747 + Penalty 1640.408891 = -343292.603856 nChanged 9 SP:Iteration 20F (3930.642828 sec): 3 clusters Score: Raw -344934.550041 + Penalty 1640.408891 = -343294.141150 nChanged 8 SP:Iteration 21Q (3930.693519 sec): 3 clusters Score: Raw -344937.309084 + Penalty 1640.408891 = -343296.900192 nChanged 6 SP:Iteration 22Q (3930.753711 sec): 3 clusters Score: Raw -344938.321493 + Penalty 1640.408891 = -343297.912602 nChanged 4 SP:Iteration 23Q (3930.807260 sec): 3 clusters Score: Raw -344938.705548 + Penalty 1640.408891 = -343298.296656 nChanged 3 SP:Iteration 24Q (3930.853336 sec): 3 clusters Score: Raw -344938.992695 + Penalty 1640.408891 = -343298.583803 nChanged 1 SP:Iteration 25Q (3930.899445 sec): 3 clusters Score: Raw -344939.073567 + Penalty 1640.408891 = -343298.664676 nChanged 0 SP:Iteration 26F (3930.952371 sec): 3 clusters Score: Raw -344939.073567 + Penalty 1640.408891 = -343298.664676 nChanged 0 Trying to split cluster 19 (66788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3931.059969 sec): 2 clusters Score: Raw -4970634.847751 + Penalty 1055.381477 = -4969579.466274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3931.198237 sec): 3 clusters Score: Raw -4927094.164739 + Penalty 2110.762954 = -4924983.401786 nChanged 31978 SP:Iteration 1F (3931.325816 sec): 3 clusters Score: Raw -4946039.804381 + Penalty 2110.762954 = -4943929.041428 nChanged 2923 SP:Iteration 2Q (3931.473032 sec): 3 clusters Score: Raw -4947109.568604 + Penalty 2110.762954 = -4944998.805650 nChanged 3234 SP:Iteration 3Q (3931.615850 sec): 3 clusters Score: Raw -4948632.437288 + Penalty 2110.762954 = -4946521.674334 nChanged 3724 SP:Iteration 4F (3931.737962 sec): 3 clusters Score: Raw -4950741.424156 + Penalty 2110.762954 = -4948630.661202 nChanged 4133 SP:Iteration 5F (3931.867448 sec): 3 clusters Score: Raw -4953467.388145 + Penalty 2110.762954 = -4951356.625192 nChanged 4412 SP:Iteration 6F (3931.999264 sec): 3 clusters Score: Raw -4956710.227809 + Penalty 2110.762954 = -4954599.464856 nChanged 4325 SP:Iteration 7F (3932.133094 sec): 3 clusters Score: Raw -4959740.036341 + Penalty 2110.762954 = -4957629.273387 nChanged 3433 SP:Iteration 8F (3932.262884 sec): 3 clusters Score: Raw -4961590.625078 + Penalty 2110.762954 = -4959479.862125 nChanged 2422 SP:Iteration 9Q (3932.386404 sec): 3 clusters Score: Raw -4962516.587780 + Penalty 2110.762954 = -4960405.824827 nChanged 1577 SP:Iteration 10Q (3932.519563 sec): 3 clusters Score: Raw -4963028.039624 + Penalty 2110.762954 = -4960917.276670 nChanged 1219 SP:Iteration 11Q (3932.647009 sec): 3 clusters Score: Raw -4963399.499210 + Penalty 2110.762954 = -4961288.736257 nChanged 1072 SP:Iteration 12Q (3932.781070 sec): 3 clusters Score: Raw -4963712.265708 + Penalty 2110.762954 = -4961601.502755 nChanged 1002 SP:Iteration 13Q (3932.914576 sec): 3 clusters Score: Raw -4963989.812799 + Penalty 2110.762954 = -4961879.049846 nChanged 967 SP:Iteration 14Q (3933.036451 sec): 3 clusters Score: Raw -4964267.010245 + Penalty 2110.762954 = -4962156.247292 nChanged 966 SP:Iteration 15Q (3933.178179 sec): 3 clusters Score: Raw -4964566.445809 + Penalty 2110.762954 = -4962455.682855 nChanged 944 SP:Iteration 16Q (3933.306131 sec): 3 clusters Score: Raw -4964843.556706 + Penalty 2110.762954 = -4962732.793752 nChanged 894 SP:Iteration 17Q (3933.448865 sec): 3 clusters Score: Raw -4965119.882767 + Penalty 2110.762954 = -4963009.119814 nChanged 895 SP:Iteration 18Q (3933.587658 sec): 3 clusters Score: Raw -4965402.637802 + Penalty 2110.762954 = -4963291.874848 nChanged 870 SP:Iteration 19Q (3933.704273 sec): 3 clusters Score: Raw -4965718.221079 + Penalty 2110.762954 = -4963607.458125 nChanged 894 SP:Iteration 20F (3933.841850 sec): 3 clusters Score: Raw -4966064.896491 + Penalty 2110.762954 = -4963954.133538 nChanged 895 SP:Iteration 21Q (3933.981852 sec): 3 clusters Score: Raw -4966441.953986 + Penalty 2110.762954 = -4964331.191033 nChanged 896 SP:Iteration 22Q (3934.115312 sec): 3 clusters Score: Raw -4966800.324442 + Penalty 2110.762954 = -4964689.561488 nChanged 823 SP:Iteration 23Q (3934.240870 sec): 3 clusters Score: Raw -4967120.422876 + Penalty 2110.762954 = -4965009.659923 nChanged 759 SP:Iteration 24Q (3934.375043 sec): 3 clusters Score: Raw -4967394.524109 + Penalty 2110.762954 = -4965283.761156 nChanged 680 SP:Iteration 25Q (3934.512408 sec): 3 clusters Score: Raw -4967621.731639 + Penalty 2110.762954 = -4965510.968685 nChanged 626 SP:Iteration 26Q (3934.642592 sec): 3 clusters Score: Raw -4967802.653147 + Penalty 2110.762954 = -4965691.890193 nChanged 531 SP:Iteration 27Q (3934.779150 sec): 3 clusters Score: Raw -4967958.015673 + Penalty 2110.762954 = -4965847.252719 nChanged 547 SP:Iteration 28Q (3934.884861 sec): 3 clusters Score: Raw -4968112.782525 + Penalty 2110.762954 = -4966002.019572 nChanged 538 SP:Iteration 29Q (3935.009252 sec): 3 clusters Score: Raw -4968250.129226 + Penalty 2110.762954 = -4966139.366273 nChanged 497 SP:Iteration 30Q (3935.147671 sec): 3 clusters Score: Raw -4968365.913280 + Penalty 2110.762954 = -4966255.150326 nChanged 493 SP:Iteration 31Q (3935.280411 sec): 3 clusters Score: Raw -4968473.026651 + Penalty 2110.762954 = -4966362.263697 nChanged 458 SP:Iteration 32Q (3935.417868 sec): 3 clusters Score: Raw -4968567.693064 + Penalty 2110.762954 = -4966456.930111 nChanged 443 SP:Iteration 33Q (3935.552444 sec): 3 clusters Score: Raw -4968649.253021 + Penalty 2110.762954 = -4966538.490068 nChanged 416 SP:Iteration 34Q (3935.680260 sec): 3 clusters Score: Raw -4968717.879897 + Penalty 2110.762954 = -4966607.116943 nChanged 384 SP:Iteration 35Q (3935.816168 sec): 3 clusters Score: Raw -4968779.797056 + Penalty 2110.762954 = -4966669.034103 nChanged 388 SP:Iteration 36Q (3935.943270 sec): 3 clusters Score: Raw -4968843.611985 + Penalty 2110.762954 = -4966732.849032 nChanged 367 SP:Iteration 37Q (3936.073087 sec): 3 clusters Score: Raw -4968903.808728 + Penalty 2110.762954 = -4966793.045774 nChanged 390 SP:Iteration 38Q (3936.200771 sec): 3 clusters Score: Raw -4968967.177768 + Penalty 2110.762954 = -4966856.414815 nChanged 367 SP:Iteration 39Q (3936.338031 sec): 3 clusters Score: Raw -4969025.927822 + Penalty 2110.762954 = -4966915.164868 nChanged 356 SP:Iteration 40F (3936.481836 sec): 3 clusters Score: Raw -4969088.410122 + Penalty 2110.762954 = -4966977.647168 nChanged 344 SP:Iteration 41Q (3936.608896 sec): 3 clusters Score: Raw -4969139.590248 + Penalty 2110.762954 = -4967028.827294 nChanged 299 SP:Iteration 42Q (3936.732976 sec): 3 clusters Score: Raw -4969179.872794 + Penalty 2110.762954 = -4967069.109841 nChanged 284 SP:Iteration 43Q (3936.857234 sec): 3 clusters Score: Raw -4969222.365586 + Penalty 2110.762954 = -4967111.602633 nChanged 301 SP:Iteration 44Q (3936.977358 sec): 3 clusters Score: Raw -4969268.150668 + Penalty 2110.762954 = -4967157.387714 nChanged 288 SP:Iteration 45Q (3937.102625 sec): 3 clusters Score: Raw -4969309.269819 + Penalty 2110.762954 = -4967198.506865 nChanged 258 SP:Iteration 46Q (3937.229313 sec): 3 clusters Score: Raw -4969345.967598 + Penalty 2110.762954 = -4967235.204645 nChanged 252 SP:Iteration 47Q (3937.348115 sec): 3 clusters Score: Raw -4969381.741047 + Penalty 2110.762954 = -4967270.978094 nChanged 232 SP:Iteration 48Q (3937.472515 sec): 3 clusters Score: Raw -4969415.100818 + Penalty 2110.762954 = -4967304.337864 nChanged 219 SP:Iteration 49Q (3937.588953 sec): 3 clusters Score: Raw -4969442.841925 + Penalty 2110.762954 = -4967332.078972 nChanged 216 SP:Iteration 50Q (3937.714508 sec): 3 clusters Score: Raw -4969469.420520 + Penalty 2110.762954 = -4967358.657567 nChanged 216 SP:Iteration 51Q (3937.832161 sec): 3 clusters Score: Raw -4969497.195358 + Penalty 2110.762954 = -4967386.432404 nChanged 212 SP:Iteration 52Q (3937.957184 sec): 3 clusters Score: Raw -4969524.566814 + Penalty 2110.762954 = -4967413.803860 nChanged 200 SP:Iteration 53Q (3938.063222 sec): 3 clusters Score: Raw -4969550.804287 + Penalty 2110.762954 = -4967440.041334 nChanged 205 SP:Iteration 54Q (3938.193572 sec): 3 clusters Score: Raw -4969577.291630 + Penalty 2110.762954 = -4967466.528676 nChanged 194 SP:Iteration 55Q (3938.295069 sec): 3 clusters Score: Raw -4969602.842402 + Penalty 2110.762954 = -4967492.079448 nChanged 195 SP:Iteration 56Q (3938.417680 sec): 3 clusters Score: Raw -4969625.805683 + Penalty 2110.762954 = -4967515.042729 nChanged 162 SP:Iteration 57Q (3938.548742 sec): 3 clusters Score: Raw -4969643.587265 + Penalty 2110.762954 = -4967532.824311 nChanged 147 SP:Iteration 58Q (3938.675246 sec): 3 clusters Score: Raw -4969659.218418 + Penalty 2110.762954 = -4967548.455464 nChanged 140 SP:Iteration 59Q (3938.811403 sec): 3 clusters Score: Raw -4969674.854905 + Penalty 2110.762954 = -4967564.091952 nChanged 156 SP:Iteration 60F (3938.947992 sec): 3 clusters Score: Raw -4969691.666238 + Penalty 2110.762954 = -4967580.903285 nChanged 156 SP:Iteration 61Q (3939.071776 sec): 3 clusters Score: Raw -4969708.848817 + Penalty 2110.762954 = -4967598.085864 nChanged 150 SP:Iteration 62Q (3939.198796 sec): 3 clusters Score: Raw -4969725.221664 + Penalty 2110.762954 = -4967614.458711 nChanged 149 SP:Iteration 63Q (3939.330339 sec): 3 clusters Score: Raw -4969743.318678 + Penalty 2110.762954 = -4967632.555725 nChanged 176 SP:Iteration 64Q (3939.461980 sec): 3 clusters Score: Raw -4969767.388922 + Penalty 2110.762954 = -4967656.625969 nChanged 190 SP:Iteration 65Q (3939.581522 sec): 3 clusters Score: Raw -4969795.976158 + Penalty 2110.762954 = -4967685.213205 nChanged 178 SP:Iteration 66Q (3939.697001 sec): 3 clusters Score: Raw -4969822.194396 + Penalty 2110.762954 = -4967711.431442 nChanged 172 SP:Iteration 67Q (3939.817710 sec): 3 clusters Score: Raw -4969846.060520 + Penalty 2110.762954 = -4967735.297567 nChanged 166 SP:Iteration 68Q (3939.960345 sec): 3 clusters Score: Raw -4969868.496095 + Penalty 2110.762954 = -4967757.733142 nChanged 141 SP:Iteration 69Q (3940.085066 sec): 3 clusters Score: Raw -4969884.449901 + Penalty 2110.762954 = -4967773.686948 nChanged 125 SP:Iteration 70Q (3940.212969 sec): 3 clusters Score: Raw -4969899.256513 + Penalty 2110.762954 = -4967788.493559 nChanged 119 SP:Iteration 71Q (3940.346762 sec): 3 clusters Score: Raw -4969910.888195 + Penalty 2110.762954 = -4967800.125241 nChanged 101 SP:Iteration 72Q (3940.467802 sec): 3 clusters Score: Raw -4969921.280987 + Penalty 2110.762954 = -4967810.518033 nChanged 106 SP:Iteration 73Q (3940.591242 sec): 3 clusters Score: Raw -4969932.846974 + Penalty 2110.762954 = -4967822.084020 nChanged 112 SP:Iteration 74Q (3940.714004 sec): 3 clusters Score: Raw -4969945.750858 + Penalty 2110.762954 = -4967834.987905 nChanged 102 SP:Iteration 75Q (3940.834933 sec): 3 clusters Score: Raw -4969957.541039 + Penalty 2110.762954 = -4967846.778086 nChanged 102 SP:Iteration 76Q (3940.959232 sec): 3 clusters Score: Raw -4969969.693947 + Penalty 2110.762954 = -4967858.930994 nChanged 108 SP:Iteration 77Q (3941.084740 sec): 3 clusters Score: Raw -4969983.429598 + Penalty 2110.762954 = -4967872.666645 nChanged 102 SP:Iteration 78Q (3941.216015 sec): 3 clusters Score: Raw -4969994.641205 + Penalty 2110.762954 = -4967883.878252 nChanged 88 SP:Iteration 79Q (3941.341774 sec): 3 clusters Score: Raw -4970004.875440 + Penalty 2110.762954 = -4967894.112486 nChanged 112 SP:Iteration 80F (3941.468498 sec): 3 clusters Score: Raw -4970020.484711 + Penalty 2110.762954 = -4967909.721757 nChanged 135 SP:Iteration 81Q (3941.587433 sec): 3 clusters Score: Raw -4970040.589406 + Penalty 2110.762954 = -4967929.826452 nChanged 129 SP:Iteration 82Q (3941.686485 sec): 3 clusters Score: Raw -4970057.985236 + Penalty 2110.762954 = -4967947.222282 nChanged 124 SP:Iteration 83Q (3941.808421 sec): 3 clusters Score: Raw -4970072.941525 + Penalty 2110.762954 = -4967962.178572 nChanged 116 SP:Iteration 84Q (3941.923356 sec): 3 clusters Score: Raw -4970089.340499 + Penalty 2110.762954 = -4967978.577545 nChanged 122 SP:Iteration 85Q (3942.048435 sec): 3 clusters Score: Raw -4970104.658124 + Penalty 2110.762954 = -4967993.895170 nChanged 116 SP:Iteration 86Q (3942.154689 sec): 3 clusters Score: Raw -4970120.069426 + Penalty 2110.762954 = -4968009.306472 nChanged 122 SP:Iteration 87Q (3942.273850 sec): 3 clusters Score: Raw -4970136.532882 + Penalty 2110.762954 = -4968025.769929 nChanged 101 SP:Iteration 88Q (3942.386949 sec): 3 clusters Score: Raw -4970150.048993 + Penalty 2110.762954 = -4968039.286040 nChanged 102 SP:Iteration 89Q (3942.504961 sec): 3 clusters Score: Raw -4970161.955920 + Penalty 2110.762954 = -4968051.192967 nChanged 87 SP:Iteration 90Q (3942.627061 sec): 3 clusters Score: Raw -4970172.672652 + Penalty 2110.762954 = -4968061.909699 nChanged 101 SP:Iteration 91Q (3942.748718 sec): 3 clusters Score: Raw -4970186.425094 + Penalty 2110.762954 = -4968075.662141 nChanged 89 SP:Iteration 92Q (3942.868166 sec): 3 clusters Score: Raw -4970198.324652 + Penalty 2110.762954 = -4968087.561699 nChanged 105 SP:Iteration 93Q (3942.990782 sec): 3 clusters Score: Raw -4970215.093985 + Penalty 2110.762954 = -4968104.331031 nChanged 114 SP:Iteration 94Q (3943.103473 sec): 3 clusters Score: Raw -4970233.506048 + Penalty 2110.762954 = -4968122.743094 nChanged 118 SP:Iteration 95Q (3943.221289 sec): 3 clusters Score: Raw -4970253.628362 + Penalty 2110.762954 = -4968142.865409 nChanged 119 SP:Iteration 96Q (3943.345296 sec): 3 clusters Score: Raw -4970274.074111 + Penalty 2110.762954 = -4968163.311158 nChanged 116 SP:Iteration 97Q (3943.462317 sec): 3 clusters Score: Raw -4970292.517210 + Penalty 2110.762954 = -4968181.754256 nChanged 124 SP:Iteration 98Q (3943.594299 sec): 3 clusters Score: Raw -4970311.855647 + Penalty 2110.762954 = -4968201.092694 nChanged 106 SP:Iteration 99Q (3943.723830 sec): 3 clusters Score: Raw -4970325.948691 + Penalty 2110.762954 = -4968215.185737 nChanged 88 SP:Iteration 100F (3943.855170 sec): 3 clusters Score: Raw -4970338.495549 + Penalty 2110.762954 = -4968227.732596 nChanged 85 SP:Iteration 101Q (3943.982779 sec): 3 clusters Score: Raw -4970351.738070 + Penalty 2110.762954 = -4968240.975117 nChanged 92 SP:Iteration 102Q (3944.100505 sec): 3 clusters Score: Raw -4970365.939821 + Penalty 2110.762954 = -4968255.176867 nChanged 94 SP:Iteration 103Q (3944.224003 sec): 3 clusters Score: Raw -4970381.229942 + Penalty 2110.762954 = -4968270.466988 nChanged 96 SP:Iteration 104Q (3944.359516 sec): 3 clusters Score: Raw -4970398.262322 + Penalty 2110.762954 = -4968287.499368 nChanged 112 SP:Iteration 105Q (3944.478344 sec): 3 clusters Score: Raw -4970419.759276 + Penalty 2110.762954 = -4968308.996322 nChanged 110 SP:Iteration 106Q (3944.613711 sec): 3 clusters Score: Raw -4970440.886682 + Penalty 2110.762954 = -4968330.123728 nChanged 108 SP:Iteration 107Q (3944.733513 sec): 3 clusters Score: Raw -4970462.723537 + Penalty 2110.762954 = -4968351.960583 nChanged 109 SP:Iteration 108Q (3944.853263 sec): 3 clusters Score: Raw -4970484.416838 + Penalty 2110.762954 = -4968373.653885 nChanged 94 SP:Iteration 109Q (3944.967627 sec): 3 clusters Score: Raw -4970506.069927 + Penalty 2110.762954 = -4968395.306973 nChanged 104 SP:Iteration 110Q (3945.095957 sec): 3 clusters Score: Raw -4970527.274757 + Penalty 2110.762954 = -4968416.511803 nChanged 95 SP:Iteration 111Q (3945.222761 sec): 3 clusters Score: Raw -4970544.128349 + Penalty 2110.762954 = -4968433.365395 nChanged 76 SP:Iteration 112Q (3945.351659 sec): 3 clusters Score: Raw -4970556.709939 + Penalty 2110.762954 = -4968445.946986 nChanged 77 SP:Iteration 113Q (3945.468769 sec): 3 clusters Score: Raw -4970568.290241 + Penalty 2110.762954 = -4968457.527288 nChanged 59 SP:Iteration 114Q (3945.594244 sec): 3 clusters Score: Raw -4970577.619534 + Penalty 2110.762954 = -4968466.856580 nChanged 60 SP:Iteration 115Q (3945.721355 sec): 3 clusters Score: Raw -4970588.981845 + Penalty 2110.762954 = -4968478.218891 nChanged 54 SP:Iteration 116Q (3945.850015 sec): 3 clusters Score: Raw -4970597.590333 + Penalty 2110.762954 = -4968486.827380 nChanged 52 SP:Iteration 117Q (3945.967440 sec): 3 clusters Score: Raw -4970608.599680 + Penalty 2110.762954 = -4968497.836727 nChanged 52 SP:Iteration 118Q (3946.091204 sec): 3 clusters Score: Raw -4970618.336050 + Penalty 2110.762954 = -4968507.573096 nChanged 60 SP:Iteration 119Q (3946.214863 sec): 3 clusters Score: Raw -4970630.089005 + Penalty 2110.762954 = -4968519.326052 nChanged 67 SP:Iteration 120F (3946.343151 sec): 3 clusters Score: Raw -4970642.842229 + Penalty 2110.762954 = -4968532.079275 nChanged 53 SP:Iteration 121Q (3946.468352 sec): 3 clusters Score: Raw -4970650.869002 + Penalty 2110.762954 = -4968540.106048 nChanged 47 SP:Iteration 122Q (3946.599774 sec): 3 clusters Score: Raw -4970657.859050 + Penalty 2110.762954 = -4968547.096096 nChanged 43 SP:Iteration 123Q (3946.717648 sec): 3 clusters Score: Raw -4970664.802517 + Penalty 2110.762954 = -4968554.039563 nChanged 51 SP:Iteration 124Q (3946.834318 sec): 3 clusters Score: Raw -4970673.805856 + Penalty 2110.762954 = -4968563.042902 nChanged 57 SP:Iteration 125Q (3946.956570 sec): 3 clusters Score: Raw -4970688.260932 + Penalty 2110.762954 = -4968577.497978 nChanged 65 SP:Iteration 126Q (3947.083699 sec): 3 clusters Score: Raw -4970708.355943 + Penalty 2110.762954 = -4968597.592990 nChanged 83 SP:Iteration 127Q (3947.201363 sec): 3 clusters Score: Raw -4970730.144317 + Penalty 2110.762954 = -4968619.381363 nChanged 74 SP:Iteration 128Q (3947.318789 sec): 3 clusters Score: Raw -4970747.079662 + Penalty 2110.762954 = -4968636.316708 nChanged 60 SP:Iteration 129Q (3947.436256 sec): 3 clusters Score: Raw -4970760.384537 + Penalty 2110.762954 = -4968649.621583 nChanged 50 SP:Iteration 130Q (3947.546602 sec): 3 clusters Score: Raw -4970771.251752 + Penalty 2110.762954 = -4968660.488799 nChanged 35 SP:Iteration 131Q (3947.657944 sec): 3 clusters Score: Raw -4970777.622027 + Penalty 2110.762954 = -4968666.859074 nChanged 27 SP:Iteration 132Q (3947.776681 sec): 3 clusters Score: Raw -4970783.379382 + Penalty 2110.762954 = -4968672.616429 nChanged 29 SP:Iteration 133Q (3947.887004 sec): 3 clusters Score: Raw -4970788.743271 + Penalty 2110.762954 = -4968677.980317 nChanged 21 SP:Iteration 134Q (3947.989858 sec): 3 clusters Score: Raw -4970791.974988 + Penalty 2110.762954 = -4968681.212035 nChanged 14 SP:Iteration 135Q (3948.117838 sec): 3 clusters Score: Raw -4970793.863956 + Penalty 2110.762954 = -4968683.101003 nChanged 13 SP:Iteration 136Q (3948.244055 sec): 3 clusters Score: Raw -4970795.636899 + Penalty 2110.762954 = -4968684.873946 nChanged 13 SP:Iteration 137Q (3948.369769 sec): 3 clusters Score: Raw -4970797.403936 + Penalty 2110.762954 = -4968686.640982 nChanged 10 SP:Iteration 138Q (3948.489144 sec): 3 clusters Score: Raw -4970799.046989 + Penalty 2110.762954 = -4968688.284036 nChanged 9 SP:Iteration 139Q (3948.608722 sec): 3 clusters Score: Raw -4970800.419609 + Penalty 2110.762954 = -4968689.656655 nChanged 8 SP:Iteration 140F (3948.745036 sec): 3 clusters Score: Raw -4970801.897175 + Penalty 2110.762954 = -4968691.134221 nChanged 10 SP:Iteration 141Q (3948.865941 sec): 3 clusters Score: Raw -4970803.451909 + Penalty 2110.762954 = -4968692.688955 nChanged 11 SP:Iteration 142Q (3948.977521 sec): 3 clusters Score: Raw -4970805.680577 + Penalty 2110.762954 = -4968694.917624 nChanged 11 SP:Iteration 143Q (3949.086511 sec): 3 clusters Score: Raw -4970807.083087 + Penalty 2110.762954 = -4968696.320133 nChanged 8 SP:Iteration 144Q (3949.220136 sec): 3 clusters Score: Raw -4970808.321431 + Penalty 2110.762954 = -4968697.558477 nChanged 8 SP:Iteration 145Q (3949.340506 sec): 3 clusters Score: Raw -4970809.463215 + Penalty 2110.762954 = -4968698.700261 nChanged 5 SP:Iteration 146Q (3949.434850 sec): 3 clusters Score: Raw -4970810.296858 + Penalty 2110.762954 = -4968699.533905 nChanged 9 SP:Iteration 147Q (3949.556053 sec): 3 clusters Score: Raw -4970811.334396 + Penalty 2110.762954 = -4968700.571443 nChanged 5 SP:Iteration 148Q (3949.674157 sec): 3 clusters Score: Raw -4970811.747333 + Penalty 2110.762954 = -4968700.984380 nChanged 1 SP:Iteration 149Q (3949.797203 sec): 3 clusters Score: Raw -4970811.821736 + Penalty 2110.762954 = -4968701.058783 nChanged 2 SP:Iteration 150Q (3949.924927 sec): 3 clusters Score: Raw -4970812.120099 + Penalty 2110.762954 = -4968701.357146 nChanged 3 SP:Iteration 151Q (3950.049854 sec): 3 clusters Score: Raw -4970812.354196 + Penalty 2110.762954 = -4968701.591243 nChanged 1 SP:Iteration 152Q (3950.176915 sec): 3 clusters Score: Raw -4970812.438469 + Penalty 2110.762954 = -4968701.675516 nChanged 2 SP:Iteration 153Q (3950.294005 sec): 3 clusters Score: Raw -4970812.817252 + Penalty 2110.762954 = -4968702.054298 nChanged 2 SP:Iteration 154Q (3950.383382 sec): 3 clusters Score: Raw -4970813.199438 + Penalty 2110.762954 = -4968702.436484 nChanged 3 SP:Iteration 155Q (3950.473464 sec): 3 clusters Score: Raw -4970813.593325 + Penalty 2110.762954 = -4968702.830372 nChanged 4 SP:Iteration 156Q (3950.588716 sec): 3 clusters Score: Raw -4970814.001555 + Penalty 2110.762954 = -4968703.238602 nChanged 3 SP:Iteration 157Q (3950.710222 sec): 3 clusters Score: Raw -4970814.163477 + Penalty 2110.762954 = -4968703.400524 nChanged 1 SP:Iteration 158Q (3950.840725 sec): 3 clusters Score: Raw -4970814.215757 + Penalty 2110.762954 = -4968703.452804 nChanged 0 SP:Iteration 159F (3950.977384 sec): 3 clusters Score: Raw -4970814.215757 + Penalty 2110.762954 = -4968703.452804 nChanged 0 Trying to split cluster 20 (1757 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3951.006148 sec): 2 clusters Score: Raw -98136.780974 + Penalty 709.779493 = -97427.001480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3951.040799 sec): 3 clusters Score: Raw -97315.460499 + Penalty 1419.558987 = -95895.901512 nChanged 705 SP:Iteration 1F (3951.084800 sec): 3 clusters Score: Raw -97791.201568 + Penalty 1419.558987 = -96371.642581 nChanged 177 SP:Iteration 2F (3951.135311 sec): 3 clusters Score: Raw -97963.088052 + Penalty 1419.558987 = -96543.529066 nChanged 122 SP:Iteration 3F (3951.181611 sec): 3 clusters Score: Raw -98057.528130 + Penalty 1419.558987 = -96637.969144 nChanged 81 SP:Iteration 4Q (3951.231992 sec): 3 clusters Score: Raw -98112.202596 + Penalty 1419.558987 = -96692.643609 nChanged 64 SP:Iteration 5Q (3951.282641 sec): 3 clusters Score: Raw -98156.788568 + Penalty 1419.558987 = -96737.229582 nChanged 52 SP:Iteration 6Q (3951.341625 sec): 3 clusters Score: Raw -98188.295787 + Penalty 1419.558987 = -96768.736800 nChanged 41 SP:Iteration 7Q (3951.380946 sec): 3 clusters Score: Raw -98212.030022 + Penalty 1419.558987 = -96792.471035 nChanged 32 SP:Iteration 8Q (3951.424218 sec): 3 clusters Score: Raw -98233.629350 + Penalty 1419.558987 = -96814.070364 nChanged 31 SP:Iteration 9Q (3951.476100 sec): 3 clusters Score: Raw -98249.930963 + Penalty 1419.558987 = -96830.371977 nChanged 22 SP:Iteration 10Q (3951.537085 sec): 3 clusters Score: Raw -98259.833464 + Penalty 1419.558987 = -96840.274477 nChanged 18 SP:Iteration 11Q (3951.574936 sec): 3 clusters Score: Raw -98270.140717 + Penalty 1419.558987 = -96850.581730 nChanged 19 SP:Iteration 12Q (3951.624207 sec): 3 clusters Score: Raw -98277.512995 + Penalty 1419.558987 = -96857.954008 nChanged 13 SP:Iteration 13Q (3951.679301 sec): 3 clusters Score: Raw -98285.036931 + Penalty 1419.558987 = -96865.477944 nChanged 20 SP:Iteration 14Q (3951.708502 sec): 3 clusters Score: Raw -98294.795249 + Penalty 1419.558987 = -96875.236263 nChanged 20 SP:Iteration 15Q (3951.760402 sec): 3 clusters Score: Raw -98301.523892 + Penalty 1419.558987 = -96881.964905 nChanged 8 SP:Iteration 16Q (3951.811680 sec): 3 clusters Score: Raw -98306.191222 + Penalty 1419.558987 = -96886.632235 nChanged 9 SP:Iteration 17Q (3951.873988 sec): 3 clusters Score: Raw -98309.595676 + Penalty 1419.558987 = -96890.036689 nChanged 10 SP:Iteration 18Q (3951.912848 sec): 3 clusters Score: Raw -98315.526319 + Penalty 1419.558987 = -96895.967332 nChanged 14 SP:Iteration 19Q (3951.955964 sec): 3 clusters Score: Raw -98321.913997 + Penalty 1419.558987 = -96902.355010 nChanged 8 SP:Iteration 20F (3952.006237 sec): 3 clusters Score: Raw -98325.690644 + Penalty 1419.558987 = -96906.131657 nChanged 15 SP:Iteration 21Q (3952.052736 sec): 3 clusters Score: Raw -98333.085263 + Penalty 1419.558987 = -96913.526276 nChanged 23 SP:Iteration 22Q (3952.103066 sec): 3 clusters Score: Raw -98346.051587 + Penalty 1419.558987 = -96926.492600 nChanged 28 SP:Iteration 23Q (3952.148247 sec): 3 clusters Score: Raw -98360.667495 + Penalty 1419.558987 = -96941.108508 nChanged 26 SP:Iteration 24Q (3952.198125 sec): 3 clusters Score: Raw -98380.565647 + Penalty 1419.558987 = -96961.006660 nChanged 28 SP:Iteration 25Q (3952.248412 sec): 3 clusters Score: Raw -98397.514316 + Penalty 1419.558987 = -96977.955330 nChanged 22 SP:Iteration 26Q (3952.298515 sec): 3 clusters Score: Raw -98405.144147 + Penalty 1419.558987 = -96985.585161 nChanged 14 SP:Iteration 27Q (3952.348678 sec): 3 clusters Score: Raw -98410.068428 + Penalty 1419.558987 = -96990.509441 nChanged 7 SP:Iteration 28Q (3952.398832 sec): 3 clusters Score: Raw -98412.801505 + Penalty 1419.558987 = -96993.242518 nChanged 7 SP:Iteration 29Q (3952.449044 sec): 3 clusters Score: Raw -98417.077663 + Penalty 1419.558987 = -96997.518676 nChanged 5 SP:Iteration 30Q (3952.499165 sec): 3 clusters Score: Raw -98419.356102 + Penalty 1419.558987 = -96999.797115 nChanged 4 SP:Iteration 31Q (3952.541827 sec): 3 clusters Score: Raw -98421.553208 + Penalty 1419.558987 = -97001.994221 nChanged 7 SP:Iteration 32Q (3952.591868 sec): 3 clusters Score: Raw -98424.027427 + Penalty 1419.558987 = -97004.468440 nChanged 5 SP:Iteration 33Q (3952.638690 sec): 3 clusters Score: Raw -98428.667150 + Penalty 1419.558987 = -97009.108163 nChanged 10 SP:Iteration 34Q (3952.688788 sec): 3 clusters Score: Raw -98435.893450 + Penalty 1419.558987 = -97016.334464 nChanged 8 SP:Iteration 35Q (3952.734399 sec): 3 clusters Score: Raw -98444.874407 + Penalty 1419.558987 = -97025.315420 nChanged 8 SP:Iteration 36Q (3952.784598 sec): 3 clusters Score: Raw -98467.928043 + Penalty 1419.558987 = -97048.369057 nChanged 13 SP:Iteration 37Q (3952.831196 sec): 3 clusters Score: Raw -98491.610154 + Penalty 1419.558987 = -97072.051167 nChanged 17 SP:Iteration 38Q (3952.881987 sec): 3 clusters Score: Raw -98509.885349 + Penalty 1419.558987 = -97090.326362 nChanged 19 SP:Iteration 39Q (3952.932905 sec): 3 clusters Score: Raw -98521.032932 + Penalty 1419.558987 = -97101.473945 nChanged 8 SP:Iteration 40F (3952.983711 sec): 3 clusters Score: Raw -98548.329749 + Penalty 1419.558987 = -97128.770762 nChanged 8 SP:Iteration 41Q (3953.034814 sec): 3 clusters Score: Raw -98598.345492 + Penalty 1419.558987 = -97178.786505 nChanged 18 SP:Iteration 42Q (3953.085285 sec): 3 clusters Score: Raw -98612.436573 + Penalty 1419.558987 = -97192.877586 nChanged 17 SP:Iteration 43Q (3953.129620 sec): 3 clusters Score: Raw -98620.274124 + Penalty 1419.558987 = -97200.715137 nChanged 12 SP:Iteration 44Q (3953.179954 sec): 3 clusters Score: Raw -98629.878709 + Penalty 1419.558987 = -97210.319722 nChanged 12 SP:Iteration 45Q (3953.225017 sec): 3 clusters Score: Raw -98638.843402 + Penalty 1419.558987 = -97219.284415 nChanged 5 SP:Iteration 46Q (3953.274962 sec): 3 clusters Score: Raw -98641.423274 + Penalty 1419.558987 = -97221.864287 nChanged 4 SP:Iteration 47Q (3953.324984 sec): 3 clusters Score: Raw -98642.385558 + Penalty 1419.558987 = -97222.826571 nChanged 1 SP:Iteration 48Q (3953.367524 sec): 3 clusters Score: Raw -98642.753153 + Penalty 1419.558987 = -97223.194166 nChanged 1 SP:Iteration 49Q (3953.417493 sec): 3 clusters Score: Raw -98643.040938 + Penalty 1419.558987 = -97223.481951 nChanged 0 SP:Iteration 50F (3953.475678 sec): 3 clusters Score: Raw -98643.040938 + Penalty 1419.558987 = -97223.481951 nChanged 0 Trying to split cluster 21 (5165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3953.493806 sec): 2 clusters Score: Raw -386771.626753 + Penalty 812.217736 = -385959.409017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3953.542820 sec): 3 clusters Score: Raw -383882.815967 + Penalty 1624.435472 = -382258.380495 nChanged 2221 SP:Iteration 1F (3953.596766 sec): 3 clusters Score: Raw -385198.739500 + Penalty 1624.435472 = -383574.304027 nChanged 420 SP:Iteration 2F (3953.646829 sec): 3 clusters Score: Raw -385466.000861 + Penalty 1624.435472 = -383841.565388 nChanged 346 SP:Iteration 3F (3953.705799 sec): 3 clusters Score: Raw -385697.588123 + Penalty 1624.435472 = -384073.152650 nChanged 323 SP:Iteration 4F (3953.757829 sec): 3 clusters Score: Raw -385926.605328 + Penalty 1624.435472 = -384302.169855 nChanged 312 SP:Iteration 5F (3953.804638 sec): 3 clusters Score: Raw -386161.170186 + Penalty 1624.435472 = -384536.734714 nChanged 260 SP:Iteration 6F (3953.847769 sec): 3 clusters Score: Raw -386358.881068 + Penalty 1624.435472 = -384734.445595 nChanged 217 SP:Iteration 7Q (3953.889082 sec): 3 clusters Score: Raw -386499.806522 + Penalty 1624.435472 = -384875.371049 nChanged 133 SP:Iteration 8Q (3953.940834 sec): 3 clusters Score: Raw -386565.141818 + Penalty 1624.435472 = -384940.706346 nChanged 83 SP:Iteration 9Q (3953.993870 sec): 3 clusters Score: Raw -386607.854086 + Penalty 1624.435472 = -384983.418614 nChanged 60 SP:Iteration 10Q (3954.047730 sec): 3 clusters Score: Raw -386631.632922 + Penalty 1624.435472 = -385007.197450 nChanged 49 SP:Iteration 11Q (3954.104587 sec): 3 clusters Score: Raw -386650.795078 + Penalty 1624.435472 = -385026.359605 nChanged 52 SP:Iteration 12Q (3954.148496 sec): 3 clusters Score: Raw -386671.200927 + Penalty 1624.435472 = -385046.765455 nChanged 46 SP:Iteration 13Q (3954.207782 sec): 3 clusters Score: Raw -386694.372068 + Penalty 1624.435472 = -385069.936595 nChanged 43 SP:Iteration 14Q (3954.261702 sec): 3 clusters Score: Raw -386715.261489 + Penalty 1624.435472 = -385090.826017 nChanged 48 SP:Iteration 15Q (3954.306612 sec): 3 clusters Score: Raw -386735.638216 + Penalty 1624.435472 = -385111.202743 nChanged 36 SP:Iteration 16Q (3954.359776 sec): 3 clusters Score: Raw -386749.214720 + Penalty 1624.435472 = -385124.779247 nChanged 48 SP:Iteration 17Q (3954.402273 sec): 3 clusters Score: Raw -386768.891872 + Penalty 1624.435472 = -385144.456400 nChanged 32 SP:Iteration 18Q (3954.447633 sec): 3 clusters Score: Raw -386780.020279 + Penalty 1624.435472 = -385155.584806 nChanged 36 SP:Iteration 19Q (3954.497039 sec): 3 clusters Score: Raw -386795.822927 + Penalty 1624.435472 = -385171.387454 nChanged 34 SP:Iteration 20F (3954.551099 sec): 3 clusters Score: Raw -386807.558925 + Penalty 1624.435472 = -385183.123453 nChanged 31 SP:Iteration 21Q (3954.602895 sec): 3 clusters Score: Raw -386819.164496 + Penalty 1624.435472 = -385194.729024 nChanged 24 SP:Iteration 22Q (3954.652146 sec): 3 clusters Score: Raw -386826.949437 + Penalty 1624.435472 = -385202.513965 nChanged 23 SP:Iteration 23Q (3954.688882 sec): 3 clusters Score: Raw -386832.902060 + Penalty 1624.435472 = -385208.466587 nChanged 17 SP:Iteration 24Q (3954.741182 sec): 3 clusters Score: Raw -386838.073715 + Penalty 1624.435472 = -385213.638243 nChanged 16 SP:Iteration 25Q (3954.793836 sec): 3 clusters Score: Raw -386842.708280 + Penalty 1624.435472 = -385218.272807 nChanged 16 SP:Iteration 26Q (3954.845598 sec): 3 clusters Score: Raw -386846.313922 + Penalty 1624.435472 = -385221.878450 nChanged 10 SP:Iteration 27Q (3954.883982 sec): 3 clusters Score: Raw -386847.595561 + Penalty 1624.435472 = -385223.160089 nChanged 5 SP:Iteration 28Q (3954.943457 sec): 3 clusters Score: Raw -386848.432656 + Penalty 1624.435472 = -385223.997183 nChanged 8 SP:Iteration 29Q (3954.992915 sec): 3 clusters Score: Raw -386849.712382 + Penalty 1624.435472 = -385225.276910 nChanged 4 SP:Iteration 30Q (3955.046294 sec): 3 clusters Score: Raw -386850.432348 + Penalty 1624.435472 = -385225.996876 nChanged 6 SP:Iteration 31Q (3955.094767 sec): 3 clusters Score: Raw -386851.315040 + Penalty 1624.435472 = -385226.879567 nChanged 8 SP:Iteration 32Q (3955.141217 sec): 3 clusters Score: Raw -386852.875368 + Penalty 1624.435472 = -385228.439896 nChanged 9 SP:Iteration 33Q (3955.203601 sec): 3 clusters Score: Raw -386855.946028 + Penalty 1624.435472 = -385231.510556 nChanged 15 SP:Iteration 34Q (3955.257616 sec): 3 clusters Score: Raw -386860.271046 + Penalty 1624.435472 = -385235.835573 nChanged 13 SP:Iteration 35Q (3955.310650 sec): 3 clusters Score: Raw -386862.774732 + Penalty 1624.435472 = -385238.339260 nChanged 12 SP:Iteration 36Q (3955.358313 sec): 3 clusters Score: Raw -386866.168794 + Penalty 1624.435472 = -385241.733321 nChanged 9 SP:Iteration 37Q (3955.410732 sec): 3 clusters Score: Raw -386869.427732 + Penalty 1624.435472 = -385244.992259 nChanged 9 SP:Iteration 38Q (3955.452205 sec): 3 clusters Score: Raw -386872.645892 + Penalty 1624.435472 = -385248.210419 nChanged 16 SP:Iteration 39Q (3955.512608 sec): 3 clusters Score: Raw -386877.855423 + Penalty 1624.435472 = -385253.419950 nChanged 16 SP:Iteration 40F (3955.542172 sec): 3 clusters Score: Raw -386883.495925 + Penalty 1624.435472 = -385259.060452 nChanged 19 SP:Iteration 41Q (3955.570021 sec): 3 clusters Score: Raw -386890.401852 + Penalty 1624.435472 = -385265.966379 nChanged 17 SP:Iteration 42Q (3955.616343 sec): 3 clusters Score: Raw -386897.067757 + Penalty 1624.435472 = -385272.632284 nChanged 20 SP:Iteration 43Q (3955.679101 sec): 3 clusters Score: Raw -386902.343727 + Penalty 1624.435472 = -385277.908254 nChanged 11 SP:Iteration 44Q (3955.732491 sec): 3 clusters Score: Raw -386904.841973 + Penalty 1624.435472 = -385280.406500 nChanged 7 SP:Iteration 45Q (3955.767688 sec): 3 clusters Score: Raw -386906.419244 + Penalty 1624.435472 = -385281.983772 nChanged 11 SP:Iteration 46Q (3955.826045 sec): 3 clusters Score: Raw -386908.321875 + Penalty 1624.435472 = -385283.886402 nChanged 4 SP:Iteration 47Q (3955.867708 sec): 3 clusters Score: Raw -386908.890123 + Penalty 1624.435472 = -385284.454650 nChanged 2 SP:Iteration 48Q (3955.929055 sec): 3 clusters Score: Raw -386909.437671 + Penalty 1624.435472 = -385285.002199 nChanged 3 SP:Iteration 49Q (3955.976895 sec): 3 clusters Score: Raw -386909.680295 + Penalty 1624.435472 = -385285.244823 nChanged 1 SP:Iteration 50Q (3956.018165 sec): 3 clusters Score: Raw -386909.786798 + Penalty 1624.435472 = -385285.351326 nChanged 0 SP:Iteration 51F (3956.071854 sec): 3 clusters Score: Raw -386909.786798 + Penalty 1624.435472 = -385285.351326 nChanged 0 Trying to split cluster 22 (2687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3956.102255 sec): 2 clusters Score: Raw -176433.542444 + Penalty 750.137158 = -175683.405286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3956.149675 sec): 3 clusters Score: Raw -175063.627279 + Penalty 1500.274316 = -173563.352964 nChanged 1089 SP:Iteration 1F (3956.191430 sec): 3 clusters Score: Raw -175721.986865 + Penalty 1500.274316 = -174221.712549 nChanged 204 SP:Iteration 2F (3956.238600 sec): 3 clusters Score: Raw -175855.971753 + Penalty 1500.274316 = -174355.697437 nChanged 153 SP:Iteration 3F (3956.290591 sec): 3 clusters Score: Raw -175928.967624 + Penalty 1500.274316 = -174428.693309 nChanged 109 SP:Iteration 4Q (3956.337149 sec): 3 clusters Score: Raw -175998.423932 + Penalty 1500.274316 = -174498.149617 nChanged 111 SP:Iteration 5Q (3956.373559 sec): 3 clusters Score: Raw -176055.444627 + Penalty 1500.274316 = -174555.170311 nChanged 80 SP:Iteration 6Q (3956.431166 sec): 3 clusters Score: Raw -176096.720751 + Penalty 1500.274316 = -174596.446435 nChanged 78 SP:Iteration 7Q (3956.480778 sec): 3 clusters Score: Raw -176138.016141 + Penalty 1500.274316 = -174637.741826 nChanged 78 SP:Iteration 8Q (3956.530474 sec): 3 clusters Score: Raw -176172.957314 + Penalty 1500.274316 = -174672.682998 nChanged 69 SP:Iteration 9Q (3956.581199 sec): 3 clusters Score: Raw -176209.904578 + Penalty 1500.274316 = -174709.630262 nChanged 88 SP:Iteration 10Q (3956.623746 sec): 3 clusters Score: Raw -176251.563706 + Penalty 1500.274316 = -174751.289390 nChanged 78 SP:Iteration 11Q (3956.669092 sec): 3 clusters Score: Raw -176282.551234 + Penalty 1500.274316 = -174782.276918 nChanged 58 SP:Iteration 12Q (3956.713413 sec): 3 clusters Score: Raw -176309.664978 + Penalty 1500.274316 = -174809.390663 nChanged 56 SP:Iteration 13Q (3956.752793 sec): 3 clusters Score: Raw -176337.443033 + Penalty 1500.274316 = -174837.168717 nChanged 61 SP:Iteration 14Q (3956.805080 sec): 3 clusters Score: Raw -176365.343251 + Penalty 1500.274316 = -174865.068935 nChanged 52 SP:Iteration 15Q (3956.857221 sec): 3 clusters Score: Raw -176387.029957 + Penalty 1500.274316 = -174886.755642 nChanged 41 SP:Iteration 16Q (3956.897135 sec): 3 clusters Score: Raw -176404.643506 + Penalty 1500.274316 = -174904.369191 nChanged 36 SP:Iteration 17Q (3956.936534 sec): 3 clusters Score: Raw -176421.362859 + Penalty 1500.274316 = -174921.088544 nChanged 38 SP:Iteration 18Q (3956.987830 sec): 3 clusters Score: Raw -176437.968809 + Penalty 1500.274316 = -174937.694494 nChanged 27 SP:Iteration 19Q (3957.034066 sec): 3 clusters Score: Raw -176449.267653 + Penalty 1500.274316 = -174948.993337 nChanged 23 SP:Iteration 20F (3957.085348 sec): 3 clusters Score: Raw -176455.436621 + Penalty 1500.274316 = -174955.162306 nChanged 11 SP:Iteration 21Q (3957.129026 sec): 3 clusters Score: Raw -176458.219558 + Penalty 1500.274316 = -174957.945242 nChanged 8 SP:Iteration 22Q (3957.179858 sec): 3 clusters Score: Raw -176460.429425 + Penalty 1500.274316 = -174960.155110 nChanged 4 SP:Iteration 23Q (3957.228326 sec): 3 clusters Score: Raw -176461.869449 + Penalty 1500.274316 = -174961.595133 nChanged 10 SP:Iteration 24Q (3957.270993 sec): 3 clusters Score: Raw -176464.951160 + Penalty 1500.274316 = -174964.676844 nChanged 8 SP:Iteration 25Q (3957.322483 sec): 3 clusters Score: Raw -176467.259201 + Penalty 1500.274316 = -174966.984885 nChanged 5 SP:Iteration 26Q (3957.374860 sec): 3 clusters Score: Raw -176470.458846 + Penalty 1500.274316 = -174970.184530 nChanged 9 SP:Iteration 27Q (3957.428798 sec): 3 clusters Score: Raw -176475.471447 + Penalty 1500.274316 = -174975.197131 nChanged 11 SP:Iteration 28Q (3957.481354 sec): 3 clusters Score: Raw -176479.875198 + Penalty 1500.274316 = -174979.600882 nChanged 11 SP:Iteration 29Q (3957.532793 sec): 3 clusters Score: Raw -176483.761860 + Penalty 1500.274316 = -174983.487544 nChanged 8 SP:Iteration 30Q (3957.583887 sec): 3 clusters Score: Raw -176485.937354 + Penalty 1500.274316 = -174985.663038 nChanged 7 SP:Iteration 31Q (3957.634920 sec): 3 clusters Score: Raw -176487.684270 + Penalty 1500.274316 = -174987.409955 nChanged 10 SP:Iteration 32Q (3957.676270 sec): 3 clusters Score: Raw -176491.087448 + Penalty 1500.274316 = -174990.813132 nChanged 9 SP:Iteration 33Q (3957.727139 sec): 3 clusters Score: Raw -176494.586632 + Penalty 1500.274316 = -174994.312316 nChanged 8 SP:Iteration 34Q (3957.778044 sec): 3 clusters Score: Raw -176497.842018 + Penalty 1500.274316 = -174997.567703 nChanged 8 SP:Iteration 35Q (3957.823963 sec): 3 clusters Score: Raw -176500.258446 + Penalty 1500.274316 = -174999.984130 nChanged 1 SP:Iteration 36Q (3957.869432 sec): 3 clusters Score: Raw -176500.461790 + Penalty 1500.274316 = -175000.187474 nChanged 1 SP:Iteration 37Q (3957.920452 sec): 3 clusters Score: Raw -176500.837937 + Penalty 1500.274316 = -175000.563622 nChanged 2 SP:Iteration 38Q (3957.966540 sec): 3 clusters Score: Raw -176501.250687 + Penalty 1500.274316 = -175000.976371 nChanged 0 SP:Iteration 39F (3958.010943 sec): 3 clusters Score: Raw -176501.250687 + Penalty 1500.274316 = -175000.976371 nChanged 0 Trying to split cluster 23 (1793 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.048924 sec): 2 clusters Score: Raw -120772.648023 + Penalty 711.706320 = -120060.941703 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3958.088253 sec): 3 clusters Score: Raw -119912.605885 + Penalty 1423.412640 = -118489.193245 nChanged 694 SP:Iteration 1F (3958.139024 sec): 3 clusters Score: Raw -120307.230959 + Penalty 1423.412640 = -118883.818319 nChanged 145 SP:Iteration 2F (3958.189603 sec): 3 clusters Score: Raw -120410.457122 + Penalty 1423.412640 = -118987.044482 nChanged 101 SP:Iteration 3F (3958.240816 sec): 3 clusters Score: Raw -120492.464083 + Penalty 1423.412640 = -119069.051443 nChanged 102 SP:Iteration 4F (3958.291241 sec): 3 clusters Score: Raw -120582.054664 + Penalty 1423.412640 = -119158.642024 nChanged 92 SP:Iteration 5F (3958.333104 sec): 3 clusters Score: Raw -120655.008581 + Penalty 1423.412640 = -119231.595941 nChanged 75 SP:Iteration 6Q (3958.384525 sec): 3 clusters Score: Raw -120715.977643 + Penalty 1423.412640 = -119292.565003 nChanged 53 SP:Iteration 7Q (3958.435956 sec): 3 clusters Score: Raw -120766.142452 + Penalty 1423.412640 = -119342.729812 nChanged 57 SP:Iteration 8Q (3958.486982 sec): 3 clusters Score: Raw -120803.377254 + Penalty 1423.412640 = -119379.964614 nChanged 49 SP:Iteration 9Q (3958.538349 sec): 3 clusters Score: Raw -120840.028093 + Penalty 1423.412640 = -119416.615453 nChanged 49 SP:Iteration 10Q (3958.580002 sec): 3 clusters Score: Raw -120869.943654 + Penalty 1423.412640 = -119446.531014 nChanged 45 SP:Iteration 11Q (3958.630394 sec): 3 clusters Score: Raw -120894.893124 + Penalty 1423.412640 = -119471.480484 nChanged 36 SP:Iteration 12Q (3958.676547 sec): 3 clusters Score: Raw -120912.504912 + Penalty 1423.412640 = -119489.092272 nChanged 27 SP:Iteration 13Q (3958.726915 sec): 3 clusters Score: Raw -120931.880859 + Penalty 1423.412640 = -119508.468219 nChanged 19 SP:Iteration 14Q (3958.772895 sec): 3 clusters Score: Raw -120943.704454 + Penalty 1423.412640 = -119520.291814 nChanged 18 SP:Iteration 15Q (3958.820985 sec): 3 clusters Score: Raw -120949.402550 + Penalty 1423.412640 = -119525.989910 nChanged 3 SP:Iteration 16Q (3958.871257 sec): 3 clusters Score: Raw -120950.024578 + Penalty 1423.412640 = -119526.611938 nChanged 0 SP:Iteration 17F (3958.921767 sec): 3 clusters Score: Raw -120950.024578 + Penalty 1423.412640 = -119526.611938 nChanged 0 Trying to split cluster 24 (7278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3958.965295 sec): 2 clusters Score: Raw -528538.111766 + Penalty 844.798081 = -527693.313686 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3959.012155 sec): 3 clusters Score: Raw -524376.797327 + Penalty 1689.596162 = -522687.201165 nChanged 3147 SP:Iteration 1F (3959.069557 sec): 3 clusters Score: Raw -526202.525896 + Penalty 1689.596162 = -524512.929735 nChanged 484 SP:Iteration 2F (3959.137667 sec): 3 clusters Score: Raw -526449.357970 + Penalty 1689.596162 = -524759.761808 nChanged 438 SP:Iteration 3F (3959.184626 sec): 3 clusters Score: Raw -526682.696259 + Penalty 1689.596162 = -524993.100097 nChanged 408 SP:Iteration 4F (3959.242549 sec): 3 clusters Score: Raw -526909.804750 + Penalty 1689.596162 = -525220.208588 nChanged 359 SP:Iteration 5Q (3959.302159 sec): 3 clusters Score: Raw -527105.910919 + Penalty 1689.596162 = -525416.314757 nChanged 316 SP:Iteration 6Q (3959.349926 sec): 3 clusters Score: Raw -527267.324751 + Penalty 1689.596162 = -525577.728590 nChanged 279 SP:Iteration 7Q (3959.416640 sec): 3 clusters Score: Raw -527385.059390 + Penalty 1689.596162 = -525695.463228 nChanged 230 SP:Iteration 8Q (3959.471872 sec): 3 clusters Score: Raw -527480.554854 + Penalty 1689.596162 = -525790.958692 nChanged 189 SP:Iteration 9Q (3959.526166 sec): 3 clusters Score: Raw -527566.629386 + Penalty 1689.596162 = -525877.033224 nChanged 167 SP:Iteration 10Q (3959.574017 sec): 3 clusters Score: Raw -527632.327564 + Penalty 1689.596162 = -525942.731402 nChanged 143 SP:Iteration 11Q (3959.630885 sec): 3 clusters Score: Raw -527691.476488 + Penalty 1689.596162 = -526001.880326 nChanged 143 SP:Iteration 12Q (3959.675221 sec): 3 clusters Score: Raw -527739.079690 + Penalty 1689.596162 = -526049.483528 nChanged 122 SP:Iteration 13Q (3959.709278 sec): 3 clusters Score: Raw -527781.605653 + Penalty 1689.596162 = -526092.009491 nChanged 110 SP:Iteration 14Q (3959.763460 sec): 3 clusters Score: Raw -527820.523063 + Penalty 1689.596162 = -526130.926902 nChanged 99 SP:Iteration 15Q (3959.817581 sec): 3 clusters Score: Raw -527848.874521 + Penalty 1689.596162 = -526159.278359 nChanged 94 SP:Iteration 16Q (3959.839622 sec): 3 clusters Score: Raw -527873.312843 + Penalty 1689.596162 = -526183.716681 nChanged 70 SP:Iteration 17Q (3959.907201 sec): 3 clusters Score: Raw -527891.132039 + Penalty 1689.596162 = -526201.535877 nChanged 49 SP:Iteration 18Q (3959.960410 sec): 3 clusters Score: Raw -527901.801775 + Penalty 1689.596162 = -526212.205613 nChanged 40 SP:Iteration 19Q (3960.003827 sec): 3 clusters Score: Raw -527907.914152 + Penalty 1689.596162 = -526218.317991 nChanged 39 SP:Iteration 20F (3960.072591 sec): 3 clusters Score: Raw -527915.259441 + Penalty 1689.596162 = -526225.663279 nChanged 37 SP:Iteration 21Q (3960.092174 sec): 3 clusters Score: Raw -527921.689791 + Penalty 1689.596162 = -526232.093629 nChanged 28 SP:Iteration 22Q (3960.157104 sec): 3 clusters Score: Raw -527925.519222 + Penalty 1689.596162 = -526235.923060 nChanged 24 SP:Iteration 23Q (3960.213556 sec): 3 clusters Score: Raw -527930.065734 + Penalty 1689.596162 = -526240.469572 nChanged 21 SP:Iteration 24Q (3960.263725 sec): 3 clusters Score: Raw -527933.244419 + Penalty 1689.596162 = -526243.648257 nChanged 17 SP:Iteration 25Q (3960.310672 sec): 3 clusters Score: Raw -527935.467951 + Penalty 1689.596162 = -526245.871789 nChanged 15 SP:Iteration 26Q (3960.365649 sec): 3 clusters Score: Raw -527937.796185 + Penalty 1689.596162 = -526248.200023 nChanged 22 SP:Iteration 27Q (3960.411528 sec): 3 clusters Score: Raw -527940.999414 + Penalty 1689.596162 = -526251.403252 nChanged 25 SP:Iteration 28Q (3960.470645 sec): 3 clusters Score: Raw -527943.819389 + Penalty 1689.596162 = -526254.223227 nChanged 14 SP:Iteration 29Q (3960.515425 sec): 3 clusters Score: Raw -527946.058989 + Penalty 1689.596162 = -526256.462827 nChanged 16 SP:Iteration 30Q (3960.565919 sec): 3 clusters Score: Raw -527948.976183 + Penalty 1689.596162 = -526259.380021 nChanged 22 SP:Iteration 31Q (3960.617920 sec): 3 clusters Score: Raw -527952.470176 + Penalty 1689.596162 = -526262.874014 nChanged 29 SP:Iteration 32Q (3960.669494 sec): 3 clusters Score: Raw -527956.425257 + Penalty 1689.596162 = -526266.829095 nChanged 25 SP:Iteration 33Q (3960.725135 sec): 3 clusters Score: Raw -527959.739080 + Penalty 1689.596162 = -526270.142918 nChanged 21 SP:Iteration 34Q (3960.771344 sec): 3 clusters Score: Raw -527963.359722 + Penalty 1689.596162 = -526273.763560 nChanged 24 SP:Iteration 35Q (3960.825206 sec): 3 clusters Score: Raw -527966.304158 + Penalty 1689.596162 = -526276.707996 nChanged 22 SP:Iteration 36Q (3960.877943 sec): 3 clusters Score: Raw -527969.047783 + Penalty 1689.596162 = -526279.451622 nChanged 26 SP:Iteration 37Q (3960.921086 sec): 3 clusters Score: Raw -527972.513795 + Penalty 1689.596162 = -526282.917633 nChanged 25 SP:Iteration 38Q (3960.979585 sec): 3 clusters Score: Raw -527975.707554 + Penalty 1689.596162 = -526286.111392 nChanged 16 SP:Iteration 39Q (3961.038041 sec): 3 clusters Score: Raw -527978.029757 + Penalty 1689.596162 = -526288.433595 nChanged 16 SP:Iteration 40F (3961.101790 sec): 3 clusters Score: Raw -527980.544353 + Penalty 1689.596162 = -526290.948191 nChanged 20 SP:Iteration 41Q (3961.145043 sec): 3 clusters Score: Raw -527983.096539 + Penalty 1689.596162 = -526293.500377 nChanged 15 SP:Iteration 42Q (3961.202003 sec): 3 clusters Score: Raw -527985.137644 + Penalty 1689.596162 = -526295.541482 nChanged 17 SP:Iteration 43Q (3961.252329 sec): 3 clusters Score: Raw -527986.926447 + Penalty 1689.596162 = -526297.330285 nChanged 15 SP:Iteration 44Q (3961.305919 sec): 3 clusters Score: Raw -527988.552843 + Penalty 1689.596162 = -526298.956681 nChanged 11 SP:Iteration 45Q (3961.358706 sec): 3 clusters Score: Raw -527989.786721 + Penalty 1689.596162 = -526300.190559 nChanged 9 SP:Iteration 46Q (3961.421147 sec): 3 clusters Score: Raw -527990.400901 + Penalty 1689.596162 = -526300.804739 nChanged 7 SP:Iteration 47Q (3961.480760 sec): 3 clusters Score: Raw -527991.064650 + Penalty 1689.596162 = -526301.468488 nChanged 8 SP:Iteration 48Q (3961.536101 sec): 3 clusters Score: Raw -527991.804093 + Penalty 1689.596162 = -526302.207931 nChanged 6 SP:Iteration 49Q (3961.582910 sec): 3 clusters Score: Raw -527992.234783 + Penalty 1689.596162 = -526302.638621 nChanged 4 SP:Iteration 50Q (3961.638782 sec): 3 clusters Score: Raw -527992.386578 + Penalty 1689.596162 = -526302.790416 nChanged 2 SP:Iteration 51Q (3961.660233 sec): 3 clusters Score: Raw -527992.749464 + Penalty 1689.596162 = -526303.153302 nChanged 4 SP:Iteration 52Q (3961.684191 sec): 3 clusters Score: Raw -527993.204471 + Penalty 1689.596162 = -526303.608309 nChanged 3 SP:Iteration 53Q (3961.740342 sec): 3 clusters Score: Raw -527993.497294 + Penalty 1689.596162 = -526303.901132 nChanged 3 SP:Iteration 54Q (3961.792835 sec): 3 clusters Score: Raw -527993.622057 + Penalty 1689.596162 = -526304.025895 nChanged 0 SP:Iteration 55F (3961.858774 sec): 3 clusters Score: Raw -527993.622057 + Penalty 1689.596162 = -526304.025895 nChanged 0 Trying to split cluster 25 (5354 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3961.886833 sec): 2 clusters Score: Raw -404733.293259 + Penalty 815.631926 = -403917.661333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3961.933221 sec): 3 clusters Score: Raw -401715.095712 + Penalty 1631.263853 = -400083.831859 nChanged 2373 SP:Iteration 1F (3961.981676 sec): 3 clusters Score: Raw -403178.117223 + Penalty 1631.263853 = -401546.853370 nChanged 421 SP:Iteration 2F (3962.000249 sec): 3 clusters Score: Raw -403478.209338 + Penalty 1631.263853 = -401846.945485 nChanged 423 SP:Iteration 3F (3962.019145 sec): 3 clusters Score: Raw -403812.468792 + Penalty 1631.263853 = -402181.204939 nChanged 398 SP:Iteration 4F (3962.038088 sec): 3 clusters Score: Raw -404165.821771 + Penalty 1631.263853 = -402534.557918 nChanged 350 SP:Iteration 5F (3962.070019 sec): 3 clusters Score: Raw -404477.845106 + Penalty 1631.263853 = -402846.581253 nChanged 291 SP:Iteration 6F (3962.111548 sec): 3 clusters Score: Raw -404697.004390 + Penalty 1631.263853 = -403065.740537 nChanged 185 SP:Iteration 7Q (3962.149588 sec): 3 clusters Score: Raw -404828.833148 + Penalty 1631.263853 = -403197.569296 nChanged 130 SP:Iteration 8Q (3962.180817 sec): 3 clusters Score: Raw -404920.861939 + Penalty 1631.263853 = -403289.598087 nChanged 108 SP:Iteration 9Q (3962.199658 sec): 3 clusters Score: Raw -404991.658600 + Penalty 1631.263853 = -403360.394748 nChanged 76 SP:Iteration 10Q (3962.230895 sec): 3 clusters Score: Raw -405041.020780 + Penalty 1631.263853 = -403409.756927 nChanged 58 SP:Iteration 11Q (3962.249567 sec): 3 clusters Score: Raw -405071.411139 + Penalty 1631.263853 = -403440.147286 nChanged 36 SP:Iteration 12Q (3962.275425 sec): 3 clusters Score: Raw -405089.127791 + Penalty 1631.263853 = -403457.863938 nChanged 29 SP:Iteration 13Q (3962.293846 sec): 3 clusters Score: Raw -405104.447024 + Penalty 1631.263853 = -403473.183172 nChanged 18 SP:Iteration 14Q (3962.330896 sec): 3 clusters Score: Raw -405112.544615 + Penalty 1631.263853 = -403481.280762 nChanged 15 SP:Iteration 15Q (3962.349091 sec): 3 clusters Score: Raw -405119.721036 + Penalty 1631.263853 = -403488.457184 nChanged 15 SP:Iteration 16Q (3962.402267 sec): 3 clusters Score: Raw -405125.521675 + Penalty 1631.263853 = -403494.257823 nChanged 11 SP:Iteration 17Q (3962.449950 sec): 3 clusters Score: Raw -405129.822367 + Penalty 1631.263853 = -403498.558515 nChanged 7 SP:Iteration 18Q (3962.495671 sec): 3 clusters Score: Raw -405132.739936 + Penalty 1631.263853 = -403501.476083 nChanged 8 SP:Iteration 19Q (3962.554911 sec): 3 clusters Score: Raw -405135.046855 + Penalty 1631.263853 = -403503.783003 nChanged 7 SP:Iteration 20F (3962.602650 sec): 3 clusters Score: Raw -405137.183558 + Penalty 1631.263853 = -403505.919705 nChanged 9 SP:Iteration 21Q (3962.656096 sec): 3 clusters Score: Raw -405140.000973 + Penalty 1631.263853 = -403508.737120 nChanged 5 SP:Iteration 22Q (3962.710644 sec): 3 clusters Score: Raw -405142.957846 + Penalty 1631.263853 = -403511.693993 nChanged 4 SP:Iteration 23Q (3962.764996 sec): 3 clusters Score: Raw -405145.094318 + Penalty 1631.263853 = -403513.830466 nChanged 4 SP:Iteration 24Q (3962.818207 sec): 3 clusters Score: Raw -405146.099445 + Penalty 1631.263853 = -403514.835593 nChanged 3 SP:Iteration 25Q (3962.861657 sec): 3 clusters Score: Raw -405147.427280 + Penalty 1631.263853 = -403516.163427 nChanged 3 SP:Iteration 26Q (3962.915483 sec): 3 clusters Score: Raw -405148.429966 + Penalty 1631.263853 = -403517.166114 nChanged 2 SP:Iteration 27Q (3962.959788 sec): 3 clusters Score: Raw -405149.195559 + Penalty 1631.263853 = -403517.931707 nChanged 1 SP:Iteration 28Q (3963.012176 sec): 3 clusters Score: Raw -405150.479149 + Penalty 1631.263853 = -403519.215297 nChanged 3 SP:Iteration 29Q (3963.064166 sec): 3 clusters Score: Raw -405151.068155 + Penalty 1631.263853 = -403519.804302 nChanged 3 SP:Iteration 30Q (3963.116766 sec): 3 clusters Score: Raw -405152.036929 + Penalty 1631.263853 = -403520.773076 nChanged 3 SP:Iteration 31Q (3963.182008 sec): 3 clusters Score: Raw -405152.934263 + Penalty 1631.263853 = -403521.670411 nChanged 0 SP:Iteration 32F (3963.222897 sec): 3 clusters Score: Raw -405152.934263 + Penalty 1631.263853 = -403521.670411 nChanged 0 Trying to split cluster 26 (1737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3963.248970 sec): 2 clusters Score: Raw -91226.341094 + Penalty 708.691903 = -90517.649191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3963.295357 sec): 3 clusters Score: Raw -90453.810862 + Penalty 1417.383806 = -89036.427056 nChanged 668 SP:Iteration 1F (3963.345355 sec): 3 clusters Score: Raw -90893.740238 + Penalty 1417.383806 = -89476.356433 nChanged 163 SP:Iteration 2F (3963.402595 sec): 3 clusters Score: Raw -91033.108611 + Penalty 1417.383806 = -89615.724805 nChanged 119 SP:Iteration 3F (3963.453589 sec): 3 clusters Score: Raw -91138.701536 + Penalty 1417.383806 = -89721.317730 nChanged 96 SP:Iteration 4F (3963.492623 sec): 3 clusters Score: Raw -91215.300797 + Penalty 1417.383806 = -89797.916991 nChanged 78 SP:Iteration 5Q (3963.538741 sec): 3 clusters Score: Raw -91289.251490 + Penalty 1417.383806 = -89871.867684 nChanged 64 SP:Iteration 6Q (3963.597463 sec): 3 clusters Score: Raw -91339.665311 + Penalty 1417.383806 = -89922.281506 nChanged 51 SP:Iteration 7Q (3963.639085 sec): 3 clusters Score: Raw -91378.636312 + Penalty 1417.383806 = -89961.252507 nChanged 47 SP:Iteration 8Q (3963.689205 sec): 3 clusters Score: Raw -91428.188597 + Penalty 1417.383806 = -90010.804792 nChanged 56 SP:Iteration 9Q (3963.739498 sec): 3 clusters Score: Raw -91469.234024 + Penalty 1417.383806 = -90051.850218 nChanged 52 SP:Iteration 10Q (3963.789302 sec): 3 clusters Score: Raw -91505.438396 + Penalty 1417.383806 = -90088.054591 nChanged 36 SP:Iteration 11Q (3963.839394 sec): 3 clusters Score: Raw -91530.446302 + Penalty 1417.383806 = -90113.062496 nChanged 29 SP:Iteration 12Q (3963.873221 sec): 3 clusters Score: Raw -91546.719326 + Penalty 1417.383806 = -90129.335521 nChanged 24 SP:Iteration 13Q (3963.923551 sec): 3 clusters Score: Raw -91559.639307 + Penalty 1417.383806 = -90142.255502 nChanged 19 SP:Iteration 14Q (3963.974150 sec): 3 clusters Score: Raw -91571.645112 + Penalty 1417.383806 = -90154.261306 nChanged 18 SP:Iteration 15Q (3964.026513 sec): 3 clusters Score: Raw -91585.517815 + Penalty 1417.383806 = -90168.134009 nChanged 16 SP:Iteration 16Q (3964.065269 sec): 3 clusters Score: Raw -91602.407766 + Penalty 1417.383806 = -90185.023960 nChanged 23 SP:Iteration 17Q (3964.108042 sec): 3 clusters Score: Raw -91624.066382 + Penalty 1417.383806 = -90206.682576 nChanged 19 SP:Iteration 18Q (3964.158136 sec): 3 clusters Score: Raw -91637.823395 + Penalty 1417.383806 = -90220.439589 nChanged 15 SP:Iteration 19Q (3964.204054 sec): 3 clusters Score: Raw -91650.722202 + Penalty 1417.383806 = -90233.338396 nChanged 16 SP:Iteration 20F (3964.254359 sec): 3 clusters Score: Raw -91663.846361 + Penalty 1417.383806 = -90246.462556 nChanged 13 SP:Iteration 21Q (3964.301041 sec): 3 clusters Score: Raw -91675.056594 + Penalty 1417.383806 = -90257.672788 nChanged 11 SP:Iteration 22Q (3964.343675 sec): 3 clusters Score: Raw -91688.190588 + Penalty 1417.383806 = -90270.806783 nChanged 15 SP:Iteration 23Q (3964.386269 sec): 3 clusters Score: Raw -91707.855033 + Penalty 1417.383806 = -90290.471227 nChanged 11 SP:Iteration 24Q (3964.430168 sec): 3 clusters Score: Raw -91719.983376 + Penalty 1417.383806 = -90302.599571 nChanged 14 SP:Iteration 25Q (3964.480038 sec): 3 clusters Score: Raw -91734.220379 + Penalty 1417.383806 = -90316.836573 nChanged 16 SP:Iteration 26Q (3964.538664 sec): 3 clusters Score: Raw -91752.993257 + Penalty 1417.383806 = -90335.609452 nChanged 13 SP:Iteration 27Q (3964.585303 sec): 3 clusters Score: Raw -91763.457808 + Penalty 1417.383806 = -90346.074002 nChanged 3 SP:Iteration 28Q (3964.624056 sec): 3 clusters Score: Raw -91771.699040 + Penalty 1417.383806 = -90354.315235 nChanged 7 SP:Iteration 29Q (3964.673908 sec): 3 clusters Score: Raw -91780.523592 + Penalty 1417.383806 = -90363.139786 nChanged 5 SP:Iteration 30Q (3964.723990 sec): 3 clusters Score: Raw -91783.089007 + Penalty 1417.383806 = -90365.705202 nChanged 3 SP:Iteration 31Q (3964.768018 sec): 3 clusters Score: Raw -91784.388365 + Penalty 1417.383806 = -90367.004559 nChanged 1 SP:Iteration 32Q (3964.818688 sec): 3 clusters Score: Raw -91784.616567 + Penalty 1417.383806 = -90367.232761 nChanged 1 SP:Iteration 33Q (3964.861352 sec): 3 clusters Score: Raw -91784.996912 + Penalty 1417.383806 = -90367.613106 nChanged 1 SP:Iteration 34Q (3964.911371 sec): 3 clusters Score: Raw -91785.612975 + Penalty 1417.383806 = -90368.229169 nChanged 0 SP:Iteration 35F (3964.958369 sec): 3 clusters Score: Raw -91785.612975 + Penalty 1417.383806 = -90368.229169 nChanged 0 Trying to split cluster 27 (21698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3965.016556 sec): 2 clusters Score: Raw -1612607.034004 + Penalty 948.572660 = -1611658.461344 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3965.084171 sec): 3 clusters Score: Raw -1598947.975448 + Penalty 1897.145320 = -1597050.830128 nChanged 10164 SP:Iteration 1F (3965.152541 sec): 3 clusters Score: Raw -1604708.657960 + Penalty 1897.145320 = -1602811.512640 nChanged 1011 SP:Iteration 2Q (3965.235590 sec): 3 clusters Score: Raw -1605027.025557 + Penalty 1897.145320 = -1603129.880237 nChanged 950 SP:Iteration 3Q (3965.313931 sec): 3 clusters Score: Raw -1605333.020890 + Penalty 1897.145320 = -1603435.875570 nChanged 908 SP:Iteration 4Q (3965.380801 sec): 3 clusters Score: Raw -1605635.338690 + Penalty 1897.145320 = -1603738.193370 nChanged 943 SP:Iteration 5Q (3965.453374 sec): 3 clusters Score: Raw -1605966.076105 + Penalty 1897.145320 = -1604068.930784 nChanged 893 SP:Iteration 6Q (3965.532483 sec): 3 clusters Score: Raw -1606298.322376 + Penalty 1897.145320 = -1604401.177056 nChanged 919 SP:Iteration 7Q (3965.609564 sec): 3 clusters Score: Raw -1606663.181805 + Penalty 1897.145320 = -1604766.036485 nChanged 871 SP:Iteration 8Q (3965.688157 sec): 3 clusters Score: Raw -1607013.713411 + Penalty 1897.145320 = -1605116.568091 nChanged 882 SP:Iteration 9Q (3965.762530 sec): 3 clusters Score: Raw -1607386.904581 + Penalty 1897.145320 = -1605489.759261 nChanged 878 SP:Iteration 10Q (3965.847429 sec): 3 clusters Score: Raw -1607785.214387 + Penalty 1897.145320 = -1605888.069067 nChanged 857 SP:Iteration 11Q (3965.923727 sec): 3 clusters Score: Raw -1608192.230075 + Penalty 1897.145320 = -1606295.084755 nChanged 833 SP:Iteration 12Q (3965.998987 sec): 3 clusters Score: Raw -1608604.106550 + Penalty 1897.145320 = -1606706.961230 nChanged 742 SP:Iteration 13Q (3966.060740 sec): 3 clusters Score: Raw -1608946.799725 + Penalty 1897.145320 = -1607049.654405 nChanged 625 SP:Iteration 14Q (3966.141520 sec): 3 clusters Score: Raw -1609199.213636 + Penalty 1897.145320 = -1607302.068316 nChanged 513 SP:Iteration 15Q (3966.216303 sec): 3 clusters Score: Raw -1609358.551026 + Penalty 1897.145320 = -1607461.405706 nChanged 351 SP:Iteration 16Q (3966.291615 sec): 3 clusters Score: Raw -1609446.716842 + Penalty 1897.145320 = -1607549.571522 nChanged 312 SP:Iteration 17Q (3966.365429 sec): 3 clusters Score: Raw -1609526.687293 + Penalty 1897.145320 = -1607629.541973 nChanged 273 SP:Iteration 18Q (3966.439590 sec): 3 clusters Score: Raw -1609599.368922 + Penalty 1897.145320 = -1607702.223602 nChanged 265 SP:Iteration 19Q (3966.505195 sec): 3 clusters Score: Raw -1609673.598210 + Penalty 1897.145320 = -1607776.452889 nChanged 269 SP:Iteration 20F (3966.569628 sec): 3 clusters Score: Raw -1609752.954793 + Penalty 1897.145320 = -1607855.809472 nChanged 271 SP:Iteration 21Q (3966.648506 sec): 3 clusters Score: Raw -1609834.455198 + Penalty 1897.145320 = -1607937.309878 nChanged 274 SP:Iteration 22Q (3966.715294 sec): 3 clusters Score: Raw -1609913.121016 + Penalty 1897.145320 = -1608015.975696 nChanged 253 SP:Iteration 23Q (3966.779524 sec): 3 clusters Score: Raw -1609984.895236 + Penalty 1897.145320 = -1608087.749915 nChanged 277 SP:Iteration 24Q (3966.858082 sec): 3 clusters Score: Raw -1610057.536728 + Penalty 1897.145320 = -1608160.391408 nChanged 262 SP:Iteration 25Q (3966.923064 sec): 3 clusters Score: Raw -1610134.404306 + Penalty 1897.145320 = -1608237.258985 nChanged 288 SP:Iteration 26Q (3966.996335 sec): 3 clusters Score: Raw -1610219.699886 + Penalty 1897.145320 = -1608322.554566 nChanged 276 SP:Iteration 27Q (3967.072671 sec): 3 clusters Score: Raw -1610300.949595 + Penalty 1897.145320 = -1608403.804275 nChanged 284 SP:Iteration 28Q (3967.141807 sec): 3 clusters Score: Raw -1610379.913508 + Penalty 1897.145320 = -1608482.768188 nChanged 278 SP:Iteration 29Q (3967.214494 sec): 3 clusters Score: Raw -1610458.688062 + Penalty 1897.145320 = -1608561.542742 nChanged 283 SP:Iteration 30Q (3967.279163 sec): 3 clusters Score: Raw -1610535.640219 + Penalty 1897.145320 = -1608638.494899 nChanged 289 SP:Iteration 31Q (3967.356926 sec): 3 clusters Score: Raw -1610617.925938 + Penalty 1897.145320 = -1608720.780617 nChanged 290 SP:Iteration 32Q (3967.430031 sec): 3 clusters Score: Raw -1610710.540521 + Penalty 1897.145320 = -1608813.395201 nChanged 309 SP:Iteration 33Q (3967.494329 sec): 3 clusters Score: Raw -1610814.149775 + Penalty 1897.145320 = -1608917.004455 nChanged 324 SP:Iteration 34Q (3967.569094 sec): 3 clusters Score: Raw -1610914.343009 + Penalty 1897.145320 = -1609017.197689 nChanged 301 SP:Iteration 35Q (3967.647352 sec): 3 clusters Score: Raw -1611009.462497 + Penalty 1897.145320 = -1609112.317177 nChanged 264 SP:Iteration 36Q (3967.720633 sec): 3 clusters Score: Raw -1611092.266435 + Penalty 1897.145320 = -1609195.121115 nChanged 271 SP:Iteration 37Q (3967.785615 sec): 3 clusters Score: Raw -1611177.992408 + Penalty 1897.145320 = -1609280.847088 nChanged 261 SP:Iteration 38Q (3967.856175 sec): 3 clusters Score: Raw -1611258.240485 + Penalty 1897.145320 = -1609361.095164 nChanged 265 SP:Iteration 39Q (3967.920445 sec): 3 clusters Score: Raw -1611337.743261 + Penalty 1897.145320 = -1609440.597940 nChanged 262 SP:Iteration 40F (3967.997171 sec): 3 clusters Score: Raw -1611422.992851 + Penalty 1897.145320 = -1609525.847531 nChanged 299 SP:Iteration 41Q (3968.069058 sec): 3 clusters Score: Raw -1611533.059174 + Penalty 1897.145320 = -1609635.913854 nChanged 284 SP:Iteration 42Q (3968.137984 sec): 3 clusters Score: Raw -1611647.900939 + Penalty 1897.145320 = -1609750.755619 nChanged 269 SP:Iteration 43Q (3968.203226 sec): 3 clusters Score: Raw -1611743.630166 + Penalty 1897.145320 = -1609846.484846 nChanged 252 SP:Iteration 44Q (3968.236319 sec): 3 clusters Score: Raw -1611841.304356 + Penalty 1897.145320 = -1609944.159036 nChanged 261 SP:Iteration 45Q (3968.310932 sec): 3 clusters Score: Raw -1611961.744521 + Penalty 1897.145320 = -1610064.599200 nChanged 263 SP:Iteration 46Q (3968.382559 sec): 3 clusters Score: Raw -1612089.207330 + Penalty 1897.145320 = -1610192.062010 nChanged 216 SP:Iteration 47Q (3968.449919 sec): 3 clusters Score: Raw -1612185.539900 + Penalty 1897.145320 = -1610288.394580 nChanged 220 SP:Iteration 48Q (3968.512392 sec): 3 clusters Score: Raw -1612292.382778 + Penalty 1897.145320 = -1610395.237458 nChanged 174 SP:Iteration 49Q (3968.577722 sec): 3 clusters Score: Raw -1612367.543812 + Penalty 1897.145320 = -1610470.398492 nChanged 153 SP:Iteration 50Q (3968.651719 sec): 3 clusters Score: Raw -1612428.586135 + Penalty 1897.145320 = -1610531.440815 nChanged 128 SP:Iteration 51Q (3968.721972 sec): 3 clusters Score: Raw -1612485.344605 + Penalty 1897.145320 = -1610588.199285 nChanged 122 SP:Iteration 52Q (3968.791776 sec): 3 clusters Score: Raw -1612536.908421 + Penalty 1897.145320 = -1610639.763101 nChanged 90 SP:Iteration 53Q (3968.871505 sec): 3 clusters Score: Raw -1612573.620441 + Penalty 1897.145320 = -1610676.475121 nChanged 72 SP:Iteration 54Q (3968.931817 sec): 3 clusters Score: Raw -1612600.652591 + Penalty 1897.145320 = -1610703.507271 nChanged 60 SP:Iteration 55Q (3969.000039 sec): 3 clusters Score: Raw -1612624.971130 + Penalty 1897.145320 = -1610727.825810 nChanged 59 SP:Iteration 56Q (3969.077645 sec): 3 clusters Score: Raw -1612651.403836 + Penalty 1897.145320 = -1610754.258516 nChanged 52 SP:Iteration 57Q (3969.140344 sec): 3 clusters Score: Raw -1612670.972649 + Penalty 1897.145320 = -1610773.827329 nChanged 39 SP:Iteration 58Q (3969.205150 sec): 3 clusters Score: Raw -1612686.617158 + Penalty 1897.145320 = -1610789.471838 nChanged 41 SP:Iteration 59Q (3969.275259 sec): 3 clusters Score: Raw -1612705.877127 + Penalty 1897.145320 = -1610808.731807 nChanged 42 SP:Iteration 60F (3969.348540 sec): 3 clusters Score: Raw -1612728.165629 + Penalty 1897.145320 = -1610831.020309 nChanged 41 SP:Iteration 61Q (3969.417236 sec): 3 clusters Score: Raw -1612751.001854 + Penalty 1897.145320 = -1610853.856534 nChanged 44 SP:Iteration 62Q (3969.486289 sec): 3 clusters Score: Raw -1612770.517795 + Penalty 1897.145320 = -1610873.372475 nChanged 35 SP:Iteration 63Q (3969.550609 sec): 3 clusters Score: Raw -1612787.646835 + Penalty 1897.145320 = -1610890.501515 nChanged 23 SP:Iteration 64Q (3969.613907 sec): 3 clusters Score: Raw -1612794.316766 + Penalty 1897.145320 = -1610897.171445 nChanged 14 SP:Iteration 65Q (3969.673677 sec): 3 clusters Score: Raw -1612798.943729 + Penalty 1897.145320 = -1610901.798409 nChanged 7 SP:Iteration 66Q (3969.737352 sec): 3 clusters Score: Raw -1612801.278625 + Penalty 1897.145320 = -1610904.133305 nChanged 3 SP:Iteration 67Q (3969.804665 sec): 3 clusters Score: Raw -1612802.057342 + Penalty 1897.145320 = -1610904.912021 nChanged 2 SP:Iteration 68Q (3969.859563 sec): 3 clusters Score: Raw -1612802.572348 + Penalty 1897.145320 = -1610905.427028 nChanged 1 SP:Iteration 69Q (3969.929022 sec): 3 clusters Score: Raw -1612802.698325 + Penalty 1897.145320 = -1610905.553005 nChanged 1 SP:Iteration 70Q (3969.991384 sec): 3 clusters Score: Raw -1612802.840274 + Penalty 1897.145320 = -1610905.694954 nChanged 0 SP:Iteration 71F (3970.063521 sec): 3 clusters Score: Raw -1612802.840274 + Penalty 1897.145320 = -1610905.694954 nChanged 0 Trying to split cluster 28 (106834 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3970.199101 sec): 2 clusters Score: Raw -8358593.712724 + Penalty 1100.007993 = -8357493.704731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3970.385876 sec): 3 clusters Score: Raw -8287742.719231 + Penalty 2200.015986 = -8285542.703244 nChanged 51778 SP:Iteration 1F (3970.559335 sec): 3 clusters Score: Raw -8318720.150850 + Penalty 2200.015986 = -8316520.134864 nChanged 4125 SP:Iteration 2Q (3970.734743 sec): 3 clusters Score: Raw -8320124.063190 + Penalty 2200.015986 = -8317924.047204 nChanged 4815 SP:Iteration 3Q (3970.915982 sec): 3 clusters Score: Raw -8322279.348588 + Penalty 2200.015986 = -8320079.332602 nChanged 5771 SP:Iteration 4F (3971.096669 sec): 3 clusters Score: Raw -8325643.028420 + Penalty 2200.015986 = -8323443.012434 nChanged 6584 SP:Iteration 5F (3971.243243 sec): 3 clusters Score: Raw -8330266.760420 + Penalty 2200.015986 = -8328066.744434 nChanged 6855 SP:Iteration 6F (3971.426499 sec): 3 clusters Score: Raw -8335798.734416 + Penalty 2200.015986 = -8333598.718430 nChanged 6493 SP:Iteration 7F (3971.601912 sec): 3 clusters Score: Raw -8340761.664448 + Penalty 2200.015986 = -8338561.648462 nChanged 5566 SP:Iteration 8F (3971.780925 sec): 3 clusters Score: Raw -8344548.763907 + Penalty 2200.015986 = -8342348.747920 nChanged 4469 SP:Iteration 9Q (3971.954776 sec): 3 clusters Score: Raw -8347215.285087 + Penalty 2200.015986 = -8345015.269100 nChanged 3785 SP:Iteration 10Q (3972.136572 sec): 3 clusters Score: Raw -8349340.571631 + Penalty 2200.015986 = -8347140.555645 nChanged 3226 SP:Iteration 11Q (3972.316381 sec): 3 clusters Score: Raw -8351108.743825 + Penalty 2200.015986 = -8348908.727839 nChanged 2847 SP:Iteration 12Q (3972.487930 sec): 3 clusters Score: Raw -8352592.133144 + Penalty 2200.015986 = -8350392.117157 nChanged 2486 SP:Iteration 13Q (3972.660202 sec): 3 clusters Score: Raw -8353876.910027 + Penalty 2200.015986 = -8351676.894041 nChanged 2154 SP:Iteration 14Q (3972.824572 sec): 3 clusters Score: Raw -8354962.212456 + Penalty 2200.015986 = -8352762.196470 nChanged 1810 SP:Iteration 15Q (3972.989849 sec): 3 clusters Score: Raw -8355890.936430 + Penalty 2200.015986 = -8353690.920444 nChanged 1556 SP:Iteration 16Q (3973.165770 sec): 3 clusters Score: Raw -8356691.164518 + Penalty 2200.015986 = -8354491.148532 nChanged 1260 SP:Iteration 17Q (3973.311675 sec): 3 clusters Score: Raw -8357336.134332 + Penalty 2200.015986 = -8355136.118346 nChanged 948 SP:Iteration 18Q (3973.468695 sec): 3 clusters Score: Raw -8357791.532461 + Penalty 2200.015986 = -8355591.516475 nChanged 738 SP:Iteration 19Q (3973.622211 sec): 3 clusters Score: Raw -8358127.404790 + Penalty 2200.015986 = -8355927.388803 nChanged 521 SP:Iteration 20F (3973.793306 sec): 3 clusters Score: Raw -8358346.378592 + Penalty 2200.015986 = -8356146.362606 nChanged 407 SP:Iteration 21Q (3973.932925 sec): 3 clusters Score: Raw -8358506.977006 + Penalty 2200.015986 = -8356306.961020 nChanged 269 SP:Iteration 22Q (3974.087157 sec): 3 clusters Score: Raw -8358612.528143 + Penalty 2200.015986 = -8356412.512157 nChanged 219 SP:Iteration 23Q (3974.252060 sec): 3 clusters Score: Raw -8358691.447254 + Penalty 2200.015986 = -8356491.431267 nChanged 161 SP:Iteration 24Q (3974.414098 sec): 3 clusters Score: Raw -8358747.816507 + Penalty 2200.015986 = -8356547.800521 nChanged 110 SP:Iteration 25Q (3974.578986 sec): 3 clusters Score: Raw -8358783.867859 + Penalty 2200.015986 = -8356583.851873 nChanged 74 SP:Iteration 26Q (3974.739841 sec): 3 clusters Score: Raw -8358805.376394 + Penalty 2200.015986 = -8356605.360407 nChanged 62 SP:Iteration 27Q (3974.900149 sec): 3 clusters Score: Raw -8358823.799166 + Penalty 2200.015986 = -8356623.783180 nChanged 47 SP:Iteration 28Q (3975.070697 sec): 3 clusters Score: Raw -8358839.633109 + Penalty 2200.015986 = -8356639.617123 nChanged 40 SP:Iteration 29Q (3975.221128 sec): 3 clusters Score: Raw -8358854.359367 + Penalty 2200.015986 = -8356654.343380 nChanged 25 SP:Iteration 30Q (3975.382727 sec): 3 clusters Score: Raw -8358860.535579 + Penalty 2200.015986 = -8356660.519593 nChanged 22 SP:Iteration 31Q (3975.522143 sec): 3 clusters Score: Raw -8358866.328935 + Penalty 2200.015986 = -8356666.312949 nChanged 20 SP:Iteration 32Q (3975.682231 sec): 3 clusters Score: Raw -8358873.868179 + Penalty 2200.015986 = -8356673.852193 nChanged 19 SP:Iteration 33Q (3975.849224 sec): 3 clusters Score: Raw -8358880.247413 + Penalty 2200.015986 = -8356680.231427 nChanged 17 SP:Iteration 34Q (3976.011711 sec): 3 clusters Score: Raw -8358884.375789 + Penalty 2200.015986 = -8356684.359803 nChanged 16 SP:Iteration 35Q (3976.160703 sec): 3 clusters Score: Raw -8358887.614136 + Penalty 2200.015986 = -8356687.598149 nChanged 15 SP:Iteration 36Q (3976.321100 sec): 3 clusters Score: Raw -8358890.577228 + Penalty 2200.015986 = -8356690.561242 nChanged 12 SP:Iteration 37Q (3976.476757 sec): 3 clusters Score: Raw -8358893.294732 + Penalty 2200.015986 = -8356693.278745 nChanged 8 SP:Iteration 38Q (3976.631741 sec): 3 clusters Score: Raw -8358894.837200 + Penalty 2200.015986 = -8356694.821213 nChanged 5 SP:Iteration 39Q (3976.787203 sec): 3 clusters Score: Raw -8358895.540976 + Penalty 2200.015986 = -8356695.524990 nChanged 2 SP:Iteration 40F (3976.953440 sec): 3 clusters Score: Raw -8358896.382472 + Penalty 2200.015986 = -8356696.366486 nChanged 1 SP:Iteration 41Q (3977.100361 sec): 3 clusters Score: Raw -8358896.668865 + Penalty 2200.015986 = -8356696.652879 nChanged 0 SP:Iteration 42F (3977.274882 sec): 3 clusters Score: Raw -8358896.668865 + Penalty 2200.015986 = -8356696.652879 nChanged 0 Trying to split cluster 29 (2730 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3977.304368 sec): 2 clusters Score: Raw -195311.716509 + Penalty 751.645404 = -194560.071105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3977.355647 sec): 3 clusters Score: Raw -193920.458094 + Penalty 1503.290809 = -192417.167285 nChanged 1070 SP:Iteration 1F (3977.406556 sec): 3 clusters Score: Raw -194511.148933 + Penalty 1503.290809 = -193007.858124 nChanged 173 SP:Iteration 2F (3977.458124 sec): 3 clusters Score: Raw -194595.635143 + Penalty 1503.290809 = -193092.344335 nChanged 131 SP:Iteration 3Q (3977.504249 sec): 3 clusters Score: Raw -194663.317338 + Penalty 1503.290809 = -193160.026529 nChanged 134 SP:Iteration 4Q (3977.543208 sec): 3 clusters Score: Raw -194744.684585 + Penalty 1503.290809 = -193241.393776 nChanged 132 SP:Iteration 5Q (3977.594154 sec): 3 clusters Score: Raw -194833.900144 + Penalty 1503.290809 = -193330.609336 nChanged 136 SP:Iteration 6Q (3977.635171 sec): 3 clusters Score: Raw -194955.285280 + Penalty 1503.290809 = -193451.994472 nChanged 157 SP:Iteration 7F (3977.686708 sec): 3 clusters Score: Raw -195112.106800 + Penalty 1503.290809 = -193608.815991 nChanged 169 SP:Iteration 8F (3977.729146 sec): 3 clusters Score: Raw -195270.193570 + Penalty 1503.290809 = -193766.902761 nChanged 158 SP:Iteration 9F (3977.780204 sec): 3 clusters Score: Raw -195391.134300 + Penalty 1503.290809 = -193887.843491 nChanged 103 SP:Iteration 10Q (3977.831255 sec): 3 clusters Score: Raw -195465.687473 + Penalty 1503.290809 = -193962.396664 nChanged 75 SP:Iteration 11Q (3977.870877 sec): 3 clusters Score: Raw -195522.342311 + Penalty 1503.290809 = -194019.051502 nChanged 54 SP:Iteration 12Q (3977.921942 sec): 3 clusters Score: Raw -195558.792360 + Penalty 1503.290809 = -194055.501551 nChanged 40 SP:Iteration 13Q (3977.967887 sec): 3 clusters Score: Raw -195581.775897 + Penalty 1503.290809 = -194078.485088 nChanged 29 SP:Iteration 14Q (3978.018905 sec): 3 clusters Score: Raw -195597.738811 + Penalty 1503.290809 = -194094.448002 nChanged 14 SP:Iteration 15Q (3978.063766 sec): 3 clusters Score: Raw -195604.346654 + Penalty 1503.290809 = -194101.055845 nChanged 7 SP:Iteration 16Q (3978.114722 sec): 3 clusters Score: Raw -195606.909669 + Penalty 1503.290809 = -194103.618861 nChanged 4 SP:Iteration 17Q (3978.165863 sec): 3 clusters Score: Raw -195608.363183 + Penalty 1503.290809 = -194105.072374 nChanged 4 SP:Iteration 18Q (3978.215817 sec): 3 clusters Score: Raw -195609.546166 + Penalty 1503.290809 = -194106.255357 nChanged 4 SP:Iteration 19Q (3978.266707 sec): 3 clusters Score: Raw -195610.984319 + Penalty 1503.290809 = -194107.693510 nChanged 5 SP:Iteration 20F (3978.317736 sec): 3 clusters Score: Raw -195612.295584 + Penalty 1503.290809 = -194109.004775 nChanged 2 SP:Iteration 21Q (3978.368874 sec): 3 clusters Score: Raw -195612.757015 + Penalty 1503.290809 = -194109.466207 nChanged 1 SP:Iteration 22Q (3978.414678 sec): 3 clusters Score: Raw -195613.205439 + Penalty 1503.290809 = -194109.914631 nChanged 2 SP:Iteration 23Q (3978.465593 sec): 3 clusters Score: Raw -195614.974073 + Penalty 1503.290809 = -194111.683264 nChanged 5 SP:Iteration 24Q (3978.516497 sec): 3 clusters Score: Raw -195616.990312 + Penalty 1503.290809 = -194113.699503 nChanged 0 SP:Iteration 25F (3978.565065 sec): 3 clusters Score: Raw -195616.990312 + Penalty 1503.290809 = -194113.699503 nChanged 0 Trying to split cluster 30 (2475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3978.603855 sec): 2 clusters Score: Raw -163151.821934 + Penalty 742.329589 = -162409.492345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3978.641544 sec): 3 clusters Score: Raw -161851.661555 + Penalty 1484.659178 = -160367.002377 nChanged 1015 SP:Iteration 1F (3978.692782 sec): 3 clusters Score: Raw -162400.350770 + Penalty 1484.659178 = -160915.691592 nChanged 165 SP:Iteration 2F (3978.744616 sec): 3 clusters Score: Raw -162499.423063 + Penalty 1484.659178 = -161014.763885 nChanged 126 SP:Iteration 3F (3978.796096 sec): 3 clusters Score: Raw -162563.829192 + Penalty 1484.659178 = -161079.170014 nChanged 103 SP:Iteration 4Q (3978.847754 sec): 3 clusters Score: Raw -162609.493884 + Penalty 1484.659178 = -161124.834706 nChanged 85 SP:Iteration 5Q (3978.888279 sec): 3 clusters Score: Raw -162653.712666 + Penalty 1484.659178 = -161169.053488 nChanged 75 SP:Iteration 6Q (3978.939833 sec): 3 clusters Score: Raw -162697.012478 + Penalty 1484.659178 = -161212.353299 nChanged 69 SP:Iteration 7Q (3978.991514 sec): 3 clusters Score: Raw -162741.939642 + Penalty 1484.659178 = -161257.280463 nChanged 71 SP:Iteration 8Q (3979.040264 sec): 3 clusters Score: Raw -162780.166127 + Penalty 1484.659178 = -161295.506949 nChanged 71 SP:Iteration 9Q (3979.091971 sec): 3 clusters Score: Raw -162820.635455 + Penalty 1484.659178 = -161335.976277 nChanged 69 SP:Iteration 10Q (3979.138411 sec): 3 clusters Score: Raw -162864.590165 + Penalty 1484.659178 = -161379.930987 nChanged 68 SP:Iteration 11Q (3979.187302 sec): 3 clusters Score: Raw -162915.777112 + Penalty 1484.659178 = -161431.117934 nChanged 69 SP:Iteration 12Q (3979.234061 sec): 3 clusters Score: Raw -162966.172388 + Penalty 1484.659178 = -161481.513210 nChanged 78 SP:Iteration 13Q (3979.277128 sec): 3 clusters Score: Raw -163035.482473 + Penalty 1484.659178 = -161550.823295 nChanged 93 SP:Iteration 14Q (3979.328374 sec): 3 clusters Score: Raw -163100.939800 + Penalty 1484.659178 = -161616.280622 nChanged 64 SP:Iteration 15Q (3979.379300 sec): 3 clusters Score: Raw -163145.481200 + Penalty 1484.659178 = -161660.822021 nChanged 56 SP:Iteration 16Q (3979.431971 sec): 3 clusters Score: Raw -163185.646476 + Penalty 1484.659178 = -161700.987297 nChanged 62 SP:Iteration 17Q (3979.483173 sec): 3 clusters Score: Raw -163233.282440 + Penalty 1484.659178 = -161748.623261 nChanged 61 SP:Iteration 18Q (3979.534355 sec): 3 clusters Score: Raw -163285.192588 + Penalty 1484.659178 = -161800.533409 nChanged 70 SP:Iteration 19Q (3979.585800 sec): 3 clusters Score: Raw -163365.016542 + Penalty 1484.659178 = -161880.357363 nChanged 76 SP:Iteration 20F (3979.634773 sec): 3 clusters Score: Raw -163436.393622 + Penalty 1484.659178 = -161951.734443 nChanged 59 SP:Iteration 21Q (3979.670657 sec): 3 clusters Score: Raw -163490.632249 + Penalty 1484.659178 = -162005.973071 nChanged 53 SP:Iteration 22Q (3979.718743 sec): 3 clusters Score: Raw -163537.592294 + Penalty 1484.659178 = -162052.933116 nChanged 35 SP:Iteration 23Q (3979.768243 sec): 3 clusters Score: Raw -163567.093699 + Penalty 1484.659178 = -162082.434521 nChanged 34 SP:Iteration 24Q (3979.822243 sec): 3 clusters Score: Raw -163590.486976 + Penalty 1484.659178 = -162105.827798 nChanged 27 SP:Iteration 25Q (3979.866644 sec): 3 clusters Score: Raw -163605.924464 + Penalty 1484.659178 = -162121.265286 nChanged 26 SP:Iteration 26Q (3979.911884 sec): 3 clusters Score: Raw -163622.516969 + Penalty 1484.659178 = -162137.857791 nChanged 28 SP:Iteration 27Q (3979.956755 sec): 3 clusters Score: Raw -163639.544111 + Penalty 1484.659178 = -162154.884933 nChanged 23 SP:Iteration 28Q (3980.006441 sec): 3 clusters Score: Raw -163650.334697 + Penalty 1484.659178 = -162165.675519 nChanged 16 SP:Iteration 29Q (3980.053993 sec): 3 clusters Score: Raw -163658.168158 + Penalty 1484.659178 = -162173.508980 nChanged 8 SP:Iteration 30Q (3980.101292 sec): 3 clusters Score: Raw -163661.768721 + Penalty 1484.659178 = -162177.109543 nChanged 10 SP:Iteration 31Q (3980.129071 sec): 3 clusters Score: Raw -163664.876184 + Penalty 1484.659178 = -162180.217006 nChanged 8 SP:Iteration 32Q (3980.179228 sec): 3 clusters Score: Raw -163668.173278 + Penalty 1484.659178 = -162183.514100 nChanged 8 SP:Iteration 33Q (3980.224532 sec): 3 clusters Score: Raw -163671.304661 + Penalty 1484.659178 = -162186.645483 nChanged 3 SP:Iteration 34Q (3980.285382 sec): 3 clusters Score: Raw -163672.679481 + Penalty 1484.659178 = -162188.020303 nChanged 6 SP:Iteration 35Q (3980.325147 sec): 3 clusters Score: Raw -163675.171265 + Penalty 1484.659178 = -162190.512087 nChanged 7 SP:Iteration 36Q (3980.374293 sec): 3 clusters Score: Raw -163677.371297 + Penalty 1484.659178 = -162192.712118 nChanged 7 SP:Iteration 37Q (3980.430619 sec): 3 clusters Score: Raw -163679.314919 + Penalty 1484.659178 = -162194.655740 nChanged 7 SP:Iteration 38Q (3980.478808 sec): 3 clusters Score: Raw -163682.138178 + Penalty 1484.659178 = -162197.479000 nChanged 3 SP:Iteration 39Q (3980.517945 sec): 3 clusters Score: Raw -163682.759243 + Penalty 1484.659178 = -162198.100065 nChanged 1 SP:Iteration 40F (3980.576561 sec): 3 clusters Score: Raw -163682.944477 + Penalty 1484.659178 = -162198.285299 nChanged 1 SP:Iteration 41Q (3980.620546 sec): 3 clusters Score: Raw -163683.627128 + Penalty 1484.659178 = -162198.967949 nChanged 2 SP:Iteration 42Q (3980.658535 sec): 3 clusters Score: Raw -163684.012859 + Penalty 1484.659178 = -162199.353681 nChanged 0 SP:Iteration 43F (3980.709902 sec): 3 clusters Score: Raw -163684.012859 + Penalty 1484.659178 = -162199.353681 nChanged 0 Trying to split cluster 31 (16063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3980.760793 sec): 2 clusters Score: Raw -1266568.257632 + Penalty 920.006008 = -1265648.251624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3980.824212 sec): 3 clusters Score: Raw -1256616.086962 + Penalty 1840.012016 = -1254776.074946 nChanged 7380 SP:Iteration 1F (3980.889680 sec): 3 clusters Score: Raw -1260885.060917 + Penalty 1840.012016 = -1259045.048901 nChanged 834 SP:Iteration 2F (3980.946457 sec): 3 clusters Score: Raw -1261230.056308 + Penalty 1840.012016 = -1259390.044292 nChanged 797 SP:Iteration 3Q (3981.023584 sec): 3 clusters Score: Raw -1261584.538828 + Penalty 1840.012016 = -1259744.526812 nChanged 780 SP:Iteration 4Q (3981.094216 sec): 3 clusters Score: Raw -1261962.646671 + Penalty 1840.012016 = -1260122.634655 nChanged 777 SP:Iteration 5Q (3981.156394 sec): 3 clusters Score: Raw -1262350.711372 + Penalty 1840.012016 = -1260510.699356 nChanged 819 SP:Iteration 6F (3981.229627 sec): 3 clusters Score: Raw -1262839.340808 + Penalty 1840.012016 = -1260999.328792 nChanged 822 SP:Iteration 7F (3981.285749 sec): 3 clusters Score: Raw -1263423.901415 + Penalty 1840.012016 = -1261583.889399 nChanged 807 SP:Iteration 8F (3981.353917 sec): 3 clusters Score: Raw -1263926.926601 + Penalty 1840.012016 = -1262086.914585 nChanged 649 SP:Iteration 9Q (3981.417484 sec): 3 clusters Score: Raw -1264267.227574 + Penalty 1840.012016 = -1262427.215558 nChanged 482 SP:Iteration 10Q (3981.478482 sec): 3 clusters Score: Raw -1264466.656158 + Penalty 1840.012016 = -1262626.644142 nChanged 357 SP:Iteration 11Q (3981.546914 sec): 3 clusters Score: Raw -1264593.136894 + Penalty 1840.012016 = -1262753.124878 nChanged 291 SP:Iteration 12Q (3981.620787 sec): 3 clusters Score: Raw -1264682.522963 + Penalty 1840.012016 = -1262842.510947 nChanged 242 SP:Iteration 13Q (3981.682328 sec): 3 clusters Score: Raw -1264755.865673 + Penalty 1840.012016 = -1262915.853656 nChanged 211 SP:Iteration 14Q (3981.752876 sec): 3 clusters Score: Raw -1264818.726355 + Penalty 1840.012016 = -1262978.714339 nChanged 194 SP:Iteration 15Q (3981.810996 sec): 3 clusters Score: Raw -1264877.219100 + Penalty 1840.012016 = -1263037.207084 nChanged 233 SP:Iteration 16Q (3981.879151 sec): 3 clusters Score: Raw -1264960.827367 + Penalty 1840.012016 = -1263120.815351 nChanged 260 SP:Iteration 17Q (3981.928899 sec): 3 clusters Score: Raw -1265065.814939 + Penalty 1840.012016 = -1263225.802923 nChanged 262 SP:Iteration 18Q (3981.990409 sec): 3 clusters Score: Raw -1265175.795666 + Penalty 1840.012016 = -1263335.783650 nChanged 270 SP:Iteration 19Q (3982.048565 sec): 3 clusters Score: Raw -1265294.920293 + Penalty 1840.012016 = -1263454.908277 nChanged 253 SP:Iteration 20F (3982.090162 sec): 3 clusters Score: Raw -1265405.129637 + Penalty 1840.012016 = -1263565.117621 nChanged 244 SP:Iteration 21Q (3982.167284 sec): 3 clusters Score: Raw -1265522.320351 + Penalty 1840.012016 = -1263682.308335 nChanged 278 SP:Iteration 22Q (3982.233670 sec): 3 clusters Score: Raw -1265657.159946 + Penalty 1840.012016 = -1263817.147930 nChanged 242 SP:Iteration 23Q (3982.299490 sec): 3 clusters Score: Raw -1265787.653593 + Penalty 1840.012016 = -1263947.641576 nChanged 230 SP:Iteration 24Q (3982.357353 sec): 3 clusters Score: Raw -1265913.532721 + Penalty 1840.012016 = -1264073.520705 nChanged 227 SP:Iteration 25Q (3982.423492 sec): 3 clusters Score: Raw -1266049.909192 + Penalty 1840.012016 = -1264209.897176 nChanged 198 SP:Iteration 26Q (3982.489742 sec): 3 clusters Score: Raw -1266173.235460 + Penalty 1840.012016 = -1264333.223443 nChanged 171 SP:Iteration 27Q (3982.555319 sec): 3 clusters Score: Raw -1266273.850492 + Penalty 1840.012016 = -1264433.838476 nChanged 146 SP:Iteration 28Q (3982.621003 sec): 3 clusters Score: Raw -1266361.725779 + Penalty 1840.012016 = -1264521.713763 nChanged 124 SP:Iteration 29Q (3982.686374 sec): 3 clusters Score: Raw -1266444.002167 + Penalty 1840.012016 = -1264603.990150 nChanged 114 SP:Iteration 30Q (3982.746884 sec): 3 clusters Score: Raw -1266529.127890 + Penalty 1840.012016 = -1264689.115874 nChanged 84 SP:Iteration 31Q (3982.803778 sec): 3 clusters Score: Raw -1266582.580991 + Penalty 1840.012016 = -1264742.568975 nChanged 58 SP:Iteration 32Q (3982.859766 sec): 3 clusters Score: Raw -1266625.549350 + Penalty 1840.012016 = -1264785.537334 nChanged 48 SP:Iteration 33Q (3982.914303 sec): 3 clusters Score: Raw -1266660.903905 + Penalty 1840.012016 = -1264820.891889 nChanged 34 SP:Iteration 34Q (3982.988656 sec): 3 clusters Score: Raw -1266679.858573 + Penalty 1840.012016 = -1264839.846556 nChanged 23 SP:Iteration 35Q (3983.044668 sec): 3 clusters Score: Raw -1266691.764721 + Penalty 1840.012016 = -1264851.752705 nChanged 18 SP:Iteration 36Q (3983.108814 sec): 3 clusters Score: Raw -1266699.944224 + Penalty 1840.012016 = -1264859.932208 nChanged 8 SP:Iteration 37Q (3983.173456 sec): 3 clusters Score: Raw -1266704.689661 + Penalty 1840.012016 = -1264864.677645 nChanged 7 SP:Iteration 38Q (3983.236765 sec): 3 clusters Score: Raw -1266709.360598 + Penalty 1840.012016 = -1264869.348582 nChanged 8 SP:Iteration 39Q (3983.294243 sec): 3 clusters Score: Raw -1266712.146103 + Penalty 1840.012016 = -1264872.134087 nChanged 2 SP:Iteration 40F (3983.362675 sec): 3 clusters Score: Raw -1266712.896746 + Penalty 1840.012016 = -1264872.884729 nChanged 2 SP:Iteration 41Q (3983.426788 sec): 3 clusters Score: Raw -1266713.157598 + Penalty 1840.012016 = -1264873.145582 nChanged 0 SP:Iteration 42F (3983.494394 sec): 3 clusters Score: Raw -1266713.157598 + Penalty 1840.012016 = -1264873.145582 nChanged 0 Trying to split cluster 32 (22338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3983.539663 sec): 2 clusters Score: Raw -1672321.230539 + Penalty 951.334232 = -1671369.896307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3983.617389 sec): 3 clusters Score: Raw -1658356.774828 + Penalty 1902.668463 = -1656454.106365 nChanged 10517 SP:Iteration 1F (3983.689140 sec): 3 clusters Score: Raw -1664382.513143 + Penalty 1902.668463 = -1662479.844680 nChanged 1031 SP:Iteration 2Q (3983.765018 sec): 3 clusters Score: Raw -1664752.922718 + Penalty 1902.668463 = -1662850.254254 nChanged 1000 SP:Iteration 3Q (3983.842072 sec): 3 clusters Score: Raw -1665206.659969 + Penalty 1902.668463 = -1663303.991506 nChanged 1074 SP:Iteration 4Q (3983.919384 sec): 3 clusters Score: Raw -1665823.146899 + Penalty 1902.668463 = -1663920.478435 nChanged 1230 SP:Iteration 5F (3983.985823 sec): 3 clusters Score: Raw -1666622.240609 + Penalty 1902.668463 = -1664719.572146 nChanged 1267 SP:Iteration 6F (3984.061420 sec): 3 clusters Score: Raw -1667568.303119 + Penalty 1902.668463 = -1665665.634656 nChanged 1266 SP:Iteration 7F (3984.125698 sec): 3 clusters Score: Raw -1668591.418134 + Penalty 1902.668463 = -1666688.749671 nChanged 1146 SP:Iteration 8F (3984.202036 sec): 3 clusters Score: Raw -1669509.470886 + Penalty 1902.668463 = -1667606.802423 nChanged 942 SP:Iteration 9Q (3984.267360 sec): 3 clusters Score: Raw -1670210.999668 + Penalty 1902.668463 = -1668308.331205 nChanged 726 SP:Iteration 10Q (3984.340714 sec): 3 clusters Score: Raw -1670641.280370 + Penalty 1902.668463 = -1668738.611907 nChanged 551 SP:Iteration 11Q (3984.412552 sec): 3 clusters Score: Raw -1670945.751022 + Penalty 1902.668463 = -1669043.082559 nChanged 437 SP:Iteration 12Q (3984.482371 sec): 3 clusters Score: Raw -1671192.119502 + Penalty 1902.668463 = -1669289.451039 nChanged 401 SP:Iteration 13Q (3984.556112 sec): 3 clusters Score: Raw -1671401.533651 + Penalty 1902.668463 = -1669498.865188 nChanged 363 SP:Iteration 14Q (3984.636474 sec): 3 clusters Score: Raw -1671591.445818 + Penalty 1902.668463 = -1669688.777355 nChanged 282 SP:Iteration 15Q (3984.715504 sec): 3 clusters Score: Raw -1671741.007164 + Penalty 1902.668463 = -1669838.338701 nChanged 248 SP:Iteration 16Q (3984.788956 sec): 3 clusters Score: Raw -1671871.205609 + Penalty 1902.668463 = -1669968.537145 nChanged 226 SP:Iteration 17Q (3984.863600 sec): 3 clusters Score: Raw -1671994.835502 + Penalty 1902.668463 = -1670092.167038 nChanged 198 SP:Iteration 18Q (3984.937729 sec): 3 clusters Score: Raw -1672121.089184 + Penalty 1902.668463 = -1670218.420721 nChanged 184 SP:Iteration 19Q (3985.010943 sec): 3 clusters Score: Raw -1672250.145527 + Penalty 1902.668463 = -1670347.477063 nChanged 137 SP:Iteration 20F (3985.088551 sec): 3 clusters Score: Raw -1672330.568569 + Penalty 1902.668463 = -1670427.900106 nChanged 106 SP:Iteration 21Q (3985.160459 sec): 3 clusters Score: Raw -1672389.385400 + Penalty 1902.668463 = -1670486.716936 nChanged 84 SP:Iteration 22Q (3985.228202 sec): 3 clusters Score: Raw -1672435.475903 + Penalty 1902.668463 = -1670532.807440 nChanged 67 SP:Iteration 23Q (3985.298022 sec): 3 clusters Score: Raw -1672470.375960 + Penalty 1902.668463 = -1670567.707497 nChanged 49 SP:Iteration 24Q (3985.356126 sec): 3 clusters Score: Raw -1672491.944992 + Penalty 1902.668463 = -1670589.276529 nChanged 47 SP:Iteration 25Q (3985.422051 sec): 3 clusters Score: Raw -1672510.901136 + Penalty 1902.668463 = -1670608.232673 nChanged 34 SP:Iteration 26Q (3985.481811 sec): 3 clusters Score: Raw -1672522.472376 + Penalty 1902.668463 = -1670619.803912 nChanged 27 SP:Iteration 27Q (3985.551884 sec): 3 clusters Score: Raw -1672532.100467 + Penalty 1902.668463 = -1670629.432003 nChanged 17 SP:Iteration 28Q (3985.619990 sec): 3 clusters Score: Raw -1672538.261135 + Penalty 1902.668463 = -1670635.592672 nChanged 18 SP:Iteration 29Q (3985.689018 sec): 3 clusters Score: Raw -1672544.341548 + Penalty 1902.668463 = -1670641.673084 nChanged 16 SP:Iteration 30Q (3985.761797 sec): 3 clusters Score: Raw -1672548.635082 + Penalty 1902.668463 = -1670645.966619 nChanged 11 SP:Iteration 31Q (3985.826208 sec): 3 clusters Score: Raw -1672552.259306 + Penalty 1902.668463 = -1670649.590843 nChanged 7 SP:Iteration 32Q (3985.892806 sec): 3 clusters Score: Raw -1672554.736545 + Penalty 1902.668463 = -1670652.068082 nChanged 11 SP:Iteration 33Q (3985.969002 sec): 3 clusters Score: Raw -1672559.127154 + Penalty 1902.668463 = -1670656.458691 nChanged 14 SP:Iteration 34Q (3986.035510 sec): 3 clusters Score: Raw -1672563.331109 + Penalty 1902.668463 = -1670660.662646 nChanged 8 SP:Iteration 35Q (3986.101903 sec): 3 clusters Score: Raw -1672564.982606 + Penalty 1902.668463 = -1670662.314143 nChanged 6 SP:Iteration 36Q (3986.160307 sec): 3 clusters Score: Raw -1672567.823099 + Penalty 1902.668463 = -1670665.154635 nChanged 8 SP:Iteration 37Q (3986.232320 sec): 3 clusters Score: Raw -1672571.902992 + Penalty 1902.668463 = -1670669.234529 nChanged 9 SP:Iteration 38Q (3986.302702 sec): 3 clusters Score: Raw -1672574.953582 + Penalty 1902.668463 = -1670672.285119 nChanged 5 SP:Iteration 39Q (3986.372412 sec): 3 clusters Score: Raw -1672576.494551 + Penalty 1902.668463 = -1670673.826088 nChanged 7 SP:Iteration 40F (3986.445301 sec): 3 clusters Score: Raw -1672579.191968 + Penalty 1902.668463 = -1670676.523505 nChanged 6 SP:Iteration 41Q (3986.517948 sec): 3 clusters Score: Raw -1672580.861744 + Penalty 1902.668463 = -1670678.193281 nChanged 7 SP:Iteration 42Q (3986.590259 sec): 3 clusters Score: Raw -1672583.273153 + Penalty 1902.668463 = -1670680.604690 nChanged 2 SP:Iteration 43Q (3986.660412 sec): 3 clusters Score: Raw -1672583.539678 + Penalty 1902.668463 = -1670680.871215 nChanged 2 SP:Iteration 44Q (3986.731259 sec): 3 clusters Score: Raw -1672583.693228 + Penalty 1902.668463 = -1670681.024765 nChanged 0 SP:Iteration 45F (3986.795076 sec): 3 clusters Score: Raw -1672583.693228 + Penalty 1902.668463 = -1670681.024765 nChanged 0 Trying to split cluster 33 (5011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3986.827995 sec): 2 clusters Score: Raw -297912.290322 + Penalty 809.342124 = -297102.948198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3986.883599 sec): 3 clusters Score: Raw -295120.961568 + Penalty 1618.684247 = -293502.277320 nChanged 2189 SP:Iteration 1F (3986.934671 sec): 3 clusters Score: Raw -296393.144909 + Penalty 1618.684247 = -294774.460662 nChanged 424 SP:Iteration 2F (3986.980100 sec): 3 clusters Score: Raw -296643.866607 + Penalty 1618.684247 = -295025.182360 nChanged 333 SP:Iteration 3F (3987.038599 sec): 3 clusters Score: Raw -296830.004337 + Penalty 1618.684247 = -295211.320090 nChanged 284 SP:Iteration 4F (3987.086821 sec): 3 clusters Score: Raw -296983.155275 + Penalty 1618.684247 = -295364.471028 nChanged 252 SP:Iteration 5F (3987.124610 sec): 3 clusters Score: Raw -297118.660678 + Penalty 1618.684247 = -295499.976431 nChanged 227 SP:Iteration 6Q (3987.178221 sec): 3 clusters Score: Raw -297231.050528 + Penalty 1618.684247 = -295612.366281 nChanged 186 SP:Iteration 7Q (3987.228163 sec): 3 clusters Score: Raw -297331.061783 + Penalty 1618.684247 = -295712.377536 nChanged 161 SP:Iteration 8Q (3987.278424 sec): 3 clusters Score: Raw -297420.940793 + Penalty 1618.684247 = -295802.256546 nChanged 145 SP:Iteration 9Q (3987.325923 sec): 3 clusters Score: Raw -297496.368333 + Penalty 1618.684247 = -295877.684086 nChanged 135 SP:Iteration 10Q (3987.372163 sec): 3 clusters Score: Raw -297564.236210 + Penalty 1618.684247 = -295945.551962 nChanged 126 SP:Iteration 11Q (3987.418807 sec): 3 clusters Score: Raw -297629.110580 + Penalty 1618.684247 = -296010.426333 nChanged 128 SP:Iteration 12Q (3987.475529 sec): 3 clusters Score: Raw -297688.437097 + Penalty 1618.684247 = -296069.752850 nChanged 110 SP:Iteration 13Q (3987.515323 sec): 3 clusters Score: Raw -297731.355526 + Penalty 1618.684247 = -296112.671279 nChanged 96 SP:Iteration 14Q (3987.574003 sec): 3 clusters Score: Raw -297769.198261 + Penalty 1618.684247 = -296150.514014 nChanged 86 SP:Iteration 15Q (3987.617725 sec): 3 clusters Score: Raw -297796.780007 + Penalty 1618.684247 = -296178.095760 nChanged 78 SP:Iteration 16Q (3987.680274 sec): 3 clusters Score: Raw -297818.908826 + Penalty 1618.684247 = -296200.224579 nChanged 62 SP:Iteration 17Q (3987.723802 sec): 3 clusters Score: Raw -297836.062860 + Penalty 1618.684247 = -296217.378613 nChanged 56 SP:Iteration 18Q (3987.773261 sec): 3 clusters Score: Raw -297851.687509 + Penalty 1618.684247 = -296233.003262 nChanged 51 SP:Iteration 19Q (3987.827040 sec): 3 clusters Score: Raw -297863.426021 + Penalty 1618.684247 = -296244.741773 nChanged 41 SP:Iteration 20F (3987.880600 sec): 3 clusters Score: Raw -297875.811987 + Penalty 1618.684247 = -296257.127739 nChanged 42 SP:Iteration 21Q (3987.931131 sec): 3 clusters Score: Raw -297887.184112 + Penalty 1618.684247 = -296268.499864 nChanged 35 SP:Iteration 22Q (3987.985127 sec): 3 clusters Score: Raw -297896.952750 + Penalty 1618.684247 = -296278.268503 nChanged 39 SP:Iteration 23Q (3988.040687 sec): 3 clusters Score: Raw -297907.274172 + Penalty 1618.684247 = -296288.589925 nChanged 37 SP:Iteration 24Q (3988.094909 sec): 3 clusters Score: Raw -297917.223001 + Penalty 1618.684247 = -296298.538753 nChanged 37 SP:Iteration 25Q (3988.151690 sec): 3 clusters Score: Raw -297925.034800 + Penalty 1618.684247 = -296306.350553 nChanged 34 SP:Iteration 26Q (3988.205024 sec): 3 clusters Score: Raw -297933.663547 + Penalty 1618.684247 = -296314.979300 nChanged 28 SP:Iteration 27Q (3988.269908 sec): 3 clusters Score: Raw -297941.177258 + Penalty 1618.684247 = -296322.493011 nChanged 32 SP:Iteration 28Q (3988.306743 sec): 3 clusters Score: Raw -297951.119914 + Penalty 1618.684247 = -296332.435667 nChanged 33 SP:Iteration 29Q (3988.361714 sec): 3 clusters Score: Raw -297960.761364 + Penalty 1618.684247 = -296342.077117 nChanged 34 SP:Iteration 30Q (3988.417791 sec): 3 clusters Score: Raw -297971.657496 + Penalty 1618.684247 = -296352.973249 nChanged 31 SP:Iteration 31Q (3988.472635 sec): 3 clusters Score: Raw -297982.006661 + Penalty 1618.684247 = -296363.322414 nChanged 31 SP:Iteration 32Q (3988.525298 sec): 3 clusters Score: Raw -297993.436587 + Penalty 1618.684247 = -296374.752340 nChanged 26 SP:Iteration 33Q (3988.580005 sec): 3 clusters Score: Raw -298000.891153 + Penalty 1618.684247 = -296382.206906 nChanged 24 SP:Iteration 34Q (3988.624986 sec): 3 clusters Score: Raw -298007.267068 + Penalty 1618.684247 = -296388.582821 nChanged 18 SP:Iteration 35Q (3988.677034 sec): 3 clusters Score: Raw -298011.968687 + Penalty 1618.684247 = -296393.284440 nChanged 13 SP:Iteration 36Q (3988.731414 sec): 3 clusters Score: Raw -298014.987632 + Penalty 1618.684247 = -296396.303385 nChanged 11 SP:Iteration 37Q (3988.765760 sec): 3 clusters Score: Raw -298017.721814 + Penalty 1618.684247 = -296399.037567 nChanged 7 SP:Iteration 38Q (3988.820591 sec): 3 clusters Score: Raw -298020.189935 + Penalty 1618.684247 = -296401.505687 nChanged 9 SP:Iteration 39Q (3988.873643 sec): 3 clusters Score: Raw -298022.873137 + Penalty 1618.684247 = -296404.188889 nChanged 9 SP:Iteration 40F (3988.922872 sec): 3 clusters Score: Raw -298024.834663 + Penalty 1618.684247 = -296406.150416 nChanged 5 SP:Iteration 41Q (3988.984758 sec): 3 clusters Score: Raw -298025.919752 + Penalty 1618.684247 = -296407.235505 nChanged 4 SP:Iteration 42Q (3989.038325 sec): 3 clusters Score: Raw -298026.999800 + Penalty 1618.684247 = -296408.315553 nChanged 5 SP:Iteration 43Q (3989.070717 sec): 3 clusters Score: Raw -298028.005289 + Penalty 1618.684247 = -296409.321042 nChanged 5 SP:Iteration 44Q (3989.135596 sec): 3 clusters Score: Raw -298029.108142 + Penalty 1618.684247 = -296410.423894 nChanged 8 SP:Iteration 45Q (3989.178542 sec): 3 clusters Score: Raw -298030.121801 + Penalty 1618.684247 = -296411.437554 nChanged 4 SP:Iteration 46Q (3989.231202 sec): 3 clusters Score: Raw -298030.832820 + Penalty 1618.684247 = -296412.148573 nChanged 4 SP:Iteration 47Q (3989.276159 sec): 3 clusters Score: Raw -298031.394130 + Penalty 1618.684247 = -296412.709883 nChanged 6 SP:Iteration 48Q (3989.329128 sec): 3 clusters Score: Raw -298032.282593 + Penalty 1618.684247 = -296413.598346 nChanged 2 SP:Iteration 49Q (3989.371218 sec): 3 clusters Score: Raw -298032.726708 + Penalty 1618.684247 = -296414.042460 nChanged 2 SP:Iteration 50Q (3989.424436 sec): 3 clusters Score: Raw -298032.913707 + Penalty 1618.684247 = -296414.229460 nChanged 1 SP:Iteration 51Q (3989.468670 sec): 3 clusters Score: Raw -298033.015706 + Penalty 1618.684247 = -296414.331459 nChanged 2 SP:Iteration 52Q (3989.522141 sec): 3 clusters Score: Raw -298033.294406 + Penalty 1618.684247 = -296414.610158 nChanged 2 SP:Iteration 53Q (3989.575904 sec): 3 clusters Score: Raw -298033.774764 + Penalty 1618.684247 = -296415.090517 nChanged 2 SP:Iteration 54Q (3989.618475 sec): 3 clusters Score: Raw -298034.096583 + Penalty 1618.684247 = -296415.412335 nChanged 2 SP:Iteration 55Q (3989.671236 sec): 3 clusters Score: Raw -298034.461545 + Penalty 1618.684247 = -296415.777298 nChanged 2 SP:Iteration 56Q (3989.716549 sec): 3 clusters Score: Raw -298034.978243 + Penalty 1618.684247 = -296416.293996 nChanged 2 SP:Iteration 57Q (3989.769528 sec): 3 clusters Score: Raw -298035.089994 + Penalty 1618.684247 = -296416.405747 nChanged 0 SP:Iteration 58F (3989.822358 sec): 3 clusters Score: Raw -298035.089994 + Penalty 1618.684247 = -296416.405747 nChanged 0 Trying to split cluster 34 (1326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3989.847281 sec): 2 clusters Score: Raw -87869.539758 + Penalty 683.042606 = -87186.497152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3989.893481 sec): 3 clusters Score: Raw -87283.951903 + Penalty 1366.085212 = -85917.866690 nChanged 473 SP:Iteration 1F (3989.944080 sec): 3 clusters Score: Raw -87625.157249 + Penalty 1366.085212 = -86259.072037 nChanged 133 SP:Iteration 2F (3989.986934 sec): 3 clusters Score: Raw -87757.425019 + Penalty 1366.085212 = -86391.339807 nChanged 83 SP:Iteration 3F (3990.033014 sec): 3 clusters Score: Raw -87840.140320 + Penalty 1366.085212 = -86474.055107 nChanged 59 SP:Iteration 4Q (3990.082927 sec): 3 clusters Score: Raw -87892.569465 + Penalty 1366.085212 = -86526.484252 nChanged 47 SP:Iteration 5Q (3990.129494 sec): 3 clusters Score: Raw -87943.337016 + Penalty 1366.085212 = -86577.251803 nChanged 36 SP:Iteration 6Q (3990.178038 sec): 3 clusters Score: Raw -87990.853912 + Penalty 1366.085212 = -86624.768699 nChanged 41 SP:Iteration 7Q (3990.204621 sec): 3 clusters Score: Raw -88026.653698 + Penalty 1366.085212 = -86660.568485 nChanged 36 SP:Iteration 8Q (3990.210316 sec): 3 clusters Score: Raw -88061.995966 + Penalty 1366.085212 = -86695.910753 nChanged 36 SP:Iteration 9Q (3990.215470 sec): 3 clusters Score: Raw -88085.536183 + Penalty 1366.085212 = -86719.450970 nChanged 16 SP:Iteration 10Q (3990.220615 sec): 3 clusters Score: Raw -88093.882488 + Penalty 1366.085212 = -86727.797276 nChanged 10 SP:Iteration 11Q (3990.225747 sec): 3 clusters Score: Raw -88098.728882 + Penalty 1366.085212 = -86732.643670 nChanged 9 SP:Iteration 12Q (3990.230878 sec): 3 clusters Score: Raw -88102.803255 + Penalty 1366.085212 = -86736.718042 nChanged 7 SP:Iteration 13Q (3990.247939 sec): 3 clusters Score: Raw -88105.478643 + Penalty 1366.085212 = -86739.393430 nChanged 7 SP:Iteration 14Q (3990.290158 sec): 3 clusters Score: Raw -88108.279637 + Penalty 1366.085212 = -86742.194425 nChanged 6 SP:Iteration 15Q (3990.343418 sec): 3 clusters Score: Raw -88110.063326 + Penalty 1366.085212 = -86743.978114 nChanged 6 SP:Iteration 16Q (3990.388765 sec): 3 clusters Score: Raw -88112.800579 + Penalty 1366.085212 = -86746.715366 nChanged 4 SP:Iteration 17Q (3990.426790 sec): 3 clusters Score: Raw -88115.319463 + Penalty 1366.085212 = -86749.234251 nChanged 4 SP:Iteration 18Q (3990.476367 sec): 3 clusters Score: Raw -88119.195151 + Penalty 1366.085212 = -86753.109939 nChanged 5 SP:Iteration 19Q (3990.512738 sec): 3 clusters Score: Raw -88121.519576 + Penalty 1366.085212 = -86755.434363 nChanged 3 SP:Iteration 20F (3990.560419 sec): 3 clusters Score: Raw -88122.647238 + Penalty 1366.085212 = -86756.562025 nChanged 4 SP:Iteration 21Q (3990.608413 sec): 3 clusters Score: Raw -88123.490320 + Penalty 1366.085212 = -86757.405108 nChanged 1 SP:Iteration 22Q (3990.661707 sec): 3 clusters Score: Raw -88123.842567 + Penalty 1366.085212 = -86757.757354 nChanged 3 SP:Iteration 23Q (3990.696183 sec): 3 clusters Score: Raw -88125.114860 + Penalty 1366.085212 = -86759.029648 nChanged 1 SP:Iteration 24Q (3990.753182 sec): 3 clusters Score: Raw -88125.635875 + Penalty 1366.085212 = -86759.550663 nChanged 3 SP:Iteration 25Q (3990.789908 sec): 3 clusters Score: Raw -88127.430038 + Penalty 1366.085212 = -86761.344825 nChanged 3 SP:Iteration 26Q (3990.837445 sec): 3 clusters Score: Raw -88128.865625 + Penalty 1366.085212 = -86762.780412 nChanged 2 SP:Iteration 27Q (3990.881242 sec): 3 clusters Score: Raw -88130.333416 + Penalty 1366.085212 = -86764.248203 nChanged 3 SP:Iteration 28Q (3990.924945 sec): 3 clusters Score: Raw -88131.416416 + Penalty 1366.085212 = -86765.331203 nChanged 4 SP:Iteration 29Q (3990.965823 sec): 3 clusters Score: Raw -88134.329388 + Penalty 1366.085212 = -86768.244176 nChanged 4 SP:Iteration 30Q (3991.016140 sec): 3 clusters Score: Raw -88135.539182 + Penalty 1366.085212 = -86769.453969 nChanged 3 SP:Iteration 31Q (3991.060763 sec): 3 clusters Score: Raw -88136.503256 + Penalty 1366.085212 = -86770.418044 nChanged 3 SP:Iteration 32Q (3991.103197 sec): 3 clusters Score: Raw -88137.859272 + Penalty 1366.085212 = -86771.774059 nChanged 2 SP:Iteration 33Q (3991.138117 sec): 3 clusters Score: Raw -88138.467579 + Penalty 1366.085212 = -86772.382366 nChanged 1 SP:Iteration 34Q (3991.177557 sec): 3 clusters Score: Raw -88139.090275 + Penalty 1366.085212 = -86773.005063 nChanged 1 SP:Iteration 35Q (3991.222359 sec): 3 clusters Score: Raw -88139.553780 + Penalty 1366.085212 = -86773.468567 nChanged 0 SP:Iteration 36F (3991.271331 sec): 3 clusters Score: Raw -88139.553780 + Penalty 1366.085212 = -86773.468567 nChanged 0 Trying to split cluster 35 (10825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3991.311945 sec): 2 clusters Score: Raw -787825.510233 + Penalty 882.513288 = -786942.996945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3991.369968 sec): 3 clusters Score: Raw -781278.150595 + Penalty 1765.026575 = -779513.124020 nChanged 4912 SP:Iteration 1F (3991.428494 sec): 3 clusters Score: Raw -783964.880603 + Penalty 1765.026575 = -782199.854028 nChanged 629 SP:Iteration 2F (3991.479361 sec): 3 clusters Score: Raw -784232.237359 + Penalty 1765.026575 = -782467.210784 nChanged 582 SP:Iteration 3F (3991.548644 sec): 3 clusters Score: Raw -784466.571599 + Penalty 1765.026575 = -782701.545024 nChanged 550 SP:Iteration 4F (3991.600672 sec): 3 clusters Score: Raw -784703.751134 + Penalty 1765.026575 = -782938.724559 nChanged 539 SP:Iteration 5Q (3991.656329 sec): 3 clusters Score: Raw -784985.655785 + Penalty 1765.026575 = -783220.629210 nChanged 591 SP:Iteration 6F (3991.724775 sec): 3 clusters Score: Raw -785353.723030 + Penalty 1765.026575 = -783588.696455 nChanged 653 SP:Iteration 7F (3991.779377 sec): 3 clusters Score: Raw -785819.506776 + Penalty 1765.026575 = -784054.480201 nChanged 641 SP:Iteration 8F (3991.822592 sec): 3 clusters Score: Raw -786304.121045 + Penalty 1765.026575 = -784539.094470 nChanged 534 SP:Iteration 9Q (3991.878979 sec): 3 clusters Score: Raw -786684.789590 + Penalty 1765.026575 = -784919.763015 nChanged 466 SP:Iteration 10Q (3991.943242 sec): 3 clusters Score: Raw -786989.683766 + Penalty 1765.026575 = -785224.657191 nChanged 343 SP:Iteration 11Q (3991.991313 sec): 3 clusters Score: Raw -787216.606195 + Penalty 1765.026575 = -785451.579620 nChanged 249 SP:Iteration 12Q (3992.050749 sec): 3 clusters Score: Raw -787389.369400 + Penalty 1765.026575 = -785624.342825 nChanged 222 SP:Iteration 13Q (3992.083413 sec): 3 clusters Score: Raw -787515.837002 + Penalty 1765.026575 = -785750.810427 nChanged 167 SP:Iteration 14Q (3992.149871 sec): 3 clusters Score: Raw -787589.107373 + Penalty 1765.026575 = -785824.080798 nChanged 130 SP:Iteration 15Q (3992.202481 sec): 3 clusters Score: Raw -787643.798899 + Penalty 1765.026575 = -785878.772324 nChanged 114 SP:Iteration 16Q (3992.258114 sec): 3 clusters Score: Raw -787696.619891 + Penalty 1765.026575 = -785931.593316 nChanged 103 SP:Iteration 17Q (3992.307697 sec): 3 clusters Score: Raw -787738.227748 + Penalty 1765.026575 = -785973.201173 nChanged 90 SP:Iteration 18Q (3992.368646 sec): 3 clusters Score: Raw -787774.573083 + Penalty 1765.026575 = -786009.546507 nChanged 95 SP:Iteration 19Q (3992.431042 sec): 3 clusters Score: Raw -787813.498450 + Penalty 1765.026575 = -786048.471875 nChanged 76 SP:Iteration 20F (3992.478863 sec): 3 clusters Score: Raw -787843.113303 + Penalty 1765.026575 = -786078.086728 nChanged 67 SP:Iteration 21Q (3992.536554 sec): 3 clusters Score: Raw -787868.511335 + Penalty 1765.026575 = -786103.484760 nChanged 55 SP:Iteration 22Q (3992.589650 sec): 3 clusters Score: Raw -787885.951571 + Penalty 1765.026575 = -786120.924996 nChanged 63 SP:Iteration 23Q (3992.659255 sec): 3 clusters Score: Raw -787909.901532 + Penalty 1765.026575 = -786144.874956 nChanged 58 SP:Iteration 24Q (3992.720587 sec): 3 clusters Score: Raw -787927.944578 + Penalty 1765.026575 = -786162.918003 nChanged 44 SP:Iteration 25Q (3992.780362 sec): 3 clusters Score: Raw -787944.088044 + Penalty 1765.026575 = -786179.061469 nChanged 43 SP:Iteration 26Q (3992.802826 sec): 3 clusters Score: Raw -787957.229784 + Penalty 1765.026575 = -786192.203209 nChanged 35 SP:Iteration 27Q (3992.826544 sec): 3 clusters Score: Raw -787967.201010 + Penalty 1765.026575 = -786202.174435 nChanged 33 SP:Iteration 28Q (3992.895891 sec): 3 clusters Score: Raw -787976.446016 + Penalty 1765.026575 = -786211.419441 nChanged 22 SP:Iteration 29Q (3992.943117 sec): 3 clusters Score: Raw -787981.524086 + Penalty 1765.026575 = -786216.497511 nChanged 22 SP:Iteration 30Q (3992.997895 sec): 3 clusters Score: Raw -787986.101337 + Penalty 1765.026575 = -786221.074762 nChanged 20 SP:Iteration 31Q (3993.059216 sec): 3 clusters Score: Raw -787991.482683 + Penalty 1765.026575 = -786226.456108 nChanged 22 SP:Iteration 32Q (3993.114832 sec): 3 clusters Score: Raw -787998.160444 + Penalty 1765.026575 = -786233.133869 nChanged 27 SP:Iteration 33Q (3993.174543 sec): 3 clusters Score: Raw -788005.853125 + Penalty 1765.026575 = -786240.826550 nChanged 27 SP:Iteration 34Q (3993.217351 sec): 3 clusters Score: Raw -788015.775165 + Penalty 1765.026575 = -786250.748590 nChanged 31 SP:Iteration 35Q (3993.287049 sec): 3 clusters Score: Raw -788027.561928 + Penalty 1765.026575 = -786262.535353 nChanged 34 SP:Iteration 36Q (3993.345117 sec): 3 clusters Score: Raw -788040.055288 + Penalty 1765.026575 = -786275.028713 nChanged 35 SP:Iteration 37Q (3993.397510 sec): 3 clusters Score: Raw -788051.813526 + Penalty 1765.026575 = -786286.786951 nChanged 28 SP:Iteration 38Q (3993.455522 sec): 3 clusters Score: Raw -788060.764922 + Penalty 1765.026575 = -786295.738347 nChanged 25 SP:Iteration 39Q (3993.507257 sec): 3 clusters Score: Raw -788067.982569 + Penalty 1765.026575 = -786302.955994 nChanged 29 SP:Iteration 40F (3993.570440 sec): 3 clusters Score: Raw -788076.211998 + Penalty 1765.026575 = -786311.185423 nChanged 21 SP:Iteration 41Q (3993.631309 sec): 3 clusters Score: Raw -788081.200508 + Penalty 1765.026575 = -786316.173933 nChanged 14 SP:Iteration 42Q (3993.692123 sec): 3 clusters Score: Raw -788085.041017 + Penalty 1765.026575 = -786320.014442 nChanged 17 SP:Iteration 43Q (3993.752648 sec): 3 clusters Score: Raw -788087.512512 + Penalty 1765.026575 = -786322.485937 nChanged 6 SP:Iteration 44Q (3993.804705 sec): 3 clusters Score: Raw -788088.627696 + Penalty 1765.026575 = -786323.601121 nChanged 8 SP:Iteration 45Q (3993.863682 sec): 3 clusters Score: Raw -788090.528527 + Penalty 1765.026575 = -786325.501952 nChanged 10 SP:Iteration 46Q (3993.933770 sec): 3 clusters Score: Raw -788092.334152 + Penalty 1765.026575 = -786327.307577 nChanged 10 SP:Iteration 47Q (3993.973076 sec): 3 clusters Score: Raw -788094.472813 + Penalty 1765.026575 = -786329.446238 nChanged 12 SP:Iteration 48Q (3994.032123 sec): 3 clusters Score: Raw -788097.145965 + Penalty 1765.026575 = -786332.119390 nChanged 10 SP:Iteration 49Q (3994.093407 sec): 3 clusters Score: Raw -788099.749182 + Penalty 1765.026575 = -786334.722607 nChanged 11 SP:Iteration 50Q (3994.145733 sec): 3 clusters Score: Raw -788102.420100 + Penalty 1765.026575 = -786337.393525 nChanged 8 SP:Iteration 51Q (3994.202790 sec): 3 clusters Score: Raw -788104.097645 + Penalty 1765.026575 = -786339.071070 nChanged 11 SP:Iteration 52Q (3994.252951 sec): 3 clusters Score: Raw -788106.494003 + Penalty 1765.026575 = -786341.467428 nChanged 9 SP:Iteration 53Q (3994.308602 sec): 3 clusters Score: Raw -788108.118773 + Penalty 1765.026575 = -786343.092198 nChanged 8 SP:Iteration 54Q (3994.368387 sec): 3 clusters Score: Raw -788109.967577 + Penalty 1765.026575 = -786344.941002 nChanged 11 SP:Iteration 55Q (3994.415552 sec): 3 clusters Score: Raw -788112.072638 + Penalty 1765.026575 = -786347.046063 nChanged 5 SP:Iteration 56Q (3994.475327 sec): 3 clusters Score: Raw -788112.882337 + Penalty 1765.026575 = -786347.855762 nChanged 5 SP:Iteration 57Q (3994.530336 sec): 3 clusters Score: Raw -788113.430108 + Penalty 1765.026575 = -786348.403533 nChanged 2 SP:Iteration 58Q (3994.584716 sec): 3 clusters Score: Raw -788113.672582 + Penalty 1765.026575 = -786348.646007 nChanged 3 SP:Iteration 59Q (3994.644763 sec): 3 clusters Score: Raw -788113.926097 + Penalty 1765.026575 = -786348.899522 nChanged 4 SP:Iteration 60F (3994.706450 sec): 3 clusters Score: Raw -788114.472402 + Penalty 1765.026575 = -786349.445827 nChanged 4 SP:Iteration 61Q (3994.764403 sec): 3 clusters Score: Raw -788115.224983 + Penalty 1765.026575 = -786350.198408 nChanged 5 SP:Iteration 62Q (3994.821517 sec): 3 clusters Score: Raw -788116.092827 + Penalty 1765.026575 = -786351.066252 nChanged 4 SP:Iteration 63Q (3994.880962 sec): 3 clusters Score: Raw -788116.801263 + Penalty 1765.026575 = -786351.774688 nChanged 7 SP:Iteration 64Q (3994.937567 sec): 3 clusters Score: Raw -788118.520992 + Penalty 1765.026575 = -786353.494417 nChanged 7 SP:Iteration 65Q (3994.997099 sec): 3 clusters Score: Raw -788119.449658 + Penalty 1765.026575 = -786354.423083 nChanged 5 SP:Iteration 66Q (3995.056955 sec): 3 clusters Score: Raw -788119.964055 + Penalty 1765.026575 = -786354.937480 nChanged 2 SP:Iteration 67Q (3995.116612 sec): 3 clusters Score: Raw -788120.101508 + Penalty 1765.026575 = -786355.074933 nChanged 0 SP:Iteration 68F (3995.173716 sec): 3 clusters Score: Raw -788120.101508 + Penalty 1765.026575 = -786355.074933 nChanged 0 Trying to split cluster 36 (879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3995.198413 sec): 2 clusters Score: Raw -59026.398632 + Penalty 643.984565 = -58382.414067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3995.247734 sec): 3 clusters Score: Raw -58745.753120 + Penalty 1287.969131 = -57457.783990 nChanged 304 SP:Iteration 1F (3995.297018 sec): 3 clusters Score: Raw -59137.613182 + Penalty 1287.969131 = -57849.644052 nChanged 102 SP:Iteration 2F (3995.346554 sec): 3 clusters Score: Raw -59287.189237 + Penalty 1287.969131 = -57999.220106 nChanged 66 SP:Iteration 3F (3995.390368 sec): 3 clusters Score: Raw -59401.841915 + Penalty 1287.969131 = -58113.872784 nChanged 40 SP:Iteration 4Q (3995.439774 sec): 3 clusters Score: Raw -59499.538601 + Penalty 1287.969131 = -58211.569470 nChanged 38 SP:Iteration 5Q (3995.486354 sec): 3 clusters Score: Raw -59628.850613 + Penalty 1287.969131 = -58340.881483 nChanged 23 SP:Iteration 6Q (3995.535819 sec): 3 clusters Score: Raw -59684.265137 + Penalty 1287.969131 = -58396.296007 nChanged 16 SP:Iteration 7Q (3995.585175 sec): 3 clusters Score: Raw -59706.944017 + Penalty 1287.969131 = -58418.974886 nChanged 10 SP:Iteration 8Q (3995.625176 sec): 3 clusters Score: Raw -59720.629168 + Penalty 1287.969131 = -58432.660038 nChanged 6 SP:Iteration 9Q (3995.674574 sec): 3 clusters Score: Raw -59728.704514 + Penalty 1287.969131 = -58440.735384 nChanged 4 SP:Iteration 10Q (3995.724115 sec): 3 clusters Score: Raw -59731.916827 + Penalty 1287.969131 = -58443.947696 nChanged 3 SP:Iteration 11Q (3995.764614 sec): 3 clusters Score: Raw -59734.016593 + Penalty 1287.969131 = -58446.047462 nChanged 5 SP:Iteration 12Q (3995.814205 sec): 3 clusters Score: Raw -59736.629685 + Penalty 1287.969131 = -58448.660554 nChanged 0 SP:Iteration 13F (3995.858544 sec): 3 clusters Score: Raw -59736.629685 + Penalty 1287.969131 = -58448.660554 nChanged 0 Score: Raw -45957468.074146 + Penalty 54623.503038 = -45902844.571108 Splitting cluster 36 changes total score from -45903404.654079 to -45902844.571108 So it's not getting split. Trying to split cluster 37 (11067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4009.295964 sec): 2 clusters Score: Raw -821621.537441 + Penalty 884.613684 = -820736.923757 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4009.323193 sec): 3 clusters Score: Raw -815003.979749 + Penalty 1769.227367 = -813234.752381 nChanged 5016 SP:Iteration 1F (4009.348984 sec): 3 clusters Score: Raw -817899.161224 + Penalty 1769.227367 = -816129.933857 nChanged 703 SP:Iteration 2F (4009.374814 sec): 3 clusters Score: Raw -818280.337521 + Penalty 1769.227367 = -816511.110153 nChanged 667 SP:Iteration 3F (4009.400800 sec): 3 clusters Score: Raw -818701.901071 + Penalty 1769.227367 = -816932.673703 nChanged 653 SP:Iteration 4F (4009.426771 sec): 3 clusters Score: Raw -819160.727342 + Penalty 1769.227367 = -817391.499974 nChanged 623 SP:Iteration 5F (4009.495737 sec): 3 clusters Score: Raw -819639.345644 + Penalty 1769.227367 = -817870.118276 nChanged 605 SP:Iteration 6F (4009.540757 sec): 3 clusters Score: Raw -820060.354096 + Penalty 1769.227367 = -818291.126728 nChanged 529 SP:Iteration 7Q (4009.606744 sec): 3 clusters Score: Raw -820400.179180 + Penalty 1769.227367 = -818630.951812 nChanged 431 SP:Iteration 8Q (4009.665718 sec): 3 clusters Score: Raw -820686.500962 + Penalty 1769.227367 = -818917.273595 nChanged 390 SP:Iteration 9Q (4009.715275 sec): 3 clusters Score: Raw -820916.025618 + Penalty 1769.227367 = -819146.798250 nChanged 355 SP:Iteration 10Q (4009.778473 sec): 3 clusters Score: Raw -821093.410635 + Penalty 1769.227367 = -819324.183267 nChanged 306 SP:Iteration 11Q (4009.834967 sec): 3 clusters Score: Raw -821226.737974 + Penalty 1769.227367 = -819457.510607 nChanged 291 SP:Iteration 12Q (4009.889470 sec): 3 clusters Score: Raw -821335.889780 + Penalty 1769.227367 = -819566.662413 nChanged 236 SP:Iteration 13Q (4009.949418 sec): 3 clusters Score: Raw -821425.218416 + Penalty 1769.227367 = -819655.991049 nChanged 198 SP:Iteration 14Q (4009.995206 sec): 3 clusters Score: Raw -821487.341891 + Penalty 1769.227367 = -819718.114524 nChanged 158 SP:Iteration 15Q (4010.055783 sec): 3 clusters Score: Raw -821536.097122 + Penalty 1769.227367 = -819766.869754 nChanged 159 SP:Iteration 16Q (4010.123706 sec): 3 clusters Score: Raw -821583.512138 + Penalty 1769.227367 = -819814.284771 nChanged 139 SP:Iteration 17Q (4010.184195 sec): 3 clusters Score: Raw -821620.322225 + Penalty 1769.227367 = -819851.094857 nChanged 117 SP:Iteration 18Q (4010.232951 sec): 3 clusters Score: Raw -821645.813337 + Penalty 1769.227367 = -819876.585969 nChanged 95 SP:Iteration 19Q (4010.286854 sec): 3 clusters Score: Raw -821662.654500 + Penalty 1769.227367 = -819893.427133 nChanged 64 SP:Iteration 20F (4010.355621 sec): 3 clusters Score: Raw -821674.839427 + Penalty 1769.227367 = -819905.612060 nChanged 63 SP:Iteration 21Q (4010.407044 sec): 3 clusters Score: Raw -821684.762615 + Penalty 1769.227367 = -819915.535248 nChanged 60 SP:Iteration 22Q (4010.468267 sec): 3 clusters Score: Raw -821694.618477 + Penalty 1769.227367 = -819925.391110 nChanged 59 SP:Iteration 23Q (4010.529571 sec): 3 clusters Score: Raw -821704.395157 + Penalty 1769.227367 = -819935.167790 nChanged 57 SP:Iteration 24Q (4010.600048 sec): 3 clusters Score: Raw -821714.040807 + Penalty 1769.227367 = -819944.813440 nChanged 46 SP:Iteration 25Q (4010.651413 sec): 3 clusters Score: Raw -821721.705778 + Penalty 1769.227367 = -819952.478410 nChanged 43 SP:Iteration 26Q (4010.713771 sec): 3 clusters Score: Raw -821728.572505 + Penalty 1769.227367 = -819959.345137 nChanged 42 SP:Iteration 27Q (4010.777344 sec): 3 clusters Score: Raw -821734.096856 + Penalty 1769.227367 = -819964.869489 nChanged 44 SP:Iteration 28Q (4010.837216 sec): 3 clusters Score: Raw -821740.496927 + Penalty 1769.227367 = -819971.269560 nChanged 39 SP:Iteration 29Q (4010.907388 sec): 3 clusters Score: Raw -821746.065344 + Penalty 1769.227367 = -819976.837977 nChanged 31 SP:Iteration 30Q (4010.956382 sec): 3 clusters Score: Raw -821749.738685 + Penalty 1769.227367 = -819980.511318 nChanged 21 SP:Iteration 31Q (4011.021128 sec): 3 clusters Score: Raw -821751.970630 + Penalty 1769.227367 = -819982.743263 nChanged 22 SP:Iteration 32Q (4011.080717 sec): 3 clusters Score: Raw -821754.895397 + Penalty 1769.227367 = -819985.668030 nChanged 24 SP:Iteration 33Q (4011.137463 sec): 3 clusters Score: Raw -821757.826836 + Penalty 1769.227367 = -819988.599468 nChanged 20 SP:Iteration 34Q (4011.197680 sec): 3 clusters Score: Raw -821760.078909 + Penalty 1769.227367 = -819990.851541 nChanged 19 SP:Iteration 35Q (4011.257933 sec): 3 clusters Score: Raw -821762.002394 + Penalty 1769.227367 = -819992.775026 nChanged 19 SP:Iteration 36Q (4011.308639 sec): 3 clusters Score: Raw -821763.649463 + Penalty 1769.227367 = -819994.422096 nChanged 21 SP:Iteration 37Q (4011.368535 sec): 3 clusters Score: Raw -821765.174773 + Penalty 1769.227367 = -819995.947406 nChanged 10 SP:Iteration 38Q (4011.428699 sec): 3 clusters Score: Raw -821766.080795 + Penalty 1769.227367 = -819996.853427 nChanged 10 SP:Iteration 39Q (4011.489069 sec): 3 clusters Score: Raw -821766.947671 + Penalty 1769.227367 = -819997.720304 nChanged 15 SP:Iteration 40F (4011.550627 sec): 3 clusters Score: Raw -821768.369307 + Penalty 1769.227367 = -819999.141939 nChanged 14 SP:Iteration 41Q (4011.608720 sec): 3 clusters Score: Raw -821769.503893 + Penalty 1769.227367 = -820000.276526 nChanged 16 SP:Iteration 42Q (4011.669180 sec): 3 clusters Score: Raw -821771.083812 + Penalty 1769.227367 = -820001.856445 nChanged 17 SP:Iteration 43Q (4011.729384 sec): 3 clusters Score: Raw -821772.317384 + Penalty 1769.227367 = -820003.090017 nChanged 9 SP:Iteration 44Q (4011.789631 sec): 3 clusters Score: Raw -821772.923359 + Penalty 1769.227367 = -820003.695992 nChanged 9 SP:Iteration 45Q (4011.849766 sec): 3 clusters Score: Raw -821773.604206 + Penalty 1769.227367 = -820004.376839 nChanged 6 SP:Iteration 46Q (4011.898282 sec): 3 clusters Score: Raw -821774.012020 + Penalty 1769.227367 = -820004.784653 nChanged 6 SP:Iteration 47Q (4011.953205 sec): 3 clusters Score: Raw -821774.367137 + Penalty 1769.227367 = -820005.139769 nChanged 8 SP:Iteration 48Q (4012.012997 sec): 3 clusters Score: Raw -821775.018586 + Penalty 1769.227367 = -820005.791219 nChanged 10 SP:Iteration 49Q (4012.062827 sec): 3 clusters Score: Raw -821775.702691 + Penalty 1769.227367 = -820006.475323 nChanged 4 SP:Iteration 50Q (4012.110898 sec): 3 clusters Score: Raw -821775.876490 + Penalty 1769.227367 = -820006.649122 nChanged 0 SP:Iteration 51F (4012.170816 sec): 3 clusters Score: Raw -821775.876490 + Penalty 1769.227367 = -820006.649122 nChanged 0 Trying to split cluster 38 (7764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4012.201803 sec): 2 clusters Score: Raw -546157.027382 + Penalty 850.939030 = -545306.088352 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4012.240834 sec): 3 clusters Score: Raw -541641.864756 + Penalty 1701.878059 = -539939.986696 nChanged 3482 SP:Iteration 1F (4012.297904 sec): 3 clusters Score: Raw -543553.027078 + Penalty 1701.878059 = -541851.149019 nChanged 515 SP:Iteration 2F (4012.354983 sec): 3 clusters Score: Raw -543860.342955 + Penalty 1701.878059 = -542158.464896 nChanged 487 SP:Iteration 3F (4012.409581 sec): 3 clusters Score: Raw -544164.496004 + Penalty 1701.878059 = -542462.617945 nChanged 466 SP:Iteration 4F (4012.467036 sec): 3 clusters Score: Raw -544440.608655 + Penalty 1701.878059 = -542738.730596 nChanged 423 SP:Iteration 5F (4012.524734 sec): 3 clusters Score: Raw -544748.208623 + Penalty 1701.878059 = -543046.330564 nChanged 474 SP:Iteration 6F (4012.590458 sec): 3 clusters Score: Raw -545064.788635 + Penalty 1701.878059 = -543362.910576 nChanged 411 SP:Iteration 7F (4012.630781 sec): 3 clusters Score: Raw -545326.783925 + Penalty 1701.878059 = -543624.905865 nChanged 362 SP:Iteration 8Q (4012.683127 sec): 3 clusters Score: Raw -545548.615398 + Penalty 1701.878059 = -543846.737339 nChanged 278 SP:Iteration 9Q (4012.744381 sec): 3 clusters Score: Raw -545702.351622 + Penalty 1701.878059 = -544000.473563 nChanged 224 SP:Iteration 10Q (4012.792794 sec): 3 clusters Score: Raw -545824.169674 + Penalty 1701.878059 = -544122.291614 nChanged 219 SP:Iteration 11Q (4012.849118 sec): 3 clusters Score: Raw -545930.825898 + Penalty 1701.878059 = -544228.947839 nChanged 171 SP:Iteration 12Q (4012.909397 sec): 3 clusters Score: Raw -546002.378637 + Penalty 1701.878059 = -544300.500577 nChanged 149 SP:Iteration 13Q (4012.960287 sec): 3 clusters Score: Raw -546067.360007 + Penalty 1701.878059 = -544365.481947 nChanged 161 SP:Iteration 14Q (4013.014925 sec): 3 clusters Score: Raw -546137.559592 + Penalty 1701.878059 = -544435.681532 nChanged 126 SP:Iteration 15Q (4013.059907 sec): 3 clusters Score: Raw -546186.093818 + Penalty 1701.878059 = -544484.215759 nChanged 115 SP:Iteration 16Q (4013.125788 sec): 3 clusters Score: Raw -546229.021476 + Penalty 1701.878059 = -544527.143417 nChanged 112 SP:Iteration 17Q (4013.172461 sec): 3 clusters Score: Raw -546268.869288 + Penalty 1701.878059 = -544566.991228 nChanged 94 SP:Iteration 18Q (4013.213495 sec): 3 clusters Score: Raw -546300.129558 + Penalty 1701.878059 = -544598.251498 nChanged 90 SP:Iteration 19Q (4013.234168 sec): 3 clusters Score: Raw -546329.958214 + Penalty 1701.878059 = -544628.080154 nChanged 74 SP:Iteration 20F (4013.256171 sec): 3 clusters Score: Raw -546353.551357 + Penalty 1701.878059 = -544651.673298 nChanged 60 SP:Iteration 21Q (4013.277181 sec): 3 clusters Score: Raw -546372.291697 + Penalty 1701.878059 = -544670.413637 nChanged 64 SP:Iteration 22Q (4013.297955 sec): 3 clusters Score: Raw -546390.026724 + Penalty 1701.878059 = -544688.148665 nChanged 60 SP:Iteration 23Q (4013.318547 sec): 3 clusters Score: Raw -546407.477983 + Penalty 1701.878059 = -544705.599924 nChanged 52 SP:Iteration 24Q (4013.339338 sec): 3 clusters Score: Raw -546421.847819 + Penalty 1701.878059 = -544719.969759 nChanged 56 SP:Iteration 25Q (4013.371208 sec): 3 clusters Score: Raw -546438.370265 + Penalty 1701.878059 = -544736.492206 nChanged 56 SP:Iteration 26Q (4013.391985 sec): 3 clusters Score: Raw -546454.674596 + Penalty 1701.878059 = -544752.796537 nChanged 45 SP:Iteration 27Q (4013.412890 sec): 3 clusters Score: Raw -546464.958519 + Penalty 1701.878059 = -544763.080460 nChanged 39 SP:Iteration 28Q (4013.433799 sec): 3 clusters Score: Raw -546472.997781 + Penalty 1701.878059 = -544771.119722 nChanged 37 SP:Iteration 29Q (4013.454541 sec): 3 clusters Score: Raw -546482.533337 + Penalty 1701.878059 = -544780.655278 nChanged 38 SP:Iteration 30Q (4013.475082 sec): 3 clusters Score: Raw -546494.643353 + Penalty 1701.878059 = -544792.765294 nChanged 40 SP:Iteration 31Q (4013.508872 sec): 3 clusters Score: Raw -546506.978342 + Penalty 1701.878059 = -544805.100283 nChanged 37 SP:Iteration 32Q (4013.529144 sec): 3 clusters Score: Raw -546517.957082 + Penalty 1701.878059 = -544816.079023 nChanged 33 SP:Iteration 33Q (4013.592521 sec): 3 clusters Score: Raw -546525.636134 + Penalty 1701.878059 = -544823.758075 nChanged 23 SP:Iteration 34Q (4013.632772 sec): 3 clusters Score: Raw -546531.210709 + Penalty 1701.878059 = -544829.332650 nChanged 25 SP:Iteration 35Q (4013.660679 sec): 3 clusters Score: Raw -546536.786253 + Penalty 1701.878059 = -544834.908193 nChanged 18 SP:Iteration 36Q (4013.712113 sec): 3 clusters Score: Raw -546541.712362 + Penalty 1701.878059 = -544839.834302 nChanged 19 SP:Iteration 37Q (4013.764965 sec): 3 clusters Score: Raw -546545.860394 + Penalty 1701.878059 = -544843.982334 nChanged 15 SP:Iteration 38Q (4013.816892 sec): 3 clusters Score: Raw -546549.381289 + Penalty 1701.878059 = -544847.503230 nChanged 15 SP:Iteration 39Q (4013.870616 sec): 3 clusters Score: Raw -546554.427577 + Penalty 1701.878059 = -544852.549518 nChanged 15 SP:Iteration 40F (4013.924452 sec): 3 clusters Score: Raw -546558.992949 + Penalty 1701.878059 = -544857.114889 nChanged 17 SP:Iteration 41Q (4013.979091 sec): 3 clusters Score: Raw -546563.647181 + Penalty 1701.878059 = -544861.769122 nChanged 21 SP:Iteration 42Q (4014.033859 sec): 3 clusters Score: Raw -546569.176062 + Penalty 1701.878059 = -544867.298003 nChanged 16 SP:Iteration 43Q (4014.085583 sec): 3 clusters Score: Raw -546572.664002 + Penalty 1701.878059 = -544870.785943 nChanged 14 SP:Iteration 44Q (4014.140712 sec): 3 clusters Score: Raw -546575.361984 + Penalty 1701.878059 = -544873.483925 nChanged 14 SP:Iteration 45Q (4014.199158 sec): 3 clusters Score: Raw -546579.186455 + Penalty 1701.878059 = -544877.308395 nChanged 11 SP:Iteration 46Q (4014.251846 sec): 3 clusters Score: Raw -546582.275528 + Penalty 1701.878059 = -544880.397469 nChanged 8 SP:Iteration 47Q (4014.307868 sec): 3 clusters Score: Raw -546583.940564 + Penalty 1701.878059 = -544882.062504 nChanged 5 SP:Iteration 48Q (4014.357237 sec): 3 clusters Score: Raw -546584.726689 + Penalty 1701.878059 = -544882.848630 nChanged 3 SP:Iteration 49Q (4014.405085 sec): 3 clusters Score: Raw -546585.371339 + Penalty 1701.878059 = -544883.493280 nChanged 2 SP:Iteration 50Q (4014.464751 sec): 3 clusters Score: Raw -546585.669484 + Penalty 1701.878059 = -544883.791424 nChanged 3 SP:Iteration 51Q (4014.508754 sec): 3 clusters Score: Raw -546586.153230 + Penalty 1701.878059 = -544884.275170 nChanged 5 SP:Iteration 52Q (4014.559512 sec): 3 clusters Score: Raw -546586.985660 + Penalty 1701.878059 = -544885.107601 nChanged 4 SP:Iteration 53Q (4014.614170 sec): 3 clusters Score: Raw -546587.598333 + Penalty 1701.878059 = -544885.720274 nChanged 2 SP:Iteration 54Q (4014.664432 sec): 3 clusters Score: Raw -546587.825601 + Penalty 1701.878059 = -544885.947542 nChanged 4 SP:Iteration 55Q (4014.719423 sec): 3 clusters Score: Raw -546588.354198 + Penalty 1701.878059 = -544886.476139 nChanged 2 SP:Iteration 56Q (4014.773006 sec): 3 clusters Score: Raw -546588.519132 + Penalty 1701.878059 = -544886.641073 nChanged 2 SP:Iteration 57Q (4014.832588 sec): 3 clusters Score: Raw -546588.853902 + Penalty 1701.878059 = -544886.975843 nChanged 6 SP:Iteration 58Q (4014.879874 sec): 3 clusters Score: Raw -546590.554618 + Penalty 1701.878059 = -544888.676559 nChanged 11 SP:Iteration 59Q (4014.923612 sec): 3 clusters Score: Raw -546592.370897 + Penalty 1701.878059 = -544890.492838 nChanged 6 SP:Iteration 60F (4014.977699 sec): 3 clusters Score: Raw -546593.722861 + Penalty 1701.878059 = -544891.844802 nChanged 4 SP:Iteration 61Q (4015.033167 sec): 3 clusters Score: Raw -546594.466140 + Penalty 1701.878059 = -544892.588081 nChanged 5 SP:Iteration 62Q (4015.080308 sec): 3 clusters Score: Raw -546595.269717 + Penalty 1701.878059 = -544893.391658 nChanged 2 SP:Iteration 63Q (4015.146899 sec): 3 clusters Score: Raw -546595.362616 + Penalty 1701.878059 = -544893.484557 nChanged 0 SP:Iteration 64F (4015.199885 sec): 3 clusters Score: Raw -546595.362616 + Penalty 1701.878059 = -544893.484557 nChanged 0 Trying to split cluster 39 (2262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4015.228858 sec): 2 clusters Score: Raw -176586.068475 + Penalty 733.780442 = -175852.288033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4015.269672 sec): 3 clusters Score: Raw -175464.932790 + Penalty 1467.560885 = -173997.371905 nChanged 905 SP:Iteration 1F (4015.305135 sec): 3 clusters Score: Raw -176037.496053 + Penalty 1467.560885 = -174569.935169 nChanged 197 SP:Iteration 2F (4015.348525 sec): 3 clusters Score: Raw -176202.210737 + Penalty 1467.560885 = -174734.649852 nChanged 179 SP:Iteration 3F (4015.396965 sec): 3 clusters Score: Raw -176397.572854 + Penalty 1467.560885 = -174930.011969 nChanged 177 SP:Iteration 4F (4015.443728 sec): 3 clusters Score: Raw -176588.176816 + Penalty 1467.560885 = -175120.615931 nChanged 142 SP:Iteration 5F (4015.493457 sec): 3 clusters Score: Raw -176738.645716 + Penalty 1467.560885 = -175271.084831 nChanged 90 SP:Iteration 6Q (4015.532428 sec): 3 clusters Score: Raw -176794.678233 + Penalty 1467.560885 = -175327.117349 nChanged 54 SP:Iteration 7Q (4015.572792 sec): 3 clusters Score: Raw -176814.082659 + Penalty 1467.560885 = -175346.521775 nChanged 26 SP:Iteration 8Q (4015.603678 sec): 3 clusters Score: Raw -176828.959656 + Penalty 1467.560885 = -175361.398771 nChanged 40 SP:Iteration 9Q (4015.641717 sec): 3 clusters Score: Raw -176849.562443 + Penalty 1467.560885 = -175382.001558 nChanged 29 SP:Iteration 10Q (4015.678056 sec): 3 clusters Score: Raw -176861.953405 + Penalty 1467.560885 = -175394.392520 nChanged 25 SP:Iteration 11Q (4015.721415 sec): 3 clusters Score: Raw -176871.615288 + Penalty 1467.560885 = -175404.054403 nChanged 24 SP:Iteration 12Q (4015.772496 sec): 3 clusters Score: Raw -176878.696604 + Penalty 1467.560885 = -175411.135719 nChanged 13 SP:Iteration 13Q (4015.816928 sec): 3 clusters Score: Raw -176883.241690 + Penalty 1467.560885 = -175415.680805 nChanged 11 SP:Iteration 14Q (4015.867811 sec): 3 clusters Score: Raw -176886.854957 + Penalty 1467.560885 = -175419.294072 nChanged 8 SP:Iteration 15Q (4015.918458 sec): 3 clusters Score: Raw -176889.097939 + Penalty 1467.560885 = -175421.537054 nChanged 2 SP:Iteration 16Q (4015.958494 sec): 3 clusters Score: Raw -176889.693307 + Penalty 1467.560885 = -175422.132422 nChanged 2 SP:Iteration 17Q (4016.021204 sec): 3 clusters Score: Raw -176890.865722 + Penalty 1467.560885 = -175423.304838 nChanged 4 SP:Iteration 18Q (4016.060933 sec): 3 clusters Score: Raw -176892.083778 + Penalty 1467.560885 = -175424.522894 nChanged 3 SP:Iteration 19Q (4016.111808 sec): 3 clusters Score: Raw -176892.926423 + Penalty 1467.560885 = -175425.365538 nChanged 2 SP:Iteration 20F (4016.162657 sec): 3 clusters Score: Raw -176893.370369 + Penalty 1467.560885 = -175425.809484 nChanged 2 SP:Iteration 21Q (4016.225528 sec): 3 clusters Score: Raw -176894.337757 + Penalty 1467.560885 = -175426.776873 nChanged 3 SP:Iteration 22Q (4016.264265 sec): 3 clusters Score: Raw -176895.058802 + Penalty 1467.560885 = -175427.497918 nChanged 1 SP:Iteration 23Q (4016.310642 sec): 3 clusters Score: Raw -176895.380541 + Penalty 1467.560885 = -175427.819657 nChanged 1 SP:Iteration 24Q (4016.358764 sec): 3 clusters Score: Raw -176895.689089 + Penalty 1467.560885 = -175428.128205 nChanged 3 SP:Iteration 25Q (4016.408789 sec): 3 clusters Score: Raw -176896.394296 + Penalty 1467.560885 = -175428.833411 nChanged 5 SP:Iteration 26Q (4016.471625 sec): 3 clusters Score: Raw -176897.704714 + Penalty 1467.560885 = -175430.143829 nChanged 3 SP:Iteration 27Q (4016.524076 sec): 3 clusters Score: Raw -176898.348013 + Penalty 1467.560885 = -175430.787128 nChanged 2 SP:Iteration 28Q (4016.555583 sec): 3 clusters Score: Raw -176898.762620 + Penalty 1467.560885 = -175431.201736 nChanged 2 SP:Iteration 29Q (4016.607422 sec): 3 clusters Score: Raw -176899.149514 + Penalty 1467.560885 = -175431.588630 nChanged 2 SP:Iteration 30Q (4016.651992 sec): 3 clusters Score: Raw -176900.263930 + Penalty 1467.560885 = -175432.703045 nChanged 1 SP:Iteration 31Q (4016.694451 sec): 3 clusters Score: Raw -176900.402375 + Penalty 1467.560885 = -175432.841490 nChanged 0 SP:Iteration 32F (4016.744944 sec): 3 clusters Score: Raw -176900.402375 + Penalty 1467.560885 = -175432.841490 nChanged 0 Trying to split cluster 40 (1088 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4016.769547 sec): 2 clusters Score: Raw -53036.078796 + Penalty 664.249161 = -52371.829636 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4016.815627 sec): 3 clusters Score: Raw -52651.692413 + Penalty 1328.498321 = -51323.194092 nChanged 399 SP:Iteration 1F (4016.865162 sec): 3 clusters Score: Raw -53020.366610 + Penalty 1328.498321 = -51691.868289 nChanged 96 SP:Iteration 2F (4016.914911 sec): 3 clusters Score: Raw -53089.543258 + Penalty 1328.498321 = -51761.044937 nChanged 55 SP:Iteration 3F (4016.957788 sec): 3 clusters Score: Raw -53179.769190 + Penalty 1328.498321 = -51851.270869 nChanged 82 SP:Iteration 4F (4017.007518 sec): 3 clusters Score: Raw -53287.567851 + Penalty 1328.498321 = -51959.069530 nChanged 87 SP:Iteration 5F (4017.053463 sec): 3 clusters Score: Raw -53410.500940 + Penalty 1328.498321 = -52082.002619 nChanged 72 SP:Iteration 6F (4017.103575 sec): 3 clusters Score: Raw -53534.911313 + Penalty 1328.498321 = -52206.412992 nChanged 66 SP:Iteration 7F (4017.147545 sec): 3 clusters Score: Raw -53613.233718 + Penalty 1328.498321 = -52284.735397 nChanged 39 SP:Iteration 8Q (4017.197025 sec): 3 clusters Score: Raw -53652.871149 + Penalty 1328.498321 = -52324.372828 nChanged 23 SP:Iteration 9Q (4017.246565 sec): 3 clusters Score: Raw -53673.171484 + Penalty 1328.498321 = -52344.673163 nChanged 15 SP:Iteration 10Q (4017.289928 sec): 3 clusters Score: Raw -53691.352262 + Penalty 1328.498321 = -52362.853941 nChanged 10 SP:Iteration 11Q (4017.339253 sec): 3 clusters Score: Raw -53707.992273 + Penalty 1328.498321 = -52379.493952 nChanged 10 SP:Iteration 12Q (4017.400796 sec): 3 clusters Score: Raw -53716.394139 + Penalty 1328.498321 = -52387.895818 nChanged 4 SP:Iteration 13Q (4017.438476 sec): 3 clusters Score: Raw -53723.200464 + Penalty 1328.498321 = -52394.702142 nChanged 4 SP:Iteration 14Q (4017.480150 sec): 3 clusters Score: Raw -53734.762450 + Penalty 1328.498321 = -52406.264129 nChanged 1 SP:Iteration 15Q (4017.526618 sec): 3 clusters Score: Raw -53736.450903 + Penalty 1328.498321 = -52407.952582 nChanged 1 SP:Iteration 16Q (4017.576025 sec): 3 clusters Score: Raw -53738.595059 + Penalty 1328.498321 = -52410.096738 nChanged 1 SP:Iteration 17Q (4017.622772 sec): 3 clusters Score: Raw -53739.827339 + Penalty 1328.498321 = -52411.329018 nChanged 0 SP:Iteration 18F (4017.672423 sec): 3 clusters Score: Raw -53739.827339 + Penalty 1328.498321 = -52411.329018 nChanged 0 Score: Raw -45957461.591636 + Penalty 54623.503038 = -45902838.088597 Splitting cluster 40 changes total score from -45903404.654079 to -45902838.088597 So it's not getting split. Trying to split cluster 41 (148004 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4031.145416 sec): 2 clusters Score: Raw -11520100.560032 + Penalty 1130.974485 = -11518969.585547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4031.367261 sec): 3 clusters Score: Raw -11421947.621072 + Penalty 2261.948970 = -11419685.672102 nChanged 71634 SP:Iteration 1F (4031.590759 sec): 3 clusters Score: Raw -11465389.997853 + Penalty 2261.948970 = -11463128.048882 nChanged 5212 SP:Iteration 2Q (4031.836284 sec): 3 clusters Score: Raw -11466825.912531 + Penalty 2261.948970 = -11464563.963561 nChanged 6300 SP:Iteration 3Q (4032.076542 sec): 3 clusters Score: Raw -11469104.452575 + Penalty 2261.948970 = -11466842.503605 nChanged 8257 SP:Iteration 4F (4032.285736 sec): 3 clusters Score: Raw -11473241.617555 + Penalty 2261.948970 = -11470979.668585 nChanged 11064 SP:Iteration 5F (4032.512292 sec): 3 clusters Score: Raw -11480867.814805 + Penalty 2261.948970 = -11478605.865835 nChanged 13533 SP:Iteration 6F (4032.736890 sec): 3 clusters Score: Raw -11492746.759711 + Penalty 2261.948970 = -11490484.810741 nChanged 13238 SP:Iteration 7F (4032.978760 sec): 3 clusters Score: Raw -11506238.017542 + Penalty 2261.948970 = -11503976.068572 nChanged 8860 SP:Iteration 8F (4033.188443 sec): 3 clusters Score: Raw -11515463.120527 + Penalty 2261.948970 = -11513201.171556 nChanged 3622 SP:Iteration 9Q (4033.405349 sec): 3 clusters Score: Raw -11519028.312391 + Penalty 2261.948970 = -11516766.363421 nChanged 1009 SP:Iteration 10Q (4033.614743 sec): 3 clusters Score: Raw -11519985.737030 + Penalty 2261.948970 = -11517723.788060 nChanged 237 SP:Iteration 11Q (4033.799693 sec): 3 clusters Score: Raw -11520253.596746 + Penalty 2261.948970 = -11517991.647776 nChanged 82 SP:Iteration 12Q (4033.959642 sec): 3 clusters Score: Raw -11520371.787130 + Penalty 2261.948970 = -11518109.838160 nChanged 60 SP:Iteration 13Q (4034.148459 sec): 3 clusters Score: Raw -11520455.881354 + Penalty 2261.948970 = -11518193.932384 nChanged 49 SP:Iteration 14Q (4034.314187 sec): 3 clusters Score: Raw -11520503.785809 + Penalty 2261.948970 = -11518241.836839 nChanged 34 SP:Iteration 15Q (4034.471184 sec): 3 clusters Score: Raw -11520530.938064 + Penalty 2261.948970 = -11518268.989094 nChanged 26 SP:Iteration 16Q (4034.656376 sec): 3 clusters Score: Raw -11520549.839991 + Penalty 2261.948970 = -11518287.891021 nChanged 26 SP:Iteration 17Q (4034.838757 sec): 3 clusters Score: Raw -11520570.292758 + Penalty 2261.948970 = -11518308.343788 nChanged 21 SP:Iteration 18Q (4035.015453 sec): 3 clusters Score: Raw -11520585.319602 + Penalty 2261.948970 = -11518323.370632 nChanged 22 SP:Iteration 19Q (4035.201442 sec): 3 clusters Score: Raw -11520606.025036 + Penalty 2261.948970 = -11518344.076066 nChanged 25 SP:Iteration 20F (4035.411004 sec): 3 clusters Score: Raw -11520628.914687 + Penalty 2261.948970 = -11518366.965717 nChanged 22 SP:Iteration 21Q (4035.580590 sec): 3 clusters Score: Raw -11520647.265934 + Penalty 2261.948970 = -11518385.316963 nChanged 25 SP:Iteration 22Q (4035.777305 sec): 3 clusters Score: Raw -11520661.582837 + Penalty 2261.948970 = -11518399.633867 nChanged 24 SP:Iteration 23Q (4035.960456 sec): 3 clusters Score: Raw -11520671.659711 + Penalty 2261.948970 = -11518409.710741 nChanged 14 SP:Iteration 24Q (4036.142039 sec): 3 clusters Score: Raw -11520679.179332 + Penalty 2261.948970 = -11518417.230362 nChanged 15 SP:Iteration 25Q (4036.326973 sec): 3 clusters Score: Raw -11520687.296861 + Penalty 2261.948970 = -11518425.347891 nChanged 18 SP:Iteration 26Q (4036.501205 sec): 3 clusters Score: Raw -11520695.897881 + Penalty 2261.948970 = -11518433.948911 nChanged 17 SP:Iteration 27Q (4036.690493 sec): 3 clusters Score: Raw -11520702.364386 + Penalty 2261.948970 = -11518440.415416 nChanged 12 SP:Iteration 28Q (4036.864945 sec): 3 clusters Score: Raw -11520706.909832 + Penalty 2261.948970 = -11518444.960862 nChanged 12 SP:Iteration 29Q (4037.035252 sec): 3 clusters Score: Raw -11520711.797577 + Penalty 2261.948970 = -11518449.848607 nChanged 12 SP:Iteration 30Q (4037.192523 sec): 3 clusters Score: Raw -11520716.051166 + Penalty 2261.948970 = -11518454.102196 nChanged 13 SP:Iteration 31Q (4037.377192 sec): 3 clusters Score: Raw -11520721.935841 + Penalty 2261.948970 = -11518459.986871 nChanged 15 SP:Iteration 32Q (4037.561229 sec): 3 clusters Score: Raw -11520728.464984 + Penalty 2261.948970 = -11518466.516014 nChanged 12 SP:Iteration 33Q (4037.712731 sec): 3 clusters Score: Raw -11520733.960972 + Penalty 2261.948970 = -11518472.012002 nChanged 15 SP:Iteration 34Q (4037.901647 sec): 3 clusters Score: Raw -11520740.063590 + Penalty 2261.948970 = -11518478.114619 nChanged 15 SP:Iteration 35Q (4038.075863 sec): 3 clusters Score: Raw -11520748.903799 + Penalty 2261.948970 = -11518486.954829 nChanged 14 SP:Iteration 36Q (4038.254960 sec): 3 clusters Score: Raw -11520756.724678 + Penalty 2261.948970 = -11518494.775708 nChanged 13 SP:Iteration 37Q (4038.436504 sec): 3 clusters Score: Raw -11520761.804091 + Penalty 2261.948970 = -11518499.855121 nChanged 8 SP:Iteration 38Q (4038.623105 sec): 3 clusters Score: Raw -11520764.083881 + Penalty 2261.948970 = -11518502.134911 nChanged 10 SP:Iteration 39Q (4038.803614 sec): 3 clusters Score: Raw -11520766.851228 + Penalty 2261.948970 = -11518504.902258 nChanged 10 SP:Iteration 40F (4039.007804 sec): 3 clusters Score: Raw -11520769.119384 + Penalty 2261.948970 = -11518507.170414 nChanged 7 SP:Iteration 41Q (4039.186584 sec): 3 clusters Score: Raw -11520771.863538 + Penalty 2261.948970 = -11518509.914568 nChanged 8 SP:Iteration 42Q (4039.366927 sec): 3 clusters Score: Raw -11520774.325816 + Penalty 2261.948970 = -11518512.376846 nChanged 6 SP:Iteration 43Q (4039.564170 sec): 3 clusters Score: Raw -11520776.389410 + Penalty 2261.948970 = -11518514.440440 nChanged 7 SP:Iteration 44Q (4039.746020 sec): 3 clusters Score: Raw -11520779.613799 + Penalty 2261.948970 = -11518517.664829 nChanged 3 SP:Iteration 45Q (4039.941662 sec): 3 clusters Score: Raw -11520780.486829 + Penalty 2261.948970 = -11518518.537859 nChanged 4 SP:Iteration 46Q (4040.122377 sec): 3 clusters Score: Raw -11520781.551045 + Penalty 2261.948970 = -11518519.602075 nChanged 2 SP:Iteration 47Q (4040.287982 sec): 3 clusters Score: Raw -11520781.711439 + Penalty 2261.948970 = -11518519.762468 nChanged 3 SP:Iteration 48Q (4040.473399 sec): 3 clusters Score: Raw -11520782.254062 + Penalty 2261.948970 = -11518520.305092 nChanged 3 SP:Iteration 49Q (4040.647335 sec): 3 clusters Score: Raw -11520782.720698 + Penalty 2261.948970 = -11518520.771728 nChanged 1 SP:Iteration 50Q (4040.835629 sec): 3 clusters Score: Raw -11520782.885975 + Penalty 2261.948970 = -11518520.937005 nChanged 3 SP:Iteration 51Q (4041.022445 sec): 3 clusters Score: Raw -11520783.452176 + Penalty 2261.948970 = -11518521.503206 nChanged 0 SP:Iteration 52F (4041.239508 sec): 3 clusters Score: Raw -11520783.452176 + Penalty 2261.948970 = -11518521.503206 nChanged 0 Trying to split cluster 42 (3265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4041.276762 sec): 2 clusters Score: Raw -225430.620016 + Penalty 768.646429 = -224661.973587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4041.320154 sec): 3 clusters Score: Raw -223663.804280 + Penalty 1537.292858 = -222126.511422 nChanged 1326 SP:Iteration 1F (4041.373919 sec): 3 clusters Score: Raw -224490.863986 + Penalty 1537.292858 = -222953.571128 nChanged 274 SP:Iteration 2F (4041.413813 sec): 3 clusters Score: Raw -224696.907743 + Penalty 1537.292858 = -223159.614885 nChanged 234 SP:Iteration 3F (4041.464306 sec): 3 clusters Score: Raw -224859.634681 + Penalty 1537.292858 = -223322.341823 nChanged 183 SP:Iteration 4F (4041.512613 sec): 3 clusters Score: Raw -224989.307685 + Penalty 1537.292858 = -223452.014827 nChanged 138 SP:Iteration 5Q (4041.576429 sec): 3 clusters Score: Raw -225087.681814 + Penalty 1537.292858 = -223550.388956 nChanged 117 SP:Iteration 6Q (4041.613104 sec): 3 clusters Score: Raw -225157.879962 + Penalty 1537.292858 = -223620.587104 nChanged 103 SP:Iteration 7Q (4041.664971 sec): 3 clusters Score: Raw -225223.999523 + Penalty 1537.292858 = -223686.706665 nChanged 103 SP:Iteration 8Q (4041.716668 sec): 3 clusters Score: Raw -225287.236255 + Penalty 1537.292858 = -223749.943397 nChanged 83 SP:Iteration 9Q (4041.768062 sec): 3 clusters Score: Raw -225328.489950 + Penalty 1537.292858 = -223791.197092 nChanged 63 SP:Iteration 10Q (4041.809362 sec): 3 clusters Score: Raw -225352.438274 + Penalty 1537.292858 = -223815.145416 nChanged 45 SP:Iteration 11Q (4041.858646 sec): 3 clusters Score: Raw -225367.952098 + Penalty 1537.292858 = -223830.659240 nChanged 32 SP:Iteration 12Q (4041.910488 sec): 3 clusters Score: Raw -225376.570161 + Penalty 1537.292858 = -223839.277303 nChanged 16 SP:Iteration 13Q (4041.965552 sec): 3 clusters Score: Raw -225380.652630 + Penalty 1537.292858 = -223843.359772 nChanged 15 SP:Iteration 14Q (4042.011293 sec): 3 clusters Score: Raw -225384.314537 + Penalty 1537.292858 = -223847.021679 nChanged 12 SP:Iteration 15Q (4042.051175 sec): 3 clusters Score: Raw -225388.115524 + Penalty 1537.292858 = -223850.822666 nChanged 14 SP:Iteration 16Q (4042.086930 sec): 3 clusters Score: Raw -225393.511525 + Penalty 1537.292858 = -223856.218667 nChanged 18 SP:Iteration 17Q (4042.129618 sec): 3 clusters Score: Raw -225399.717075 + Penalty 1537.292858 = -223862.424217 nChanged 17 SP:Iteration 18Q (4042.173647 sec): 3 clusters Score: Raw -225403.207026 + Penalty 1537.292858 = -223865.914168 nChanged 11 SP:Iteration 19Q (4042.224180 sec): 3 clusters Score: Raw -225405.177451 + Penalty 1537.292858 = -223867.884593 nChanged 7 SP:Iteration 20F (4042.272144 sec): 3 clusters Score: Raw -225406.914827 + Penalty 1537.292858 = -223869.621969 nChanged 8 SP:Iteration 21Q (4042.316155 sec): 3 clusters Score: Raw -225408.574100 + Penalty 1537.292858 = -223871.281242 nChanged 8 SP:Iteration 22Q (4042.359111 sec): 3 clusters Score: Raw -225409.932896 + Penalty 1537.292858 = -223872.640038 nChanged 7 SP:Iteration 23Q (4042.414131 sec): 3 clusters Score: Raw -225411.321942 + Penalty 1537.292858 = -223874.029084 nChanged 9 SP:Iteration 24Q (4042.453305 sec): 3 clusters Score: Raw -225413.689328 + Penalty 1537.292858 = -223876.396470 nChanged 6 SP:Iteration 25Q (4042.499669 sec): 3 clusters Score: Raw -225415.105037 + Penalty 1537.292858 = -223877.812179 nChanged 5 SP:Iteration 26Q (4042.544763 sec): 3 clusters Score: Raw -225416.148712 + Penalty 1537.292858 = -223878.855854 nChanged 7 SP:Iteration 27Q (4042.593248 sec): 3 clusters Score: Raw -225417.674239 + Penalty 1537.292858 = -223880.381381 nChanged 2 SP:Iteration 28Q (4042.644541 sec): 3 clusters Score: Raw -225418.823633 + Penalty 1537.292858 = -223881.530775 nChanged 8 SP:Iteration 29Q (4042.683005 sec): 3 clusters Score: Raw -225420.751042 + Penalty 1537.292858 = -223883.458185 nChanged 9 SP:Iteration 30Q (4042.723790 sec): 3 clusters Score: Raw -225423.289968 + Penalty 1537.292858 = -223885.997110 nChanged 9 SP:Iteration 31Q (4042.772346 sec): 3 clusters Score: Raw -225425.776505 + Penalty 1537.292858 = -223888.483647 nChanged 5 SP:Iteration 32Q (4042.815084 sec): 3 clusters Score: Raw -225427.188810 + Penalty 1537.292858 = -223889.895952 nChanged 5 SP:Iteration 33Q (4042.859863 sec): 3 clusters Score: Raw -225428.005377 + Penalty 1537.292858 = -223890.712519 nChanged 3 SP:Iteration 34Q (4042.906217 sec): 3 clusters Score: Raw -225428.257621 + Penalty 1537.292858 = -223890.964763 nChanged 3 SP:Iteration 35Q (4042.953964 sec): 3 clusters Score: Raw -225428.804190 + Penalty 1537.292858 = -223891.511332 nChanged 3 SP:Iteration 36Q (4043.004652 sec): 3 clusters Score: Raw -225429.821492 + Penalty 1537.292858 = -223892.528634 nChanged 7 SP:Iteration 37Q (4043.042762 sec): 3 clusters Score: Raw -225431.072885 + Penalty 1537.292858 = -223893.780027 nChanged 3 SP:Iteration 38Q (4043.087518 sec): 3 clusters Score: Raw -225431.342618 + Penalty 1537.292858 = -223894.049760 nChanged 1 SP:Iteration 39Q (4043.126327 sec): 3 clusters Score: Raw -225431.580785 + Penalty 1537.292858 = -223894.287927 nChanged 2 SP:Iteration 40F (4043.177210 sec): 3 clusters Score: Raw -225431.918355 + Penalty 1537.292858 = -223894.625497 nChanged 1 SP:Iteration 41Q (4043.222530 sec): 3 clusters Score: Raw -225431.989237 + Penalty 1537.292858 = -223894.696379 nChanged 2 SP:Iteration 42Q (4043.271242 sec): 3 clusters Score: Raw -225432.315725 + Penalty 1537.292858 = -223895.022867 nChanged 2 SP:Iteration 43Q (4043.305121 sec): 3 clusters Score: Raw -225433.479211 + Penalty 1537.292858 = -223896.186353 nChanged 5 SP:Iteration 44Q (4043.350448 sec): 3 clusters Score: Raw -225434.491673 + Penalty 1537.292858 = -223897.198816 nChanged 6 SP:Iteration 45Q (4043.393526 sec): 3 clusters Score: Raw -225436.028003 + Penalty 1537.292858 = -223898.735145 nChanged 6 SP:Iteration 46Q (4043.446044 sec): 3 clusters Score: Raw -225437.561822 + Penalty 1537.292858 = -223900.268965 nChanged 9 SP:Iteration 47Q (4043.492467 sec): 3 clusters Score: Raw -225439.898410 + Penalty 1537.292858 = -223902.605552 nChanged 10 SP:Iteration 48Q (4043.529597 sec): 3 clusters Score: Raw -225443.103076 + Penalty 1537.292858 = -223905.810218 nChanged 8 SP:Iteration 49Q (4043.579363 sec): 3 clusters Score: Raw -225444.641513 + Penalty 1537.292858 = -223907.348655 nChanged 9 SP:Iteration 50Q (4043.629757 sec): 3 clusters Score: Raw -225446.424556 + Penalty 1537.292858 = -223909.131698 nChanged 10 SP:Iteration 51Q (4043.666335 sec): 3 clusters Score: Raw -225448.839778 + Penalty 1537.292858 = -223911.546920 nChanged 6 SP:Iteration 52Q (4043.719418 sec): 3 clusters Score: Raw -225449.948271 + Penalty 1537.292858 = -223912.655413 nChanged 2 SP:Iteration 53Q (4043.760165 sec): 3 clusters Score: Raw -225450.286419 + Penalty 1537.292858 = -223912.993561 nChanged 3 SP:Iteration 54Q (4043.811010 sec): 3 clusters Score: Raw -225450.895337 + Penalty 1537.292858 = -223913.602479 nChanged 4 SP:Iteration 55Q (4043.862492 sec): 3 clusters Score: Raw -225452.041052 + Penalty 1537.292858 = -223914.748194 nChanged 11 SP:Iteration 56Q (4043.914298 sec): 3 clusters Score: Raw -225454.609560 + Penalty 1537.292858 = -223917.316702 nChanged 7 SP:Iteration 57Q (4043.962946 sec): 3 clusters Score: Raw -225456.227684 + Penalty 1537.292858 = -223918.934826 nChanged 5 SP:Iteration 58Q (4044.003888 sec): 3 clusters Score: Raw -225457.130292 + Penalty 1537.292858 = -223919.837434 nChanged 7 SP:Iteration 59Q (4044.056021 sec): 3 clusters Score: Raw -225458.197398 + Penalty 1537.292858 = -223920.904540 nChanged 4 SP:Iteration 60F (4044.108579 sec): 3 clusters Score: Raw -225459.482022 + Penalty 1537.292858 = -223922.189164 nChanged 4 SP:Iteration 61Q (4044.161214 sec): 3 clusters Score: Raw -225460.501311 + Penalty 1537.292858 = -223923.208453 nChanged 6 SP:Iteration 62Q (4044.211529 sec): 3 clusters Score: Raw -225461.409378 + Penalty 1537.292858 = -223924.116520 nChanged 5 SP:Iteration 63Q (4044.253959 sec): 3 clusters Score: Raw -225462.236037 + Penalty 1537.292858 = -223924.943179 nChanged 3 SP:Iteration 64Q (4044.290875 sec): 3 clusters Score: Raw -225465.040096 + Penalty 1537.292858 = -223927.747239 nChanged 9 SP:Iteration 65Q (4044.327030 sec): 3 clusters Score: Raw -225469.056160 + Penalty 1537.292858 = -223931.763302 nChanged 8 SP:Iteration 66Q (4044.371742 sec): 3 clusters Score: Raw -225470.975647 + Penalty 1537.292858 = -223933.682789 nChanged 4 SP:Iteration 67Q (4044.423057 sec): 3 clusters Score: Raw -225471.415971 + Penalty 1537.292858 = -223934.123113 nChanged 2 SP:Iteration 68Q (4044.467634 sec): 3 clusters Score: Raw -225471.922094 + Penalty 1537.292858 = -223934.629236 nChanged 1 SP:Iteration 69Q (4044.519727 sec): 3 clusters Score: Raw -225472.062027 + Penalty 1537.292858 = -223934.769169 nChanged 2 SP:Iteration 70Q (4044.566568 sec): 3 clusters Score: Raw -225472.365677 + Penalty 1537.292858 = -223935.072819 nChanged 0 SP:Iteration 71F (4044.616416 sec): 3 clusters Score: Raw -225472.365677 + Penalty 1537.292858 = -223935.072819 nChanged 0 Time taken for this iteration:4039.460499 seconds. 20->43 Clusters: Score -45903404.654079, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 641604 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 10 (948 points): Lose 64.200587 but Gain 1270.314024 Iteration 0F (4050.832233 sec): 20 clusters Score: Raw -40826917.949934 + Penalty 24135.966459 = -40802781.983475 nChanged 608391 Deleting Class 6 (1649 points): Lose 1236.816197 but Gain 1270.314024 Iteration 1F (4056.580198 sec): 19 clusters Score: Raw -44685878.607949 + Penalty 22865.652435 = -44663012.955514 nChanged 180496 Iteration 2F (4061.986685 sec): 19 clusters Score: Raw -45129569.019648 + Penalty 22865.652435 = -45106703.367213 nChanged 99849 Iteration 3F (4067.305548 sec): 19 clusters Score: Raw -45273427.866978 + Penalty 22865.652435 = -45250562.214543 nChanged 56231 Deleting Class 19 (601 points): Lose 919.040243 but Gain 1270.314024 Iteration 4F (4072.788804 sec): 18 clusters Score: Raw -45334105.875787 + Penalty 21595.338410 = -45312510.537377 nChanged 38425 Iteration 5F (4078.002228 sec): 18 clusters Score: Raw -45369225.488096 + Penalty 21595.338410 = -45347630.149685 nChanged 28884 Iteration 6Q (4081.317036 sec): 18 clusters Score: Raw -45391163.022379 + Penalty 21595.338410 = -45369567.683968 nChanged 23018 Iteration 7Q (4084.558688 sec): 18 clusters Score: Raw -45406234.429520 + Penalty 21595.338410 = -45384639.091110 nChanged 18687 Iteration 8Q (4087.681739 sec): 18 clusters Score: Raw -45416603.628362 + Penalty 21595.338410 = -45395008.289952 nChanged 15331 Iteration 9Q (4090.706302 sec): 18 clusters Score: Raw -45423864.497319 + Penalty 21595.338410 = -45402269.158908 nChanged 12959 Iteration 10Q (4093.767901 sec): 18 clusters Score: Raw -45429614.727177 + Penalty 21595.338410 = -45408019.388767 nChanged 11718 Iteration 11Q (4096.780080 sec): 18 clusters Score: Raw -45434982.115421 + Penalty 21595.338410 = -45413386.777011 nChanged 11080 Iteration 12Q (4099.743182 sec): 18 clusters Score: Raw -45440277.621384 + Penalty 21595.338410 = -45418682.282974 nChanged 10842 Iteration 13Q (4102.709339 sec): 18 clusters Score: Raw -45446292.349513 + Penalty 21595.338410 = -45424697.011103 nChanged 11222 Iteration 14Q (4105.692933 sec): 18 clusters Score: Raw -45452785.473018 + Penalty 21595.338410 = -45431190.134608 nChanged 11178 Iteration 15Q (4108.649663 sec): 18 clusters Score: Raw -45457989.629250 + Penalty 21595.338410 = -45436394.290840 nChanged 10998 Iteration 16Q (4111.639114 sec): 18 clusters Score: Raw -45462774.293419 + Penalty 21595.338410 = -45441178.955009 nChanged 10711 Iteration 17Q (4114.646296 sec): 18 clusters Score: Raw -45466643.783109 + Penalty 21595.338410 = -45445048.444699 nChanged 10520 Iteration 18Q (4117.502703 sec): 18 clusters Score: Raw -45470177.013385 + Penalty 21595.338410 = -45448581.674975 nChanged 10562 Iteration 19Q (4120.421141 sec): 18 clusters Score: Raw -45473654.671206 + Penalty 21595.338410 = -45452059.332796 nChanged 10694 Writing temp clu file Because OldScore, -45448581.674975, is greater than current (better) Score,-45452059.332796 Compute initial score before splitting: Score: Raw -45473654.671206 + Penalty 21595.338410 = -45452059.332796 Trying to split cluster 1 (24370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4120.655400 sec): 2 clusters Score: Raw -1739358.843115 + Penalty 959.605274 = -1738399.237841 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4120.736311 sec): 3 clusters Score: Raw -1723922.459212 + Penalty 1919.210548 = -1722003.248664 nChanged 11545 SP:Iteration 1F (4120.816267 sec): 3 clusters Score: Raw -1730818.945636 + Penalty 1919.210548 = -1728899.735089 nChanged 1377 SP:Iteration 2F (4120.885339 sec): 3 clusters Score: Raw -1731411.571525 + Penalty 1919.210548 = -1729492.360977 nChanged 1373 SP:Iteration 3F (4120.968371 sec): 3 clusters Score: Raw -1732076.332064 + Penalty 1919.210548 = -1730157.121516 nChanged 1461 SP:Iteration 4F (4121.048736 sec): 3 clusters Score: Raw -1732959.024393 + Penalty 1919.210548 = -1731039.813845 nChanged 1658 SP:Iteration 5F (4121.136104 sec): 3 clusters Score: Raw -1734195.151720 + Penalty 1919.210548 = -1732275.941173 nChanged 1845 SP:Iteration 6F (4121.214224 sec): 3 clusters Score: Raw -1736342.134416 + Penalty 1919.210548 = -1734422.923868 nChanged 2221 SP:Iteration 7F (4121.295932 sec): 3 clusters Score: Raw -1741401.807624 + Penalty 1919.210548 = -1739482.597076 nChanged 1945 SP:Iteration 8F (4121.375949 sec): 3 clusters Score: Raw -1746634.270347 + Penalty 1919.210548 = -1744715.059799 nChanged 985 SP:Iteration 9Q (4121.453347 sec): 3 clusters Score: Raw -1749047.931852 + Penalty 1919.210548 = -1747128.721304 nChanged 406 SP:Iteration 10Q (4121.529661 sec): 3 clusters Score: Raw -1751830.844537 + Penalty 1919.210548 = -1749911.633989 nChanged 4 SP:Iteration 11Q (4121.603365 sec): 3 clusters Score: Raw -1751832.432269 + Penalty 1919.210548 = -1749913.221721 nChanged 0 SP:Iteration 12F (4121.672715 sec): 3 clusters Score: Raw -1751832.432269 + Penalty 1919.210548 = -1749913.221721 nChanged 0 Score: Raw -45487711.076439 + Penalty 22865.652435 = -45464845.424005 Splitting cluster 1 changes total score from -45452059.332796 to -45464845.424005 So it's getting split into cluster 6. Trying to split cluster 2 (4431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4127.216831 sec): 2 clusters Score: Raw -228220.495833 + Penalty 797.656154 = -227422.839679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4127.250641 sec): 3 clusters Score: Raw -225876.140846 + Penalty 1595.312309 = -224280.828537 nChanged 1901 SP:Iteration 1F (4127.297250 sec): 3 clusters Score: Raw -227421.515276 + Penalty 1595.312309 = -225826.202968 nChanged 458 SP:Iteration 2F (4127.344097 sec): 3 clusters Score: Raw -227972.843422 + Penalty 1595.312309 = -226377.531114 nChanged 385 SP:Iteration 3F (4127.385425 sec): 3 clusters Score: Raw -228497.164517 + Penalty 1595.312309 = -226901.852209 nChanged 369 SP:Iteration 4F (4127.429982 sec): 3 clusters Score: Raw -229117.183479 + Penalty 1595.312309 = -227521.871171 nChanged 384 SP:Iteration 5F (4127.474931 sec): 3 clusters Score: Raw -229832.928249 + Penalty 1595.312309 = -228237.615940 nChanged 377 SP:Iteration 6F (4127.516182 sec): 3 clusters Score: Raw -230532.359402 + Penalty 1595.312309 = -228937.047093 nChanged 306 SP:Iteration 7F (4127.542687 sec): 3 clusters Score: Raw -231184.519289 + Penalty 1595.312309 = -229589.206980 nChanged 286 SP:Iteration 8F (4127.555155 sec): 3 clusters Score: Raw -231557.692249 + Penalty 1595.312309 = -229962.379940 nChanged 244 SP:Iteration 9F (4127.571091 sec): 3 clusters Score: Raw -231748.571844 + Penalty 1595.312309 = -230153.259535 nChanged 159 SP:Iteration 10Q (4127.586570 sec): 3 clusters Score: Raw -231821.125482 + Penalty 1595.312309 = -230225.813173 nChanged 85 SP:Iteration 11Q (4127.602134 sec): 3 clusters Score: Raw -231851.287996 + Penalty 1595.312309 = -230255.975687 nChanged 42 SP:Iteration 12Q (4127.646199 sec): 3 clusters Score: Raw -231862.257492 + Penalty 1595.312309 = -230266.945183 nChanged 27 SP:Iteration 13Q (4127.695221 sec): 3 clusters Score: Raw -231865.925022 + Penalty 1595.312309 = -230270.612714 nChanged 7 SP:Iteration 14Q (4127.728504 sec): 3 clusters Score: Raw -231867.037473 + Penalty 1595.312309 = -230271.725165 nChanged 7 SP:Iteration 15Q (4127.743798 sec): 3 clusters Score: Raw -231867.850539 + Penalty 1595.312309 = -230272.538230 nChanged 3 SP:Iteration 16Q (4127.759217 sec): 3 clusters Score: Raw -231868.252973 + Penalty 1595.312309 = -230272.940665 nChanged 0 SP:Iteration 17F (4127.775000 sec): 3 clusters Score: Raw -231868.252973 + Penalty 1595.312309 = -230272.940665 nChanged 0 Score: Raw -45491358.833580 + Penalty 24135.966459 = -45467222.867121 Splitting cluster 2 changes total score from -45452059.332796 to -45467222.867121 So it's getting split into cluster 10. Trying to split cluster 3 (3164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4133.664987 sec): 2 clusters Score: Raw -205394.120676 + Penalty 765.661271 = -204628.459405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4133.716119 sec): 3 clusters Score: Raw -203676.109442 + Penalty 1531.322542 = -202144.786899 nChanged 1344 SP:Iteration 1F (4133.750782 sec): 3 clusters Score: Raw -204528.789900 + Penalty 1531.322542 = -202997.467358 nChanged 294 SP:Iteration 2F (4133.792161 sec): 3 clusters Score: Raw -204720.132905 + Penalty 1531.322542 = -203188.810363 nChanged 178 SP:Iteration 3F (4133.834044 sec): 3 clusters Score: Raw -204827.257847 + Penalty 1531.322542 = -203295.935305 nChanged 161 SP:Iteration 4F (4133.882954 sec): 3 clusters Score: Raw -204963.655658 + Penalty 1531.322542 = -203432.333115 nChanged 181 SP:Iteration 5F (4133.928031 sec): 3 clusters Score: Raw -205149.068600 + Penalty 1531.322542 = -203617.746058 nChanged 191 SP:Iteration 6F (4133.979311 sec): 3 clusters Score: Raw -205425.911774 + Penalty 1531.322542 = -203894.589231 nChanged 223 SP:Iteration 7F (4134.031237 sec): 3 clusters Score: Raw -205844.252529 + Penalty 1531.322542 = -204312.929986 nChanged 246 SP:Iteration 8F (4134.085164 sec): 3 clusters Score: Raw -206323.328434 + Penalty 1531.322542 = -204792.005892 nChanged 153 SP:Iteration 9Q (4134.116695 sec): 3 clusters Score: Raw -206572.518878 + Penalty 1531.322542 = -205041.196335 nChanged 82 SP:Iteration 10Q (4134.167721 sec): 3 clusters Score: Raw -206705.670163 + Penalty 1531.322542 = -205174.347621 nChanged 50 SP:Iteration 11Q (4134.219013 sec): 3 clusters Score: Raw -206777.963700 + Penalty 1531.322542 = -205246.641158 nChanged 29 SP:Iteration 12Q (4134.260868 sec): 3 clusters Score: Raw -206818.345029 + Penalty 1531.322542 = -205287.022486 nChanged 22 SP:Iteration 13Q (4134.304031 sec): 3 clusters Score: Raw -206845.352002 + Penalty 1531.322542 = -205314.029460 nChanged 20 SP:Iteration 14Q (4134.355062 sec): 3 clusters Score: Raw -206870.958001 + Penalty 1531.322542 = -205339.635458 nChanged 22 SP:Iteration 15Q (4134.411500 sec): 3 clusters Score: Raw -206903.710817 + Penalty 1531.322542 = -205372.388274 nChanged 13 SP:Iteration 16Q (4134.447096 sec): 3 clusters Score: Raw -206917.167488 + Penalty 1531.322542 = -205385.844946 nChanged 7 SP:Iteration 17Q (4134.488102 sec): 3 clusters Score: Raw -206927.428609 + Penalty 1531.322542 = -205396.106067 nChanged 8 SP:Iteration 18Q (4134.535992 sec): 3 clusters Score: Raw -206934.414114 + Penalty 1531.322542 = -205403.091571 nChanged 3 SP:Iteration 19Q (4134.572570 sec): 3 clusters Score: Raw -206939.842801 + Penalty 1531.322542 = -205408.520259 nChanged 4 SP:Iteration 20F (4134.625656 sec): 3 clusters Score: Raw -206946.235107 + Penalty 1531.322542 = -205414.912565 nChanged 8 SP:Iteration 21Q (4134.669329 sec): 3 clusters Score: Raw -206953.159452 + Penalty 1531.322542 = -205421.836910 nChanged 2 SP:Iteration 22Q (4134.709558 sec): 3 clusters Score: Raw -206955.290496 + Penalty 1531.322542 = -205423.967954 nChanged 2 SP:Iteration 23Q (4134.758133 sec): 3 clusters Score: Raw -206957.276237 + Penalty 1531.322542 = -205425.953694 nChanged 3 SP:Iteration 24Q (4134.804349 sec): 3 clusters Score: Raw -206961.276265 + Penalty 1531.322542 = -205429.953723 nChanged 2 SP:Iteration 25Q (4134.852817 sec): 3 clusters Score: Raw -206962.860566 + Penalty 1531.322542 = -205431.538024 nChanged 1 SP:Iteration 26Q (4134.889776 sec): 3 clusters Score: Raw -206963.253854 + Penalty 1531.322542 = -205431.931312 nChanged 1 SP:Iteration 27Q (4134.930808 sec): 3 clusters Score: Raw -206963.420567 + Penalty 1531.322542 = -205432.098024 nChanged 0 SP:Iteration 28F (4134.982978 sec): 3 clusters Score: Raw -206963.420567 + Penalty 1531.322542 = -205432.098024 nChanged 0 Score: Raw -45492928.133470 + Penalty 25406.280483 = -45467521.852987 Splitting cluster 3 changes total score from -45452059.332796 to -45467521.852987 So it's getting split into cluster 19. Trying to split cluster 4 (317936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4141.829879 sec): 2 clusters Score: Raw -24028603.035714 + Penalty 1203.612511 = -24027399.423203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4142.263489 sec): 3 clusters Score: Raw -23814312.443958 + Penalty 2407.225023 = -23811905.218935 nChanged 156047 SP:Iteration 1F (4142.675658 sec): 3 clusters Score: Raw -23911587.610862 + Penalty 2407.225023 = -23909180.385839 nChanged 13256 SP:Iteration 2Q (4143.132999 sec): 3 clusters Score: Raw -23916371.413506 + Penalty 2407.225023 = -23913964.188483 nChanged 14789 SP:Iteration 3Q (4143.595480 sec): 3 clusters Score: Raw -23922659.676049 + Penalty 2407.225023 = -23920252.451026 nChanged 16170 SP:Iteration 4F (4144.010091 sec): 3 clusters Score: Raw -23930283.113157 + Penalty 2407.225023 = -23927875.888134 nChanged 16916 SP:Iteration 5F (4144.427078 sec): 3 clusters Score: Raw -23938699.180982 + Penalty 2407.225023 = -23936291.955959 nChanged 17058 SP:Iteration 6F (4144.841955 sec): 3 clusters Score: Raw -23947383.210270 + Penalty 2407.225023 = -23944975.985248 nChanged 16725 SP:Iteration 7F (4145.260454 sec): 3 clusters Score: Raw -23955858.869105 + Penalty 2407.225023 = -23953451.644083 nChanged 15864 SP:Iteration 8Q (4145.715620 sec): 3 clusters Score: Raw -23963614.377831 + Penalty 2407.225023 = -23961207.152808 nChanged 14603 SP:Iteration 9Q (4146.157761 sec): 3 clusters Score: Raw -23970198.915337 + Penalty 2407.225023 = -23967791.690314 nChanged 13131 SP:Iteration 10Q (4146.594169 sec): 3 clusters Score: Raw -23975777.652124 + Penalty 2407.225023 = -23973370.427101 nChanged 11757 SP:Iteration 11Q (4147.040425 sec): 3 clusters Score: Raw -23980389.919339 + Penalty 2407.225023 = -23977982.694316 nChanged 10331 SP:Iteration 12Q (4147.480768 sec): 3 clusters Score: Raw -23984101.913772 + Penalty 2407.225023 = -23981694.688749 nChanged 8999 SP:Iteration 13Q (4147.917394 sec): 3 clusters Score: Raw -23986958.397052 + Penalty 2407.225023 = -23984551.172030 nChanged 7541 SP:Iteration 14Q (4148.349676 sec): 3 clusters Score: Raw -23989127.434309 + Penalty 2407.225023 = -23986720.209286 nChanged 6335 SP:Iteration 15Q (4148.808460 sec): 3 clusters Score: Raw -23990729.171784 + Penalty 2407.225023 = -23988321.946761 nChanged 5308 SP:Iteration 16Q (4149.254324 sec): 3 clusters Score: Raw -23991921.635802 + Penalty 2407.225023 = -23989514.410779 nChanged 4406 SP:Iteration 17Q (4149.704444 sec): 3 clusters Score: Raw -23992865.822245 + Penalty 2407.225023 = -23990458.597222 nChanged 3960 SP:Iteration 18Q (4150.130378 sec): 3 clusters Score: Raw -23993725.761187 + Penalty 2407.225023 = -23991318.536164 nChanged 3823 SP:Iteration 19Q (4150.555873 sec): 3 clusters Score: Raw -23994566.096703 + Penalty 2407.225023 = -23992158.871680 nChanged 3889 SP:Iteration 20F (4150.961618 sec): 3 clusters Score: Raw -23995462.258755 + Penalty 2407.225023 = -23993055.033732 nChanged 4081 SP:Iteration 21Q (4151.371990 sec): 3 clusters Score: Raw -23996486.955588 + Penalty 2407.225023 = -23994079.730565 nChanged 4326 SP:Iteration 22Q (4151.768135 sec): 3 clusters Score: Raw -23997663.484258 + Penalty 2407.225023 = -23995256.259235 nChanged 4618 SP:Iteration 23Q (4152.175980 sec): 3 clusters Score: Raw -23998982.431297 + Penalty 2407.225023 = -23996575.206274 nChanged 4754 SP:Iteration 24Q (4152.574688 sec): 3 clusters Score: Raw -24000431.131583 + Penalty 2407.225023 = -23998023.906561 nChanged 4974 SP:Iteration 25Q (4152.985960 sec): 3 clusters Score: Raw -24002090.659200 + Penalty 2407.225023 = -23999683.434177 nChanged 5075 SP:Iteration 26Q (4153.403638 sec): 3 clusters Score: Raw -24003945.581742 + Penalty 2407.225023 = -24001538.356719 nChanged 5324 SP:Iteration 27Q (4153.814874 sec): 3 clusters Score: Raw -24006094.681464 + Penalty 2407.225023 = -24003687.456441 nChanged 5507 SP:Iteration 28Q (4154.215227 sec): 3 clusters Score: Raw -24008530.982346 + Penalty 2407.225023 = -24006123.757323 nChanged 5560 SP:Iteration 29Q (4154.619456 sec): 3 clusters Score: Raw -24011248.702115 + Penalty 2407.225023 = -24008841.477092 nChanged 5642 SP:Iteration 30Q (4155.024429 sec): 3 clusters Score: Raw -24014116.172376 + Penalty 2407.225023 = -24011708.947353 nChanged 5390 SP:Iteration 31Q (4155.401719 sec): 3 clusters Score: Raw -24016829.739083 + Penalty 2407.225023 = -24014422.514060 nChanged 4995 SP:Iteration 32Q (4155.776159 sec): 3 clusters Score: Raw -24019343.504201 + Penalty 2407.225023 = -24016936.279178 nChanged 4567 SP:Iteration 33Q (4156.162882 sec): 3 clusters Score: Raw -24021538.882443 + Penalty 2407.225023 = -24019131.657420 nChanged 3967 SP:Iteration 34Q (4156.577817 sec): 3 clusters Score: Raw -24023354.162399 + Penalty 2407.225023 = -24020946.937376 nChanged 3402 SP:Iteration 35Q (4156.996008 sec): 3 clusters Score: Raw -24024752.725706 + Penalty 2407.225023 = -24022345.500683 nChanged 2849 SP:Iteration 36Q (4157.365679 sec): 3 clusters Score: Raw -24025827.314248 + Penalty 2407.225023 = -24023420.089225 nChanged 2380 SP:Iteration 37Q (4157.721150 sec): 3 clusters Score: Raw -24026640.866196 + Penalty 2407.225023 = -24024233.641173 nChanged 2002 SP:Iteration 38Q (4158.088317 sec): 3 clusters Score: Raw -24027280.546270 + Penalty 2407.225023 = -24024873.321247 nChanged 1632 SP:Iteration 39Q (4158.450499 sec): 3 clusters Score: Raw -24027751.480705 + Penalty 2407.225023 = -24025344.255682 nChanged 1367 SP:Iteration 40F (4158.860780 sec): 3 clusters Score: Raw -24028165.357354 + Penalty 2407.225023 = -24025758.132331 nChanged 1171 SP:Iteration 41Q (4159.233915 sec): 3 clusters Score: Raw -24028474.765727 + Penalty 2407.225023 = -24026067.540704 nChanged 1048 SP:Iteration 42Q (4159.610528 sec): 3 clusters Score: Raw -24028716.871060 + Penalty 2407.225023 = -24026309.646037 nChanged 890 SP:Iteration 43Q (4159.980972 sec): 3 clusters Score: Raw -24028902.246323 + Penalty 2407.225023 = -24026495.021300 nChanged 710 SP:Iteration 44Q (4160.344774 sec): 3 clusters Score: Raw -24029034.742011 + Penalty 2407.225023 = -24026627.516988 nChanged 616 SP:Iteration 45Q (4160.779561 sec): 3 clusters Score: Raw -24029144.600958 + Penalty 2407.225023 = -24026737.375936 nChanged 529 SP:Iteration 46Q (4161.156919 sec): 3 clusters Score: Raw -24029237.035210 + Penalty 2407.225023 = -24026829.810187 nChanged 456 SP:Iteration 47Q (4161.531794 sec): 3 clusters Score: Raw -24029309.485187 + Penalty 2407.225023 = -24026902.260164 nChanged 385 SP:Iteration 48Q (4161.883894 sec): 3 clusters Score: Raw -24029373.281389 + Penalty 2407.225023 = -24026966.056367 nChanged 357 SP:Iteration 49Q (4162.254342 sec): 3 clusters Score: Raw -24029427.960699 + Penalty 2407.225023 = -24027020.735676 nChanged 313 SP:Iteration 50Q (4162.615786 sec): 3 clusters Score: Raw -24029473.930798 + Penalty 2407.225023 = -24027066.705776 nChanged 288 SP:Iteration 51Q (4162.975491 sec): 3 clusters Score: Raw -24029509.073517 + Penalty 2407.225023 = -24027101.848495 nChanged 218 SP:Iteration 52Q (4163.325866 sec): 3 clusters Score: Raw -24029536.665568 + Penalty 2407.225023 = -24027129.440545 nChanged 192 SP:Iteration 53Q (4163.708964 sec): 3 clusters Score: Raw -24029560.172132 + Penalty 2407.225023 = -24027152.947109 nChanged 164 SP:Iteration 54Q (4164.069999 sec): 3 clusters Score: Raw -24029576.737354 + Penalty 2407.225023 = -24027169.512331 nChanged 150 SP:Iteration 55Q (4164.438300 sec): 3 clusters Score: Raw -24029592.116744 + Penalty 2407.225023 = -24027184.891721 nChanged 137 SP:Iteration 56Q (4164.814027 sec): 3 clusters Score: Raw -24029605.973819 + Penalty 2407.225023 = -24027198.748796 nChanged 116 SP:Iteration 57Q (4165.173065 sec): 3 clusters Score: Raw -24029615.399751 + Penalty 2407.225023 = -24027208.174728 nChanged 88 SP:Iteration 58Q (4165.516976 sec): 3 clusters Score: Raw -24029622.805198 + Penalty 2407.225023 = -24027215.580175 nChanged 73 SP:Iteration 59Q (4165.881674 sec): 3 clusters Score: Raw -24029628.737579 + Penalty 2407.225023 = -24027221.512556 nChanged 69 SP:Iteration 60F (4166.288690 sec): 3 clusters Score: Raw -24029634.244124 + Penalty 2407.225023 = -24027227.019101 nChanged 73 SP:Iteration 61Q (4166.652296 sec): 3 clusters Score: Raw -24029639.420403 + Penalty 2407.225023 = -24027232.195380 nChanged 71 SP:Iteration 62Q (4167.023574 sec): 3 clusters Score: Raw -24029644.628504 + Penalty 2407.225023 = -24027237.403481 nChanged 67 SP:Iteration 63Q (4167.404524 sec): 3 clusters Score: Raw -24029649.726339 + Penalty 2407.225023 = -24027242.501316 nChanged 66 SP:Iteration 64Q (4167.771532 sec): 3 clusters Score: Raw -24029654.076521 + Penalty 2407.225023 = -24027246.851498 nChanged 49 SP:Iteration 65Q (4168.125552 sec): 3 clusters Score: Raw -24029656.844457 + Penalty 2407.225023 = -24027249.619435 nChanged 49 SP:Iteration 66Q (4168.468997 sec): 3 clusters Score: Raw -24029659.576695 + Penalty 2407.225023 = -24027252.351672 nChanged 30 SP:Iteration 67Q (4168.810209 sec): 3 clusters Score: Raw -24029660.967762 + Penalty 2407.225023 = -24027253.742739 nChanged 22 SP:Iteration 68Q (4169.189516 sec): 3 clusters Score: Raw -24029662.308013 + Penalty 2407.225023 = -24027255.082990 nChanged 36 SP:Iteration 69Q (4169.551268 sec): 3 clusters Score: Raw -24029664.327791 + Penalty 2407.225023 = -24027257.102768 nChanged 33 SP:Iteration 70Q (4169.917198 sec): 3 clusters Score: Raw -24029666.117425 + Penalty 2407.225023 = -24027258.892402 nChanged 30 SP:Iteration 71Q (4170.306407 sec): 3 clusters Score: Raw -24029667.944653 + Penalty 2407.225023 = -24027260.719630 nChanged 26 SP:Iteration 72Q (4170.676646 sec): 3 clusters Score: Raw -24029669.685846 + Penalty 2407.225023 = -24027262.460823 nChanged 27 SP:Iteration 73Q (4171.048878 sec): 3 clusters Score: Raw -24029671.706613 + Penalty 2407.225023 = -24027264.481590 nChanged 35 SP:Iteration 74Q (4171.413321 sec): 3 clusters Score: Raw -24029673.873955 + Penalty 2407.225023 = -24027266.648932 nChanged 38 SP:Iteration 75Q (4171.784443 sec): 3 clusters Score: Raw -24029676.098680 + Penalty 2407.225023 = -24027268.873657 nChanged 30 SP:Iteration 76Q (4172.149722 sec): 3 clusters Score: Raw -24029677.547536 + Penalty 2407.225023 = -24027270.322513 nChanged 26 SP:Iteration 77Q (4172.504041 sec): 3 clusters Score: Raw -24029678.982234 + Penalty 2407.225023 = -24027271.757211 nChanged 23 SP:Iteration 78Q (4172.862645 sec): 3 clusters Score: Raw -24029680.311273 + Penalty 2407.225023 = -24027273.086250 nChanged 17 SP:Iteration 79Q (4173.223787 sec): 3 clusters Score: Raw -24029681.063572 + Penalty 2407.225023 = -24027273.838549 nChanged 10 SP:Iteration 80F (4173.651170 sec): 3 clusters Score: Raw -24029681.508825 + Penalty 2407.225023 = -24027274.283802 nChanged 13 SP:Iteration 81Q (4174.024696 sec): 3 clusters Score: Raw -24029682.032425 + Penalty 2407.225023 = -24027274.807402 nChanged 9 SP:Iteration 82Q (4174.391374 sec): 3 clusters Score: Raw -24029682.396745 + Penalty 2407.225023 = -24027275.171722 nChanged 7 SP:Iteration 83Q (4174.741720 sec): 3 clusters Score: Raw -24029682.599469 + Penalty 2407.225023 = -24027275.374446 nChanged 1 SP:Iteration 84Q (4175.091765 sec): 3 clusters Score: Raw -24029682.623326 + Penalty 2407.225023 = -24027275.398303 nChanged 0 SP:Iteration 85F (4175.489895 sec): 3 clusters Score: Raw -24029682.623326 + Penalty 2407.225023 = -24027275.398303 nChanged 0 Trying to split cluster 5 (5497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4175.542456 sec): 2 clusters Score: Raw -364751.936444 + Penalty 818.135988 = -363933.800456 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4175.591253 sec): 3 clusters Score: Raw -361614.408128 + Penalty 1636.271976 = -359978.136152 nChanged 2393 SP:Iteration 1F (4175.636113 sec): 3 clusters Score: Raw -363160.340598 + Penalty 1636.271976 = -361524.068622 nChanged 428 SP:Iteration 2F (4175.681904 sec): 3 clusters Score: Raw -363421.091422 + Penalty 1636.271976 = -361784.819446 nChanged 343 SP:Iteration 3F (4175.728826 sec): 3 clusters Score: Raw -363669.365649 + Penalty 1636.271976 = -362033.093673 nChanged 373 SP:Iteration 4F (4175.771295 sec): 3 clusters Score: Raw -363956.474482 + Penalty 1636.271976 = -362320.202506 nChanged 323 SP:Iteration 5F (4175.825535 sec): 3 clusters Score: Raw -364205.020089 + Penalty 1636.271976 = -362568.748113 nChanged 313 SP:Iteration 6F (4175.867532 sec): 3 clusters Score: Raw -364493.919204 + Penalty 1636.271976 = -362857.647229 nChanged 316 SP:Iteration 7F (4175.927953 sec): 3 clusters Score: Raw -364763.330322 + Penalty 1636.271976 = -363127.058346 nChanged 303 SP:Iteration 8F (4175.962423 sec): 3 clusters Score: Raw -364994.072511 + Penalty 1636.271976 = -363357.800535 nChanged 234 SP:Iteration 9Q (4176.004898 sec): 3 clusters Score: Raw -365140.648406 + Penalty 1636.271976 = -363504.376430 nChanged 185 SP:Iteration 10Q (4176.067444 sec): 3 clusters Score: Raw -365233.823257 + Penalty 1636.271976 = -363597.551281 nChanged 133 SP:Iteration 11Q (4176.096157 sec): 3 clusters Score: Raw -365283.640348 + Penalty 1636.271976 = -363647.368373 nChanged 101 SP:Iteration 12Q (4176.145589 sec): 3 clusters Score: Raw -365315.630958 + Penalty 1636.271976 = -363679.358983 nChanged 74 SP:Iteration 13Q (4176.188343 sec): 3 clusters Score: Raw -365337.872858 + Penalty 1636.271976 = -363701.600882 nChanged 50 SP:Iteration 14Q (4176.237722 sec): 3 clusters Score: Raw -365354.848609 + Penalty 1636.271976 = -363718.576633 nChanged 53 SP:Iteration 15Q (4176.284333 sec): 3 clusters Score: Raw -365369.455241 + Penalty 1636.271976 = -363733.183265 nChanged 37 SP:Iteration 16Q (4176.317176 sec): 3 clusters Score: Raw -365376.315874 + Penalty 1636.271976 = -363740.043898 nChanged 29 SP:Iteration 17Q (4176.357999 sec): 3 clusters Score: Raw -365380.885244 + Penalty 1636.271976 = -363744.613268 nChanged 27 SP:Iteration 18Q (4176.402969 sec): 3 clusters Score: Raw -365387.210073 + Penalty 1636.271976 = -363750.938097 nChanged 26 SP:Iteration 19Q (4176.455430 sec): 3 clusters Score: Raw -365392.752625 + Penalty 1636.271976 = -363756.480649 nChanged 19 SP:Iteration 20F (4176.491403 sec): 3 clusters Score: Raw -365396.281232 + Penalty 1636.271976 = -363760.009257 nChanged 11 SP:Iteration 21Q (4176.544782 sec): 3 clusters Score: Raw -365397.788058 + Penalty 1636.271976 = -363761.516083 nChanged 11 SP:Iteration 22Q (4176.592926 sec): 3 clusters Score: Raw -365398.912279 + Penalty 1636.271976 = -363762.640303 nChanged 9 SP:Iteration 23Q (4176.641842 sec): 3 clusters Score: Raw -365399.738266 + Penalty 1636.271976 = -363763.466290 nChanged 4 SP:Iteration 24Q (4176.684420 sec): 3 clusters Score: Raw -365400.308197 + Penalty 1636.271976 = -363764.036221 nChanged 1 SP:Iteration 25Q (4176.733807 sec): 3 clusters Score: Raw -365400.391616 + Penalty 1636.271976 = -363764.119640 nChanged 0 SP:Iteration 26F (4176.792378 sec): 3 clusters Score: Raw -365400.391616 + Penalty 1636.271976 = -363764.119640 nChanged 0 Trying to split cluster 7 (9997 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4176.824443 sec): 2 clusters Score: Raw -753607.765787 + Penalty 874.953831 = -752732.811956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4176.868442 sec): 3 clusters Score: Raw -747641.411485 + Penalty 1749.907662 = -745891.503823 nChanged 4573 SP:Iteration 1F (4176.924404 sec): 3 clusters Score: Raw -750268.297528 + Penalty 1749.907662 = -748518.389866 nChanged 695 SP:Iteration 2F (4176.976962 sec): 3 clusters Score: Raw -750637.258494 + Penalty 1749.907662 = -748887.350832 nChanged 647 SP:Iteration 3F (4177.032084 sec): 3 clusters Score: Raw -751004.764719 + Penalty 1749.907662 = -749254.857057 nChanged 649 SP:Iteration 4F (4177.086833 sec): 3 clusters Score: Raw -751517.885089 + Penalty 1749.907662 = -749767.977426 nChanged 739 SP:Iteration 5F (4177.147538 sec): 3 clusters Score: Raw -752491.915880 + Penalty 1749.907662 = -750742.008218 nChanged 897 SP:Iteration 6F (4177.188556 sec): 3 clusters Score: Raw -754296.416178 + Penalty 1749.907662 = -752546.508515 nChanged 967 SP:Iteration 7F (4177.252694 sec): 3 clusters Score: Raw -756024.149038 + Penalty 1749.907662 = -754274.241376 nChanged 701 SP:Iteration 8F (4177.292007 sec): 3 clusters Score: Raw -756715.051041 + Penalty 1749.907662 = -754965.143379 nChanged 373 SP:Iteration 9Q (4177.341294 sec): 3 clusters Score: Raw -756997.054814 + Penalty 1749.907662 = -755247.147152 nChanged 238 SP:Iteration 10Q (4177.400520 sec): 3 clusters Score: Raw -757157.149089 + Penalty 1749.907662 = -755407.241427 nChanged 162 SP:Iteration 11Q (4177.448485 sec): 3 clusters Score: Raw -757237.437707 + Penalty 1749.907662 = -755487.530045 nChanged 97 SP:Iteration 12Q (4177.503093 sec): 3 clusters Score: Raw -757270.885868 + Penalty 1749.907662 = -755520.978206 nChanged 70 SP:Iteration 13Q (4177.561930 sec): 3 clusters Score: Raw -757293.666317 + Penalty 1749.907662 = -755543.758655 nChanged 50 SP:Iteration 14Q (4177.598765 sec): 3 clusters Score: Raw -757305.695194 + Penalty 1749.907662 = -755555.787532 nChanged 36 SP:Iteration 15Q (4177.659453 sec): 3 clusters Score: Raw -757312.613107 + Penalty 1749.907662 = -755562.705444 nChanged 29 SP:Iteration 16Q (4177.707454 sec): 3 clusters Score: Raw -757317.596094 + Penalty 1749.907662 = -755567.688432 nChanged 21 SP:Iteration 17Q (4177.757635 sec): 3 clusters Score: Raw -757320.752051 + Penalty 1749.907662 = -755570.844389 nChanged 17 SP:Iteration 18Q (4177.810310 sec): 3 clusters Score: Raw -757322.828407 + Penalty 1749.907662 = -755572.920745 nChanged 12 SP:Iteration 19Q (4177.871086 sec): 3 clusters Score: Raw -757324.368488 + Penalty 1749.907662 = -755574.460826 nChanged 12 SP:Iteration 20F (4177.928729 sec): 3 clusters Score: Raw -757325.839526 + Penalty 1749.907662 = -755575.931864 nChanged 11 SP:Iteration 21Q (4177.973540 sec): 3 clusters Score: Raw -757327.311333 + Penalty 1749.907662 = -755577.403671 nChanged 11 SP:Iteration 22Q (4178.028711 sec): 3 clusters Score: Raw -757328.477957 + Penalty 1749.907662 = -755578.570295 nChanged 4 SP:Iteration 23Q (4178.082538 sec): 3 clusters Score: Raw -757328.672637 + Penalty 1749.907662 = -755578.764975 nChanged 2 SP:Iteration 24Q (4178.135063 sec): 3 clusters Score: Raw -757328.786302 + Penalty 1749.907662 = -755578.878639 nChanged 1 SP:Iteration 25Q (4178.176957 sec): 3 clusters Score: Raw -757328.845839 + Penalty 1749.907662 = -755578.938177 nChanged 1 SP:Iteration 26Q (4178.228451 sec): 3 clusters Score: Raw -757328.984319 + Penalty 1749.907662 = -755579.076657 nChanged 0 SP:Iteration 27F (4178.283646 sec): 3 clusters Score: Raw -757328.984319 + Penalty 1749.907662 = -755579.076657 nChanged 0 Score: Raw -45496649.352002 + Penalty 26676.594507 = -45469972.757495 Splitting cluster 7 changes total score from -45452059.332796 to -45469972.757495 So it's getting split into cluster 21. Trying to split cluster 8 (21718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4184.645203 sec): 2 clusters Score: Raw -1489713.248475 + Penalty 948.660185 = -1488764.588289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4184.711027 sec): 3 clusters Score: Raw -1476282.840976 + Penalty 1897.320371 = -1474385.520606 nChanged 10029 SP:Iteration 1F (4184.787131 sec): 3 clusters Score: Raw -1482300.686978 + Penalty 1897.320371 = -1480403.366607 nChanged 1384 SP:Iteration 2F (4184.838130 sec): 3 clusters Score: Raw -1483172.186261 + Penalty 1897.320371 = -1481274.865890 nChanged 1539 SP:Iteration 3F (4184.912327 sec): 3 clusters Score: Raw -1484157.667859 + Penalty 1897.320371 = -1482260.347489 nChanged 1597 SP:Iteration 4F (4184.982411 sec): 3 clusters Score: Raw -1485142.997546 + Penalty 1897.320371 = -1483245.677175 nChanged 1447 SP:Iteration 5F (4185.053085 sec): 3 clusters Score: Raw -1485993.599868 + Penalty 1897.320371 = -1484096.279497 nChanged 1200 SP:Iteration 6F (4185.119865 sec): 3 clusters Score: Raw -1486629.291576 + Penalty 1897.320371 = -1484731.971205 nChanged 944 SP:Iteration 7Q (4185.189462 sec): 3 clusters Score: Raw -1487104.403846 + Penalty 1897.320371 = -1485207.083475 nChanged 708 SP:Iteration 8Q (4185.259516 sec): 3 clusters Score: Raw -1487505.284863 + Penalty 1897.320371 = -1485607.964492 nChanged 632 SP:Iteration 9Q (4185.332643 sec): 3 clusters Score: Raw -1487891.350788 + Penalty 1897.320371 = -1485994.030417 nChanged 585 SP:Iteration 10Q (4185.394818 sec): 3 clusters Score: Raw -1488254.437985 + Penalty 1897.320371 = -1486357.117614 nChanged 522 SP:Iteration 11Q (4185.450404 sec): 3 clusters Score: Raw -1488549.284659 + Penalty 1897.320371 = -1486651.964289 nChanged 494 SP:Iteration 12Q (4185.522158 sec): 3 clusters Score: Raw -1488796.607204 + Penalty 1897.320371 = -1486899.286833 nChanged 451 SP:Iteration 13Q (4185.585073 sec): 3 clusters Score: Raw -1489003.814592 + Penalty 1897.320371 = -1487106.494221 nChanged 421 SP:Iteration 14Q (4185.662391 sec): 3 clusters Score: Raw -1489199.073569 + Penalty 1897.320371 = -1487301.753198 nChanged 424 SP:Iteration 15Q (4185.722768 sec): 3 clusters Score: Raw -1489419.325207 + Penalty 1897.320371 = -1487522.004836 nChanged 412 SP:Iteration 16Q (4185.800086 sec): 3 clusters Score: Raw -1489640.672357 + Penalty 1897.320371 = -1487743.351986 nChanged 363 SP:Iteration 17Q (4185.882833 sec): 3 clusters Score: Raw -1489854.220999 + Penalty 1897.320371 = -1487956.900629 nChanged 328 SP:Iteration 18Q (4185.949612 sec): 3 clusters Score: Raw -1490050.787624 + Penalty 1897.320371 = -1488153.467253 nChanged 298 SP:Iteration 19Q (4186.007310 sec): 3 clusters Score: Raw -1490220.136461 + Penalty 1897.320371 = -1488322.816090 nChanged 237 SP:Iteration 20F (4186.081815 sec): 3 clusters Score: Raw -1490343.224522 + Penalty 1897.320371 = -1488445.904151 nChanged 201 SP:Iteration 21Q (4186.148578 sec): 3 clusters Score: Raw -1490431.344425 + Penalty 1897.320371 = -1488534.024054 nChanged 142 SP:Iteration 22Q (4186.219652 sec): 3 clusters Score: Raw -1490485.207134 + Penalty 1897.320371 = -1488587.886763 nChanged 118 SP:Iteration 23Q (4186.288003 sec): 3 clusters Score: Raw -1490523.683602 + Penalty 1897.320371 = -1488626.363231 nChanged 105 SP:Iteration 24Q (4186.350106 sec): 3 clusters Score: Raw -1490552.098868 + Penalty 1897.320371 = -1488654.778497 nChanged 80 SP:Iteration 25Q (4186.409859 sec): 3 clusters Score: Raw -1490569.971752 + Penalty 1897.320371 = -1488672.651381 nChanged 65 SP:Iteration 26Q (4186.470735 sec): 3 clusters Score: Raw -1490582.977614 + Penalty 1897.320371 = -1488685.657243 nChanged 56 SP:Iteration 27Q (4186.536485 sec): 3 clusters Score: Raw -1490593.443215 + Penalty 1897.320371 = -1488696.122844 nChanged 42 SP:Iteration 28Q (4186.607674 sec): 3 clusters Score: Raw -1490600.436410 + Penalty 1897.320371 = -1488703.116039 nChanged 33 SP:Iteration 29Q (4186.677623 sec): 3 clusters Score: Raw -1490605.933113 + Penalty 1897.320371 = -1488708.612742 nChanged 26 SP:Iteration 30Q (4186.737603 sec): 3 clusters Score: Raw -1490609.357966 + Penalty 1897.320371 = -1488712.037595 nChanged 17 SP:Iteration 31Q (4186.805929 sec): 3 clusters Score: Raw -1490611.229781 + Penalty 1897.320371 = -1488713.909410 nChanged 11 SP:Iteration 32Q (4186.861416 sec): 3 clusters Score: Raw -1490612.541517 + Penalty 1897.320371 = -1488715.221146 nChanged 12 SP:Iteration 33Q (4186.931866 sec): 3 clusters Score: Raw -1490613.846649 + Penalty 1897.320371 = -1488716.526279 nChanged 7 SP:Iteration 34Q (4186.990974 sec): 3 clusters Score: Raw -1490614.583692 + Penalty 1897.320371 = -1488717.263321 nChanged 7 SP:Iteration 35Q (4187.063661 sec): 3 clusters Score: Raw -1490615.286635 + Penalty 1897.320371 = -1488717.966264 nChanged 9 SP:Iteration 36Q (4187.129971 sec): 3 clusters Score: Raw -1490616.018859 + Penalty 1897.320371 = -1488718.698488 nChanged 7 SP:Iteration 37Q (4187.206052 sec): 3 clusters Score: Raw -1490616.699123 + Penalty 1897.320371 = -1488719.378752 nChanged 11 SP:Iteration 38Q (4187.277168 sec): 3 clusters Score: Raw -1490617.912028 + Penalty 1897.320371 = -1488720.591657 nChanged 5 SP:Iteration 39Q (4187.349965 sec): 3 clusters Score: Raw -1490618.348232 + Penalty 1897.320371 = -1488721.027861 nChanged 7 SP:Iteration 40F (4187.425979 sec): 3 clusters Score: Raw -1490619.036991 + Penalty 1897.320371 = -1488721.716620 nChanged 8 SP:Iteration 41Q (4187.498594 sec): 3 clusters Score: Raw -1490619.698790 + Penalty 1897.320371 = -1488722.378419 nChanged 7 SP:Iteration 42Q (4187.571149 sec): 3 clusters Score: Raw -1490620.322376 + Penalty 1897.320371 = -1488723.002005 nChanged 9 SP:Iteration 43Q (4187.641477 sec): 3 clusters Score: Raw -1490621.155424 + Penalty 1897.320371 = -1488723.835053 nChanged 11 SP:Iteration 44Q (4187.714216 sec): 3 clusters Score: Raw -1490622.082719 + Penalty 1897.320371 = -1488724.762348 nChanged 19 SP:Iteration 45Q (4187.786631 sec): 3 clusters Score: Raw -1490623.927782 + Penalty 1897.320371 = -1488726.607411 nChanged 17 SP:Iteration 46Q (4187.858849 sec): 3 clusters Score: Raw -1490626.199911 + Penalty 1897.320371 = -1488728.879540 nChanged 16 SP:Iteration 47Q (4187.920320 sec): 3 clusters Score: Raw -1490628.206262 + Penalty 1897.320371 = -1488730.885891 nChanged 14 SP:Iteration 48Q (4187.992357 sec): 3 clusters Score: Raw -1490629.508485 + Penalty 1897.320371 = -1488732.188114 nChanged 13 SP:Iteration 49Q (4188.074389 sec): 3 clusters Score: Raw -1490631.580534 + Penalty 1897.320371 = -1488734.260163 nChanged 14 SP:Iteration 50Q (4188.137740 sec): 3 clusters Score: Raw -1490633.376715 + Penalty 1897.320371 = -1488736.056344 nChanged 11 SP:Iteration 51Q (4188.216463 sec): 3 clusters Score: Raw -1490634.630149 + Penalty 1897.320371 = -1488737.309778 nChanged 11 SP:Iteration 52Q (4188.279223 sec): 3 clusters Score: Raw -1490635.741544 + Penalty 1897.320371 = -1488738.421173 nChanged 12 SP:Iteration 53Q (4188.353457 sec): 3 clusters Score: Raw -1490638.025473 + Penalty 1897.320371 = -1488740.705102 nChanged 14 SP:Iteration 54Q (4188.432277 sec): 3 clusters Score: Raw -1490641.151413 + Penalty 1897.320371 = -1488743.831042 nChanged 14 SP:Iteration 55Q (4188.504646 sec): 3 clusters Score: Raw -1490644.273087 + Penalty 1897.320371 = -1488746.952716 nChanged 21 SP:Iteration 56Q (4188.576615 sec): 3 clusters Score: Raw -1490647.133390 + Penalty 1897.320371 = -1488749.813019 nChanged 18 SP:Iteration 57Q (4188.649199 sec): 3 clusters Score: Raw -1490649.656133 + Penalty 1897.320371 = -1488752.335762 nChanged 20 SP:Iteration 58Q (4188.712538 sec): 3 clusters Score: Raw -1490652.645438 + Penalty 1897.320371 = -1488755.325067 nChanged 22 SP:Iteration 59Q (4188.778755 sec): 3 clusters Score: Raw -1490656.135707 + Penalty 1897.320371 = -1488758.815336 nChanged 21 SP:Iteration 60F (4188.864689 sec): 3 clusters Score: Raw -1490658.401355 + Penalty 1897.320371 = -1488761.080984 nChanged 8 SP:Iteration 61Q (4188.934375 sec): 3 clusters Score: Raw -1490658.972902 + Penalty 1897.320371 = -1488761.652531 nChanged 6 SP:Iteration 62Q (4189.004167 sec): 3 clusters Score: Raw -1490660.019293 + Penalty 1897.320371 = -1488762.698923 nChanged 11 SP:Iteration 63Q (4189.067982 sec): 3 clusters Score: Raw -1490663.245804 + Penalty 1897.320371 = -1488765.925433 nChanged 17 SP:Iteration 64Q (4189.142536 sec): 3 clusters Score: Raw -1490667.032819 + Penalty 1897.320371 = -1488769.712448 nChanged 17 SP:Iteration 65Q (4189.214924 sec): 3 clusters Score: Raw -1490669.792529 + Penalty 1897.320371 = -1488772.472158 nChanged 14 SP:Iteration 66Q (4189.277125 sec): 3 clusters Score: Raw -1490671.284095 + Penalty 1897.320371 = -1488773.963724 nChanged 8 SP:Iteration 67Q (4189.358224 sec): 3 clusters Score: Raw -1490671.916550 + Penalty 1897.320371 = -1488774.596179 nChanged 4 SP:Iteration 68Q (4189.429084 sec): 3 clusters Score: Raw -1490672.275460 + Penalty 1897.320371 = -1488774.955089 nChanged 2 SP:Iteration 69Q (4189.500300 sec): 3 clusters Score: Raw -1490672.793497 + Penalty 1897.320371 = -1488775.473126 nChanged 4 SP:Iteration 70Q (4189.572517 sec): 3 clusters Score: Raw -1490673.209067 + Penalty 1897.320371 = -1488775.888696 nChanged 1 SP:Iteration 71Q (4189.644135 sec): 3 clusters Score: Raw -1490673.291304 + Penalty 1897.320371 = -1488775.970934 nChanged 2 SP:Iteration 72Q (4189.705504 sec): 3 clusters Score: Raw -1490673.392060 + Penalty 1897.320371 = -1488776.071689 nChanged 0 SP:Iteration 73F (4189.783962 sec): 3 clusters Score: Raw -1490673.392060 + Penalty 1897.320371 = -1488776.071689 nChanged 0 Score: Raw -45497609.495587 + Penalty 27946.908531 = -45469662.587056 Splitting cluster 8 changes total score from -45452059.332796 to -45469662.587056 So it's getting split into cluster 22. Trying to split cluster 9 (17956 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4196.513520 sec): 2 clusters Score: Raw -1277676.113828 + Penalty 930.589562 = -1276745.524266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4196.549278 sec): 3 clusters Score: Raw -1266524.639151 + Penalty 1861.179124 = -1264663.460027 nChanged 8326 SP:Iteration 1F (4196.583318 sec): 3 clusters Score: Raw -1272563.879287 + Penalty 1861.179124 = -1270702.700163 nChanged 1782 SP:Iteration 2F (4196.630584 sec): 3 clusters Score: Raw -1274656.728103 + Penalty 1861.179124 = -1272795.548979 nChanged 1829 SP:Iteration 3F (4196.662944 sec): 3 clusters Score: Raw -1277417.483328 + Penalty 1861.179124 = -1275556.304204 nChanged 1671 SP:Iteration 4F (4196.743903 sec): 3 clusters Score: Raw -1279843.446840 + Penalty 1861.179124 = -1277982.267716 nChanged 1364 SP:Iteration 5F (4196.806180 sec): 3 clusters Score: Raw -1281501.531834 + Penalty 1861.179124 = -1279640.352710 nChanged 953 SP:Iteration 6F (4196.876285 sec): 3 clusters Score: Raw -1282495.783895 + Penalty 1861.179124 = -1280634.604771 nChanged 763 SP:Iteration 7Q (4196.947955 sec): 3 clusters Score: Raw -1283243.664030 + Penalty 1861.179124 = -1281382.484906 nChanged 670 SP:Iteration 8Q (4197.006709 sec): 3 clusters Score: Raw -1283915.372817 + Penalty 1861.179124 = -1282054.193694 nChanged 587 SP:Iteration 9Q (4197.060237 sec): 3 clusters Score: Raw -1284521.090058 + Penalty 1861.179124 = -1282659.910934 nChanged 538 SP:Iteration 10Q (4197.122369 sec): 3 clusters Score: Raw -1285083.598637 + Penalty 1861.179124 = -1283222.419513 nChanged 477 SP:Iteration 11Q (4197.183481 sec): 3 clusters Score: Raw -1285566.577519 + Penalty 1861.179124 = -1283705.398395 nChanged 411 SP:Iteration 12Q (4197.244387 sec): 3 clusters Score: Raw -1285972.182438 + Penalty 1861.179124 = -1284111.003314 nChanged 346 SP:Iteration 13Q (4197.309978 sec): 3 clusters Score: Raw -1286307.891913 + Penalty 1861.179124 = -1284446.712789 nChanged 296 SP:Iteration 14Q (4197.372011 sec): 3 clusters Score: Raw -1286568.843268 + Penalty 1861.179124 = -1284707.664144 nChanged 257 SP:Iteration 15Q (4197.425000 sec): 3 clusters Score: Raw -1286776.231800 + Penalty 1861.179124 = -1284915.052676 nChanged 255 SP:Iteration 16Q (4197.485481 sec): 3 clusters Score: Raw -1286990.601813 + Penalty 1861.179124 = -1285129.422689 nChanged 208 SP:Iteration 17Q (4197.544111 sec): 3 clusters Score: Raw -1287150.076410 + Penalty 1861.179124 = -1285288.897286 nChanged 161 SP:Iteration 18Q (4197.603741 sec): 3 clusters Score: Raw -1287240.628085 + Penalty 1861.179124 = -1285379.448961 nChanged 109 SP:Iteration 19Q (4197.658951 sec): 3 clusters Score: Raw -1287290.645790 + Penalty 1861.179124 = -1285429.466666 nChanged 91 SP:Iteration 20F (4197.723754 sec): 3 clusters Score: Raw -1287330.054481 + Penalty 1861.179124 = -1285468.875358 nChanged 79 SP:Iteration 21Q (4197.781194 sec): 3 clusters Score: Raw -1287361.528407 + Penalty 1861.179124 = -1285500.349283 nChanged 64 SP:Iteration 22Q (4197.843983 sec): 3 clusters Score: Raw -1287385.090886 + Penalty 1861.179124 = -1285523.911762 nChanged 43 SP:Iteration 23Q (4197.907806 sec): 3 clusters Score: Raw -1287394.589831 + Penalty 1861.179124 = -1285533.410707 nChanged 25 SP:Iteration 24Q (4197.971523 sec): 3 clusters Score: Raw -1287399.166408 + Penalty 1861.179124 = -1285537.987285 nChanged 19 SP:Iteration 25Q (4198.031353 sec): 3 clusters Score: Raw -1287402.486227 + Penalty 1861.179124 = -1285541.307103 nChanged 16 SP:Iteration 26Q (4198.093387 sec): 3 clusters Score: Raw -1287405.176890 + Penalty 1861.179124 = -1285543.997766 nChanged 16 SP:Iteration 27Q (4198.167432 sec): 3 clusters Score: Raw -1287407.937382 + Penalty 1861.179124 = -1285546.758258 nChanged 11 SP:Iteration 28Q (4198.223209 sec): 3 clusters Score: Raw -1287409.126377 + Penalty 1861.179124 = -1285547.947253 nChanged 4 SP:Iteration 29Q (4198.281509 sec): 3 clusters Score: Raw -1287409.437496 + Penalty 1861.179124 = -1285548.258372 nChanged 2 SP:Iteration 30Q (4198.335180 sec): 3 clusters Score: Raw -1287409.540475 + Penalty 1861.179124 = -1285548.361351 nChanged 1 SP:Iteration 31Q (4198.389217 sec): 3 clusters Score: Raw -1287409.601250 + Penalty 1861.179124 = -1285548.422126 nChanged 1 SP:Iteration 32Q (4198.442839 sec): 3 clusters Score: Raw -1287409.702175 + Penalty 1861.179124 = -1285548.523051 nChanged 1 SP:Iteration 33Q (4198.506849 sec): 3 clusters Score: Raw -1287409.820181 + Penalty 1861.179124 = -1285548.641057 nChanged 2 SP:Iteration 34Q (4198.564895 sec): 3 clusters Score: Raw -1287409.966117 + Penalty 1861.179124 = -1285548.786994 nChanged 2 SP:Iteration 35Q (4198.617645 sec): 3 clusters Score: Raw -1287410.079942 + Penalty 1861.179124 = -1285548.900818 nChanged 2 SP:Iteration 36Q (4198.676936 sec): 3 clusters Score: Raw -1287410.286200 + Penalty 1861.179124 = -1285549.107076 nChanged 2 SP:Iteration 37Q (4198.728458 sec): 3 clusters Score: Raw -1287410.613400 + Penalty 1861.179124 = -1285549.434276 nChanged 2 SP:Iteration 38Q (4198.790763 sec): 3 clusters Score: Raw -1287410.976327 + Penalty 1861.179124 = -1285549.797203 nChanged 4 SP:Iteration 39Q (4198.847742 sec): 3 clusters Score: Raw -1287411.372815 + Penalty 1861.179124 = -1285550.193691 nChanged 4 SP:Iteration 40F (4198.898149 sec): 3 clusters Score: Raw -1287411.975919 + Penalty 1861.179124 = -1285550.796795 nChanged 1 SP:Iteration 41Q (4198.959750 sec): 3 clusters Score: Raw -1287412.014116 + Penalty 1861.179124 = -1285550.834992 nChanged 0 SP:Iteration 42F (4199.018065 sec): 3 clusters Score: Raw -1287412.014116 + Penalty 1861.179124 = -1285550.834992 nChanged 0 Score: Raw -45507345.395875 + Penalty 29217.222555 = -45478128.173320 Splitting cluster 9 changes total score from -45452059.332796 to -45478128.173320 So it's getting split into cluster 23. Trying to split cluster 11 (19140 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4206.400261 sec): 2 clusters Score: Raw -1239264.418797 + Penalty 936.655888 = -1238327.762909 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4206.472390 sec): 3 clusters Score: Raw -1227336.292691 + Penalty 1873.311776 = -1225462.980915 nChanged 8954 SP:Iteration 1F (4206.535451 sec): 3 clusters Score: Raw -1232415.593394 + Penalty 1873.311776 = -1230542.281618 nChanged 1001 SP:Iteration 2F (4206.588298 sec): 3 clusters Score: Raw -1232854.864003 + Penalty 1873.311776 = -1230981.552227 nChanged 1027 SP:Iteration 3F (4206.650541 sec): 3 clusters Score: Raw -1233391.305318 + Penalty 1873.311776 = -1231517.993542 nChanged 1115 SP:Iteration 4F (4206.716872 sec): 3 clusters Score: Raw -1234067.871914 + Penalty 1873.311776 = -1232194.560138 nChanged 1174 SP:Iteration 5F (4206.785869 sec): 3 clusters Score: Raw -1234817.064792 + Penalty 1873.311776 = -1232943.753016 nChanged 1176 SP:Iteration 6F (4206.845691 sec): 3 clusters Score: Raw -1235552.640382 + Penalty 1873.311776 = -1233679.328606 nChanged 1085 SP:Iteration 7F (4206.912251 sec): 3 clusters Score: Raw -1236229.822580 + Penalty 1873.311776 = -1234356.510803 nChanged 979 SP:Iteration 8F (4206.979675 sec): 3 clusters Score: Raw -1236829.627675 + Penalty 1873.311776 = -1234956.315899 nChanged 850 SP:Iteration 9Q (4207.041837 sec): 3 clusters Score: Raw -1237383.593748 + Penalty 1873.311776 = -1235510.281971 nChanged 712 SP:Iteration 10Q (4207.106124 sec): 3 clusters Score: Raw -1237835.649038 + Penalty 1873.311776 = -1235962.337262 nChanged 614 SP:Iteration 11Q (4207.169768 sec): 3 clusters Score: Raw -1238199.177792 + Penalty 1873.311776 = -1236325.866016 nChanged 503 SP:Iteration 12Q (4207.228125 sec): 3 clusters Score: Raw -1238483.135287 + Penalty 1873.311776 = -1236609.823511 nChanged 429 SP:Iteration 13Q (4207.293254 sec): 3 clusters Score: Raw -1238730.787699 + Penalty 1873.311776 = -1236857.475922 nChanged 384 SP:Iteration 14Q (4207.347868 sec): 3 clusters Score: Raw -1238930.756715 + Penalty 1873.311776 = -1237057.444938 nChanged 326 SP:Iteration 15Q (4207.414764 sec): 3 clusters Score: Raw -1239088.770439 + Penalty 1873.311776 = -1237215.458663 nChanged 278 SP:Iteration 16Q (4207.475895 sec): 3 clusters Score: Raw -1239223.538018 + Penalty 1873.311776 = -1237350.226242 nChanged 249 SP:Iteration 17Q (4207.554764 sec): 3 clusters Score: Raw -1239338.888150 + Penalty 1873.311776 = -1237465.576374 nChanged 222 SP:Iteration 18Q (4207.609524 sec): 3 clusters Score: Raw -1239441.809524 + Penalty 1873.311776 = -1237568.497748 nChanged 214 SP:Iteration 19Q (4207.667576 sec): 3 clusters Score: Raw -1239534.419329 + Penalty 1873.311776 = -1237661.107552 nChanged 175 SP:Iteration 20F (4207.740375 sec): 3 clusters Score: Raw -1239600.826297 + Penalty 1873.311776 = -1237727.514521 nChanged 155 SP:Iteration 21Q (4207.797731 sec): 3 clusters Score: Raw -1239660.453836 + Penalty 1873.311776 = -1237787.142059 nChanged 132 SP:Iteration 22Q (4207.862242 sec): 3 clusters Score: Raw -1239708.144785 + Penalty 1873.311776 = -1237834.833009 nChanged 131 SP:Iteration 23Q (4207.922371 sec): 3 clusters Score: Raw -1239758.090318 + Penalty 1873.311776 = -1237884.778542 nChanged 116 SP:Iteration 24Q (4207.989973 sec): 3 clusters Score: Raw -1239795.718344 + Penalty 1873.311776 = -1237922.406568 nChanged 86 SP:Iteration 25Q (4208.065378 sec): 3 clusters Score: Raw -1239822.966332 + Penalty 1873.311776 = -1237949.654555 nChanged 85 SP:Iteration 26Q (4208.127155 sec): 3 clusters Score: Raw -1239847.462264 + Penalty 1873.311776 = -1237974.150488 nChanged 88 SP:Iteration 27Q (4208.188664 sec): 3 clusters Score: Raw -1239871.821409 + Penalty 1873.311776 = -1237998.509632 nChanged 72 SP:Iteration 28Q (4208.246216 sec): 3 clusters Score: Raw -1239893.115630 + Penalty 1873.311776 = -1238019.803854 nChanged 71 SP:Iteration 29Q (4208.313115 sec): 3 clusters Score: Raw -1239910.441614 + Penalty 1873.311776 = -1238037.129838 nChanged 63 SP:Iteration 30Q (4208.366979 sec): 3 clusters Score: Raw -1239926.658024 + Penalty 1873.311776 = -1238053.346248 nChanged 60 SP:Iteration 31Q (4208.425923 sec): 3 clusters Score: Raw -1239938.714826 + Penalty 1873.311776 = -1238065.403050 nChanged 50 SP:Iteration 32Q (4208.486047 sec): 3 clusters Score: Raw -1239948.383973 + Penalty 1873.311776 = -1238075.072197 nChanged 37 SP:Iteration 33Q (4208.546910 sec): 3 clusters Score: Raw -1239954.289789 + Penalty 1873.311776 = -1238080.978013 nChanged 36 SP:Iteration 34Q (4208.620749 sec): 3 clusters Score: Raw -1239960.881806 + Penalty 1873.311776 = -1238087.570030 nChanged 33 SP:Iteration 35Q (4208.684305 sec): 3 clusters Score: Raw -1239965.723970 + Penalty 1873.311776 = -1238092.412194 nChanged 27 SP:Iteration 36Q (4208.745817 sec): 3 clusters Score: Raw -1239969.625185 + Penalty 1873.311776 = -1238096.313409 nChanged 23 SP:Iteration 37Q (4208.813730 sec): 3 clusters Score: Raw -1239972.581029 + Penalty 1873.311776 = -1238099.269253 nChanged 10 SP:Iteration 38Q (4208.870235 sec): 3 clusters Score: Raw -1239973.740259 + Penalty 1873.311776 = -1238100.428482 nChanged 15 SP:Iteration 39Q (4208.939739 sec): 3 clusters Score: Raw -1239975.514723 + Penalty 1873.311776 = -1238102.202947 nChanged 10 SP:Iteration 40F (4208.992828 sec): 3 clusters Score: Raw -1239976.621615 + Penalty 1873.311776 = -1238103.309839 nChanged 10 SP:Iteration 41Q (4209.063594 sec): 3 clusters Score: Raw -1239977.409751 + Penalty 1873.311776 = -1238104.097975 nChanged 10 SP:Iteration 42Q (4209.110005 sec): 3 clusters Score: Raw -1239978.834810 + Penalty 1873.311776 = -1238105.523034 nChanged 11 SP:Iteration 43Q (4209.173332 sec): 3 clusters Score: Raw -1239979.819345 + Penalty 1873.311776 = -1238106.507569 nChanged 10 SP:Iteration 44Q (4209.240452 sec): 3 clusters Score: Raw -1239981.108610 + Penalty 1873.311776 = -1238107.796834 nChanged 7 SP:Iteration 45Q (4209.294217 sec): 3 clusters Score: Raw -1239981.744272 + Penalty 1873.311776 = -1238108.432495 nChanged 3 SP:Iteration 46Q (4209.333515 sec): 3 clusters Score: Raw -1239981.866731 + Penalty 1873.311776 = -1238108.554954 nChanged 4 SP:Iteration 47Q (4209.391568 sec): 3 clusters Score: Raw -1239982.256396 + Penalty 1873.311776 = -1238108.944619 nChanged 2 SP:Iteration 48Q (4209.453260 sec): 3 clusters Score: Raw -1239982.412588 + Penalty 1873.311776 = -1238109.100812 nChanged 2 SP:Iteration 49Q (4209.496656 sec): 3 clusters Score: Raw -1239982.592023 + Penalty 1873.311776 = -1238109.280247 nChanged 1 SP:Iteration 50Q (4209.566538 sec): 3 clusters Score: Raw -1239982.705301 + Penalty 1873.311776 = -1238109.393524 nChanged 2 SP:Iteration 51Q (4209.616897 sec): 3 clusters Score: Raw -1239982.855754 + Penalty 1873.311776 = -1238109.543977 nChanged 2 SP:Iteration 52Q (4209.671582 sec): 3 clusters Score: Raw -1239983.067058 + Penalty 1873.311776 = -1238109.755282 nChanged 0 SP:Iteration 53F (4209.750808 sec): 3 clusters Score: Raw -1239983.067058 + Penalty 1873.311776 = -1238109.755282 nChanged 0 Trying to split cluster 12 (9589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4209.782185 sec): 2 clusters Score: Raw -655741.046493 + Penalty 870.995329 = -654870.051164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4209.836625 sec): 3 clusters Score: Raw -650083.646152 + Penalty 1741.990659 = -648341.655493 nChanged 4316 SP:Iteration 1F (4209.888619 sec): 3 clusters Score: Raw -652832.925427 + Penalty 1741.990659 = -651090.934768 nChanged 906 SP:Iteration 2F (4209.934864 sec): 3 clusters Score: Raw -653808.543660 + Penalty 1741.990659 = -652066.553001 nChanged 983 SP:Iteration 3F (4209.989558 sec): 3 clusters Score: Raw -655074.857737 + Penalty 1741.990659 = -653332.867078 nChanged 942 SP:Iteration 4F (4210.040669 sec): 3 clusters Score: Raw -656118.388936 + Penalty 1741.990659 = -654376.398278 nChanged 700 SP:Iteration 5F (4210.097772 sec): 3 clusters Score: Raw -656754.746045 + Penalty 1741.990659 = -655012.755386 nChanged 476 SP:Iteration 6Q (4210.147035 sec): 3 clusters Score: Raw -657113.307464 + Penalty 1741.990659 = -655371.316805 nChanged 343 SP:Iteration 7Q (4210.191759 sec): 3 clusters Score: Raw -657325.571930 + Penalty 1741.990659 = -655583.581271 nChanged 230 SP:Iteration 8Q (4210.251563 sec): 3 clusters Score: Raw -657431.840187 + Penalty 1741.990659 = -655689.849528 nChanged 141 SP:Iteration 9Q (4210.299320 sec): 3 clusters Score: Raw -657486.202718 + Penalty 1741.990659 = -655744.212060 nChanged 114 SP:Iteration 10Q (4210.322583 sec): 3 clusters Score: Raw -657523.925834 + Penalty 1741.990659 = -655781.935176 nChanged 88 SP:Iteration 11Q (4210.378511 sec): 3 clusters Score: Raw -657556.430973 + Penalty 1741.990659 = -655814.440314 nChanged 88 SP:Iteration 12Q (4210.425623 sec): 3 clusters Score: Raw -657592.201895 + Penalty 1741.990659 = -655850.211237 nChanged 99 SP:Iteration 13Q (4210.485375 sec): 3 clusters Score: Raw -657631.971808 + Penalty 1741.990659 = -655889.981150 nChanged 90 SP:Iteration 14Q (4210.532596 sec): 3 clusters Score: Raw -657665.825874 + Penalty 1741.990659 = -655923.835215 nChanged 78 SP:Iteration 15Q (4210.579822 sec): 3 clusters Score: Raw -657693.566085 + Penalty 1741.990659 = -655951.575426 nChanged 73 SP:Iteration 16Q (4210.636437 sec): 3 clusters Score: Raw -657717.499315 + Penalty 1741.990659 = -655975.508656 nChanged 53 SP:Iteration 17Q (4210.682756 sec): 3 clusters Score: Raw -657729.339206 + Penalty 1741.990659 = -655987.348547 nChanged 43 SP:Iteration 18Q (4210.741558 sec): 3 clusters Score: Raw -657739.982784 + Penalty 1741.990659 = -655997.992126 nChanged 36 SP:Iteration 19Q (4210.794667 sec): 3 clusters Score: Raw -657747.766063 + Penalty 1741.990659 = -656005.775405 nChanged 35 SP:Iteration 20F (4210.856195 sec): 3 clusters Score: Raw -657753.597738 + Penalty 1741.990659 = -656011.607079 nChanged 32 SP:Iteration 21Q (4210.910122 sec): 3 clusters Score: Raw -657760.259877 + Penalty 1741.990659 = -656018.269218 nChanged 25 SP:Iteration 22Q (4210.951510 sec): 3 clusters Score: Raw -657763.954227 + Penalty 1741.990659 = -656021.963569 nChanged 19 SP:Iteration 23Q (4210.977535 sec): 3 clusters Score: Raw -657766.339793 + Penalty 1741.990659 = -656024.349134 nChanged 18 SP:Iteration 24Q (4211.036299 sec): 3 clusters Score: Raw -657769.758407 + Penalty 1741.990659 = -656027.767749 nChanged 16 SP:Iteration 25Q (4211.092602 sec): 3 clusters Score: Raw -657771.653466 + Penalty 1741.990659 = -656029.662808 nChanged 9 SP:Iteration 26Q (4211.149411 sec): 3 clusters Score: Raw -657772.568427 + Penalty 1741.990659 = -656030.577769 nChanged 8 SP:Iteration 27Q (4211.190049 sec): 3 clusters Score: Raw -657773.709204 + Penalty 1741.990659 = -656031.718545 nChanged 8 SP:Iteration 28Q (4211.248591 sec): 3 clusters Score: Raw -657774.628201 + Penalty 1741.990659 = -656032.637542 nChanged 6 SP:Iteration 29Q (4211.288142 sec): 3 clusters Score: Raw -657775.132671 + Penalty 1741.990659 = -656033.142012 nChanged 3 SP:Iteration 30Q (4211.340975 sec): 3 clusters Score: Raw -657775.369266 + Penalty 1741.990659 = -656033.378608 nChanged 4 SP:Iteration 31Q (4211.390642 sec): 3 clusters Score: Raw -657775.696437 + Penalty 1741.990659 = -656033.705778 nChanged 4 SP:Iteration 32Q (4211.450493 sec): 3 clusters Score: Raw -657776.075607 + Penalty 1741.990659 = -656034.084948 nChanged 4 SP:Iteration 33Q (4211.501783 sec): 3 clusters Score: Raw -657776.302612 + Penalty 1741.990659 = -656034.311953 nChanged 1 SP:Iteration 34Q (4211.565012 sec): 3 clusters Score: Raw -657776.326888 + Penalty 1741.990659 = -656034.336230 nChanged 1 SP:Iteration 35Q (4211.603592 sec): 3 clusters Score: Raw -657776.369757 + Penalty 1741.990659 = -656034.379098 nChanged 1 SP:Iteration 36Q (4211.660703 sec): 3 clusters Score: Raw -657776.388567 + Penalty 1741.990659 = -656034.397909 nChanged 0 SP:Iteration 37F (4211.722310 sec): 3 clusters Score: Raw -657776.388567 + Penalty 1741.990659 = -656034.397909 nChanged 0 Score: Raw -45509380.737950 + Penalty 30487.536579 = -45478893.201370 Splitting cluster 12 changes total score from -45452059.332796 to -45478893.201370 So it's getting split into cluster 24. Trying to split cluster 13 (102869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4219.081304 sec): 2 clusters Score: Raw -7518647.588057 + Penalty 1096.415103 = -7517551.172954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4219.252298 sec): 3 clusters Score: Raw -7450510.481136 + Penalty 2192.830206 = -7448317.650930 nChanged 49747 SP:Iteration 1F (4219.414833 sec): 3 clusters Score: Raw -7481477.346525 + Penalty 2192.830206 = -7479284.516318 nChanged 6701 SP:Iteration 2F (4219.580643 sec): 3 clusters Score: Raw -7486046.921654 + Penalty 2192.830206 = -7483854.091448 nChanged 8403 SP:Iteration 3F (4219.746963 sec): 3 clusters Score: Raw -7493937.236806 + Penalty 2192.830206 = -7491744.406599 nChanged 9618 SP:Iteration 4F (4219.909335 sec): 3 clusters Score: Raw -7503697.509333 + Penalty 2192.830206 = -7501504.679126 nChanged 8964 SP:Iteration 5F (4220.072690 sec): 3 clusters Score: Raw -7511912.167039 + Penalty 2192.830206 = -7509719.336833 nChanged 6764 SP:Iteration 6F (4220.235407 sec): 3 clusters Score: Raw -7517150.766385 + Penalty 2192.830206 = -7514957.936179 nChanged 4523 SP:Iteration 7Q (4220.405687 sec): 3 clusters Score: Raw -7520105.656043 + Penalty 2192.830206 = -7517912.825836 nChanged 2968 SP:Iteration 8Q (4220.571123 sec): 3 clusters Score: Raw -7521585.758561 + Penalty 2192.830206 = -7519392.928355 nChanged 1944 SP:Iteration 9Q (4220.747913 sec): 3 clusters Score: Raw -7522305.463438 + Penalty 2192.830206 = -7520112.633231 nChanged 1362 SP:Iteration 10Q (4220.929081 sec): 3 clusters Score: Raw -7522676.450834 + Penalty 2192.830206 = -7520483.620628 nChanged 944 SP:Iteration 11Q (4221.096200 sec): 3 clusters Score: Raw -7522868.484138 + Penalty 2192.830206 = -7520675.653931 nChanged 717 SP:Iteration 12Q (4221.280106 sec): 3 clusters Score: Raw -7522986.794537 + Penalty 2192.830206 = -7520793.964330 nChanged 585 SP:Iteration 13Q (4221.452782 sec): 3 clusters Score: Raw -7523065.198798 + Penalty 2192.830206 = -7520872.368591 nChanged 472 SP:Iteration 14Q (4221.628796 sec): 3 clusters Score: Raw -7523117.154858 + Penalty 2192.830206 = -7520924.324652 nChanged 357 SP:Iteration 15Q (4221.805492 sec): 3 clusters Score: Raw -7523154.829498 + Penalty 2192.830206 = -7520961.999291 nChanged 294 SP:Iteration 16Q (4221.974228 sec): 3 clusters Score: Raw -7523181.212344 + Penalty 2192.830206 = -7520988.382138 nChanged 235 SP:Iteration 17Q (4222.150364 sec): 3 clusters Score: Raw -7523197.620638 + Penalty 2192.830206 = -7521004.790431 nChanged 209 SP:Iteration 18Q (4222.332694 sec): 3 clusters Score: Raw -7523210.835493 + Penalty 2192.830206 = -7521018.005287 nChanged 184 SP:Iteration 19Q (4222.503885 sec): 3 clusters Score: Raw -7523222.906684 + Penalty 2192.830206 = -7521030.076478 nChanged 171 SP:Iteration 20F (4222.675267 sec): 3 clusters Score: Raw -7523234.121924 + Penalty 2192.830206 = -7521041.291717 nChanged 155 SP:Iteration 21Q (4222.859917 sec): 3 clusters Score: Raw -7523244.235164 + Penalty 2192.830206 = -7521051.404958 nChanged 151 SP:Iteration 22Q (4223.028840 sec): 3 clusters Score: Raw -7523254.570980 + Penalty 2192.830206 = -7521061.740774 nChanged 139 SP:Iteration 23Q (4223.197738 sec): 3 clusters Score: Raw -7523263.967360 + Penalty 2192.830206 = -7521071.137153 nChanged 145 SP:Iteration 24Q (4223.376569 sec): 3 clusters Score: Raw -7523275.302700 + Penalty 2192.830206 = -7521082.472494 nChanged 153 SP:Iteration 25Q (4223.547732 sec): 3 clusters Score: Raw -7523286.249930 + Penalty 2192.830206 = -7521093.419724 nChanged 150 SP:Iteration 26Q (4223.726299 sec): 3 clusters Score: Raw -7523296.122982 + Penalty 2192.830206 = -7521103.292776 nChanged 140 SP:Iteration 27Q (4223.904559 sec): 3 clusters Score: Raw -7523304.445501 + Penalty 2192.830206 = -7521111.615295 nChanged 136 SP:Iteration 28Q (4224.079543 sec): 3 clusters Score: Raw -7523311.656868 + Penalty 2192.830206 = -7521118.826661 nChanged 124 SP:Iteration 29Q (4224.256406 sec): 3 clusters Score: Raw -7523317.462952 + Penalty 2192.830206 = -7521124.632745 nChanged 111 SP:Iteration 30Q (4224.428923 sec): 3 clusters Score: Raw -7523321.954540 + Penalty 2192.830206 = -7521129.124334 nChanged 105 SP:Iteration 31Q (4224.607802 sec): 3 clusters Score: Raw -7523326.278318 + Penalty 2192.830206 = -7521133.448111 nChanged 106 SP:Iteration 32Q (4224.769398 sec): 3 clusters Score: Raw -7523330.111942 + Penalty 2192.830206 = -7521137.281735 nChanged 88 SP:Iteration 33Q (4224.946961 sec): 3 clusters Score: Raw -7523333.069697 + Penalty 2192.830206 = -7521140.239490 nChanged 75 SP:Iteration 34Q (4225.120752 sec): 3 clusters Score: Raw -7523335.416807 + Penalty 2192.830206 = -7521142.586600 nChanged 70 SP:Iteration 35Q (4225.296164 sec): 3 clusters Score: Raw -7523337.618096 + Penalty 2192.830206 = -7521144.787889 nChanged 61 SP:Iteration 36Q (4225.463487 sec): 3 clusters Score: Raw -7523339.335633 + Penalty 2192.830206 = -7521146.505426 nChanged 67 SP:Iteration 37Q (4225.637273 sec): 3 clusters Score: Raw -7523340.982412 + Penalty 2192.830206 = -7521148.152205 nChanged 51 SP:Iteration 38Q (4225.791976 sec): 3 clusters Score: Raw -7523342.055410 + Penalty 2192.830206 = -7521149.225203 nChanged 45 SP:Iteration 39Q (4225.959163 sec): 3 clusters Score: Raw -7523343.012537 + Penalty 2192.830206 = -7521150.182330 nChanged 53 SP:Iteration 40F (4226.122619 sec): 3 clusters Score: Raw -7523344.376770 + Penalty 2192.830206 = -7521151.546563 nChanged 51 SP:Iteration 41Q (4226.303337 sec): 3 clusters Score: Raw -7523345.500603 + Penalty 2192.830206 = -7521152.670396 nChanged 44 SP:Iteration 42Q (4226.469056 sec): 3 clusters Score: Raw -7523346.357571 + Penalty 2192.830206 = -7521153.527364 nChanged 44 SP:Iteration 43Q (4226.634790 sec): 3 clusters Score: Raw -7523347.215544 + Penalty 2192.830206 = -7521154.385338 nChanged 48 SP:Iteration 44Q (4226.800710 sec): 3 clusters Score: Raw -7523348.051391 + Penalty 2192.830206 = -7521155.221184 nChanged 51 SP:Iteration 45Q (4226.965179 sec): 3 clusters Score: Raw -7523349.006685 + Penalty 2192.830206 = -7521156.176479 nChanged 51 SP:Iteration 46Q (4227.118096 sec): 3 clusters Score: Raw -7523349.862743 + Penalty 2192.830206 = -7521157.032536 nChanged 47 SP:Iteration 47Q (4227.277378 sec): 3 clusters Score: Raw -7523350.670308 + Penalty 2192.830206 = -7521157.840102 nChanged 39 SP:Iteration 48Q (4227.452677 sec): 3 clusters Score: Raw -7523351.290131 + Penalty 2192.830206 = -7521158.459924 nChanged 44 SP:Iteration 49Q (4227.630172 sec): 3 clusters Score: Raw -7523352.180660 + Penalty 2192.830206 = -7521159.350454 nChanged 41 SP:Iteration 50Q (4227.792141 sec): 3 clusters Score: Raw -7523352.963255 + Penalty 2192.830206 = -7521160.133049 nChanged 34 SP:Iteration 51Q (4227.963854 sec): 3 clusters Score: Raw -7523353.751315 + Penalty 2192.830206 = -7521160.921108 nChanged 42 SP:Iteration 52Q (4228.136663 sec): 3 clusters Score: Raw -7523354.690891 + Penalty 2192.830206 = -7521161.860685 nChanged 46 SP:Iteration 53Q (4228.315887 sec): 3 clusters Score: Raw -7523355.837909 + Penalty 2192.830206 = -7521163.007703 nChanged 58 SP:Iteration 54Q (4228.487129 sec): 3 clusters Score: Raw -7523357.283187 + Penalty 2192.830206 = -7521164.452980 nChanged 47 SP:Iteration 55Q (4228.661147 sec): 3 clusters Score: Raw -7523358.258022 + Penalty 2192.830206 = -7521165.427816 nChanged 53 SP:Iteration 56Q (4228.829820 sec): 3 clusters Score: Raw -7523359.199604 + Penalty 2192.830206 = -7521166.369397 nChanged 48 SP:Iteration 57Q (4228.998693 sec): 3 clusters Score: Raw -7523360.253814 + Penalty 2192.830206 = -7521167.423607 nChanged 51 SP:Iteration 58Q (4229.165012 sec): 3 clusters Score: Raw -7523361.242094 + Penalty 2192.830206 = -7521168.411887 nChanged 39 SP:Iteration 59Q (4229.339579 sec): 3 clusters Score: Raw -7523362.105480 + Penalty 2192.830206 = -7521169.275274 nChanged 43 SP:Iteration 60F (4229.498652 sec): 3 clusters Score: Raw -7523363.097016 + Penalty 2192.830206 = -7521170.266810 nChanged 51 SP:Iteration 61Q (4229.665908 sec): 3 clusters Score: Raw -7523364.186167 + Penalty 2192.830206 = -7521171.355960 nChanged 35 SP:Iteration 62Q (4229.834091 sec): 3 clusters Score: Raw -7523364.676693 + Penalty 2192.830206 = -7521171.846486 nChanged 28 SP:Iteration 63Q (4230.001468 sec): 3 clusters Score: Raw -7523365.006601 + Penalty 2192.830206 = -7521172.176394 nChanged 20 SP:Iteration 64Q (4230.172002 sec): 3 clusters Score: Raw -7523365.196833 + Penalty 2192.830206 = -7521172.366627 nChanged 15 SP:Iteration 65Q (4230.342239 sec): 3 clusters Score: Raw -7523365.431782 + Penalty 2192.830206 = -7521172.601575 nChanged 17 SP:Iteration 66Q (4230.502880 sec): 3 clusters Score: Raw -7523365.703832 + Penalty 2192.830206 = -7521172.873625 nChanged 16 SP:Iteration 67Q (4230.667435 sec): 3 clusters Score: Raw -7523365.908484 + Penalty 2192.830206 = -7521173.078277 nChanged 16 SP:Iteration 68Q (4230.824782 sec): 3 clusters Score: Raw -7523366.129803 + Penalty 2192.830206 = -7521173.299596 nChanged 18 SP:Iteration 69Q (4230.989963 sec): 3 clusters Score: Raw -7523366.368452 + Penalty 2192.830206 = -7521173.538246 nChanged 17 SP:Iteration 70Q (4231.135407 sec): 3 clusters Score: Raw -7523366.595795 + Penalty 2192.830206 = -7521173.765589 nChanged 15 SP:Iteration 71Q (4231.304315 sec): 3 clusters Score: Raw -7523366.762340 + Penalty 2192.830206 = -7521173.932134 nChanged 19 SP:Iteration 72Q (4231.465981 sec): 3 clusters Score: Raw -7523366.942469 + Penalty 2192.830206 = -7521174.112263 nChanged 18 SP:Iteration 73Q (4231.633852 sec): 3 clusters Score: Raw -7523367.150485 + Penalty 2192.830206 = -7521174.320278 nChanged 20 SP:Iteration 74Q (4231.801610 sec): 3 clusters Score: Raw -7523367.338088 + Penalty 2192.830206 = -7521174.507881 nChanged 17 SP:Iteration 75Q (4231.986605 sec): 3 clusters Score: Raw -7523367.547690 + Penalty 2192.830206 = -7521174.717484 nChanged 20 SP:Iteration 76Q (4232.156754 sec): 3 clusters Score: Raw -7523367.814249 + Penalty 2192.830206 = -7521174.984043 nChanged 22 SP:Iteration 77Q (4232.330523 sec): 3 clusters Score: Raw -7523368.159487 + Penalty 2192.830206 = -7521175.329281 nChanged 33 SP:Iteration 78Q (4232.502166 sec): 3 clusters Score: Raw -7523368.717885 + Penalty 2192.830206 = -7521175.887679 nChanged 30 SP:Iteration 79Q (4232.668762 sec): 3 clusters Score: Raw -7523369.202777 + Penalty 2192.830206 = -7521176.372571 nChanged 29 SP:Iteration 80F (4232.842501 sec): 3 clusters Score: Raw -7523369.637180 + Penalty 2192.830206 = -7521176.806973 nChanged 31 SP:Iteration 81Q (4233.013006 sec): 3 clusters Score: Raw -7523370.051214 + Penalty 2192.830206 = -7521177.221007 nChanged 25 SP:Iteration 82Q (4233.187381 sec): 3 clusters Score: Raw -7523370.311725 + Penalty 2192.830206 = -7521177.481519 nChanged 24 SP:Iteration 83Q (4233.353197 sec): 3 clusters Score: Raw -7523370.718996 + Penalty 2192.830206 = -7521177.888790 nChanged 32 SP:Iteration 84Q (4233.523049 sec): 3 clusters Score: Raw -7523371.255220 + Penalty 2192.830206 = -7521178.425014 nChanged 23 SP:Iteration 85Q (4233.697776 sec): 3 clusters Score: Raw -7523371.560137 + Penalty 2192.830206 = -7521178.729931 nChanged 18 SP:Iteration 86Q (4233.859032 sec): 3 clusters Score: Raw -7523371.839748 + Penalty 2192.830206 = -7521179.009542 nChanged 24 SP:Iteration 87Q (4234.036489 sec): 3 clusters Score: Raw -7523372.218848 + Penalty 2192.830206 = -7521179.388642 nChanged 21 SP:Iteration 88Q (4234.211439 sec): 3 clusters Score: Raw -7523372.519535 + Penalty 2192.830206 = -7521179.689328 nChanged 20 SP:Iteration 89Q (4234.380597 sec): 3 clusters Score: Raw -7523372.795841 + Penalty 2192.830206 = -7521179.965635 nChanged 20 SP:Iteration 90Q (4234.560824 sec): 3 clusters Score: Raw -7523373.119487 + Penalty 2192.830206 = -7521180.289280 nChanged 26 SP:Iteration 91Q (4234.727670 sec): 3 clusters Score: Raw -7523373.553598 + Penalty 2192.830206 = -7521180.723392 nChanged 33 SP:Iteration 92Q (4234.903190 sec): 3 clusters Score: Raw -7523374.150218 + Penalty 2192.830206 = -7521181.320011 nChanged 37 SP:Iteration 93Q (4235.068519 sec): 3 clusters Score: Raw -7523374.743579 + Penalty 2192.830206 = -7521181.913372 nChanged 38 SP:Iteration 94Q (4235.244294 sec): 3 clusters Score: Raw -7523375.295435 + Penalty 2192.830206 = -7521182.465228 nChanged 34 SP:Iteration 95Q (4235.411501 sec): 3 clusters Score: Raw -7523375.798913 + Penalty 2192.830206 = -7521182.968707 nChanged 33 SP:Iteration 96Q (4235.550903 sec): 3 clusters Score: Raw -7523376.254946 + Penalty 2192.830206 = -7521183.424739 nChanged 29 SP:Iteration 97Q (4235.692815 sec): 3 clusters Score: Raw -7523376.732516 + Penalty 2192.830206 = -7521183.902310 nChanged 19 SP:Iteration 98Q (4235.847880 sec): 3 clusters Score: Raw -7523377.095926 + Penalty 2192.830206 = -7521184.265720 nChanged 22 SP:Iteration 99Q (4236.019758 sec): 3 clusters Score: Raw -7523377.424723 + Penalty 2192.830206 = -7521184.594517 nChanged 23 SP:Iteration 100F (4236.179923 sec): 3 clusters Score: Raw -7523377.750953 + Penalty 2192.830206 = -7521184.920747 nChanged 23 SP:Iteration 101Q (4236.357781 sec): 3 clusters Score: Raw -7523377.988057 + Penalty 2192.830206 = -7521185.157851 nChanged 14 SP:Iteration 102Q (4236.530334 sec): 3 clusters Score: Raw -7523378.105693 + Penalty 2192.830206 = -7521185.275486 nChanged 17 SP:Iteration 103Q (4236.696083 sec): 3 clusters Score: Raw -7523378.250055 + Penalty 2192.830206 = -7521185.419848 nChanged 12 SP:Iteration 104Q (4236.868350 sec): 3 clusters Score: Raw -7523378.365827 + Penalty 2192.830206 = -7521185.535620 nChanged 14 SP:Iteration 105Q (4237.037168 sec): 3 clusters Score: Raw -7523378.549429 + Penalty 2192.830206 = -7521185.719222 nChanged 12 SP:Iteration 106Q (4237.217172 sec): 3 clusters Score: Raw -7523378.703958 + Penalty 2192.830206 = -7521185.873751 nChanged 17 SP:Iteration 107Q (4237.380635 sec): 3 clusters Score: Raw -7523378.911386 + Penalty 2192.830206 = -7521186.081179 nChanged 21 SP:Iteration 108Q (4237.556132 sec): 3 clusters Score: Raw -7523379.181685 + Penalty 2192.830206 = -7521186.351479 nChanged 20 SP:Iteration 109Q (4237.728771 sec): 3 clusters Score: Raw -7523379.382526 + Penalty 2192.830206 = -7521186.552319 nChanged 19 SP:Iteration 110Q (4237.895883 sec): 3 clusters Score: Raw -7523379.631424 + Penalty 2192.830206 = -7521186.801218 nChanged 22 SP:Iteration 111Q (4238.069150 sec): 3 clusters Score: Raw -7523379.897296 + Penalty 2192.830206 = -7521187.067089 nChanged 18 SP:Iteration 112Q (4238.242572 sec): 3 clusters Score: Raw -7523380.062510 + Penalty 2192.830206 = -7521187.232303 nChanged 13 SP:Iteration 113Q (4238.403721 sec): 3 clusters Score: Raw -7523380.188375 + Penalty 2192.830206 = -7521187.358169 nChanged 13 SP:Iteration 114Q (4238.568122 sec): 3 clusters Score: Raw -7523380.327888 + Penalty 2192.830206 = -7521187.497681 nChanged 14 SP:Iteration 115Q (4238.746153 sec): 3 clusters Score: Raw -7523380.438183 + Penalty 2192.830206 = -7521187.607977 nChanged 11 SP:Iteration 116Q (4238.908875 sec): 3 clusters Score: Raw -7523380.526470 + Penalty 2192.830206 = -7521187.696264 nChanged 8 SP:Iteration 117Q (4239.073572 sec): 3 clusters Score: Raw -7523380.592124 + Penalty 2192.830206 = -7521187.761918 nChanged 8 SP:Iteration 118Q (4239.231094 sec): 3 clusters Score: Raw -7523380.649843 + Penalty 2192.830206 = -7521187.819637 nChanged 9 SP:Iteration 119Q (4239.395149 sec): 3 clusters Score: Raw -7523380.699310 + Penalty 2192.830206 = -7521187.869103 nChanged 6 SP:Iteration 120F (4239.563090 sec): 3 clusters Score: Raw -7523380.757835 + Penalty 2192.830206 = -7521187.927629 nChanged 4 SP:Iteration 121Q (4239.734471 sec): 3 clusters Score: Raw -7523380.792334 + Penalty 2192.830206 = -7521187.962127 nChanged 3 SP:Iteration 122Q (4239.895824 sec): 3 clusters Score: Raw -7523380.838746 + Penalty 2192.830206 = -7521188.008539 nChanged 9 SP:Iteration 123Q (4240.057624 sec): 3 clusters Score: Raw -7523380.943434 + Penalty 2192.830206 = -7521188.113227 nChanged 9 SP:Iteration 124Q (4240.211936 sec): 3 clusters Score: Raw -7523381.029821 + Penalty 2192.830206 = -7521188.199615 nChanged 5 SP:Iteration 125Q (4240.385907 sec): 3 clusters Score: Raw -7523381.056742 + Penalty 2192.830206 = -7521188.226535 nChanged 4 SP:Iteration 126Q (4240.566444 sec): 3 clusters Score: Raw -7523381.095881 + Penalty 2192.830206 = -7521188.265675 nChanged 7 SP:Iteration 127Q (4240.736581 sec): 3 clusters Score: Raw -7523381.187261 + Penalty 2192.830206 = -7521188.357054 nChanged 6 SP:Iteration 128Q (4240.901179 sec): 3 clusters Score: Raw -7523381.240041 + Penalty 2192.830206 = -7521188.409834 nChanged 4 SP:Iteration 129Q (4241.073941 sec): 3 clusters Score: Raw -7523381.259373 + Penalty 2192.830206 = -7521188.429167 nChanged 1 SP:Iteration 130Q (4241.262050 sec): 3 clusters Score: Raw -7523381.266619 + Penalty 2192.830206 = -7521188.436412 nChanged 1 SP:Iteration 131Q (4241.431005 sec): 3 clusters Score: Raw -7523381.274028 + Penalty 2192.830206 = -7521188.443822 nChanged 1 SP:Iteration 132Q (4241.593562 sec): 3 clusters Score: Raw -7523381.289354 + Penalty 2192.830206 = -7521188.459147 nChanged 2 SP:Iteration 133Q (4241.773144 sec): 3 clusters Score: Raw -7523381.305590 + Penalty 2192.830206 = -7521188.475384 nChanged 2 SP:Iteration 134Q (4241.938552 sec): 3 clusters Score: Raw -7523381.326465 + Penalty 2192.830206 = -7521188.496258 nChanged 4 SP:Iteration 135Q (4242.100535 sec): 3 clusters Score: Raw -7523381.349643 + Penalty 2192.830206 = -7521188.519437 nChanged 9 SP:Iteration 136Q (4242.263714 sec): 3 clusters Score: Raw -7523381.411377 + Penalty 2192.830206 = -7521188.581171 nChanged 6 SP:Iteration 137Q (4242.428673 sec): 3 clusters Score: Raw -7523381.443242 + Penalty 2192.830206 = -7521188.613035 nChanged 4 SP:Iteration 138Q (4242.595808 sec): 3 clusters Score: Raw -7523381.460939 + Penalty 2192.830206 = -7521188.630732 nChanged 4 SP:Iteration 139Q (4242.762517 sec): 3 clusters Score: Raw -7523381.475809 + Penalty 2192.830206 = -7521188.645602 nChanged 5 SP:Iteration 140F (4242.923894 sec): 3 clusters Score: Raw -7523381.556421 + Penalty 2192.830206 = -7521188.726215 nChanged 10 SP:Iteration 141Q (4243.087474 sec): 3 clusters Score: Raw -7523381.696773 + Penalty 2192.830206 = -7521188.866567 nChanged 8 SP:Iteration 142Q (4243.252089 sec): 3 clusters Score: Raw -7523381.763145 + Penalty 2192.830206 = -7521188.932939 nChanged 4 SP:Iteration 143Q (4243.413305 sec): 3 clusters Score: Raw -7523381.802431 + Penalty 2192.830206 = -7521188.972225 nChanged 4 SP:Iteration 144Q (4243.581880 sec): 3 clusters Score: Raw -7523381.868592 + Penalty 2192.830206 = -7521189.038386 nChanged 7 SP:Iteration 145Q (4243.745913 sec): 3 clusters Score: Raw -7523381.957296 + Penalty 2192.830206 = -7521189.127089 nChanged 10 SP:Iteration 146Q (4243.927748 sec): 3 clusters Score: Raw -7523382.074469 + Penalty 2192.830206 = -7521189.244263 nChanged 9 SP:Iteration 147Q (4244.092924 sec): 3 clusters Score: Raw -7523382.170018 + Penalty 2192.830206 = -7521189.339811 nChanged 12 SP:Iteration 148Q (4244.274790 sec): 3 clusters Score: Raw -7523382.298462 + Penalty 2192.830206 = -7521189.468256 nChanged 8 SP:Iteration 149Q (4244.448609 sec): 3 clusters Score: Raw -7523382.394448 + Penalty 2192.830206 = -7521189.564241 nChanged 8 SP:Iteration 150Q (4244.620440 sec): 3 clusters Score: Raw -7523382.464349 + Penalty 2192.830206 = -7521189.634143 nChanged 6 SP:Iteration 151Q (4244.790568 sec): 3 clusters Score: Raw -7523382.505239 + Penalty 2192.830206 = -7521189.675033 nChanged 9 SP:Iteration 152Q (4244.963756 sec): 3 clusters Score: Raw -7523382.560174 + Penalty 2192.830206 = -7521189.729967 nChanged 5 SP:Iteration 153Q (4245.132669 sec): 3 clusters Score: Raw -7523382.605881 + Penalty 2192.830206 = -7521189.775675 nChanged 6 SP:Iteration 154Q (4245.303007 sec): 3 clusters Score: Raw -7523382.665024 + Penalty 2192.830206 = -7521189.834818 nChanged 7 SP:Iteration 155Q (4245.479551 sec): 3 clusters Score: Raw -7523382.716482 + Penalty 2192.830206 = -7521189.886275 nChanged 6 SP:Iteration 156Q (4245.645566 sec): 3 clusters Score: Raw -7523382.759259 + Penalty 2192.830206 = -7521189.929053 nChanged 7 SP:Iteration 157Q (4245.809544 sec): 3 clusters Score: Raw -7523382.801620 + Penalty 2192.830206 = -7521189.971414 nChanged 5 SP:Iteration 158Q (4245.990351 sec): 3 clusters Score: Raw -7523382.849178 + Penalty 2192.830206 = -7521190.018972 nChanged 8 SP:Iteration 159Q (4246.164475 sec): 3 clusters Score: Raw -7523382.936216 + Penalty 2192.830206 = -7521190.106010 nChanged 8 SP:Iteration 160F (4246.345222 sec): 3 clusters Score: Raw -7523383.011236 + Penalty 2192.830206 = -7521190.181030 nChanged 7 SP:Iteration 161Q (4246.518591 sec): 3 clusters Score: Raw -7523383.072942 + Penalty 2192.830206 = -7521190.242736 nChanged 5 SP:Iteration 162Q (4246.685439 sec): 3 clusters Score: Raw -7523383.104558 + Penalty 2192.830206 = -7521190.274351 nChanged 1 SP:Iteration 163Q (4246.864413 sec): 3 clusters Score: Raw -7523383.110704 + Penalty 2192.830206 = -7521190.280497 nChanged 1 SP:Iteration 164Q (4247.027564 sec): 3 clusters Score: Raw -7523383.111728 + Penalty 2192.830206 = -7521190.281522 nChanged 1 SP:Iteration 165Q (4247.199888 sec): 3 clusters Score: Raw -7523383.118349 + Penalty 2192.830206 = -7521190.288143 nChanged 2 SP:Iteration 166Q (4247.378120 sec): 3 clusters Score: Raw -7523383.127752 + Penalty 2192.830206 = -7521190.297546 nChanged 3 SP:Iteration 167Q (4247.541961 sec): 3 clusters Score: Raw -7523383.141534 + Penalty 2192.830206 = -7521190.311328 nChanged 5 SP:Iteration 168Q (4247.717815 sec): 3 clusters Score: Raw -7523383.180896 + Penalty 2192.830206 = -7521190.350689 nChanged 5 SP:Iteration 169Q (4247.889691 sec): 3 clusters Score: Raw -7523383.234059 + Penalty 2192.830206 = -7521190.403853 nChanged 7 SP:Iteration 170Q (4248.053846 sec): 3 clusters Score: Raw -7523383.291476 + Penalty 2192.830206 = -7521190.461270 nChanged 3 SP:Iteration 171Q (4248.228390 sec): 3 clusters Score: Raw -7523383.318085 + Penalty 2192.830206 = -7521190.487879 nChanged 2 SP:Iteration 172Q (4248.399613 sec): 3 clusters Score: Raw -7523383.330436 + Penalty 2192.830206 = -7521190.500230 nChanged 1 SP:Iteration 173Q (4248.581116 sec): 3 clusters Score: Raw -7523383.338419 + Penalty 2192.830206 = -7521190.508213 nChanged 0 SP:Iteration 174F (4248.740821 sec): 3 clusters Score: Raw -7523383.338419 + Penalty 2192.830206 = -7521190.508213 nChanged 0 Score: Raw -45514116.488312 + Penalty 31757.850604 = -45482358.637708 Splitting cluster 13 changes total score from -45452059.332796 to -45482358.637708 So it's getting split into cluster 25. Trying to split cluster 14 (8865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4256.214440 sec): 2 clusters Score: Raw -638291.533985 + Penalty 863.537291 = -637427.996695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4256.257984 sec): 3 clusters Score: Raw -633097.158142 + Penalty 1727.074582 = -631370.083561 nChanged 3928 SP:Iteration 1F (4256.317696 sec): 3 clusters Score: Raw -635435.504730 + Penalty 1727.074582 = -633708.430149 nChanged 646 SP:Iteration 2F (4256.354571 sec): 3 clusters Score: Raw -635907.154343 + Penalty 1727.074582 = -634180.079762 nChanged 694 SP:Iteration 3F (4256.407510 sec): 3 clusters Score: Raw -636504.965894 + Penalty 1727.074582 = -634777.891312 nChanged 701 SP:Iteration 4F (4256.460998 sec): 3 clusters Score: Raw -637151.861072 + Penalty 1727.074582 = -635424.786490 nChanged 630 SP:Iteration 5F (4256.522527 sec): 3 clusters Score: Raw -637764.498399 + Penalty 1727.074582 = -636037.423818 nChanged 512 SP:Iteration 6F (4256.566548 sec): 3 clusters Score: Raw -638236.918867 + Penalty 1727.074582 = -636509.844286 nChanged 384 SP:Iteration 7Q (4256.628084 sec): 3 clusters Score: Raw -638589.161262 + Penalty 1727.074582 = -636862.086681 nChanged 265 SP:Iteration 8Q (4256.675949 sec): 3 clusters Score: Raw -638804.692584 + Penalty 1727.074582 = -637077.618003 nChanged 179 SP:Iteration 9Q (4256.703713 sec): 3 clusters Score: Raw -638927.507810 + Penalty 1727.074582 = -637200.433228 nChanged 129 SP:Iteration 10Q (4256.752724 sec): 3 clusters Score: Raw -639019.718612 + Penalty 1727.074582 = -637292.644031 nChanged 127 SP:Iteration 11Q (4256.809612 sec): 3 clusters Score: Raw -639117.155200 + Penalty 1727.074582 = -637390.080619 nChanged 124 SP:Iteration 12Q (4256.849172 sec): 3 clusters Score: Raw -639220.442153 + Penalty 1727.074582 = -637493.367571 nChanged 104 SP:Iteration 13Q (4256.906124 sec): 3 clusters Score: Raw -639285.061333 + Penalty 1727.074582 = -637557.986752 nChanged 65 SP:Iteration 14Q (4256.947685 sec): 3 clusters Score: Raw -639315.652553 + Penalty 1727.074582 = -637588.577972 nChanged 45 SP:Iteration 15Q (4256.998500 sec): 3 clusters Score: Raw -639332.386492 + Penalty 1727.074582 = -637605.311910 nChanged 35 SP:Iteration 16Q (4257.051630 sec): 3 clusters Score: Raw -639341.555455 + Penalty 1727.074582 = -637614.480874 nChanged 20 SP:Iteration 17Q (4257.068786 sec): 3 clusters Score: Raw -639348.383011 + Penalty 1727.074582 = -637621.308429 nChanged 26 SP:Iteration 18Q (4257.127628 sec): 3 clusters Score: Raw -639354.033679 + Penalty 1727.074582 = -637626.959098 nChanged 18 SP:Iteration 19Q (4257.168977 sec): 3 clusters Score: Raw -639357.670952 + Penalty 1727.074582 = -637630.596371 nChanged 14 SP:Iteration 20F (4257.218235 sec): 3 clusters Score: Raw -639360.202919 + Penalty 1727.074582 = -637633.128337 nChanged 7 SP:Iteration 21Q (4257.276298 sec): 3 clusters Score: Raw -639361.789445 + Penalty 1727.074582 = -637634.714864 nChanged 6 SP:Iteration 22Q (4257.315757 sec): 3 clusters Score: Raw -639363.141596 + Penalty 1727.074582 = -637636.067014 nChanged 5 SP:Iteration 23Q (4257.362523 sec): 3 clusters Score: Raw -639363.924609 + Penalty 1727.074582 = -637636.850028 nChanged 4 SP:Iteration 24Q (4257.406572 sec): 3 clusters Score: Raw -639364.402323 + Penalty 1727.074582 = -637637.327741 nChanged 1 SP:Iteration 25Q (4257.447368 sec): 3 clusters Score: Raw -639364.591810 + Penalty 1727.074582 = -637637.517228 nChanged 3 SP:Iteration 26Q (4257.496836 sec): 3 clusters Score: Raw -639364.864366 + Penalty 1727.074582 = -637637.789785 nChanged 2 SP:Iteration 27Q (4257.557529 sec): 3 clusters Score: Raw -639364.975710 + Penalty 1727.074582 = -637637.901129 nChanged 1 SP:Iteration 28Q (4257.601192 sec): 3 clusters Score: Raw -639365.049214 + Penalty 1727.074582 = -637637.974633 nChanged 1 SP:Iteration 29Q (4257.649335 sec): 3 clusters Score: Raw -639365.106921 + Penalty 1727.074582 = -637638.032340 nChanged 0 SP:Iteration 30F (4257.693559 sec): 3 clusters Score: Raw -639365.106921 + Penalty 1727.074582 = -637638.032340 nChanged 0 Score: Raw -45515190.061248 + Penalty 33028.164628 = -45482161.896620 Splitting cluster 14 changes total score from -45452059.332796 to -45482161.896620 So it's getting split into cluster 26. Trying to split cluster 15 (12289 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4265.484558 sec): 2 clusters Score: Raw -910655.309701 + Penalty 894.563684 = -909760.746017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4265.535749 sec): 3 clusters Score: Raw -903274.170430 + Penalty 1789.127368 = -901485.043062 nChanged 5569 SP:Iteration 1F (4265.593880 sec): 3 clusters Score: Raw -906464.761446 + Penalty 1789.127368 = -904675.634078 nChanged 827 SP:Iteration 2F (4265.641551 sec): 3 clusters Score: Raw -906946.327245 + Penalty 1789.127368 = -905157.199877 nChanged 885 SP:Iteration 3F (4265.695451 sec): 3 clusters Score: Raw -907587.141452 + Penalty 1789.127368 = -905798.014084 nChanged 920 SP:Iteration 4F (4265.749274 sec): 3 clusters Score: Raw -908144.833494 + Penalty 1789.127368 = -906355.706126 nChanged 784 SP:Iteration 5F (4265.816996 sec): 3 clusters Score: Raw -908595.456347 + Penalty 1789.127368 = -906806.328979 nChanged 665 SP:Iteration 6F (4265.868262 sec): 3 clusters Score: Raw -908925.921191 + Penalty 1789.127368 = -907136.793823 nChanged 515 SP:Iteration 7Q (4265.923235 sec): 3 clusters Score: Raw -909151.657926 + Penalty 1789.127368 = -907362.530558 nChanged 426 SP:Iteration 8Q (4265.975273 sec): 3 clusters Score: Raw -909307.249756 + Penalty 1789.127368 = -907518.122387 nChanged 323 SP:Iteration 9Q (4266.026105 sec): 3 clusters Score: Raw -909402.342215 + Penalty 1789.127368 = -907613.214847 nChanged 261 SP:Iteration 10Q (4266.079876 sec): 3 clusters Score: Raw -909472.316952 + Penalty 1789.127368 = -907683.189584 nChanged 215 SP:Iteration 11Q (4266.142734 sec): 3 clusters Score: Raw -909525.742487 + Penalty 1789.127368 = -907736.615119 nChanged 197 SP:Iteration 12Q (4266.200499 sec): 3 clusters Score: Raw -909579.276308 + Penalty 1789.127368 = -907790.148939 nChanged 219 SP:Iteration 13Q (4266.256741 sec): 3 clusters Score: Raw -909643.250403 + Penalty 1789.127368 = -907854.123035 nChanged 220 SP:Iteration 14Q (4266.318763 sec): 3 clusters Score: Raw -909706.581676 + Penalty 1789.127368 = -907917.454308 nChanged 216 SP:Iteration 15Q (4266.380170 sec): 3 clusters Score: Raw -909766.587619 + Penalty 1789.127368 = -907977.460251 nChanged 216 SP:Iteration 16Q (4266.429881 sec): 3 clusters Score: Raw -909831.791918 + Penalty 1789.127368 = -908042.664550 nChanged 210 SP:Iteration 17Q (4266.485416 sec): 3 clusters Score: Raw -909895.806965 + Penalty 1789.127368 = -908106.679596 nChanged 206 SP:Iteration 18Q (4266.537199 sec): 3 clusters Score: Raw -909961.365629 + Penalty 1789.127368 = -908172.238261 nChanged 209 SP:Iteration 19Q (4266.591957 sec): 3 clusters Score: Raw -910031.826554 + Penalty 1789.127368 = -908242.699186 nChanged 195 SP:Iteration 20F (4266.653223 sec): 3 clusters Score: Raw -910097.722288 + Penalty 1789.127368 = -908308.594920 nChanged 180 SP:Iteration 21Q (4266.706207 sec): 3 clusters Score: Raw -910159.734370 + Penalty 1789.127368 = -908370.607001 nChanged 183 SP:Iteration 22Q (4266.769525 sec): 3 clusters Score: Raw -910230.759120 + Penalty 1789.127368 = -908441.631752 nChanged 184 SP:Iteration 23Q (4266.820172 sec): 3 clusters Score: Raw -910303.178567 + Penalty 1789.127368 = -908514.051199 nChanged 176 SP:Iteration 24Q (4266.872876 sec): 3 clusters Score: Raw -910377.803905 + Penalty 1789.127368 = -908588.676537 nChanged 164 SP:Iteration 25Q (4266.921890 sec): 3 clusters Score: Raw -910451.478889 + Penalty 1789.127368 = -908662.351521 nChanged 150 SP:Iteration 26Q (4266.988566 sec): 3 clusters Score: Raw -910526.002544 + Penalty 1789.127368 = -908736.875176 nChanged 137 SP:Iteration 27Q (4267.031893 sec): 3 clusters Score: Raw -910592.796966 + Penalty 1789.127368 = -908803.669598 nChanged 117 SP:Iteration 28Q (4267.107155 sec): 3 clusters Score: Raw -910652.942401 + Penalty 1789.127368 = -908863.815033 nChanged 81 SP:Iteration 29Q (4267.148369 sec): 3 clusters Score: Raw -910689.597374 + Penalty 1789.127368 = -908900.470006 nChanged 62 SP:Iteration 30Q (4267.205177 sec): 3 clusters Score: Raw -910717.225203 + Penalty 1789.127368 = -908928.097835 nChanged 58 SP:Iteration 31Q (4267.256697 sec): 3 clusters Score: Raw -910748.908899 + Penalty 1789.127368 = -908959.781531 nChanged 51 SP:Iteration 32Q (4267.306509 sec): 3 clusters Score: Raw -910774.024744 + Penalty 1789.127368 = -908984.897375 nChanged 37 SP:Iteration 33Q (4267.368258 sec): 3 clusters Score: Raw -910796.683533 + Penalty 1789.127368 = -909007.556165 nChanged 40 SP:Iteration 34Q (4267.428673 sec): 3 clusters Score: Raw -910819.558052 + Penalty 1789.127368 = -909030.430683 nChanged 31 SP:Iteration 35Q (4267.499345 sec): 3 clusters Score: Raw -910835.206242 + Penalty 1789.127368 = -909046.078874 nChanged 22 SP:Iteration 36Q (4267.546557 sec): 3 clusters Score: Raw -910847.276515 + Penalty 1789.127368 = -909058.149147 nChanged 15 SP:Iteration 37Q (4267.595934 sec): 3 clusters Score: Raw -910859.137978 + Penalty 1789.127368 = -909070.010610 nChanged 18 SP:Iteration 38Q (4267.649049 sec): 3 clusters Score: Raw -910871.297779 + Penalty 1789.127368 = -909082.170411 nChanged 18 SP:Iteration 39Q (4267.700080 sec): 3 clusters Score: Raw -910880.634361 + Penalty 1789.127368 = -909091.506992 nChanged 14 SP:Iteration 40F (4267.758799 sec): 3 clusters Score: Raw -910888.938818 + Penalty 1789.127368 = -909099.811450 nChanged 13 SP:Iteration 41Q (4267.807519 sec): 3 clusters Score: Raw -910896.318966 + Penalty 1789.127368 = -909107.191598 nChanged 6 SP:Iteration 42Q (4267.858465 sec): 3 clusters Score: Raw -910898.801369 + Penalty 1789.127368 = -909109.674001 nChanged 6 SP:Iteration 43Q (4267.917473 sec): 3 clusters Score: Raw -910901.628806 + Penalty 1789.127368 = -909112.501438 nChanged 9 SP:Iteration 44Q (4267.977655 sec): 3 clusters Score: Raw -910907.148077 + Penalty 1789.127368 = -909118.020709 nChanged 3 SP:Iteration 45Q (4268.039327 sec): 3 clusters Score: Raw -910909.507023 + Penalty 1789.127368 = -909120.379655 nChanged 4 SP:Iteration 46Q (4268.088250 sec): 3 clusters Score: Raw -910911.279142 + Penalty 1789.127368 = -909122.151773 nChanged 4 SP:Iteration 47Q (4268.136083 sec): 3 clusters Score: Raw -910912.787774 + Penalty 1789.127368 = -909123.660405 nChanged 0 SP:Iteration 48F (4268.192284 sec): 3 clusters Score: Raw -910912.787774 + Penalty 1789.127368 = -909123.660405 nChanged 0 Trying to split cluster 16 (50800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4268.269008 sec): 2 clusters Score: Raw -3545414.818108 + Penalty 1029.386905 = -3544385.431202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4268.385593 sec): 3 clusters Score: Raw -3512501.058375 + Penalty 2058.773810 = -3510442.284564 nChanged 24168 SP:Iteration 1F (4268.482288 sec): 3 clusters Score: Raw -3527146.922979 + Penalty 2058.773810 = -3525088.149168 nChanged 2521 SP:Iteration 2Q (4268.589777 sec): 3 clusters Score: Raw -3528150.971912 + Penalty 2058.773810 = -3526092.198101 nChanged 2886 SP:Iteration 3F (4268.692145 sec): 3 clusters Score: Raw -3529588.858453 + Penalty 2058.773810 = -3527530.084643 nChanged 3432 SP:Iteration 4F (4268.785689 sec): 3 clusters Score: Raw -3531705.432839 + Penalty 2058.773810 = -3529646.659029 nChanged 3753 SP:Iteration 5F (4268.888914 sec): 3 clusters Score: Raw -3534505.224557 + Penalty 2058.773810 = -3532446.450747 nChanged 3874 SP:Iteration 6F (4268.996823 sec): 3 clusters Score: Raw -3537865.361468 + Penalty 2058.773810 = -3535806.587657 nChanged 3467 SP:Iteration 7F (4269.088607 sec): 3 clusters Score: Raw -3541053.302749 + Penalty 2058.773810 = -3538994.528939 nChanged 2487 SP:Iteration 8Q (4269.193196 sec): 3 clusters Score: Raw -3543320.980212 + Penalty 2058.773810 = -3541262.206402 nChanged 1451 SP:Iteration 9Q (4269.302977 sec): 3 clusters Score: Raw -3544544.087668 + Penalty 2058.773810 = -3542485.313858 nChanged 768 SP:Iteration 10Q (4269.402061 sec): 3 clusters Score: Raw -3545133.903054 + Penalty 2058.773810 = -3543075.129243 nChanged 346 SP:Iteration 11Q (4269.504154 sec): 3 clusters Score: Raw -3545381.855660 + Penalty 2058.773810 = -3543323.081850 nChanged 161 SP:Iteration 12Q (4269.606033 sec): 3 clusters Score: Raw -3545476.766695 + Penalty 2058.773810 = -3543417.992884 nChanged 75 SP:Iteration 13Q (4269.698768 sec): 3 clusters Score: Raw -3545522.297274 + Penalty 2058.773810 = -3543463.523463 nChanged 48 SP:Iteration 14Q (4269.791602 sec): 3 clusters Score: Raw -3545546.169525 + Penalty 2058.773810 = -3543487.395715 nChanged 20 SP:Iteration 15Q (4269.867746 sec): 3 clusters Score: Raw -3545559.374927 + Penalty 2058.773810 = -3543500.601117 nChanged 26 SP:Iteration 16Q (4269.970035 sec): 3 clusters Score: Raw -3545574.973854 + Penalty 2058.773810 = -3543516.200044 nChanged 17 SP:Iteration 17Q (4270.073931 sec): 3 clusters Score: Raw -3545582.847479 + Penalty 2058.773810 = -3543524.073668 nChanged 7 SP:Iteration 18Q (4270.170909 sec): 3 clusters Score: Raw -3545589.860448 + Penalty 2058.773810 = -3543531.086638 nChanged 10 SP:Iteration 19Q (4270.268860 sec): 3 clusters Score: Raw -3545600.086742 + Penalty 2058.773810 = -3543541.312932 nChanged 12 SP:Iteration 20F (4270.363206 sec): 3 clusters Score: Raw -3545608.830029 + Penalty 2058.773810 = -3543550.056219 nChanged 12 SP:Iteration 21Q (4270.450594 sec): 3 clusters Score: Raw -3545618.786325 + Penalty 2058.773810 = -3543560.012515 nChanged 12 SP:Iteration 22Q (4270.553574 sec): 3 clusters Score: Raw -3545628.227924 + Penalty 2058.773810 = -3543569.454114 nChanged 8 SP:Iteration 23Q (4270.640940 sec): 3 clusters Score: Raw -3545631.520734 + Penalty 2058.773810 = -3543572.746923 nChanged 4 SP:Iteration 24Q (4270.743176 sec): 3 clusters Score: Raw -3545633.448298 + Penalty 2058.773810 = -3543574.674487 nChanged 2 SP:Iteration 25Q (4270.840347 sec): 3 clusters Score: Raw -3545634.226612 + Penalty 2058.773810 = -3543575.452802 nChanged 3 SP:Iteration 26Q (4270.933858 sec): 3 clusters Score: Raw -3545635.614106 + Penalty 2058.773810 = -3543576.840295 nChanged 4 SP:Iteration 27Q (4271.029825 sec): 3 clusters Score: Raw -3545636.749534 + Penalty 2058.773810 = -3543577.975724 nChanged 1 SP:Iteration 28Q (4271.118073 sec): 3 clusters Score: Raw -3545637.125506 + Penalty 2058.773810 = -3543578.351695 nChanged 0 SP:Iteration 29F (4271.221918 sec): 3 clusters Score: Raw -3545637.125506 + Penalty 2058.773810 = -3543578.351695 nChanged 0 Trying to split cluster 17 (4420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4271.242077 sec): 2 clusters Score: Raw -247185.434953 + Penalty 797.420023 = -246388.014931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4271.288521 sec): 3 clusters Score: Raw -244826.542068 + Penalty 1594.840045 = -243231.702023 nChanged 1901 SP:Iteration 1F (4271.337346 sec): 3 clusters Score: Raw -246682.063398 + Penalty 1594.840045 = -245087.223353 nChanged 700 SP:Iteration 2F (4271.377260 sec): 3 clusters Score: Raw -247887.621794 + Penalty 1594.840045 = -246292.781749 nChanged 546 SP:Iteration 3F (4271.429936 sec): 3 clusters Score: Raw -248913.771390 + Penalty 1594.840045 = -247318.931345 nChanged 356 SP:Iteration 4F (4271.478380 sec): 3 clusters Score: Raw -249565.444501 + Penalty 1594.840045 = -247970.604456 nChanged 241 SP:Iteration 5F (4271.510000 sec): 3 clusters Score: Raw -249972.962747 + Penalty 1594.840045 = -248378.122702 nChanged 168 SP:Iteration 6Q (4271.561039 sec): 3 clusters Score: Raw -250192.783720 + Penalty 1594.840045 = -248597.943674 nChanged 130 SP:Iteration 7Q (4271.613176 sec): 3 clusters Score: Raw -250332.098904 + Penalty 1594.840045 = -248737.258858 nChanged 111 SP:Iteration 8Q (4271.668116 sec): 3 clusters Score: Raw -250418.905707 + Penalty 1594.840045 = -248824.065662 nChanged 68 SP:Iteration 9Q (4271.704085 sec): 3 clusters Score: Raw -250454.329525 + Penalty 1594.840045 = -248859.489479 nChanged 48 SP:Iteration 10Q (4271.752980 sec): 3 clusters Score: Raw -250490.894285 + Penalty 1594.840045 = -248896.054240 nChanged 38 SP:Iteration 11Q (4271.796036 sec): 3 clusters Score: Raw -250526.035052 + Penalty 1594.840045 = -248931.195007 nChanged 31 SP:Iteration 12Q (4271.839902 sec): 3 clusters Score: Raw -250556.586772 + Penalty 1594.840045 = -248961.746727 nChanged 21 SP:Iteration 13Q (4271.881506 sec): 3 clusters Score: Raw -250568.780300 + Penalty 1594.840045 = -248973.940255 nChanged 19 SP:Iteration 14Q (4271.927272 sec): 3 clusters Score: Raw -250595.365016 + Penalty 1594.840045 = -249000.524971 nChanged 16 SP:Iteration 15Q (4271.971136 sec): 3 clusters Score: Raw -250601.024192 + Penalty 1594.840045 = -249006.184147 nChanged 13 SP:Iteration 16Q (4272.015070 sec): 3 clusters Score: Raw -250606.047439 + Penalty 1594.840045 = -249011.207393 nChanged 7 SP:Iteration 17Q (4272.057661 sec): 3 clusters Score: Raw -250606.658820 + Penalty 1594.840045 = -249011.818775 nChanged 3 SP:Iteration 18Q (4272.097952 sec): 3 clusters Score: Raw -250606.836416 + Penalty 1594.840045 = -249011.996371 nChanged 1 SP:Iteration 19Q (4272.132942 sec): 3 clusters Score: Raw -250606.872979 + Penalty 1594.840045 = -249012.032933 nChanged 0 SP:Iteration 20F (4272.185869 sec): 3 clusters Score: Raw -250625.232428 + Penalty 1594.840045 = -249030.392383 nChanged 3 SP:Iteration 21Q (4272.236558 sec): 3 clusters Score: Raw -250635.027668 + Penalty 1594.840045 = -249040.187623 nChanged 10 SP:Iteration 22Q (4272.284291 sec): 3 clusters Score: Raw -250644.537607 + Penalty 1594.840045 = -249049.697562 nChanged 10 SP:Iteration 23Q (4272.337414 sec): 3 clusters Score: Raw -250654.296535 + Penalty 1594.840045 = -249059.456490 nChanged 10 SP:Iteration 24Q (4272.389790 sec): 3 clusters Score: Raw -250661.902346 + Penalty 1594.840045 = -249067.062301 nChanged 4 SP:Iteration 25Q (4272.443356 sec): 3 clusters Score: Raw -250662.281280 + Penalty 1594.840045 = -249067.441234 nChanged 1 SP:Iteration 26Q (4272.486074 sec): 3 clusters Score: Raw -250662.533496 + Penalty 1594.840045 = -249067.693451 nChanged 1 SP:Iteration 27Q (4272.541851 sec): 3 clusters Score: Raw -250662.820357 + Penalty 1594.840045 = -249067.980312 nChanged 1 SP:Iteration 28Q (4272.590928 sec): 3 clusters Score: Raw -250662.919010 + Penalty 1594.840045 = -249068.078964 nChanged 0 SP:Iteration 29F (4272.643330 sec): 3 clusters Score: Raw -250662.919010 + Penalty 1594.840045 = -249068.078964 nChanged 0 Score: Raw -45518667.545304 + Penalty 34298.478652 = -45484369.066652 Splitting cluster 17 changes total score from -45452059.332796 to -45484369.066652 So it's getting split into cluster 27. Trying to split cluster 18 (11230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4281.231342 sec): 2 clusters Score: Raw -705072.645806 + Penalty 886.002685 = -704186.643122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4281.264003 sec): 3 clusters Score: Raw -698316.883645 + Penalty 1772.005369 = -696544.878276 nChanged 5128 SP:Iteration 1F (4281.326444 sec): 3 clusters Score: Raw -701448.655195 + Penalty 1772.005369 = -699676.649826 nChanged 884 SP:Iteration 2F (4281.385963 sec): 3 clusters Score: Raw -702137.189698 + Penalty 1772.005369 = -700365.184329 nChanged 988 SP:Iteration 3F (4281.445680 sec): 3 clusters Score: Raw -703032.036809 + Penalty 1772.005369 = -701260.031440 nChanged 1039 SP:Iteration 4F (4281.502644 sec): 3 clusters Score: Raw -703907.288573 + Penalty 1772.005369 = -702135.283204 nChanged 852 SP:Iteration 5F (4281.534637 sec): 3 clusters Score: Raw -704562.687654 + Penalty 1772.005369 = -702790.682285 nChanged 615 SP:Iteration 6F (4281.595803 sec): 3 clusters Score: Raw -704917.430785 + Penalty 1772.005369 = -703145.425416 nChanged 398 SP:Iteration 7Q (4281.658713 sec): 3 clusters Score: Raw -705054.241111 + Penalty 1772.005369 = -703282.235742 nChanged 248 SP:Iteration 8Q (4281.720209 sec): 3 clusters Score: Raw -705116.861192 + Penalty 1772.005369 = -703344.855823 nChanged 161 SP:Iteration 9Q (4281.782707 sec): 3 clusters Score: Raw -705149.074892 + Penalty 1772.005369 = -703377.069522 nChanged 123 SP:Iteration 10Q (4281.838217 sec): 3 clusters Score: Raw -705174.745204 + Penalty 1772.005369 = -703402.739835 nChanged 111 SP:Iteration 11Q (4281.899423 sec): 3 clusters Score: Raw -705192.163838 + Penalty 1772.005369 = -703420.158469 nChanged 73 SP:Iteration 12Q (4281.939540 sec): 3 clusters Score: Raw -705201.013584 + Penalty 1772.005369 = -703429.008215 nChanged 44 SP:Iteration 13Q (4281.997942 sec): 3 clusters Score: Raw -705205.151471 + Penalty 1772.005369 = -703433.146102 nChanged 42 SP:Iteration 14Q (4282.047012 sec): 3 clusters Score: Raw -705208.387735 + Penalty 1772.005369 = -703436.382366 nChanged 28 SP:Iteration 15Q (4282.107878 sec): 3 clusters Score: Raw -705210.537678 + Penalty 1772.005369 = -703438.532309 nChanged 24 SP:Iteration 16Q (4282.179119 sec): 3 clusters Score: Raw -705212.803560 + Penalty 1772.005369 = -703440.798191 nChanged 26 SP:Iteration 17Q (4282.218182 sec): 3 clusters Score: Raw -705214.725357 + Penalty 1772.005369 = -703442.719988 nChanged 21 SP:Iteration 18Q (4282.272239 sec): 3 clusters Score: Raw -705216.393004 + Penalty 1772.005369 = -703444.387635 nChanged 24 SP:Iteration 19Q (4282.333126 sec): 3 clusters Score: Raw -705217.874217 + Penalty 1772.005369 = -703445.868848 nChanged 20 SP:Iteration 20F (4282.388163 sec): 3 clusters Score: Raw -705219.073756 + Penalty 1772.005369 = -703447.068387 nChanged 21 SP:Iteration 21Q (4282.434818 sec): 3 clusters Score: Raw -705220.950605 + Penalty 1772.005369 = -703448.945236 nChanged 26 SP:Iteration 22Q (4282.500188 sec): 3 clusters Score: Raw -705222.578884 + Penalty 1772.005369 = -703450.573515 nChanged 18 SP:Iteration 23Q (4282.543079 sec): 3 clusters Score: Raw -705223.570191 + Penalty 1772.005369 = -703451.564822 nChanged 9 SP:Iteration 24Q (4282.587241 sec): 3 clusters Score: Raw -705224.046395 + Penalty 1772.005369 = -703452.041026 nChanged 11 SP:Iteration 25Q (4282.645820 sec): 3 clusters Score: Raw -705224.802273 + Penalty 1772.005369 = -703452.796904 nChanged 8 SP:Iteration 26Q (4282.699078 sec): 3 clusters Score: Raw -705225.328720 + Penalty 1772.005369 = -703453.323351 nChanged 5 SP:Iteration 27Q (4282.755594 sec): 3 clusters Score: Raw -705225.714467 + Penalty 1772.005369 = -703453.709098 nChanged 10 SP:Iteration 28Q (4282.801539 sec): 3 clusters Score: Raw -705226.185719 + Penalty 1772.005369 = -703454.180350 nChanged 6 SP:Iteration 29Q (4282.847384 sec): 3 clusters Score: Raw -705226.407278 + Penalty 1772.005369 = -703454.401908 nChanged 7 SP:Iteration 30Q (4282.901073 sec): 3 clusters Score: Raw -705226.672471 + Penalty 1772.005369 = -703454.667102 nChanged 9 SP:Iteration 31Q (4282.954267 sec): 3 clusters Score: Raw -705227.337106 + Penalty 1772.005369 = -703455.331737 nChanged 11 SP:Iteration 32Q (4282.996361 sec): 3 clusters Score: Raw -705227.986775 + Penalty 1772.005369 = -703455.981406 nChanged 18 SP:Iteration 33Q (4283.053006 sec): 3 clusters Score: Raw -705229.162672 + Penalty 1772.005369 = -703457.157303 nChanged 22 SP:Iteration 34Q (4283.096873 sec): 3 clusters Score: Raw -705230.530538 + Penalty 1772.005369 = -703458.525169 nChanged 20 SP:Iteration 35Q (4283.151347 sec): 3 clusters Score: Raw -705231.854935 + Penalty 1772.005369 = -703459.849566 nChanged 21 SP:Iteration 36Q (4283.214250 sec): 3 clusters Score: Raw -705233.124081 + Penalty 1772.005369 = -703461.118711 nChanged 17 SP:Iteration 37Q (4283.267952 sec): 3 clusters Score: Raw -705234.593302 + Penalty 1772.005369 = -703462.587933 nChanged 22 SP:Iteration 38Q (4283.306361 sec): 3 clusters Score: Raw -705236.965809 + Penalty 1772.005369 = -703464.960439 nChanged 29 SP:Iteration 39Q (4283.331777 sec): 3 clusters Score: Raw -705240.067361 + Penalty 1772.005369 = -703468.061992 nChanged 28 SP:Iteration 40F (4283.379499 sec): 3 clusters Score: Raw -705242.592790 + Penalty 1772.005369 = -703470.587421 nChanged 33 SP:Iteration 41Q (4283.436596 sec): 3 clusters Score: Raw -705245.626745 + Penalty 1772.005369 = -703473.621376 nChanged 31 SP:Iteration 42Q (4283.494624 sec): 3 clusters Score: Raw -705249.018685 + Penalty 1772.005369 = -703477.013316 nChanged 39 SP:Iteration 43Q (4283.540436 sec): 3 clusters Score: Raw -705252.752848 + Penalty 1772.005369 = -703480.747479 nChanged 35 SP:Iteration 44Q (4283.604705 sec): 3 clusters Score: Raw -705255.983756 + Penalty 1772.005369 = -703483.978387 nChanged 39 SP:Iteration 45Q (4283.643833 sec): 3 clusters Score: Raw -705259.719193 + Penalty 1772.005369 = -703487.713824 nChanged 46 SP:Iteration 46Q (4283.693662 sec): 3 clusters Score: Raw -705265.039857 + Penalty 1772.005369 = -703493.034488 nChanged 53 SP:Iteration 47Q (4283.741095 sec): 3 clusters Score: Raw -705271.201770 + Penalty 1772.005369 = -703499.196401 nChanged 59 SP:Iteration 48Q (4283.794839 sec): 3 clusters Score: Raw -705278.211560 + Penalty 1772.005369 = -703506.206191 nChanged 53 SP:Iteration 49Q (4283.851000 sec): 3 clusters Score: Raw -705283.681216 + Penalty 1772.005369 = -703511.675847 nChanged 43 SP:Iteration 50Q (4283.912567 sec): 3 clusters Score: Raw -705288.517504 + Penalty 1772.005369 = -703516.512135 nChanged 50 SP:Iteration 51Q (4283.974123 sec): 3 clusters Score: Raw -705294.534229 + Penalty 1772.005369 = -703522.528860 nChanged 48 SP:Iteration 52Q (4284.032913 sec): 3 clusters Score: Raw -705300.675184 + Penalty 1772.005369 = -703528.669815 nChanged 51 SP:Iteration 53Q (4284.094454 sec): 3 clusters Score: Raw -705307.040410 + Penalty 1772.005369 = -703535.035041 nChanged 60 SP:Iteration 54Q (4284.155711 sec): 3 clusters Score: Raw -705314.741022 + Penalty 1772.005369 = -703542.735653 nChanged 65 SP:Iteration 55Q (4284.217312 sec): 3 clusters Score: Raw -705323.059166 + Penalty 1772.005369 = -703551.053797 nChanged 58 SP:Iteration 56Q (4284.278412 sec): 3 clusters Score: Raw -705331.088513 + Penalty 1772.005369 = -703559.083144 nChanged 67 SP:Iteration 57Q (4284.330169 sec): 3 clusters Score: Raw -705339.006467 + Penalty 1772.005369 = -703567.001098 nChanged 56 SP:Iteration 58Q (4284.390240 sec): 3 clusters Score: Raw -705345.250245 + Penalty 1772.005369 = -703573.244876 nChanged 59 SP:Iteration 59Q (4284.451340 sec): 3 clusters Score: Raw -705352.181247 + Penalty 1772.005369 = -703580.175878 nChanged 68 SP:Iteration 60F (4284.512882 sec): 3 clusters Score: Raw -705361.306341 + Penalty 1772.005369 = -703589.300972 nChanged 73 SP:Iteration 61Q (4284.575365 sec): 3 clusters Score: Raw -705370.712185 + Penalty 1772.005369 = -703598.706816 nChanged 72 SP:Iteration 62Q (4284.633769 sec): 3 clusters Score: Raw -705382.681054 + Penalty 1772.005369 = -703610.675685 nChanged 97 SP:Iteration 63Q (4284.695029 sec): 3 clusters Score: Raw -705402.815969 + Penalty 1772.005369 = -703630.810600 nChanged 110 SP:Iteration 64Q (4284.745673 sec): 3 clusters Score: Raw -705425.471856 + Penalty 1772.005369 = -703653.466487 nChanged 123 SP:Iteration 65Q (4284.806496 sec): 3 clusters Score: Raw -705449.059071 + Penalty 1772.005369 = -703677.053702 nChanged 121 SP:Iteration 66Q (4284.867985 sec): 3 clusters Score: Raw -705475.550952 + Penalty 1772.005369 = -703703.545583 nChanged 130 SP:Iteration 67Q (4284.925906 sec): 3 clusters Score: Raw -705504.156894 + Penalty 1772.005369 = -703732.151525 nChanged 137 SP:Iteration 68Q (4284.987210 sec): 3 clusters Score: Raw -705535.085872 + Penalty 1772.005369 = -703763.080503 nChanged 130 SP:Iteration 69Q (4285.048273 sec): 3 clusters Score: Raw -705564.249883 + Penalty 1772.005369 = -703792.244514 nChanged 134 SP:Iteration 70Q (4285.108846 sec): 3 clusters Score: Raw -705592.089427 + Penalty 1772.005369 = -703820.084058 nChanged 128 SP:Iteration 71Q (4285.162495 sec): 3 clusters Score: Raw -705617.761386 + Penalty 1772.005369 = -703845.756017 nChanged 125 SP:Iteration 72Q (4285.211401 sec): 3 clusters Score: Raw -705647.226977 + Penalty 1772.005369 = -703875.221608 nChanged 132 SP:Iteration 73Q (4285.272671 sec): 3 clusters Score: Raw -705676.607059 + Penalty 1772.005369 = -703904.601690 nChanged 116 SP:Iteration 74Q (4285.334606 sec): 3 clusters Score: Raw -705701.531655 + Penalty 1772.005369 = -703929.526286 nChanged 107 SP:Iteration 75Q (4285.396692 sec): 3 clusters Score: Raw -705722.290010 + Penalty 1772.005369 = -703950.284641 nChanged 101 SP:Iteration 76Q (4285.458446 sec): 3 clusters Score: Raw -705741.350659 + Penalty 1772.005369 = -703969.345290 nChanged 98 SP:Iteration 77Q (4285.525847 sec): 3 clusters Score: Raw -705758.246839 + Penalty 1772.005369 = -703986.241469 nChanged 81 SP:Iteration 78Q (4285.571681 sec): 3 clusters Score: Raw -705772.704537 + Penalty 1772.005369 = -704000.699168 nChanged 85 SP:Iteration 79Q (4285.634793 sec): 3 clusters Score: Raw -705787.575064 + Penalty 1772.005369 = -704015.569695 nChanged 72 SP:Iteration 80F (4285.697938 sec): 3 clusters Score: Raw -705799.938299 + Penalty 1772.005369 = -704027.932930 nChanged 73 SP:Iteration 81Q (4285.757174 sec): 3 clusters Score: Raw -705812.972332 + Penalty 1772.005369 = -704040.966962 nChanged 78 SP:Iteration 82Q (4285.827012 sec): 3 clusters Score: Raw -705828.051335 + Penalty 1772.005369 = -704056.045966 nChanged 78 SP:Iteration 83Q (4285.889082 sec): 3 clusters Score: Raw -705840.734569 + Penalty 1772.005369 = -704068.729200 nChanged 73 SP:Iteration 84Q (4285.938013 sec): 3 clusters Score: Raw -705853.170912 + Penalty 1772.005369 = -704081.165543 nChanged 65 SP:Iteration 85Q (4285.996836 sec): 3 clusters Score: Raw -705864.921092 + Penalty 1772.005369 = -704092.915723 nChanged 66 SP:Iteration 86Q (4286.054193 sec): 3 clusters Score: Raw -705875.869559 + Penalty 1772.005369 = -704103.864190 nChanged 63 SP:Iteration 87Q (4286.111923 sec): 3 clusters Score: Raw -705885.532430 + Penalty 1772.005369 = -704113.527061 nChanged 59 SP:Iteration 88Q (4286.180003 sec): 3 clusters Score: Raw -705893.202289 + Penalty 1772.005369 = -704121.196920 nChanged 55 SP:Iteration 89Q (4286.231647 sec): 3 clusters Score: Raw -705900.123095 + Penalty 1772.005369 = -704128.117726 nChanged 47 SP:Iteration 90Q (4286.302504 sec): 3 clusters Score: Raw -705906.049110 + Penalty 1772.005369 = -704134.043741 nChanged 41 SP:Iteration 91Q (4286.365207 sec): 3 clusters Score: Raw -705912.508441 + Penalty 1772.005369 = -704140.503071 nChanged 35 SP:Iteration 92Q (4286.429050 sec): 3 clusters Score: Raw -705916.989464 + Penalty 1772.005369 = -704144.984095 nChanged 15 SP:Iteration 93Q (4286.480194 sec): 3 clusters Score: Raw -705918.248628 + Penalty 1772.005369 = -704146.243259 nChanged 15 SP:Iteration 94Q (4286.540661 sec): 3 clusters Score: Raw -705920.150399 + Penalty 1772.005369 = -704148.145030 nChanged 13 SP:Iteration 95Q (4286.595590 sec): 3 clusters Score: Raw -705921.725187 + Penalty 1772.005369 = -704149.719817 nChanged 16 SP:Iteration 96Q (4286.651061 sec): 3 clusters Score: Raw -705923.316965 + Penalty 1772.005369 = -704151.311596 nChanged 11 SP:Iteration 97Q (4286.709004 sec): 3 clusters Score: Raw -705924.301851 + Penalty 1772.005369 = -704152.296482 nChanged 7 SP:Iteration 98Q (4286.761336 sec): 3 clusters Score: Raw -705925.016205 + Penalty 1772.005369 = -704153.010836 nChanged 9 SP:Iteration 99Q (4286.821149 sec): 3 clusters Score: Raw -705926.433805 + Penalty 1772.005369 = -704154.428436 nChanged 14 SP:Iteration 100F (4286.892087 sec): 3 clusters Score: Raw -705927.736547 + Penalty 1772.005369 = -704155.731178 nChanged 9 SP:Iteration 101Q (4286.953966 sec): 3 clusters Score: Raw -705928.707615 + Penalty 1772.005369 = -704156.702246 nChanged 9 SP:Iteration 102Q (4286.968970 sec): 3 clusters Score: Raw -705929.475151 + Penalty 1772.005369 = -704157.469782 nChanged 7 SP:Iteration 103Q (4287.031125 sec): 3 clusters Score: Raw -705930.447350 + Penalty 1772.005369 = -704158.441981 nChanged 6 SP:Iteration 104Q (4287.089175 sec): 3 clusters Score: Raw -705930.943810 + Penalty 1772.005369 = -704158.938441 nChanged 5 SP:Iteration 105Q (4287.162481 sec): 3 clusters Score: Raw -705931.305322 + Penalty 1772.005369 = -704159.299953 nChanged 5 SP:Iteration 106Q (4287.213708 sec): 3 clusters Score: Raw -705931.840375 + Penalty 1772.005369 = -704159.835006 nChanged 6 SP:Iteration 107Q (4287.285408 sec): 3 clusters Score: Raw -705932.454223 + Penalty 1772.005369 = -704160.448854 nChanged 2 SP:Iteration 108Q (4287.347452 sec): 3 clusters Score: Raw -705932.568060 + Penalty 1772.005369 = -704160.562691 nChanged 0 SP:Iteration 109F (4287.408936 sec): 3 clusters Score: Raw -705932.568060 + Penalty 1772.005369 = -704160.562691 nChanged 0 Trying to split cluster 20 (17295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4287.449416 sec): 2 clusters Score: Raw -1116451.937147 + Penalty 927.026409 = -1115524.910739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4287.514905 sec): 3 clusters Score: Raw -1105885.756597 + Penalty 1854.052817 = -1104031.703780 nChanged 7979 SP:Iteration 1F (4287.585253 sec): 3 clusters Score: Raw -1110853.024868 + Penalty 1854.052817 = -1108998.972051 nChanged 1481 SP:Iteration 2F (4287.654569 sec): 3 clusters Score: Raw -1112295.544657 + Penalty 1854.052817 = -1110441.491840 nChanged 1745 SP:Iteration 3F (4287.716085 sec): 3 clusters Score: Raw -1114656.606676 + Penalty 1854.052817 = -1112802.553859 nChanged 1716 SP:Iteration 4F (4287.790252 sec): 3 clusters Score: Raw -1116712.515840 + Penalty 1854.052817 = -1114858.463023 nChanged 1193 SP:Iteration 5F (4287.858713 sec): 3 clusters Score: Raw -1117771.455247 + Penalty 1854.052817 = -1115917.402430 nChanged 698 SP:Iteration 6Q (4287.909220 sec): 3 clusters Score: Raw -1118379.575514 + Penalty 1854.052817 = -1116525.522697 nChanged 491 SP:Iteration 7Q (4287.980700 sec): 3 clusters Score: Raw -1118866.642992 + Penalty 1854.052817 = -1117012.590175 nChanged 371 SP:Iteration 8Q (4288.052431 sec): 3 clusters Score: Raw -1119343.820482 + Penalty 1854.052817 = -1117489.767665 nChanged 296 SP:Iteration 9Q (4288.127143 sec): 3 clusters Score: Raw -1119984.943148 + Penalty 1854.052817 = -1118130.890331 nChanged 233 SP:Iteration 10Q (4288.196979 sec): 3 clusters Score: Raw -1120749.463212 + Penalty 1854.052817 = -1118895.410395 nChanged 126 SP:Iteration 11Q (4288.260756 sec): 3 clusters Score: Raw -1120993.970019 + Penalty 1854.052817 = -1119139.917202 nChanged 38 SP:Iteration 12Q (4288.324798 sec): 3 clusters Score: Raw -1121010.298993 + Penalty 1854.052817 = -1119156.246176 nChanged 5 SP:Iteration 13Q (4288.394189 sec): 3 clusters Score: Raw -1121010.816477 + Penalty 1854.052817 = -1119156.763660 nChanged 1 SP:Iteration 14Q (4288.449003 sec): 3 clusters Score: Raw -1121011.065147 + Penalty 1854.052817 = -1119157.012330 nChanged 1 SP:Iteration 15Q (4288.516341 sec): 3 clusters Score: Raw -1121011.208769 + Penalty 1854.052817 = -1119157.155952 nChanged 0 SP:Iteration 16F (4288.586871 sec): 3 clusters Score: Raw -1121011.208769 + Penalty 1854.052817 = -1119157.155952 nChanged 0 Score: Raw -45523226.816926 + Penalty 35568.792676 = -45487658.024250 Splitting cluster 20 changes total score from -45452059.332796 to -45487658.024250 So it's getting split into cluster 28. Iteration 20F (4305.564917 sec): 29 clusters Score: Raw -45546699.108796 + Penalty 35568.792676 = -45511130.316120 nChanged 39636 Iteration 21F (4314.126467 sec): 29 clusters Score: Raw -45569795.163410 + Penalty 35568.792676 = -45534226.370734 nChanged 30166 Iteration 22Q (4319.286727 sec): 29 clusters Score: Raw -45588633.227767 + Penalty 35568.792676 = -45553064.435091 nChanged 30478 Iteration 23Q (4324.085921 sec): 29 clusters Score: Raw -45607471.428893 + Penalty 35568.792676 = -45571902.636217 nChanged 31866 Iteration 24Q (4329.081506 sec): 29 clusters Score: Raw -45627323.036845 + Penalty 35568.792676 = -45591754.244169 nChanged 33618 Iteration 25F (4338.056323 sec): 29 clusters Score: Raw -45648653.233481 + Penalty 35568.792676 = -45613084.440805 nChanged 35000 Iteration 26F (4346.721308 sec): 29 clusters Score: Raw -45671165.437209 + Penalty 35568.792676 = -45635596.644533 nChanged 35450 Iteration 27F (4355.090205 sec): 29 clusters Score: Raw -45693993.441113 + Penalty 35568.792676 = -45658424.648437 nChanged 35054 Iteration 28F (4363.958690 sec): 29 clusters Score: Raw -45716538.341057 + Penalty 35568.792676 = -45680969.548381 nChanged 34373 Iteration 29F (4372.383135 sec): 29 clusters Score: Raw -45739167.315145 + Penalty 35568.792676 = -45703598.522469 nChanged 33909 Iteration 30F (4380.918773 sec): 29 clusters Score: Raw -45762400.930999 + Penalty 35568.792676 = -45726832.138323 nChanged 33226 Iteration 31F (4389.422441 sec): 29 clusters Score: Raw -45786259.009814 + Penalty 35568.792676 = -45750690.217138 nChanged 31987 Iteration 32Q (4394.484568 sec): 29 clusters Score: Raw -45810207.193068 + Penalty 35568.792676 = -45774638.400392 nChanged 29579 Iteration 33Q (4399.599759 sec): 29 clusters Score: Raw -45833643.028859 + Penalty 35568.792676 = -45798074.236183 nChanged 24502 Iteration 34Q (4404.689393 sec): 29 clusters Score: Raw -45854091.220020 + Penalty 35568.792676 = -45818522.427344 nChanged 16532 Iteration 35Q (4409.629992 sec): 29 clusters Score: Raw -45863884.791545 + Penalty 35568.792676 = -45828315.998869 nChanged 13233 Iteration 36Q (4414.365376 sec): 29 clusters Score: Raw -45868909.341934 + Penalty 35568.792676 = -45833340.549257 nChanged 11169 Iteration 37Q (4419.002304 sec): 29 clusters Score: Raw -45872426.789149 + Penalty 35568.792676 = -45836857.996473 nChanged 9574 Iteration 38Q (4423.881004 sec): 29 clusters Score: Raw -45875114.913134 + Penalty 35568.792676 = -45839546.120458 nChanged 8543 Iteration 39Q (4428.886776 sec): 29 clusters Score: Raw -45877299.289688 + Penalty 35568.792676 = -45841730.497012 nChanged 7835 Iteration 40F (4437.455062 sec): 29 clusters Score: Raw -45879186.723524 + Penalty 35568.792676 = -45843617.930848 nChanged 7273 Iteration 41Q (4442.475164 sec): 29 clusters Score: Raw -45880776.404668 + Penalty 35568.792676 = -45845207.611992 nChanged 6746 Iteration 42Q (4447.362887 sec): 29 clusters Score: Raw -45882189.289461 + Penalty 35568.792676 = -45846620.496785 nChanged 6445 Iteration 43Q (4452.452228 sec): 29 clusters Score: Raw -45883463.891113 + Penalty 35568.792676 = -45847895.098437 nChanged 6164 Iteration 44Q (4457.528483 sec): 29 clusters Score: Raw -45884613.837709 + Penalty 35568.792676 = -45849045.045033 nChanged 6020 Iteration 45Q (4462.570358 sec): 29 clusters Score: Raw -45885701.251772 + Penalty 35568.792676 = -45850132.459096 nChanged 5910 Iteration 46Q (4467.444835 sec): 29 clusters Score: Raw -45886765.257434 + Penalty 35568.792676 = -45851196.464758 nChanged 5817 Iteration 47Q (4472.255074 sec): 29 clusters Score: Raw -45887810.352568 + Penalty 35568.792676 = -45852241.559892 nChanged 5660 Iteration 48Q (4477.227514 sec): 29 clusters Score: Raw -45888821.628543 + Penalty 35568.792676 = -45853252.835867 nChanged 5640 Iteration 49Q (4481.958961 sec): 29 clusters Score: Raw -45889828.252560 + Penalty 35568.792676 = -45854259.459884 nChanged 5456 Iteration 50Q (4486.776277 sec): 29 clusters Score: Raw -45890802.117945 + Penalty 35568.792676 = -45855233.325269 nChanged 5243 Iteration 51Q (4491.453005 sec): 29 clusters Score: Raw -45891768.504203 + Penalty 35568.792676 = -45856199.711527 nChanged 5161 Iteration 52Q (4496.284755 sec): 29 clusters Score: Raw -45892670.480446 + Penalty 35568.792676 = -45857101.687770 nChanged 4920 Iteration 53Q (4500.877457 sec): 29 clusters Score: Raw -45893505.296089 + Penalty 35568.792676 = -45857936.503413 nChanged 4675 Iteration 54Q (4505.505687 sec): 29 clusters Score: Raw -45894248.860916 + Penalty 35568.792676 = -45858680.068240 nChanged 4434 Iteration 55Q (4510.341799 sec): 29 clusters Score: Raw -45894929.158872 + Penalty 35568.792676 = -45859360.366196 nChanged 4208 Iteration 56Q (4515.223894 sec): 29 clusters Score: Raw -45895577.085746 + Penalty 35568.792676 = -45860008.293070 nChanged 4151 Iteration 57Q (4520.056187 sec): 29 clusters Score: Raw -45896224.402915 + Penalty 35568.792676 = -45860655.610239 nChanged 3943 Iteration 58Q (4524.782696 sec): 29 clusters Score: Raw -45896813.809327 + Penalty 35568.792676 = -45861245.016651 nChanged 3730 Writing temp clu file Because OldScore, -45860655.610239, is greater than current (better) Score,-45861245.016651 Compute initial score before splitting: Score: Raw -45896813.809327 + Penalty 35568.792676 = -45861245.016651 Trying to split cluster 1 (16123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4524.977919 sec): 2 clusters Score: Raw -1177715.247761 + Penalty 920.360200 = -1176794.887562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4525.040212 sec): 3 clusters Score: Raw -1167772.204003 + Penalty 1840.720400 = -1165931.483604 nChanged 7422 SP:Iteration 1F (4525.090066 sec): 3 clusters Score: Raw -1172022.285425 + Penalty 1840.720400 = -1170181.565025 nChanged 1114 SP:Iteration 2F (4525.156077 sec): 3 clusters Score: Raw -1172816.347858 + Penalty 1840.720400 = -1170975.627458 nChanged 1469 SP:Iteration 3F (4525.215112 sec): 3 clusters Score: Raw -1174209.503518 + Penalty 1840.720400 = -1172368.783119 nChanged 1605 SP:Iteration 4F (4525.276629 sec): 3 clusters Score: Raw -1175927.940243 + Penalty 1840.720400 = -1174087.219844 nChanged 1425 SP:Iteration 5F (4525.339560 sec): 3 clusters Score: Raw -1177540.599312 + Penalty 1840.720400 = -1175699.878912 nChanged 1049 SP:Iteration 6F (4525.408690 sec): 3 clusters Score: Raw -1178544.085395 + Penalty 1840.720400 = -1176703.364995 nChanged 657 SP:Iteration 7Q (4525.468248 sec): 3 clusters Score: Raw -1178953.723108 + Penalty 1840.720400 = -1177113.002708 nChanged 421 SP:Iteration 8Q (4525.519331 sec): 3 clusters Score: Raw -1179148.005232 + Penalty 1840.720400 = -1177307.284832 nChanged 294 SP:Iteration 9Q (4525.585630 sec): 3 clusters Score: Raw -1179251.990023 + Penalty 1840.720400 = -1177411.269623 nChanged 216 SP:Iteration 10Q (4525.640655 sec): 3 clusters Score: Raw -1179315.742242 + Penalty 1840.720400 = -1177475.021843 nChanged 167 SP:Iteration 11Q (4525.695634 sec): 3 clusters Score: Raw -1179354.528031 + Penalty 1840.720400 = -1177513.807632 nChanged 124 SP:Iteration 12Q (4525.760199 sec): 3 clusters Score: Raw -1179375.014768 + Penalty 1840.720400 = -1177534.294368 nChanged 79 SP:Iteration 13Q (4525.807295 sec): 3 clusters Score: Raw -1179386.879182 + Penalty 1840.720400 = -1177546.158782 nChanged 58 SP:Iteration 14Q (4525.867406 sec): 3 clusters Score: Raw -1179393.650090 + Penalty 1840.720400 = -1177552.929691 nChanged 43 SP:Iteration 15Q (4525.923785 sec): 3 clusters Score: Raw -1179397.578618 + Penalty 1840.720400 = -1177556.858219 nChanged 32 SP:Iteration 16Q (4525.985504 sec): 3 clusters Score: Raw -1179400.056654 + Penalty 1840.720400 = -1177559.336255 nChanged 29 SP:Iteration 17Q (4526.048837 sec): 3 clusters Score: Raw -1179402.113272 + Penalty 1840.720400 = -1177561.392872 nChanged 19 SP:Iteration 18Q (4526.108378 sec): 3 clusters Score: Raw -1179403.257403 + Penalty 1840.720400 = -1177562.537004 nChanged 14 SP:Iteration 19Q (4526.170094 sec): 3 clusters Score: Raw -1179404.069888 + Penalty 1840.720400 = -1177563.349488 nChanged 8 SP:Iteration 20F (4526.231849 sec): 3 clusters Score: Raw -1179404.380003 + Penalty 1840.720400 = -1177563.659603 nChanged 5 SP:Iteration 21Q (4526.295671 sec): 3 clusters Score: Raw -1179404.595929 + Penalty 1840.720400 = -1177563.875529 nChanged 7 SP:Iteration 22Q (4526.365044 sec): 3 clusters Score: Raw -1179404.952394 + Penalty 1840.720400 = -1177564.231994 nChanged 6 SP:Iteration 23Q (4526.428149 sec): 3 clusters Score: Raw -1179405.247081 + Penalty 1840.720400 = -1177564.526682 nChanged 1 SP:Iteration 24Q (4526.484667 sec): 3 clusters Score: Raw -1179405.270373 + Penalty 1840.720400 = -1177564.549974 nChanged 1 SP:Iteration 25Q (4526.538266 sec): 3 clusters Score: Raw -1179405.304019 + Penalty 1840.720400 = -1177564.583619 nChanged 2 SP:Iteration 26Q (4526.604447 sec): 3 clusters Score: Raw -1179405.437617 + Penalty 1840.720400 = -1177564.717217 nChanged 1 SP:Iteration 27Q (4526.664971 sec): 3 clusters Score: Raw -1179405.464583 + Penalty 1840.720400 = -1177564.744183 nChanged 0 SP:Iteration 28F (4526.721974 sec): 3 clusters Score: Raw -1179405.464583 + Penalty 1840.720400 = -1177564.744183 nChanged 0 Score: Raw -45898794.350631 + Penalty 36839.106700 = -45861955.243931 Splitting cluster 1 changes total score from -45861245.016651 to -45861955.243931 So it's getting split into cluster 29. Trying to split cluster 2 (3367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4535.963330 sec): 2 clusters Score: Raw -184489.978890 + Penalty 771.568855 = -183718.410035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4535.976811 sec): 3 clusters Score: Raw -182750.324382 + Penalty 1543.137710 = -181207.186673 nChanged 1428 SP:Iteration 1F (4535.989031 sec): 3 clusters Score: Raw -183696.953482 + Penalty 1543.137710 = -182153.815772 nChanged 304 SP:Iteration 2F (4536.001492 sec): 3 clusters Score: Raw -183898.545531 + Penalty 1543.137710 = -182355.407821 nChanged 213 SP:Iteration 3F (4536.013736 sec): 3 clusters Score: Raw -184042.922798 + Penalty 1543.137710 = -182499.785089 nChanged 174 SP:Iteration 4F (4536.025981 sec): 3 clusters Score: Raw -184189.912512 + Penalty 1543.137710 = -182646.774802 nChanged 188 SP:Iteration 5F (4536.038199 sec): 3 clusters Score: Raw -184337.939345 + Penalty 1543.137710 = -182794.801635 nChanged 179 SP:Iteration 6F (4536.050325 sec): 3 clusters Score: Raw -184515.636874 + Penalty 1543.137710 = -182972.499164 nChanged 183 SP:Iteration 7F (4536.062645 sec): 3 clusters Score: Raw -184709.252418 + Penalty 1543.137710 = -183166.114708 nChanged 182 SP:Iteration 8F (4536.074947 sec): 3 clusters Score: Raw -184915.900046 + Penalty 1543.137710 = -183372.762336 nChanged 140 SP:Iteration 9Q (4536.087086 sec): 3 clusters Score: Raw -185071.127511 + Penalty 1543.137710 = -183527.989801 nChanged 134 SP:Iteration 10Q (4536.099243 sec): 3 clusters Score: Raw -185205.835781 + Penalty 1543.137710 = -183662.698071 nChanged 74 SP:Iteration 11Q (4536.111401 sec): 3 clusters Score: Raw -185262.917925 + Penalty 1543.137710 = -183719.780215 nChanged 56 SP:Iteration 12Q (4536.123659 sec): 3 clusters Score: Raw -185294.593581 + Penalty 1543.137710 = -183751.455872 nChanged 35 SP:Iteration 13Q (4536.135747 sec): 3 clusters Score: Raw -185319.886583 + Penalty 1543.137710 = -183776.748873 nChanged 37 SP:Iteration 14Q (4536.147956 sec): 3 clusters Score: Raw -185335.159853 + Penalty 1543.137710 = -183792.022143 nChanged 18 SP:Iteration 15Q (4536.160082 sec): 3 clusters Score: Raw -185341.813429 + Penalty 1543.137710 = -183798.675719 nChanged 15 SP:Iteration 16Q (4536.172138 sec): 3 clusters Score: Raw -185346.942965 + Penalty 1543.137710 = -183803.805256 nChanged 12 SP:Iteration 17Q (4536.184162 sec): 3 clusters Score: Raw -185351.079846 + Penalty 1543.137710 = -183807.942136 nChanged 7 SP:Iteration 18Q (4536.196295 sec): 3 clusters Score: Raw -185354.364095 + Penalty 1543.137710 = -183811.226385 nChanged 6 SP:Iteration 19Q (4536.208364 sec): 3 clusters Score: Raw -185356.671864 + Penalty 1543.137710 = -183813.534154 nChanged 1 SP:Iteration 20F (4536.220619 sec): 3 clusters Score: Raw -185359.843929 + Penalty 1543.137710 = -183816.706219 nChanged 2 SP:Iteration 21Q (4536.232679 sec): 3 clusters Score: Raw -185361.197568 + Penalty 1543.137710 = -183818.059858 nChanged 1 SP:Iteration 22Q (4536.244725 sec): 3 clusters Score: Raw -185361.424642 + Penalty 1543.137710 = -183818.286932 nChanged 1 SP:Iteration 23Q (4536.256983 sec): 3 clusters Score: Raw -185362.018613 + Penalty 1543.137710 = -183818.880904 nChanged 0 SP:Iteration 24F (4536.269154 sec): 3 clusters Score: Raw -185362.018613 + Penalty 1543.137710 = -183818.880904 nChanged 0 Score: Raw -45899666.390354 + Penalty 38109.420724 = -45861556.969630 Splitting cluster 2 changes total score from -45861245.016651 to -45861556.969630 So it's getting split into cluster 30. Trying to split cluster 3 (899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4545.299546 sec): 2 clusters Score: Raw -62461.376239 + Penalty 646.121888 = -61815.254351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4545.303860 sec): 3 clusters Score: Raw -62145.809004 + Penalty 1292.243777 = -60853.565227 nChanged 304 SP:Iteration 1F (4545.307752 sec): 3 clusters Score: Raw -62363.446178 + Penalty 1292.243777 = -61071.202402 nChanged 72 SP:Iteration 2F (4545.311496 sec): 3 clusters Score: Raw -62440.157616 + Penalty 1292.243777 = -61147.913840 nChanged 51 SP:Iteration 3F (4545.315307 sec): 3 clusters Score: Raw -62495.152177 + Penalty 1292.243777 = -61202.908400 nChanged 47 SP:Iteration 4F (4545.319048 sec): 3 clusters Score: Raw -62544.998037 + Penalty 1292.243777 = -61252.754260 nChanged 31 SP:Iteration 5Q (4545.322784 sec): 3 clusters Score: Raw -62576.373737 + Penalty 1292.243777 = -61284.129960 nChanged 29 SP:Iteration 6Q (4545.326572 sec): 3 clusters Score: Raw -62596.748930 + Penalty 1292.243777 = -61304.505153 nChanged 18 SP:Iteration 7Q (4545.330351 sec): 3 clusters Score: Raw -62615.353564 + Penalty 1292.243777 = -61323.109788 nChanged 19 SP:Iteration 8Q (4545.334215 sec): 3 clusters Score: Raw -62625.960334 + Penalty 1292.243777 = -61333.716557 nChanged 16 SP:Iteration 9Q (4545.337981 sec): 3 clusters Score: Raw -62638.155181 + Penalty 1292.243777 = -61345.911405 nChanged 15 SP:Iteration 10Q (4545.342106 sec): 3 clusters Score: Raw -62646.991221 + Penalty 1292.243777 = -61354.747445 nChanged 17 SP:Iteration 11Q (4545.345978 sec): 3 clusters Score: Raw -62660.156987 + Penalty 1292.243777 = -61367.913210 nChanged 12 SP:Iteration 12Q (4545.349738 sec): 3 clusters Score: Raw -62671.793039 + Penalty 1292.243777 = -61379.549263 nChanged 5 SP:Iteration 13Q (4545.353403 sec): 3 clusters Score: Raw -62674.365135 + Penalty 1292.243777 = -61382.121358 nChanged 4 SP:Iteration 14Q (4545.357120 sec): 3 clusters Score: Raw -62676.336849 + Penalty 1292.243777 = -61384.093072 nChanged 3 SP:Iteration 15Q (4545.360838 sec): 3 clusters Score: Raw -62677.617650 + Penalty 1292.243777 = -61385.373873 nChanged 0 SP:Iteration 16F (4545.365030 sec): 3 clusters Score: Raw -62677.617650 + Penalty 1292.243777 = -61385.373873 nChanged 0 Trying to split cluster 4 (20871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4545.397501 sec): 2 clusters Score: Raw -1607812.233963 + Penalty 944.881012 = -1606867.352951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4545.435352 sec): 3 clusters Score: Raw -1594878.438395 + Penalty 1889.762024 = -1592988.676372 nChanged 9614 SP:Iteration 1F (4545.470988 sec): 3 clusters Score: Raw -1600642.321119 + Penalty 1889.762024 = -1598752.559095 nChanged 1477 SP:Iteration 2F (4545.506672 sec): 3 clusters Score: Raw -1601555.372439 + Penalty 1889.762024 = -1599665.610415 nChanged 1722 SP:Iteration 3F (4545.542209 sec): 3 clusters Score: Raw -1602940.962047 + Penalty 1889.762024 = -1601051.200023 nChanged 1805 SP:Iteration 4F (4545.577921 sec): 3 clusters Score: Raw -1604611.845776 + Penalty 1889.762024 = -1602722.083753 nChanged 1360 SP:Iteration 5F (4545.613661 sec): 3 clusters Score: Raw -1605929.131729 + Penalty 1889.762024 = -1604039.369705 nChanged 909 SP:Iteration 6Q (4545.649746 sec): 3 clusters Score: Raw -1606749.561500 + Penalty 1889.762024 = -1604859.799477 nChanged 533 SP:Iteration 7Q (4545.684370 sec): 3 clusters Score: Raw -1607204.435440 + Penalty 1889.762024 = -1605314.673416 nChanged 341 SP:Iteration 8Q (4545.718085 sec): 3 clusters Score: Raw -1607488.055974 + Penalty 1889.762024 = -1605598.293950 nChanged 217 SP:Iteration 9Q (4545.751112 sec): 3 clusters Score: Raw -1607710.528800 + Penalty 1889.762024 = -1605820.766776 nChanged 169 SP:Iteration 10Q (4545.783467 sec): 3 clusters Score: Raw -1607882.379213 + Penalty 1889.762024 = -1605992.617190 nChanged 134 SP:Iteration 11Q (4545.815473 sec): 3 clusters Score: Raw -1607982.272337 + Penalty 1889.762024 = -1606092.510313 nChanged 105 SP:Iteration 12Q (4545.847547 sec): 3 clusters Score: Raw -1608043.889202 + Penalty 1889.762024 = -1606154.127178 nChanged 108 SP:Iteration 13Q (4545.879439 sec): 3 clusters Score: Raw -1608098.505270 + Penalty 1889.762024 = -1606208.743246 nChanged 106 SP:Iteration 14Q (4545.911409 sec): 3 clusters Score: Raw -1608146.574938 + Penalty 1889.762024 = -1606256.812914 nChanged 98 SP:Iteration 15Q (4545.943286 sec): 3 clusters Score: Raw -1608191.939717 + Penalty 1889.762024 = -1606302.177693 nChanged 82 SP:Iteration 16Q (4545.975045 sec): 3 clusters Score: Raw -1608222.281331 + Penalty 1889.762024 = -1606332.519308 nChanged 61 SP:Iteration 17Q (4546.006735 sec): 3 clusters Score: Raw -1608241.681592 + Penalty 1889.762024 = -1606351.919568 nChanged 44 SP:Iteration 18Q (4546.038839 sec): 3 clusters Score: Raw -1608253.746594 + Penalty 1889.762024 = -1606363.984570 nChanged 40 SP:Iteration 19Q (4546.070879 sec): 3 clusters Score: Raw -1608263.144703 + Penalty 1889.762024 = -1606373.382679 nChanged 32 SP:Iteration 20F (4546.106498 sec): 3 clusters Score: Raw -1608272.052925 + Penalty 1889.762024 = -1606382.290901 nChanged 46 SP:Iteration 21Q (4546.138559 sec): 3 clusters Score: Raw -1608286.196559 + Penalty 1889.762024 = -1606396.434536 nChanged 38 SP:Iteration 22Q (4546.170322 sec): 3 clusters Score: Raw -1608294.640319 + Penalty 1889.762024 = -1606404.878295 nChanged 27 SP:Iteration 23Q (4546.202045 sec): 3 clusters Score: Raw -1608299.394769 + Penalty 1889.762024 = -1606409.632745 nChanged 18 SP:Iteration 24Q (4546.233636 sec): 3 clusters Score: Raw -1608302.299790 + Penalty 1889.762024 = -1606412.537766 nChanged 19 SP:Iteration 25Q (4546.265401 sec): 3 clusters Score: Raw -1608306.464738 + Penalty 1889.762024 = -1606416.702714 nChanged 18 SP:Iteration 26Q (4546.316762 sec): 3 clusters Score: Raw -1608308.876860 + Penalty 1889.762024 = -1606419.114836 nChanged 11 SP:Iteration 27Q (4546.361337 sec): 3 clusters Score: Raw -1608310.337655 + Penalty 1889.762024 = -1606420.575631 nChanged 10 SP:Iteration 28Q (4546.393435 sec): 3 clusters Score: Raw -1608311.612993 + Penalty 1889.762024 = -1606421.850969 nChanged 11 SP:Iteration 29Q (4546.425200 sec): 3 clusters Score: Raw -1608313.026382 + Penalty 1889.762024 = -1606423.264358 nChanged 10 SP:Iteration 30Q (4546.456887 sec): 3 clusters Score: Raw -1608314.226631 + Penalty 1889.762024 = -1606424.464608 nChanged 10 SP:Iteration 31Q (4546.488691 sec): 3 clusters Score: Raw -1608315.113071 + Penalty 1889.762024 = -1606425.351048 nChanged 5 SP:Iteration 32Q (4546.520674 sec): 3 clusters Score: Raw -1608315.649183 + Penalty 1889.762024 = -1606425.887159 nChanged 4 SP:Iteration 33Q (4546.552303 sec): 3 clusters Score: Raw -1608316.289164 + Penalty 1889.762024 = -1606426.527140 nChanged 2 SP:Iteration 34Q (4546.583922 sec): 3 clusters Score: Raw -1608316.559043 + Penalty 1889.762024 = -1606426.797020 nChanged 1 SP:Iteration 35Q (4546.615687 sec): 3 clusters Score: Raw -1608316.650401 + Penalty 1889.762024 = -1606426.888378 nChanged 0 SP:Iteration 36F (4546.650999 sec): 3 clusters Score: Raw -1608316.650401 + Penalty 1889.762024 = -1606426.888378 nChanged 0 Trying to split cluster 5 (4388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4546.667097 sec): 2 clusters Score: Raw -295579.507983 + Penalty 796.729738 = -294782.778245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4546.684578 sec): 3 clusters Score: Raw -293210.962068 + Penalty 1593.459476 = -291617.502592 nChanged 1837 SP:Iteration 1F (4546.700658 sec): 3 clusters Score: Raw -294329.638789 + Penalty 1593.459476 = -292736.179313 nChanged 422 SP:Iteration 2F (4546.716843 sec): 3 clusters Score: Raw -294772.336940 + Penalty 1593.459476 = -293178.877464 nChanged 453 SP:Iteration 3F (4546.732841 sec): 3 clusters Score: Raw -295295.373177 + Penalty 1593.459476 = -293701.913701 nChanged 420 SP:Iteration 4F (4546.748943 sec): 3 clusters Score: Raw -295852.713780 + Penalty 1593.459476 = -294259.254304 nChanged 329 SP:Iteration 5F (4546.765112 sec): 3 clusters Score: Raw -296281.568539 + Penalty 1593.459476 = -294688.109063 nChanged 275 SP:Iteration 6F (4546.781232 sec): 3 clusters Score: Raw -296687.241295 + Penalty 1593.459476 = -295093.781819 nChanged 250 SP:Iteration 7F (4546.797390 sec): 3 clusters Score: Raw -297177.383172 + Penalty 1593.459476 = -295583.923696 nChanged 195 SP:Iteration 8Q (4546.813034 sec): 3 clusters Score: Raw -297550.402511 + Penalty 1593.459476 = -295956.943035 nChanged 132 SP:Iteration 9Q (4546.828492 sec): 3 clusters Score: Raw -297820.850886 + Penalty 1593.459476 = -296227.391410 nChanged 79 SP:Iteration 10Q (4546.843656 sec): 3 clusters Score: Raw -297955.650231 + Penalty 1593.459476 = -296362.190755 nChanged 30 SP:Iteration 11Q (4546.858985 sec): 3 clusters Score: Raw -297974.164233 + Penalty 1593.459476 = -296380.704757 nChanged 23 SP:Iteration 12Q (4546.874294 sec): 3 clusters Score: Raw -297984.814350 + Penalty 1593.459476 = -296391.354874 nChanged 14 SP:Iteration 13Q (4546.889582 sec): 3 clusters Score: Raw -297990.483694 + Penalty 1593.459476 = -296397.024218 nChanged 12 SP:Iteration 14Q (4546.904847 sec): 3 clusters Score: Raw -297993.741417 + Penalty 1593.459476 = -296400.281941 nChanged 4 SP:Iteration 15Q (4546.920104 sec): 3 clusters Score: Raw -297994.700164 + Penalty 1593.459476 = -296401.240688 nChanged 6 SP:Iteration 16Q (4546.935329 sec): 3 clusters Score: Raw -297996.152165 + Penalty 1593.459476 = -296402.692689 nChanged 6 SP:Iteration 17Q (4546.950578 sec): 3 clusters Score: Raw -297997.129656 + Penalty 1593.459476 = -296403.670180 nChanged 6 SP:Iteration 18Q (4546.965686 sec): 3 clusters Score: Raw -297998.617216 + Penalty 1593.459476 = -296405.157740 nChanged 4 SP:Iteration 19Q (4546.980939 sec): 3 clusters Score: Raw -297999.531756 + Penalty 1593.459476 = -296406.072280 nChanged 1 SP:Iteration 20F (4546.997126 sec): 3 clusters Score: Raw -297999.728203 + Penalty 1593.459476 = -296406.268727 nChanged 1 SP:Iteration 21Q (4547.012521 sec): 3 clusters Score: Raw -297999.821384 + Penalty 1593.459476 = -296406.361908 nChanged 1 SP:Iteration 22Q (4547.027847 sec): 3 clusters Score: Raw -297999.925275 + Penalty 1593.459476 = -296406.465799 nChanged 0 SP:Iteration 23F (4547.043810 sec): 3 clusters Score: Raw -297999.925275 + Penalty 1593.459476 = -296406.465799 nChanged 0 Score: Raw -45902086.807646 + Penalty 39379.734748 = -45862707.072898 Splitting cluster 5 changes total score from -45861245.016651 to -45862707.072898 So it's getting split into cluster 31. Trying to split cluster 6 (28535 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4556.756891 sec): 2 clusters Score: Raw -2087824.189358 + Penalty 974.594235 = -2086849.595124 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4556.803829 sec): 3 clusters Score: Raw -2069784.136771 + Penalty 1949.188470 = -2067834.948301 nChanged 13448 SP:Iteration 1F (4556.846650 sec): 3 clusters Score: Raw -2077895.592153 + Penalty 1949.188470 = -2075946.403684 nChanged 2170 SP:Iteration 2F (4556.890421 sec): 3 clusters Score: Raw -2079397.231121 + Penalty 1949.188470 = -2077448.042651 nChanged 2521 SP:Iteration 3F (4556.933841 sec): 3 clusters Score: Raw -2081438.762520 + Penalty 1949.188470 = -2079489.574050 nChanged 2386 SP:Iteration 4F (4556.977186 sec): 3 clusters Score: Raw -2083453.204637 + Penalty 1949.188470 = -2081504.016167 nChanged 2004 SP:Iteration 5F (4557.020474 sec): 3 clusters Score: Raw -2085265.148622 + Penalty 1949.188470 = -2083315.960152 nChanged 1484 SP:Iteration 6F (4557.064198 sec): 3 clusters Score: Raw -2086400.291631 + Penalty 1949.188470 = -2084451.103161 nChanged 1001 SP:Iteration 7Q (4557.107825 sec): 3 clusters Score: Raw -2086912.163985 + Penalty 1949.188470 = -2084962.975515 nChanged 597 SP:Iteration 8Q (4557.150270 sec): 3 clusters Score: Raw -2087128.565783 + Penalty 1949.188470 = -2085179.377313 nChanged 378 SP:Iteration 9Q (4557.191843 sec): 3 clusters Score: Raw -2087247.473550 + Penalty 1949.188470 = -2085298.285080 nChanged 305 SP:Iteration 10Q (4557.233319 sec): 3 clusters Score: Raw -2087344.105968 + Penalty 1949.188470 = -2085394.917498 nChanged 279 SP:Iteration 11Q (4557.275294 sec): 3 clusters Score: Raw -2087430.746537 + Penalty 1949.188470 = -2085481.558067 nChanged 284 SP:Iteration 12Q (4557.316156 sec): 3 clusters Score: Raw -2087533.228224 + Penalty 1949.188470 = -2085584.039754 nChanged 277 SP:Iteration 13Q (4557.357351 sec): 3 clusters Score: Raw -2087643.302736 + Penalty 1949.188470 = -2085694.114266 nChanged 295 SP:Iteration 14Q (4557.398502 sec): 3 clusters Score: Raw -2087767.556818 + Penalty 1949.188470 = -2085818.368348 nChanged 307 SP:Iteration 15Q (4557.439500 sec): 3 clusters Score: Raw -2087908.005309 + Penalty 1949.188470 = -2085958.816839 nChanged 305 SP:Iteration 16Q (4557.480283 sec): 3 clusters Score: Raw -2088058.655283 + Penalty 1949.188470 = -2086109.466813 nChanged 343 SP:Iteration 17Q (4557.521242 sec): 3 clusters Score: Raw -2088209.611333 + Penalty 1949.188470 = -2086260.422863 nChanged 315 SP:Iteration 18Q (4557.561621 sec): 3 clusters Score: Raw -2088330.100876 + Penalty 1949.188470 = -2086380.912406 nChanged 249 SP:Iteration 19Q (4557.601980 sec): 3 clusters Score: Raw -2088418.115196 + Penalty 1949.188470 = -2086468.926726 nChanged 215 SP:Iteration 20F (4557.645047 sec): 3 clusters Score: Raw -2088479.355678 + Penalty 1949.188470 = -2086530.167208 nChanged 194 SP:Iteration 21Q (4557.685966 sec): 3 clusters Score: Raw -2088524.432833 + Penalty 1949.188470 = -2086575.244363 nChanged 161 SP:Iteration 22Q (4557.726339 sec): 3 clusters Score: Raw -2088558.730770 + Penalty 1949.188470 = -2086609.542301 nChanged 143 SP:Iteration 23Q (4557.766880 sec): 3 clusters Score: Raw -2088584.560618 + Penalty 1949.188470 = -2086635.372148 nChanged 127 SP:Iteration 24Q (4557.807125 sec): 3 clusters Score: Raw -2088607.639556 + Penalty 1949.188470 = -2086658.451086 nChanged 113 SP:Iteration 25Q (4557.847195 sec): 3 clusters Score: Raw -2088626.313193 + Penalty 1949.188470 = -2086677.124723 nChanged 84 SP:Iteration 26Q (4557.887728 sec): 3 clusters Score: Raw -2088638.975461 + Penalty 1949.188470 = -2086689.786992 nChanged 72 SP:Iteration 27Q (4557.927771 sec): 3 clusters Score: Raw -2088649.739913 + Penalty 1949.188470 = -2086700.551444 nChanged 58 SP:Iteration 28Q (4557.967836 sec): 3 clusters Score: Raw -2088656.278083 + Penalty 1949.188470 = -2086707.089614 nChanged 41 SP:Iteration 29Q (4558.007872 sec): 3 clusters Score: Raw -2088660.198906 + Penalty 1949.188470 = -2086711.010436 nChanged 39 SP:Iteration 30Q (4558.048204 sec): 3 clusters Score: Raw -2088662.972755 + Penalty 1949.188470 = -2086713.784285 nChanged 29 SP:Iteration 31Q (4558.088150 sec): 3 clusters Score: Raw -2088664.811746 + Penalty 1949.188470 = -2086715.623276 nChanged 25 SP:Iteration 32Q (4558.128222 sec): 3 clusters Score: Raw -2088666.480736 + Penalty 1949.188470 = -2086717.292266 nChanged 20 SP:Iteration 33Q (4558.168627 sec): 3 clusters Score: Raw -2088667.489676 + Penalty 1949.188470 = -2086718.301206 nChanged 17 SP:Iteration 34Q (4558.208632 sec): 3 clusters Score: Raw -2088668.235260 + Penalty 1949.188470 = -2086719.046790 nChanged 11 SP:Iteration 35Q (4558.248619 sec): 3 clusters Score: Raw -2088668.771158 + Penalty 1949.188470 = -2086719.582688 nChanged 9 SP:Iteration 36Q (4558.288814 sec): 3 clusters Score: Raw -2088669.003915 + Penalty 1949.188470 = -2086719.815445 nChanged 5 SP:Iteration 37Q (4558.328901 sec): 3 clusters Score: Raw -2088669.200298 + Penalty 1949.188470 = -2086720.011829 nChanged 3 SP:Iteration 38Q (4558.369004 sec): 3 clusters Score: Raw -2088669.313324 + Penalty 1949.188470 = -2086720.124854 nChanged 6 SP:Iteration 39Q (4558.408917 sec): 3 clusters Score: Raw -2088669.601945 + Penalty 1949.188470 = -2086720.413476 nChanged 7 SP:Iteration 40F (4558.451964 sec): 3 clusters Score: Raw -2088670.005610 + Penalty 1949.188470 = -2086720.817141 nChanged 6 SP:Iteration 41Q (4558.492953 sec): 3 clusters Score: Raw -2088670.143136 + Penalty 1949.188470 = -2086720.954666 nChanged 3 SP:Iteration 42Q (4558.533419 sec): 3 clusters Score: Raw -2088670.225727 + Penalty 1949.188470 = -2086721.037258 nChanged 3 SP:Iteration 43Q (4558.573823 sec): 3 clusters Score: Raw -2088670.286730 + Penalty 1949.188470 = -2086721.098260 nChanged 2 SP:Iteration 44Q (4558.614093 sec): 3 clusters Score: Raw -2088670.327540 + Penalty 1949.188470 = -2086721.139071 nChanged 5 SP:Iteration 45Q (4558.654395 sec): 3 clusters Score: Raw -2088670.427619 + Penalty 1949.188470 = -2086721.239149 nChanged 2 SP:Iteration 46Q (4558.695050 sec): 3 clusters Score: Raw -2088670.501356 + Penalty 1949.188470 = -2086721.312886 nChanged 2 SP:Iteration 47Q (4558.735356 sec): 3 clusters Score: Raw -2088670.569521 + Penalty 1949.188470 = -2086721.381051 nChanged 3 SP:Iteration 48Q (4558.775609 sec): 3 clusters Score: Raw -2088670.621169 + Penalty 1949.188470 = -2086721.432699 nChanged 3 SP:Iteration 49Q (4558.816119 sec): 3 clusters Score: Raw -2088670.704642 + Penalty 1949.188470 = -2086721.516172 nChanged 2 SP:Iteration 50Q (4558.856670 sec): 3 clusters Score: Raw -2088670.748190 + Penalty 1949.188470 = -2086721.559721 nChanged 2 SP:Iteration 51Q (4558.896706 sec): 3 clusters Score: Raw -2088670.813242 + Penalty 1949.188470 = -2086721.624772 nChanged 1 SP:Iteration 52Q (4558.937283 sec): 3 clusters Score: Raw -2088670.853302 + Penalty 1949.188470 = -2086721.664832 nChanged 1 SP:Iteration 53Q (4558.977542 sec): 3 clusters Score: Raw -2088670.873292 + Penalty 1949.188470 = -2086721.684822 nChanged 1 SP:Iteration 54Q (4559.017823 sec): 3 clusters Score: Raw -2088670.911451 + Penalty 1949.188470 = -2086721.722981 nChanged 1 SP:Iteration 55Q (4559.059316 sec): 3 clusters Score: Raw -2088670.942677 + Penalty 1949.188470 = -2086721.754207 nChanged 1 SP:Iteration 56Q (4559.099767 sec): 3 clusters Score: Raw -2088670.954604 + Penalty 1949.188470 = -2086721.766134 nChanged 0 SP:Iteration 57F (4559.142346 sec): 3 clusters Score: Raw -2088670.954604 + Penalty 1949.188470 = -2086721.766134 nChanged 0 Trying to split cluster 7 (15947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4559.166220 sec): 2 clusters Score: Raw -1255534.865093 + Penalty 919.317470 = -1254615.547623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4559.197734 sec): 3 clusters Score: Raw -1245692.605923 + Penalty 1838.634941 = -1243853.970983 nChanged 7375 SP:Iteration 1F (4559.227910 sec): 3 clusters Score: Raw -1249901.653792 + Penalty 1838.634941 = -1248063.018852 nChanged 905 SP:Iteration 2F (4559.258113 sec): 3 clusters Score: Raw -1250307.149663 + Penalty 1838.634941 = -1248468.514723 nChanged 934 SP:Iteration 3F (4559.288151 sec): 3 clusters Score: Raw -1250773.701199 + Penalty 1838.634941 = -1248935.066258 nChanged 977 SP:Iteration 4F (4559.318371 sec): 3 clusters Score: Raw -1251347.114710 + Penalty 1838.634941 = -1249508.479769 nChanged 1067 SP:Iteration 5F (4559.348369 sec): 3 clusters Score: Raw -1252080.557375 + Penalty 1838.634941 = -1250241.922435 nChanged 1122 SP:Iteration 6F (4559.378657 sec): 3 clusters Score: Raw -1252942.208436 + Penalty 1838.634941 = -1251103.573495 nChanged 1048 SP:Iteration 7F (4559.408808 sec): 3 clusters Score: Raw -1253767.186200 + Penalty 1838.634941 = -1251928.551260 nChanged 826 SP:Iteration 8F (4559.439035 sec): 3 clusters Score: Raw -1254421.964268 + Penalty 1838.634941 = -1252583.329328 nChanged 607 SP:Iteration 9Q (4559.469170 sec): 3 clusters Score: Raw -1254896.694779 + Penalty 1838.634941 = -1253058.059838 nChanged 392 SP:Iteration 10Q (4559.498713 sec): 3 clusters Score: Raw -1255191.556919 + Penalty 1838.634941 = -1253352.921978 nChanged 221 SP:Iteration 11Q (4559.527758 sec): 3 clusters Score: Raw -1255363.312180 + Penalty 1838.634941 = -1253524.677239 nChanged 141 SP:Iteration 12Q (4559.556158 sec): 3 clusters Score: Raw -1255494.511004 + Penalty 1838.634941 = -1253655.876064 nChanged 85 SP:Iteration 13Q (4559.583778 sec): 3 clusters Score: Raw -1255573.646148 + Penalty 1838.634941 = -1253735.011208 nChanged 55 SP:Iteration 14Q (4559.611014 sec): 3 clusters Score: Raw -1255633.257457 + Penalty 1838.634941 = -1253794.622517 nChanged 36 SP:Iteration 15Q (4559.637907 sec): 3 clusters Score: Raw -1255660.891700 + Penalty 1838.634941 = -1253822.256759 nChanged 25 SP:Iteration 16Q (4559.664744 sec): 3 clusters Score: Raw -1255674.998119 + Penalty 1838.634941 = -1253836.363178 nChanged 13 SP:Iteration 17Q (4559.691412 sec): 3 clusters Score: Raw -1255683.553962 + Penalty 1838.634941 = -1253844.919021 nChanged 12 SP:Iteration 18Q (4559.718152 sec): 3 clusters Score: Raw -1255693.869387 + Penalty 1838.634941 = -1253855.234446 nChanged 14 SP:Iteration 19Q (4559.744777 sec): 3 clusters Score: Raw -1255702.656809 + Penalty 1838.634941 = -1253864.021869 nChanged 12 SP:Iteration 20F (4559.774568 sec): 3 clusters Score: Raw -1255712.650190 + Penalty 1838.634941 = -1253874.015249 nChanged 9 SP:Iteration 21Q (4559.801348 sec): 3 clusters Score: Raw -1255718.769005 + Penalty 1838.634941 = -1253880.134064 nChanged 8 SP:Iteration 22Q (4559.827844 sec): 3 clusters Score: Raw -1255727.355625 + Penalty 1838.634941 = -1253888.720684 nChanged 4 SP:Iteration 23Q (4559.854371 sec): 3 clusters Score: Raw -1255732.154184 + Penalty 1838.634941 = -1253893.519244 nChanged 6 SP:Iteration 24Q (4559.881412 sec): 3 clusters Score: Raw -1255736.140510 + Penalty 1838.634941 = -1253897.505570 nChanged 4 SP:Iteration 25Q (4559.907921 sec): 3 clusters Score: Raw -1255739.071391 + Penalty 1838.634941 = -1253900.436451 nChanged 3 SP:Iteration 26Q (4559.934388 sec): 3 clusters Score: Raw -1255741.513765 + Penalty 1838.634941 = -1253902.878825 nChanged 2 SP:Iteration 27Q (4559.960990 sec): 3 clusters Score: Raw -1255743.009141 + Penalty 1838.634941 = -1253904.374200 nChanged 3 SP:Iteration 28Q (4559.987479 sec): 3 clusters Score: Raw -1255744.900867 + Penalty 1838.634941 = -1253906.265927 nChanged 0 SP:Iteration 29F (4560.017385 sec): 3 clusters Score: Raw -1255744.900867 + Penalty 1838.634941 = -1253906.265927 nChanged 0 Trying to split cluster 8 (31569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4560.057385 sec): 2 clusters Score: Raw -2206894.926290 + Penalty 984.193436 = -2205910.732854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4560.107871 sec): 3 clusters Score: Raw -2186786.658029 + Penalty 1968.386872 = -2184818.271157 nChanged 14892 SP:Iteration 1F (4560.154817 sec): 3 clusters Score: Raw -2195635.484167 + Penalty 1968.386872 = -2193667.097295 nChanged 1573 SP:Iteration 2Q (4560.203713 sec): 3 clusters Score: Raw -2196247.090225 + Penalty 1968.386872 = -2194278.703353 nChanged 1564 SP:Iteration 3Q (4560.251916 sec): 3 clusters Score: Raw -2196921.220143 + Penalty 1968.386872 = -2194952.833271 nChanged 1635 SP:Iteration 4F (4560.297982 sec): 3 clusters Score: Raw -2197740.956902 + Penalty 1968.386872 = -2195772.570030 nChanged 1772 SP:Iteration 5F (4560.345105 sec): 3 clusters Score: Raw -2198702.795297 + Penalty 1968.386872 = -2196734.408425 nChanged 1797 SP:Iteration 6F (4560.391914 sec): 3 clusters Score: Raw -2199782.375250 + Penalty 1968.386872 = -2197813.988378 nChanged 1728 SP:Iteration 7F (4560.438940 sec): 3 clusters Score: Raw -2200835.553106 + Penalty 1968.386872 = -2198867.166234 nChanged 1549 SP:Iteration 8Q (4560.487479 sec): 3 clusters Score: Raw -2201709.921359 + Penalty 1968.386872 = -2199741.534487 nChanged 1274 SP:Iteration 9Q (4560.534946 sec): 3 clusters Score: Raw -2202283.272660 + Penalty 1968.386872 = -2200314.885788 nChanged 910 SP:Iteration 10Q (4560.582304 sec): 3 clusters Score: Raw -2202573.123654 + Penalty 1968.386872 = -2200604.736782 nChanged 588 SP:Iteration 11Q (4560.629319 sec): 3 clusters Score: Raw -2202699.425850 + Penalty 1968.386872 = -2200731.038978 nChanged 397 SP:Iteration 12Q (4560.676082 sec): 3 clusters Score: Raw -2202774.534410 + Penalty 1968.386872 = -2200806.147538 nChanged 338 SP:Iteration 13Q (4560.722702 sec): 3 clusters Score: Raw -2202831.990330 + Penalty 1968.386872 = -2200863.603458 nChanged 294 SP:Iteration 14Q (4560.769561 sec): 3 clusters Score: Raw -2202880.778743 + Penalty 1968.386872 = -2200912.391871 nChanged 262 SP:Iteration 15Q (4560.816155 sec): 3 clusters Score: Raw -2202922.817544 + Penalty 1968.386872 = -2200954.430672 nChanged 254 SP:Iteration 16Q (4560.862649 sec): 3 clusters Score: Raw -2202965.484821 + Penalty 1968.386872 = -2200997.097949 nChanged 240 SP:Iteration 17Q (4560.911420 sec): 3 clusters Score: Raw -2203004.428956 + Penalty 1968.386872 = -2201036.042084 nChanged 229 SP:Iteration 18Q (4560.957700 sec): 3 clusters Score: Raw -2203037.425082 + Penalty 1968.386872 = -2201069.038210 nChanged 240 SP:Iteration 19Q (4561.004086 sec): 3 clusters Score: Raw -2203074.553894 + Penalty 1968.386872 = -2201106.167022 nChanged 241 SP:Iteration 20F (4561.050516 sec): 3 clusters Score: Raw -2203111.305959 + Penalty 1968.386872 = -2201142.919087 nChanged 237 SP:Iteration 21Q (4561.097803 sec): 3 clusters Score: Raw -2203147.663862 + Penalty 1968.386872 = -2201179.276990 nChanged 243 SP:Iteration 22Q (4561.144171 sec): 3 clusters Score: Raw -2203187.979129 + Penalty 1968.386872 = -2201219.592257 nChanged 258 SP:Iteration 23Q (4561.190598 sec): 3 clusters Score: Raw -2203230.166480 + Penalty 1968.386872 = -2201261.779608 nChanged 249 SP:Iteration 24Q (4561.236972 sec): 3 clusters Score: Raw -2203267.495182 + Penalty 1968.386872 = -2201299.108310 nChanged 244 SP:Iteration 25Q (4561.283635 sec): 3 clusters Score: Raw -2203308.256446 + Penalty 1968.386872 = -2201339.869574 nChanged 250 SP:Iteration 26Q (4561.329818 sec): 3 clusters Score: Raw -2203347.337359 + Penalty 1968.386872 = -2201378.950487 nChanged 217 SP:Iteration 27Q (4561.376071 sec): 3 clusters Score: Raw -2203377.705733 + Penalty 1968.386872 = -2201409.318861 nChanged 187 SP:Iteration 28Q (4561.422053 sec): 3 clusters Score: Raw -2203404.696644 + Penalty 1968.386872 = -2201436.309772 nChanged 209 SP:Iteration 29Q (4561.468281 sec): 3 clusters Score: Raw -2203434.996169 + Penalty 1968.386872 = -2201466.609297 nChanged 196 SP:Iteration 30Q (4561.514324 sec): 3 clusters Score: Raw -2203465.642941 + Penalty 1968.386872 = -2201497.256069 nChanged 231 SP:Iteration 31Q (4561.560420 sec): 3 clusters Score: Raw -2203504.804838 + Penalty 1968.386872 = -2201536.417966 nChanged 254 SP:Iteration 32Q (4561.606386 sec): 3 clusters Score: Raw -2203552.599303 + Penalty 1968.386872 = -2201584.212431 nChanged 279 SP:Iteration 33Q (4561.652063 sec): 3 clusters Score: Raw -2203608.498927 + Penalty 1968.386872 = -2201640.112055 nChanged 276 SP:Iteration 34Q (4561.697641 sec): 3 clusters Score: Raw -2203659.988667 + Penalty 1968.386872 = -2201691.601795 nChanged 272 SP:Iteration 35Q (4561.743311 sec): 3 clusters Score: Raw -2203709.490495 + Penalty 1968.386872 = -2201741.103623 nChanged 271 SP:Iteration 36Q (4561.788573 sec): 3 clusters Score: Raw -2203759.181953 + Penalty 1968.386872 = -2201790.795081 nChanged 294 SP:Iteration 37Q (4561.833836 sec): 3 clusters Score: Raw -2203816.754916 + Penalty 1968.386872 = -2201848.368044 nChanged 283 SP:Iteration 38Q (4561.879183 sec): 3 clusters Score: Raw -2203870.803313 + Penalty 1968.386872 = -2201902.416441 nChanged 290 SP:Iteration 39Q (4561.924037 sec): 3 clusters Score: Raw -2203929.329381 + Penalty 1968.386872 = -2201960.942509 nChanged 292 SP:Iteration 40F (4561.970541 sec): 3 clusters Score: Raw -2203991.036829 + Penalty 1968.386872 = -2202022.649957 nChanged 298 SP:Iteration 41Q (4562.016146 sec): 3 clusters Score: Raw -2204050.120129 + Penalty 1968.386872 = -2202081.733257 nChanged 283 SP:Iteration 42Q (4562.061228 sec): 3 clusters Score: Raw -2204109.276227 + Penalty 1968.386872 = -2202140.889355 nChanged 291 SP:Iteration 43Q (4562.106545 sec): 3 clusters Score: Raw -2204170.249031 + Penalty 1968.386872 = -2202201.862159 nChanged 286 SP:Iteration 44Q (4562.151086 sec): 3 clusters Score: Raw -2204233.070488 + Penalty 1968.386872 = -2202264.683616 nChanged 321 SP:Iteration 45Q (4562.195885 sec): 3 clusters Score: Raw -2204303.461356 + Penalty 1968.386872 = -2202335.074484 nChanged 307 SP:Iteration 46Q (4562.240471 sec): 3 clusters Score: Raw -2204372.332025 + Penalty 1968.386872 = -2202403.945153 nChanged 330 SP:Iteration 47Q (4562.284866 sec): 3 clusters Score: Raw -2204451.283556 + Penalty 1968.386872 = -2202482.896684 nChanged 347 SP:Iteration 48Q (4562.329504 sec): 3 clusters Score: Raw -2204538.614062 + Penalty 1968.386872 = -2202570.227190 nChanged 341 SP:Iteration 49Q (4562.373446 sec): 3 clusters Score: Raw -2204624.950549 + Penalty 1968.386872 = -2202656.563677 nChanged 362 SP:Iteration 50Q (4562.417659 sec): 3 clusters Score: Raw -2204732.531735 + Penalty 1968.386872 = -2202764.144863 nChanged 444 SP:Iteration 51Q (4562.461408 sec): 3 clusters Score: Raw -2204876.096867 + Penalty 1968.386872 = -2202907.709995 nChanged 425 SP:Iteration 52Q (4562.505174 sec): 3 clusters Score: Raw -2205016.450430 + Penalty 1968.386872 = -2203048.063558 nChanged 417 SP:Iteration 53Q (4562.548487 sec): 3 clusters Score: Raw -2205170.456737 + Penalty 1968.386872 = -2203202.069865 nChanged 445 SP:Iteration 54Q (4562.591575 sec): 3 clusters Score: Raw -2205347.189876 + Penalty 1968.386872 = -2203378.803004 nChanged 434 SP:Iteration 55Q (4562.634893 sec): 3 clusters Score: Raw -2205520.027893 + Penalty 1968.386872 = -2203551.641021 nChanged 415 SP:Iteration 56Q (4562.677487 sec): 3 clusters Score: Raw -2205691.843769 + Penalty 1968.386872 = -2203723.456897 nChanged 423 SP:Iteration 57Q (4562.720108 sec): 3 clusters Score: Raw -2205875.811868 + Penalty 1968.386872 = -2203907.424996 nChanged 371 SP:Iteration 58Q (4562.762219 sec): 3 clusters Score: Raw -2206035.737251 + Penalty 1968.386872 = -2204067.350379 nChanged 356 SP:Iteration 59Q (4562.804461 sec): 3 clusters Score: Raw -2206198.873381 + Penalty 1968.386872 = -2204230.486509 nChanged 332 SP:Iteration 60F (4562.850995 sec): 3 clusters Score: Raw -2206352.584871 + Penalty 1968.386872 = -2204384.197999 nChanged 283 SP:Iteration 61Q (4562.892986 sec): 3 clusters Score: Raw -2206482.314424 + Penalty 1968.386872 = -2204513.927552 nChanged 234 SP:Iteration 62Q (4562.934401 sec): 3 clusters Score: Raw -2206593.170059 + Penalty 1968.386872 = -2204624.783187 nChanged 230 SP:Iteration 63Q (4562.975910 sec): 3 clusters Score: Raw -2206708.014697 + Penalty 1968.386872 = -2204739.627825 nChanged 178 SP:Iteration 64Q (4563.016793 sec): 3 clusters Score: Raw -2206802.413983 + Penalty 1968.386872 = -2204834.027111 nChanged 134 SP:Iteration 65Q (4563.057518 sec): 3 clusters Score: Raw -2206869.848529 + Penalty 1968.386872 = -2204901.461657 nChanged 100 SP:Iteration 66Q (4563.097665 sec): 3 clusters Score: Raw -2206916.914237 + Penalty 1968.386872 = -2204948.527365 nChanged 88 SP:Iteration 67Q (4563.137967 sec): 3 clusters Score: Raw -2206962.131521 + Penalty 1968.386872 = -2204993.744649 nChanged 68 SP:Iteration 68Q (4563.178112 sec): 3 clusters Score: Raw -2206992.412508 + Penalty 1968.386872 = -2205024.025636 nChanged 60 SP:Iteration 69Q (4563.218116 sec): 3 clusters Score: Raw -2207020.085776 + Penalty 1968.386872 = -2205051.698904 nChanged 54 SP:Iteration 70Q (4563.258446 sec): 3 clusters Score: Raw -2207049.420321 + Penalty 1968.386872 = -2205081.033449 nChanged 43 SP:Iteration 71Q (4563.298520 sec): 3 clusters Score: Raw -2207071.722477 + Penalty 1968.386872 = -2205103.335605 nChanged 29 SP:Iteration 72Q (4563.338462 sec): 3 clusters Score: Raw -2207089.741577 + Penalty 1968.386872 = -2205121.354705 nChanged 29 SP:Iteration 73Q (4563.378452 sec): 3 clusters Score: Raw -2207108.254623 + Penalty 1968.386872 = -2205139.867751 nChanged 26 SP:Iteration 74Q (4563.418328 sec): 3 clusters Score: Raw -2207124.232237 + Penalty 1968.386872 = -2205155.845365 nChanged 18 SP:Iteration 75Q (4563.478488 sec): 3 clusters Score: Raw -2207132.614066 + Penalty 1968.386872 = -2205164.227194 nChanged 14 SP:Iteration 76Q (4563.518673 sec): 3 clusters Score: Raw -2207139.777822 + Penalty 1968.386872 = -2205171.390950 nChanged 14 SP:Iteration 77Q (4563.558572 sec): 3 clusters Score: Raw -2207145.520568 + Penalty 1968.386872 = -2205177.133696 nChanged 12 SP:Iteration 78Q (4563.598430 sec): 3 clusters Score: Raw -2207150.009180 + Penalty 1968.386872 = -2205181.622308 nChanged 7 SP:Iteration 79Q (4563.638442 sec): 3 clusters Score: Raw -2207152.002540 + Penalty 1968.386872 = -2205183.615668 nChanged 4 SP:Iteration 80F (4563.684611 sec): 3 clusters Score: Raw -2207153.783440 + Penalty 1968.386872 = -2205185.396568 nChanged 3 SP:Iteration 81Q (4563.724803 sec): 3 clusters Score: Raw -2207154.657123 + Penalty 1968.386872 = -2205186.270251 nChanged 2 SP:Iteration 82Q (4563.764613 sec): 3 clusters Score: Raw -2207155.268577 + Penalty 1968.386872 = -2205186.881705 nChanged 3 SP:Iteration 83Q (4563.804594 sec): 3 clusters Score: Raw -2207155.930105 + Penalty 1968.386872 = -2205187.543233 nChanged 1 SP:Iteration 84Q (4563.844536 sec): 3 clusters Score: Raw -2207156.104941 + Penalty 1968.386872 = -2205187.718069 nChanged 1 SP:Iteration 85Q (4563.884328 sec): 3 clusters Score: Raw -2207156.312941 + Penalty 1968.386872 = -2205187.926069 nChanged 0 SP:Iteration 86F (4563.930797 sec): 3 clusters Score: Raw -2207156.312941 + Penalty 1968.386872 = -2205187.926069 nChanged 0 Trying to split cluster 9 (17511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4563.955431 sec): 2 clusters Score: Raw -1315356.513983 + Penalty 928.205531 = -1314428.308452 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4563.989183 sec): 3 clusters Score: Raw -1304480.282662 + Penalty 1856.411061 = -1302623.871601 nChanged 8063 SP:Iteration 1F (4564.021197 sec): 3 clusters Score: Raw -1309066.064431 + Penalty 1856.411061 = -1307209.653370 nChanged 1022 SP:Iteration 2F (4564.053142 sec): 3 clusters Score: Raw -1309607.001354 + Penalty 1856.411061 = -1307750.590293 nChanged 1070 SP:Iteration 3F (4564.085351 sec): 3 clusters Score: Raw -1310302.191654 + Penalty 1856.411061 = -1308445.780593 nChanged 1177 SP:Iteration 4F (4564.117348 sec): 3 clusters Score: Raw -1311269.769768 + Penalty 1856.411061 = -1309413.358706 nChanged 1311 SP:Iteration 5F (4564.149480 sec): 3 clusters Score: Raw -1312608.392310 + Penalty 1856.411061 = -1310751.981249 nChanged 1293 SP:Iteration 6F (4564.181317 sec): 3 clusters Score: Raw -1313916.157526 + Penalty 1856.411061 = -1312059.746465 nChanged 1002 SP:Iteration 7F (4564.213413 sec): 3 clusters Score: Raw -1314690.824279 + Penalty 1856.411061 = -1312834.413218 nChanged 684 SP:Iteration 8Q (4564.244598 sec): 3 clusters Score: Raw -1315040.229142 + Penalty 1856.411061 = -1313183.818080 nChanged 473 SP:Iteration 9Q (4564.275596 sec): 3 clusters Score: Raw -1315236.998502 + Penalty 1856.411061 = -1313380.587441 nChanged 349 SP:Iteration 10Q (4564.306246 sec): 3 clusters Score: Raw -1315347.902310 + Penalty 1856.411061 = -1313491.491249 nChanged 271 SP:Iteration 11Q (4564.336975 sec): 3 clusters Score: Raw -1315425.600400 + Penalty 1856.411061 = -1313569.189338 nChanged 221 SP:Iteration 12Q (4564.367416 sec): 3 clusters Score: Raw -1315484.067504 + Penalty 1856.411061 = -1313627.656443 nChanged 192 SP:Iteration 13Q (4564.397821 sec): 3 clusters Score: Raw -1315532.204173 + Penalty 1856.411061 = -1313675.793112 nChanged 166 SP:Iteration 14Q (4564.428188 sec): 3 clusters Score: Raw -1315566.342854 + Penalty 1856.411061 = -1313709.931792 nChanged 126 SP:Iteration 15Q (4564.458426 sec): 3 clusters Score: Raw -1315589.604870 + Penalty 1856.411061 = -1313733.193809 nChanged 114 SP:Iteration 16Q (4564.488495 sec): 3 clusters Score: Raw -1315608.202892 + Penalty 1856.411061 = -1313751.791830 nChanged 116 SP:Iteration 17Q (4564.518727 sec): 3 clusters Score: Raw -1315628.937545 + Penalty 1856.411061 = -1313772.526483 nChanged 107 SP:Iteration 18Q (4564.548803 sec): 3 clusters Score: Raw -1315646.428934 + Penalty 1856.411061 = -1313790.017873 nChanged 93 SP:Iteration 19Q (4564.579036 sec): 3 clusters Score: Raw -1315660.085837 + Penalty 1856.411061 = -1313803.674776 nChanged 69 SP:Iteration 20F (4564.610970 sec): 3 clusters Score: Raw -1315668.623352 + Penalty 1856.411061 = -1313812.212291 nChanged 58 SP:Iteration 21Q (4564.641034 sec): 3 clusters Score: Raw -1315676.666551 + Penalty 1856.411061 = -1313820.255490 nChanged 60 SP:Iteration 22Q (4564.671021 sec): 3 clusters Score: Raw -1315684.424798 + Penalty 1856.411061 = -1313828.013737 nChanged 55 SP:Iteration 23Q (4564.701167 sec): 3 clusters Score: Raw -1315691.440420 + Penalty 1856.411061 = -1313835.029358 nChanged 45 SP:Iteration 24Q (4564.731119 sec): 3 clusters Score: Raw -1315696.310314 + Penalty 1856.411061 = -1313839.899252 nChanged 44 SP:Iteration 25Q (4564.761140 sec): 3 clusters Score: Raw -1315700.617251 + Penalty 1856.411061 = -1313844.206189 nChanged 40 SP:Iteration 26Q (4564.791087 sec): 3 clusters Score: Raw -1315704.747138 + Penalty 1856.411061 = -1313848.336076 nChanged 31 SP:Iteration 27Q (4564.820960 sec): 3 clusters Score: Raw -1315707.528199 + Penalty 1856.411061 = -1313851.117138 nChanged 23 SP:Iteration 28Q (4564.850893 sec): 3 clusters Score: Raw -1315709.500495 + Penalty 1856.411061 = -1313853.089433 nChanged 18 SP:Iteration 29Q (4564.880654 sec): 3 clusters Score: Raw -1315710.752951 + Penalty 1856.411061 = -1313854.341890 nChanged 16 SP:Iteration 30Q (4564.910694 sec): 3 clusters Score: Raw -1315712.026557 + Penalty 1856.411061 = -1313855.615495 nChanged 15 SP:Iteration 31Q (4564.940577 sec): 3 clusters Score: Raw -1315712.853453 + Penalty 1856.411061 = -1313856.442392 nChanged 15 SP:Iteration 32Q (4564.970462 sec): 3 clusters Score: Raw -1315713.711831 + Penalty 1856.411061 = -1313857.300770 nChanged 21 SP:Iteration 33Q (4565.000301 sec): 3 clusters Score: Raw -1315715.190265 + Penalty 1856.411061 = -1313858.779204 nChanged 19 SP:Iteration 34Q (4565.030264 sec): 3 clusters Score: Raw -1315716.243231 + Penalty 1856.411061 = -1313859.832170 nChanged 17 SP:Iteration 35Q (4565.060037 sec): 3 clusters Score: Raw -1315717.596709 + Penalty 1856.411061 = -1313861.185647 nChanged 26 SP:Iteration 36Q (4565.090029 sec): 3 clusters Score: Raw -1315719.701640 + Penalty 1856.411061 = -1313863.290579 nChanged 23 SP:Iteration 37Q (4565.119721 sec): 3 clusters Score: Raw -1315721.396470 + Penalty 1856.411061 = -1313864.985408 nChanged 26 SP:Iteration 38Q (4565.149666 sec): 3 clusters Score: Raw -1315723.892688 + Penalty 1856.411061 = -1313867.481627 nChanged 26 SP:Iteration 39Q (4565.179457 sec): 3 clusters Score: Raw -1315725.906884 + Penalty 1856.411061 = -1313869.495823 nChanged 22 SP:Iteration 40F (4565.211561 sec): 3 clusters Score: Raw -1315727.342566 + Penalty 1856.411061 = -1313870.931504 nChanged 20 SP:Iteration 41Q (4565.241252 sec): 3 clusters Score: Raw -1315728.811680 + Penalty 1856.411061 = -1313872.400619 nChanged 20 SP:Iteration 42Q (4565.271130 sec): 3 clusters Score: Raw -1315730.310158 + Penalty 1856.411061 = -1313873.899096 nChanged 14 SP:Iteration 43Q (4565.300927 sec): 3 clusters Score: Raw -1315730.863150 + Penalty 1856.411061 = -1313874.452089 nChanged 3 SP:Iteration 44Q (4565.330837 sec): 3 clusters Score: Raw -1315731.409678 + Penalty 1856.411061 = -1313874.998616 nChanged 7 SP:Iteration 45Q (4565.360733 sec): 3 clusters Score: Raw -1315731.909226 + Penalty 1856.411061 = -1313875.498164 nChanged 7 SP:Iteration 46Q (4565.390503 sec): 3 clusters Score: Raw -1315732.365020 + Penalty 1856.411061 = -1313875.953959 nChanged 10 SP:Iteration 47Q (4565.420398 sec): 3 clusters Score: Raw -1315733.096164 + Penalty 1856.411061 = -1313876.685103 nChanged 11 SP:Iteration 48Q (4565.450129 sec): 3 clusters Score: Raw -1315734.152360 + Penalty 1856.411061 = -1313877.741299 nChanged 12 SP:Iteration 49Q (4565.479899 sec): 3 clusters Score: Raw -1315735.231022 + Penalty 1856.411061 = -1313878.819961 nChanged 8 SP:Iteration 50Q (4565.509872 sec): 3 clusters Score: Raw -1315736.044354 + Penalty 1856.411061 = -1313879.633292 nChanged 13 SP:Iteration 51Q (4565.539677 sec): 3 clusters Score: Raw -1315737.192035 + Penalty 1856.411061 = -1313880.780973 nChanged 8 SP:Iteration 52Q (4565.569353 sec): 3 clusters Score: Raw -1315737.810375 + Penalty 1856.411061 = -1313881.399314 nChanged 7 SP:Iteration 53Q (4565.599084 sec): 3 clusters Score: Raw -1315738.441424 + Penalty 1856.411061 = -1313882.030363 nChanged 6 SP:Iteration 54Q (4565.628816 sec): 3 clusters Score: Raw -1315738.900066 + Penalty 1856.411061 = -1313882.489005 nChanged 6 SP:Iteration 55Q (4565.658587 sec): 3 clusters Score: Raw -1315739.311631 + Penalty 1856.411061 = -1313882.900569 nChanged 9 SP:Iteration 56Q (4565.688255 sec): 3 clusters Score: Raw -1315739.927701 + Penalty 1856.411061 = -1313883.516639 nChanged 9 SP:Iteration 57Q (4565.718234 sec): 3 clusters Score: Raw -1315740.696124 + Penalty 1856.411061 = -1313884.285062 nChanged 12 SP:Iteration 58Q (4565.747910 sec): 3 clusters Score: Raw -1315741.691291 + Penalty 1856.411061 = -1313885.280230 nChanged 11 SP:Iteration 59Q (4565.777549 sec): 3 clusters Score: Raw -1315742.715542 + Penalty 1856.411061 = -1313886.304480 nChanged 14 SP:Iteration 60F (4565.809495 sec): 3 clusters Score: Raw -1315744.510980 + Penalty 1856.411061 = -1313888.099919 nChanged 11 SP:Iteration 61Q (4565.839232 sec): 3 clusters Score: Raw -1315745.412466 + Penalty 1856.411061 = -1313889.001405 nChanged 8 SP:Iteration 62Q (4565.868822 sec): 3 clusters Score: Raw -1315746.216510 + Penalty 1856.411061 = -1313889.805449 nChanged 11 SP:Iteration 63Q (4565.898431 sec): 3 clusters Score: Raw -1315747.303532 + Penalty 1856.411061 = -1313890.892471 nChanged 15 SP:Iteration 64Q (4565.928177 sec): 3 clusters Score: Raw -1315748.553535 + Penalty 1856.411061 = -1313892.142473 nChanged 15 SP:Iteration 65Q (4565.958231 sec): 3 clusters Score: Raw -1315750.557354 + Penalty 1856.411061 = -1313894.146293 nChanged 18 SP:Iteration 66Q (4565.988015 sec): 3 clusters Score: Raw -1315752.494925 + Penalty 1856.411061 = -1313896.083864 nChanged 12 SP:Iteration 67Q (4566.017588 sec): 3 clusters Score: Raw -1315753.537858 + Penalty 1856.411061 = -1313897.126797 nChanged 13 SP:Iteration 68Q (4566.047403 sec): 3 clusters Score: Raw -1315754.603395 + Penalty 1856.411061 = -1313898.192334 nChanged 16 SP:Iteration 69Q (4566.077054 sec): 3 clusters Score: Raw -1315756.095625 + Penalty 1856.411061 = -1313899.684563 nChanged 17 SP:Iteration 70Q (4566.106864 sec): 3 clusters Score: Raw -1315757.882780 + Penalty 1856.411061 = -1313901.471719 nChanged 15 SP:Iteration 71Q (4566.136479 sec): 3 clusters Score: Raw -1315759.165531 + Penalty 1856.411061 = -1313902.754469 nChanged 12 SP:Iteration 72Q (4566.166128 sec): 3 clusters Score: Raw -1315760.171962 + Penalty 1856.411061 = -1313903.760900 nChanged 12 SP:Iteration 73Q (4566.195689 sec): 3 clusters Score: Raw -1315761.210248 + Penalty 1856.411061 = -1313904.799186 nChanged 10 SP:Iteration 74Q (4566.225262 sec): 3 clusters Score: Raw -1315761.794407 + Penalty 1856.411061 = -1313905.383346 nChanged 6 SP:Iteration 75Q (4566.255013 sec): 3 clusters Score: Raw -1315762.339674 + Penalty 1856.411061 = -1313905.928613 nChanged 6 SP:Iteration 76Q (4566.284575 sec): 3 clusters Score: Raw -1315762.734013 + Penalty 1856.411061 = -1313906.322951 nChanged 5 SP:Iteration 77Q (4566.314200 sec): 3 clusters Score: Raw -1315763.024663 + Penalty 1856.411061 = -1313906.613601 nChanged 4 SP:Iteration 78Q (4566.343801 sec): 3 clusters Score: Raw -1315763.219541 + Penalty 1856.411061 = -1313906.808480 nChanged 4 SP:Iteration 79Q (4566.373395 sec): 3 clusters Score: Raw -1315763.368494 + Penalty 1856.411061 = -1313906.957432 nChanged 4 SP:Iteration 80F (4566.405436 sec): 3 clusters Score: Raw -1315763.579319 + Penalty 1856.411061 = -1313907.168257 nChanged 3 SP:Iteration 81Q (4566.435114 sec): 3 clusters Score: Raw -1315763.867117 + Penalty 1856.411061 = -1313907.456055 nChanged 3 SP:Iteration 82Q (4566.464629 sec): 3 clusters Score: Raw -1315764.039537 + Penalty 1856.411061 = -1313907.628476 nChanged 0 SP:Iteration 83F (4566.496540 sec): 3 clusters Score: Raw -1315764.039537 + Penalty 1856.411061 = -1313907.628476 nChanged 0 Trying to split cluster 10 (2441 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4566.511199 sec): 2 clusters Score: Raw -127198.122523 + Penalty 741.015492 = -126457.107031 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4566.521320 sec): 3 clusters Score: Raw -126141.447762 + Penalty 1482.030983 = -124659.416779 nChanged 975 SP:Iteration 1F (4566.530565 sec): 3 clusters Score: Raw -127242.656744 + Penalty 1482.030983 = -125760.625760 nChanged 389 SP:Iteration 2F (4566.539730 sec): 3 clusters Score: Raw -128022.792575 + Penalty 1482.030983 = -126540.761591 nChanged 272 SP:Iteration 3F (4566.548916 sec): 3 clusters Score: Raw -128543.013517 + Penalty 1482.030983 = -127060.982534 nChanged 171 SP:Iteration 4F (4566.558001 sec): 3 clusters Score: Raw -128852.566265 + Penalty 1482.030983 = -127370.535281 nChanged 119 SP:Iteration 5Q (4566.567017 sec): 3 clusters Score: Raw -128992.157489 + Penalty 1482.030983 = -127510.126506 nChanged 73 SP:Iteration 6Q (4566.576032 sec): 3 clusters Score: Raw -129062.050557 + Penalty 1482.030983 = -127580.019574 nChanged 51 SP:Iteration 7Q (4566.584829 sec): 3 clusters Score: Raw -129096.430519 + Penalty 1482.030983 = -127614.399536 nChanged 25 SP:Iteration 8Q (4566.593762 sec): 3 clusters Score: Raw -129109.735230 + Penalty 1482.030983 = -127627.704247 nChanged 16 SP:Iteration 9Q (4566.602655 sec): 3 clusters Score: Raw -129115.321779 + Penalty 1482.030983 = -127633.290796 nChanged 7 SP:Iteration 10Q (4566.611484 sec): 3 clusters Score: Raw -129117.008863 + Penalty 1482.030983 = -127634.977880 nChanged 2 SP:Iteration 11Q (4566.620370 sec): 3 clusters Score: Raw -129117.455171 + Penalty 1482.030983 = -127635.424187 nChanged 0 SP:Iteration 12F (4566.629439 sec): 3 clusters Score: Raw -129117.455171 + Penalty 1482.030983 = -127635.424187 nChanged 0 Score: Raw -45904006.140294 + Penalty 40650.048773 = -45863356.091521 Splitting cluster 10 changes total score from -45861245.016651 to -45863356.091521 So it's getting split into cluster 32. Trying to split cluster 11 (16932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4575.710887 sec): 2 clusters Score: Raw -1115205.724179 + Penalty 925.011257 = -1114280.712922 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4575.743715 sec): 3 clusters Score: Raw -1104735.376330 + Penalty 1850.022514 = -1102885.353816 nChanged 7786 SP:Iteration 1F (4575.774744 sec): 3 clusters Score: Raw -1109252.628547 + Penalty 1850.022514 = -1107402.606033 nChanged 933 SP:Iteration 2F (4575.805794 sec): 3 clusters Score: Raw -1109731.742723 + Penalty 1850.022514 = -1107881.720208 nChanged 1006 SP:Iteration 3F (4575.836804 sec): 3 clusters Score: Raw -1110359.803182 + Penalty 1850.022514 = -1108509.780667 nChanged 1182 SP:Iteration 4F (4575.867941 sec): 3 clusters Score: Raw -1111282.655414 + Penalty 1850.022514 = -1109432.632900 nChanged 1251 SP:Iteration 5F (4575.899007 sec): 3 clusters Score: Raw -1112332.232696 + Penalty 1850.022514 = -1110482.210182 nChanged 1159 SP:Iteration 6F (4575.930057 sec): 3 clusters Score: Raw -1113352.880768 + Penalty 1850.022514 = -1111502.858253 nChanged 933 SP:Iteration 7F (4575.961151 sec): 3 clusters Score: Raw -1114193.871084 + Penalty 1850.022514 = -1112343.848569 nChanged 633 SP:Iteration 8Q (4575.991253 sec): 3 clusters Score: Raw -1114741.836991 + Penalty 1850.022514 = -1112891.814477 nChanged 368 SP:Iteration 9Q (4576.020369 sec): 3 clusters Score: Raw -1115066.102918 + Penalty 1850.022514 = -1113216.080403 nChanged 230 SP:Iteration 10Q (4576.049578 sec): 3 clusters Score: Raw -1115279.717976 + Penalty 1850.022514 = -1113429.695462 nChanged 109 SP:Iteration 11Q (4576.077897 sec): 3 clusters Score: Raw -1115379.482902 + Penalty 1850.022514 = -1113529.460388 nChanged 70 SP:Iteration 12Q (4576.105856 sec): 3 clusters Score: Raw -1115443.985637 + Penalty 1850.022514 = -1113593.963123 nChanged 54 SP:Iteration 13Q (4576.133771 sec): 3 clusters Score: Raw -1115485.190774 + Penalty 1850.022514 = -1113635.168260 nChanged 33 SP:Iteration 14Q (4576.174501 sec): 3 clusters Score: Raw -1115511.117154 + Penalty 1850.022514 = -1113661.094639 nChanged 30 SP:Iteration 15Q (4576.201776 sec): 3 clusters Score: Raw -1115530.708487 + Penalty 1850.022514 = -1113680.685973 nChanged 29 SP:Iteration 16Q (4576.229525 sec): 3 clusters Score: Raw -1115549.718350 + Penalty 1850.022514 = -1113699.695836 nChanged 23 SP:Iteration 17Q (4576.257292 sec): 3 clusters Score: Raw -1115570.511020 + Penalty 1850.022514 = -1113720.488505 nChanged 31 SP:Iteration 18Q (4576.284891 sec): 3 clusters Score: Raw -1115596.645946 + Penalty 1850.022514 = -1113746.623432 nChanged 31 SP:Iteration 19Q (4576.312626 sec): 3 clusters Score: Raw -1115620.185291 + Penalty 1850.022514 = -1113770.162777 nChanged 22 SP:Iteration 20F (4576.343497 sec): 3 clusters Score: Raw -1115636.098157 + Penalty 1850.022514 = -1113786.075643 nChanged 24 SP:Iteration 21Q (4576.371141 sec): 3 clusters Score: Raw -1115663.465119 + Penalty 1850.022514 = -1113813.442605 nChanged 28 SP:Iteration 22Q (4576.398696 sec): 3 clusters Score: Raw -1115686.303186 + Penalty 1850.022514 = -1113836.280672 nChanged 24 SP:Iteration 23Q (4576.426156 sec): 3 clusters Score: Raw -1115702.762207 + Penalty 1850.022514 = -1113852.739693 nChanged 24 SP:Iteration 24Q (4576.453678 sec): 3 clusters Score: Raw -1115719.673108 + Penalty 1850.022514 = -1113869.650594 nChanged 17 SP:Iteration 25Q (4576.481228 sec): 3 clusters Score: Raw -1115727.803444 + Penalty 1850.022514 = -1113877.780929 nChanged 16 SP:Iteration 26Q (4576.508732 sec): 3 clusters Score: Raw -1115735.737238 + Penalty 1850.022514 = -1113885.714723 nChanged 19 SP:Iteration 27Q (4576.536242 sec): 3 clusters Score: Raw -1115744.266053 + Penalty 1850.022514 = -1113894.243539 nChanged 14 SP:Iteration 28Q (4576.563964 sec): 3 clusters Score: Raw -1115754.589411 + Penalty 1850.022514 = -1113904.566897 nChanged 18 SP:Iteration 29Q (4576.591390 sec): 3 clusters Score: Raw -1115767.774190 + Penalty 1850.022514 = -1113917.751676 nChanged 16 SP:Iteration 30Q (4576.619017 sec): 3 clusters Score: Raw -1115775.858870 + Penalty 1850.022514 = -1113925.836355 nChanged 17 SP:Iteration 31Q (4576.646449 sec): 3 clusters Score: Raw -1115784.185760 + Penalty 1850.022514 = -1113934.163246 nChanged 12 SP:Iteration 32Q (4576.674199 sec): 3 clusters Score: Raw -1115789.186916 + Penalty 1850.022514 = -1113939.164401 nChanged 6 SP:Iteration 33Q (4576.701621 sec): 3 clusters Score: Raw -1115791.547273 + Penalty 1850.022514 = -1113941.524759 nChanged 7 SP:Iteration 34Q (4576.729180 sec): 3 clusters Score: Raw -1115794.186249 + Penalty 1850.022514 = -1113944.163735 nChanged 2 SP:Iteration 35Q (4576.756571 sec): 3 clusters Score: Raw -1115795.626576 + Penalty 1850.022514 = -1113945.604061 nChanged 3 SP:Iteration 36Q (4576.784187 sec): 3 clusters Score: Raw -1115798.254751 + Penalty 1850.022514 = -1113948.232237 nChanged 6 SP:Iteration 37Q (4576.811563 sec): 3 clusters Score: Raw -1115800.480076 + Penalty 1850.022514 = -1113950.457562 nChanged 1 SP:Iteration 38Q (4576.839145 sec): 3 clusters Score: Raw -1115800.625156 + Penalty 1850.022514 = -1113950.602642 nChanged 1 SP:Iteration 39Q (4576.866574 sec): 3 clusters Score: Raw -1115801.525588 + Penalty 1850.022514 = -1113951.503074 nChanged 2 SP:Iteration 40F (4576.897575 sec): 3 clusters Score: Raw -1115804.471646 + Penalty 1850.022514 = -1113954.449132 nChanged 4 SP:Iteration 41Q (4576.925242 sec): 3 clusters Score: Raw -1115807.731980 + Penalty 1850.022514 = -1113957.709466 nChanged 3 SP:Iteration 42Q (4576.952705 sec): 3 clusters Score: Raw -1115809.167896 + Penalty 1850.022514 = -1113959.145382 nChanged 3 SP:Iteration 43Q (4576.980238 sec): 3 clusters Score: Raw -1115810.477739 + Penalty 1850.022514 = -1113960.455224 nChanged 4 SP:Iteration 44Q (4577.007707 sec): 3 clusters Score: Raw -1115812.404013 + Penalty 1850.022514 = -1113962.381499 nChanged 5 SP:Iteration 45Q (4577.035150 sec): 3 clusters Score: Raw -1115814.523383 + Penalty 1850.022514 = -1113964.500869 nChanged 4 SP:Iteration 46Q (4577.062769 sec): 3 clusters Score: Raw -1115816.235745 + Penalty 1850.022514 = -1113966.213230 nChanged 3 SP:Iteration 47Q (4577.090236 sec): 3 clusters Score: Raw -1115818.464260 + Penalty 1850.022514 = -1113968.441745 nChanged 4 SP:Iteration 48Q (4577.117751 sec): 3 clusters Score: Raw -1115819.556553 + Penalty 1850.022514 = -1113969.534039 nChanged 1 SP:Iteration 49Q (4577.145298 sec): 3 clusters Score: Raw -1115819.642194 + Penalty 1850.022514 = -1113969.619680 nChanged 0 SP:Iteration 50F (4577.176095 sec): 3 clusters Score: Raw -1115819.642194 + Penalty 1850.022514 = -1113969.619680 nChanged 0 Trying to split cluster 12 (11619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4577.198212 sec): 2 clusters Score: Raw -824220.270953 + Penalty 889.237712 = -823331.033241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4577.225898 sec): 3 clusters Score: Raw -817189.915379 + Penalty 1778.475424 = -815411.439955 nChanged 5267 SP:Iteration 1F (4577.252513 sec): 3 clusters Score: Raw -820187.521641 + Penalty 1778.475424 = -818409.046217 nChanged 765 SP:Iteration 2F (4577.278957 sec): 3 clusters Score: Raw -820694.563594 + Penalty 1778.475424 = -818916.088170 nChanged 890 SP:Iteration 3F (4577.305482 sec): 3 clusters Score: Raw -821462.662982 + Penalty 1778.475424 = -819684.187558 nChanged 939 SP:Iteration 4F (4577.332089 sec): 3 clusters Score: Raw -822319.688953 + Penalty 1778.475424 = -820541.213529 nChanged 859 SP:Iteration 5F (4577.358577 sec): 3 clusters Score: Raw -823048.296451 + Penalty 1778.475424 = -821269.821027 nChanged 715 SP:Iteration 6F (4577.385165 sec): 3 clusters Score: Raw -823602.209339 + Penalty 1778.475424 = -821823.733915 nChanged 548 SP:Iteration 7Q (4577.411775 sec): 3 clusters Score: Raw -823991.632054 + Penalty 1778.475424 = -822213.156630 nChanged 404 SP:Iteration 8Q (4577.438077 sec): 3 clusters Score: Raw -824243.330280 + Penalty 1778.475424 = -822464.854856 nChanged 344 SP:Iteration 9Q (4577.464205 sec): 3 clusters Score: Raw -824419.024569 + Penalty 1778.475424 = -822640.549145 nChanged 260 SP:Iteration 10Q (4577.490113 sec): 3 clusters Score: Raw -824527.571334 + Penalty 1778.475424 = -822749.095910 nChanged 173 SP:Iteration 11Q (4577.516038 sec): 3 clusters Score: Raw -824586.754540 + Penalty 1778.475424 = -822808.279116 nChanged 133 SP:Iteration 12Q (4577.541626 sec): 3 clusters Score: Raw -824634.622855 + Penalty 1778.475424 = -822856.147431 nChanged 112 SP:Iteration 13Q (4577.567382 sec): 3 clusters Score: Raw -824666.652380 + Penalty 1778.475424 = -822888.176956 nChanged 83 SP:Iteration 14Q (4577.592953 sec): 3 clusters Score: Raw -824685.679616 + Penalty 1778.475424 = -822907.204192 nChanged 69 SP:Iteration 15Q (4577.618466 sec): 3 clusters Score: Raw -824699.900250 + Penalty 1778.475424 = -822921.424826 nChanged 63 SP:Iteration 16Q (4577.644056 sec): 3 clusters Score: Raw -824709.766190 + Penalty 1778.475424 = -822931.290766 nChanged 43 SP:Iteration 17Q (4577.669656 sec): 3 clusters Score: Raw -824715.505705 + Penalty 1778.475424 = -822937.030281 nChanged 35 SP:Iteration 18Q (4577.695300 sec): 3 clusters Score: Raw -824719.397147 + Penalty 1778.475424 = -822940.921723 nChanged 24 SP:Iteration 19Q (4577.721002 sec): 3 clusters Score: Raw -824723.093604 + Penalty 1778.475424 = -822944.618180 nChanged 28 SP:Iteration 20F (4577.750722 sec): 3 clusters Score: Raw -824726.613354 + Penalty 1778.475424 = -822948.137930 nChanged 23 SP:Iteration 21Q (4577.776226 sec): 3 clusters Score: Raw -824728.781349 + Penalty 1778.475424 = -822950.305925 nChanged 20 SP:Iteration 22Q (4577.801771 sec): 3 clusters Score: Raw -824730.318802 + Penalty 1778.475424 = -822951.843378 nChanged 14 SP:Iteration 23Q (4577.827248 sec): 3 clusters Score: Raw -824731.522647 + Penalty 1778.475424 = -822953.047223 nChanged 9 SP:Iteration 24Q (4577.852897 sec): 3 clusters Score: Raw -824732.249176 + Penalty 1778.475424 = -822953.773752 nChanged 11 SP:Iteration 25Q (4577.878415 sec): 3 clusters Score: Raw -824733.019319 + Penalty 1778.475424 = -822954.543895 nChanged 9 SP:Iteration 26Q (4577.904008 sec): 3 clusters Score: Raw -824733.605326 + Penalty 1778.475424 = -822955.129902 nChanged 10 SP:Iteration 27Q (4577.929790 sec): 3 clusters Score: Raw -824734.344513 + Penalty 1778.475424 = -822955.869089 nChanged 9 SP:Iteration 28Q (4577.955406 sec): 3 clusters Score: Raw -824735.030842 + Penalty 1778.475424 = -822956.555418 nChanged 8 SP:Iteration 29Q (4577.981029 sec): 3 clusters Score: Raw -824735.483222 + Penalty 1778.475424 = -822957.007798 nChanged 10 SP:Iteration 30Q (4578.006605 sec): 3 clusters Score: Raw -824736.243102 + Penalty 1778.475424 = -822957.767678 nChanged 8 SP:Iteration 31Q (4578.032099 sec): 3 clusters Score: Raw -824737.306416 + Penalty 1778.475424 = -822958.830992 nChanged 14 SP:Iteration 32Q (4578.057611 sec): 3 clusters Score: Raw -824738.580804 + Penalty 1778.475424 = -822960.105380 nChanged 9 SP:Iteration 33Q (4578.082983 sec): 3 clusters Score: Raw -824739.110682 + Penalty 1778.475424 = -822960.635258 nChanged 5 SP:Iteration 34Q (4578.108592 sec): 3 clusters Score: Raw -824739.359574 + Penalty 1778.475424 = -822960.884150 nChanged 6 SP:Iteration 35Q (4578.134035 sec): 3 clusters Score: Raw -824739.958648 + Penalty 1778.475424 = -822961.483224 nChanged 8 SP:Iteration 36Q (4578.159429 sec): 3 clusters Score: Raw -824741.003098 + Penalty 1778.475424 = -822962.527674 nChanged 15 SP:Iteration 37Q (4578.184961 sec): 3 clusters Score: Raw -824742.397753 + Penalty 1778.475424 = -822963.922329 nChanged 11 SP:Iteration 38Q (4578.210515 sec): 3 clusters Score: Raw -824743.516529 + Penalty 1778.475424 = -822965.041105 nChanged 13 SP:Iteration 39Q (4578.235993 sec): 3 clusters Score: Raw -824745.097853 + Penalty 1778.475424 = -822966.622429 nChanged 13 SP:Iteration 40F (4578.262566 sec): 3 clusters Score: Raw -824747.136836 + Penalty 1778.475424 = -822968.661412 nChanged 17 SP:Iteration 41Q (4578.288113 sec): 3 clusters Score: Raw -824749.202188 + Penalty 1778.475424 = -822970.726764 nChanged 17 SP:Iteration 42Q (4578.313630 sec): 3 clusters Score: Raw -824751.208751 + Penalty 1778.475424 = -822972.733327 nChanged 17 SP:Iteration 43Q (4578.339135 sec): 3 clusters Score: Raw -824752.928640 + Penalty 1778.475424 = -822974.453216 nChanged 17 SP:Iteration 44Q (4578.364580 sec): 3 clusters Score: Raw -824754.887838 + Penalty 1778.475424 = -822976.412414 nChanged 19 SP:Iteration 45Q (4578.390032 sec): 3 clusters Score: Raw -824756.741095 + Penalty 1778.475424 = -822978.265671 nChanged 14 SP:Iteration 46Q (4578.415401 sec): 3 clusters Score: Raw -824757.853965 + Penalty 1778.475424 = -822979.378541 nChanged 12 SP:Iteration 47Q (4578.440707 sec): 3 clusters Score: Raw -824759.061937 + Penalty 1778.475424 = -822980.586513 nChanged 10 SP:Iteration 48Q (4578.466143 sec): 3 clusters Score: Raw -824760.158389 + Penalty 1778.475424 = -822981.682965 nChanged 13 SP:Iteration 49Q (4578.491587 sec): 3 clusters Score: Raw -824761.475460 + Penalty 1778.475424 = -822983.000036 nChanged 9 SP:Iteration 50Q (4578.517105 sec): 3 clusters Score: Raw -824762.236552 + Penalty 1778.475424 = -822983.761128 nChanged 10 SP:Iteration 51Q (4578.542557 sec): 3 clusters Score: Raw -824762.638869 + Penalty 1778.475424 = -822984.163445 nChanged 9 SP:Iteration 52Q (4578.567998 sec): 3 clusters Score: Raw -824763.210718 + Penalty 1778.475424 = -822984.735294 nChanged 11 SP:Iteration 53Q (4578.593419 sec): 3 clusters Score: Raw -824764.110223 + Penalty 1778.475424 = -822985.634799 nChanged 13 SP:Iteration 54Q (4578.618743 sec): 3 clusters Score: Raw -824765.137107 + Penalty 1778.475424 = -822986.661683 nChanged 15 SP:Iteration 55Q (4578.644169 sec): 3 clusters Score: Raw -824766.749831 + Penalty 1778.475424 = -822988.274407 nChanged 12 SP:Iteration 56Q (4578.669592 sec): 3 clusters Score: Raw -824767.878731 + Penalty 1778.475424 = -822989.403307 nChanged 16 SP:Iteration 57Q (4578.694989 sec): 3 clusters Score: Raw -824768.887989 + Penalty 1778.475424 = -822990.412565 nChanged 12 SP:Iteration 58Q (4578.720351 sec): 3 clusters Score: Raw -824769.807662 + Penalty 1778.475424 = -822991.332238 nChanged 9 SP:Iteration 59Q (4578.745833 sec): 3 clusters Score: Raw -824770.533423 + Penalty 1778.475424 = -822992.057999 nChanged 8 SP:Iteration 60F (4578.772435 sec): 3 clusters Score: Raw -824770.982523 + Penalty 1778.475424 = -822992.507099 nChanged 2 SP:Iteration 61Q (4578.797996 sec): 3 clusters Score: Raw -824771.097518 + Penalty 1778.475424 = -822992.622094 nChanged 3 SP:Iteration 62Q (4578.823424 sec): 3 clusters Score: Raw -824771.231053 + Penalty 1778.475424 = -822992.755629 nChanged 7 SP:Iteration 63Q (4578.848889 sec): 3 clusters Score: Raw -824771.753431 + Penalty 1778.475424 = -822993.278007 nChanged 7 SP:Iteration 64Q (4578.874381 sec): 3 clusters Score: Raw -824772.376028 + Penalty 1778.475424 = -822993.900604 nChanged 6 SP:Iteration 65Q (4578.899924 sec): 3 clusters Score: Raw -824772.749129 + Penalty 1778.475424 = -822994.273705 nChanged 3 SP:Iteration 66Q (4578.925456 sec): 3 clusters Score: Raw -824772.803467 + Penalty 1778.475424 = -822994.328043 nChanged 2 SP:Iteration 67Q (4578.951026 sec): 3 clusters Score: Raw -824772.894919 + Penalty 1778.475424 = -822994.419495 nChanged 3 SP:Iteration 68Q (4578.976495 sec): 3 clusters Score: Raw -824773.024362 + Penalty 1778.475424 = -822994.548938 nChanged 0 SP:Iteration 69F (4579.003119 sec): 3 clusters Score: Raw -824773.024362 + Penalty 1778.475424 = -822994.548938 nChanged 0 Trying to split cluster 13 (84862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4579.095895 sec): 2 clusters Score: Raw -6246605.879316 + Penalty 1078.134260 = -6245527.745056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4579.204227 sec): 3 clusters Score: Raw -6190600.847670 + Penalty 2156.268520 = -6188444.579149 nChanged 41029 SP:Iteration 1F (4579.310791 sec): 3 clusters Score: Raw -6215722.583784 + Penalty 2156.268520 = -6213566.315263 nChanged 4760 SP:Iteration 2F (4579.417258 sec): 3 clusters Score: Raw -6217872.111683 + Penalty 2156.268520 = -6215715.843163 nChanged 5496 SP:Iteration 3F (4579.523651 sec): 3 clusters Score: Raw -6220911.607847 + Penalty 2156.268520 = -6218755.339327 nChanged 6310 SP:Iteration 4F (4579.629937 sec): 3 clusters Score: Raw -6225198.411042 + Penalty 2156.268520 = -6223042.142522 nChanged 6536 SP:Iteration 5F (4579.736682 sec): 3 clusters Score: Raw -6230426.172199 + Penalty 2156.268520 = -6228269.903679 nChanged 6000 SP:Iteration 6F (4579.843113 sec): 3 clusters Score: Raw -6235720.961498 + Penalty 2156.268520 = -6233564.692977 nChanged 4760 SP:Iteration 7F (4579.949779 sec): 3 clusters Score: Raw -6240033.099601 + Penalty 2156.268520 = -6237876.831081 nChanged 3287 SP:Iteration 8Q (4580.060728 sec): 3 clusters Score: Raw -6242894.344029 + Penalty 2156.268520 = -6240738.075508 nChanged 2171 SP:Iteration 9Q (4580.166322 sec): 3 clusters Score: Raw -6244654.934666 + Penalty 2156.268520 = -6242498.666145 nChanged 1348 SP:Iteration 10Q (4580.268676 sec): 3 clusters Score: Raw -6245702.063642 + Penalty 2156.268520 = -6243545.795121 nChanged 822 SP:Iteration 11Q (4580.367110 sec): 3 clusters Score: Raw -6246294.361410 + Penalty 2156.268520 = -6244138.092890 nChanged 527 SP:Iteration 12Q (4580.463506 sec): 3 clusters Score: Raw -6246637.388473 + Penalty 2156.268520 = -6244481.119953 nChanged 349 SP:Iteration 13Q (4580.558343 sec): 3 clusters Score: Raw -6246839.323423 + Penalty 2156.268520 = -6244683.054902 nChanged 229 SP:Iteration 14Q (4580.652108 sec): 3 clusters Score: Raw -6246963.412743 + Penalty 2156.268520 = -6244807.144223 nChanged 152 SP:Iteration 15Q (4580.775187 sec): 3 clusters Score: Raw -6247026.089510 + Penalty 2156.268520 = -6244869.820989 nChanged 105 SP:Iteration 16Q (4580.872845 sec): 3 clusters Score: Raw -6247065.289467 + Penalty 2156.268520 = -6244909.020946 nChanged 78 SP:Iteration 17Q (4580.965778 sec): 3 clusters Score: Raw -6247094.332858 + Penalty 2156.268520 = -6244938.064337 nChanged 57 SP:Iteration 18Q (4581.058444 sec): 3 clusters Score: Raw -6247110.637470 + Penalty 2156.268520 = -6244954.368949 nChanged 48 SP:Iteration 19Q (4581.151215 sec): 3 clusters Score: Raw -6247120.888051 + Penalty 2156.268520 = -6244964.619530 nChanged 30 SP:Iteration 20F (4581.256149 sec): 3 clusters Score: Raw -6247129.535538 + Penalty 2156.268520 = -6244973.267017 nChanged 27 SP:Iteration 21Q (4581.348823 sec): 3 clusters Score: Raw -6247135.206399 + Penalty 2156.268520 = -6244978.937878 nChanged 17 SP:Iteration 22Q (4581.441206 sec): 3 clusters Score: Raw -6247138.878795 + Penalty 2156.268520 = -6244982.610274 nChanged 17 SP:Iteration 23Q (4581.533679 sec): 3 clusters Score: Raw -6247142.485382 + Penalty 2156.268520 = -6244986.216861 nChanged 14 SP:Iteration 24Q (4581.626068 sec): 3 clusters Score: Raw -6247144.476730 + Penalty 2156.268520 = -6244988.208210 nChanged 9 SP:Iteration 25Q (4581.718553 sec): 3 clusters Score: Raw -6247146.616904 + Penalty 2156.268520 = -6244990.348384 nChanged 12 SP:Iteration 26Q (4581.810826 sec): 3 clusters Score: Raw -6247149.207861 + Penalty 2156.268520 = -6244992.939341 nChanged 10 SP:Iteration 27Q (4581.903127 sec): 3 clusters Score: Raw -6247151.269892 + Penalty 2156.268520 = -6244995.001371 nChanged 7 SP:Iteration 28Q (4581.995412 sec): 3 clusters Score: Raw -6247152.407443 + Penalty 2156.268520 = -6244996.138923 nChanged 7 SP:Iteration 29Q (4582.087809 sec): 3 clusters Score: Raw -6247153.604979 + Penalty 2156.268520 = -6244997.336459 nChanged 7 SP:Iteration 30Q (4582.180148 sec): 3 clusters Score: Raw -6247155.198857 + Penalty 2156.268520 = -6244998.930336 nChanged 9 SP:Iteration 31Q (4582.272426 sec): 3 clusters Score: Raw -6247156.377423 + Penalty 2156.268520 = -6245000.108903 nChanged 7 SP:Iteration 32Q (4582.364726 sec): 3 clusters Score: Raw -6247158.233651 + Penalty 2156.268520 = -6245001.965131 nChanged 12 SP:Iteration 33Q (4582.457024 sec): 3 clusters Score: Raw -6247161.161336 + Penalty 2156.268520 = -6245004.892815 nChanged 7 SP:Iteration 34Q (4582.549173 sec): 3 clusters Score: Raw -6247162.141067 + Penalty 2156.268520 = -6245005.872547 nChanged 5 SP:Iteration 35Q (4582.641426 sec): 3 clusters Score: Raw -6247163.106909 + Penalty 2156.268520 = -6245006.838389 nChanged 5 SP:Iteration 36Q (4582.733798 sec): 3 clusters Score: Raw -6247164.089304 + Penalty 2156.268520 = -6245007.820783 nChanged 3 SP:Iteration 37Q (4582.826082 sec): 3 clusters Score: Raw -6247164.492069 + Penalty 2156.268520 = -6245008.223549 nChanged 2 SP:Iteration 38Q (4582.918265 sec): 3 clusters Score: Raw -6247164.872686 + Penalty 2156.268520 = -6245008.604165 nChanged 4 SP:Iteration 39Q (4583.010446 sec): 3 clusters Score: Raw -6247165.837715 + Penalty 2156.268520 = -6245009.569195 nChanged 1 SP:Iteration 40F (4583.115359 sec): 3 clusters Score: Raw -6247165.921214 + Penalty 2156.268520 = -6245009.652693 nChanged 1 SP:Iteration 41Q (4583.207971 sec): 3 clusters Score: Raw -6247165.954785 + Penalty 2156.268520 = -6245009.686265 nChanged 1 SP:Iteration 42Q (4583.300384 sec): 3 clusters Score: Raw -6247165.993708 + Penalty 2156.268520 = -6245009.725188 nChanged 1 SP:Iteration 43Q (4583.392643 sec): 3 clusters Score: Raw -6247166.064685 + Penalty 2156.268520 = -6245009.796164 nChanged 2 SP:Iteration 44Q (4583.484834 sec): 3 clusters Score: Raw -6247166.319215 + Penalty 2156.268520 = -6245010.050695 nChanged 0 SP:Iteration 45F (4583.589583 sec): 3 clusters Score: Raw -6247166.319215 + Penalty 2156.268520 = -6245010.050695 nChanged 0 Trying to split cluster 14 (5082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4583.600026 sec): 2 clusters Score: Raw -379358.499503 + Penalty 810.678716 = -378547.820787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4583.619351 sec): 3 clusters Score: Raw -376541.827937 + Penalty 1621.357431 = -374920.470505 nChanged 2161 SP:Iteration 1F (4583.637216 sec): 3 clusters Score: Raw -377860.672539 + Penalty 1621.357431 = -376239.315108 nChanged 397 SP:Iteration 2F (4583.655085 sec): 3 clusters Score: Raw -378157.641526 + Penalty 1621.357431 = -376536.284095 nChanged 384 SP:Iteration 3F (4583.673118 sec): 3 clusters Score: Raw -378442.416984 + Penalty 1621.357431 = -376821.059553 nChanged 340 SP:Iteration 4F (4583.691146 sec): 3 clusters Score: Raw -378719.955673 + Penalty 1621.357431 = -377098.598242 nChanged 333 SP:Iteration 5F (4583.708963 sec): 3 clusters Score: Raw -379032.972781 + Penalty 1621.357431 = -377411.615350 nChanged 307 SP:Iteration 6F (4583.726985 sec): 3 clusters Score: Raw -379321.510317 + Penalty 1621.357431 = -377700.152886 nChanged 264 SP:Iteration 7F (4583.744972 sec): 3 clusters Score: Raw -379561.904935 + Penalty 1621.357431 = -377940.547504 nChanged 208 SP:Iteration 8Q (4583.762784 sec): 3 clusters Score: Raw -379700.697153 + Penalty 1621.357431 = -378079.339722 nChanged 157 SP:Iteration 9Q (4583.780339 sec): 3 clusters Score: Raw -379790.403061 + Penalty 1621.357431 = -378169.045630 nChanged 118 SP:Iteration 10Q (4583.797854 sec): 3 clusters Score: Raw -379854.259277 + Penalty 1621.357431 = -378232.901846 nChanged 84 SP:Iteration 11Q (4583.815513 sec): 3 clusters Score: Raw -379896.892266 + Penalty 1621.357431 = -378275.534834 nChanged 70 SP:Iteration 12Q (4583.868356 sec): 3 clusters Score: Raw -379929.838456 + Penalty 1621.357431 = -378308.481025 nChanged 55 SP:Iteration 13Q (4583.885164 sec): 3 clusters Score: Raw -379952.021222 + Penalty 1621.357431 = -378330.663791 nChanged 47 SP:Iteration 14Q (4583.902772 sec): 3 clusters Score: Raw -379968.827718 + Penalty 1621.357431 = -378347.470287 nChanged 46 SP:Iteration 15Q (4583.920369 sec): 3 clusters Score: Raw -379981.838180 + Penalty 1621.357431 = -378360.480749 nChanged 31 SP:Iteration 16Q (4583.937905 sec): 3 clusters Score: Raw -379991.336297 + Penalty 1621.357431 = -378369.978866 nChanged 32 SP:Iteration 17Q (4583.956036 sec): 3 clusters Score: Raw -380003.001718 + Penalty 1621.357431 = -378381.644287 nChanged 31 SP:Iteration 18Q (4583.973562 sec): 3 clusters Score: Raw -380018.407670 + Penalty 1621.357431 = -378397.050238 nChanged 27 SP:Iteration 19Q (4583.991037 sec): 3 clusters Score: Raw -380029.999710 + Penalty 1621.357431 = -378408.642279 nChanged 32 SP:Iteration 20F (4584.008873 sec): 3 clusters Score: Raw -380040.198364 + Penalty 1621.357431 = -378418.840933 nChanged 23 SP:Iteration 21Q (4584.026098 sec): 3 clusters Score: Raw -380046.310761 + Penalty 1621.357431 = -378424.953330 nChanged 14 SP:Iteration 22Q (4584.043361 sec): 3 clusters Score: Raw -380049.692965 + Penalty 1621.357431 = -378428.335534 nChanged 14 SP:Iteration 23Q (4584.060765 sec): 3 clusters Score: Raw -380051.635465 + Penalty 1621.357431 = -378430.278034 nChanged 13 SP:Iteration 24Q (4584.115072 sec): 3 clusters Score: Raw -380053.413848 + Penalty 1621.357431 = -378432.056417 nChanged 9 SP:Iteration 25Q (4584.149966 sec): 3 clusters Score: Raw -380055.475743 + Penalty 1621.357431 = -378434.118311 nChanged 6 SP:Iteration 26Q (4584.171709 sec): 3 clusters Score: Raw -380056.399193 + Penalty 1621.357431 = -378435.041762 nChanged 8 SP:Iteration 27Q (4584.189175 sec): 3 clusters Score: Raw -380057.711663 + Penalty 1621.357431 = -378436.354231 nChanged 5 SP:Iteration 28Q (4584.206628 sec): 3 clusters Score: Raw -380058.333596 + Penalty 1621.357431 = -378436.976165 nChanged 5 SP:Iteration 29Q (4584.224091 sec): 3 clusters Score: Raw -380058.688858 + Penalty 1621.357431 = -378437.331426 nChanged 2 SP:Iteration 30Q (4584.241495 sec): 3 clusters Score: Raw -380058.788126 + Penalty 1621.357431 = -378437.430695 nChanged 0 SP:Iteration 31F (4584.259515 sec): 3 clusters Score: Raw -380058.788126 + Penalty 1621.357431 = -378437.430695 nChanged 0 Trying to split cluster 15 (4952 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4584.276725 sec): 2 clusters Score: Raw -356070.032818 + Penalty 808.216947 = -355261.815871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4584.295617 sec): 3 clusters Score: Raw -353300.952822 + Penalty 1616.433895 = -351684.518927 nChanged 2131 SP:Iteration 1F (4584.313166 sec): 3 clusters Score: Raw -354554.006639 + Penalty 1616.433895 = -352937.572744 nChanged 375 SP:Iteration 2F (4584.330764 sec): 3 clusters Score: Raw -354804.225113 + Penalty 1616.433895 = -353187.791218 nChanged 356 SP:Iteration 3F (4584.348403 sec): 3 clusters Score: Raw -355110.984798 + Penalty 1616.433895 = -353494.550903 nChanged 390 SP:Iteration 4F (4584.365788 sec): 3 clusters Score: Raw -355555.497788 + Penalty 1616.433895 = -353939.063894 nChanged 419 SP:Iteration 5F (4584.383384 sec): 3 clusters Score: Raw -356390.416150 + Penalty 1616.433895 = -354773.982255 nChanged 434 SP:Iteration 6F (4584.400975 sec): 3 clusters Score: Raw -357713.674179 + Penalty 1616.433895 = -356097.240285 nChanged 199 SP:Iteration 7Q (4584.417813 sec): 3 clusters Score: Raw -358333.184529 + Penalty 1616.433895 = -356716.750635 nChanged 25 SP:Iteration 8Q (4584.434168 sec): 3 clusters Score: Raw -358530.243291 + Penalty 1616.433895 = -356913.809397 nChanged 2 SP:Iteration 9Q (4584.450417 sec): 3 clusters Score: Raw -358531.017270 + Penalty 1616.433895 = -356914.583375 nChanged 0 SP:Iteration 10F (4584.468016 sec): 3 clusters Score: Raw -358531.017270 + Penalty 1616.433895 = -356914.583375 nChanged 0 Score: Raw -45906467.124746 + Penalty 41920.362797 = -45864546.761949 Splitting cluster 15 changes total score from -45861245.016651 to -45864546.761949 So it's getting split into cluster 33. Trying to split cluster 16 (12677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4593.750852 sec): 2 clusters Score: Raw -864378.339229 + Penalty 897.516738 = -863480.822491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4593.779224 sec): 3 clusters Score: Raw -856637.107555 + Penalty 1795.033475 = -854842.074080 nChanged 5788 SP:Iteration 1F (4593.806437 sec): 3 clusters Score: Raw -859738.543870 + Penalty 1795.033475 = -857943.510395 nChanged 636 SP:Iteration 2F (4593.833398 sec): 3 clusters Score: Raw -859968.864839 + Penalty 1795.033475 = -858173.831364 nChanged 598 SP:Iteration 3Q (4593.860895 sec): 3 clusters Score: Raw -860187.342477 + Penalty 1795.033475 = -858392.309002 nChanged 543 SP:Iteration 4Q (4593.888428 sec): 3 clusters Score: Raw -860368.447352 + Penalty 1795.033475 = -858573.413877 nChanged 481 SP:Iteration 5Q (4593.916117 sec): 3 clusters Score: Raw -860527.845755 + Penalty 1795.033475 = -858732.812280 nChanged 472 SP:Iteration 6Q (4593.943945 sec): 3 clusters Score: Raw -860674.907881 + Penalty 1795.033475 = -858879.874405 nChanged 428 SP:Iteration 7Q (4593.971530 sec): 3 clusters Score: Raw -860821.720343 + Penalty 1795.033475 = -859026.686868 nChanged 439 SP:Iteration 8Q (4593.999041 sec): 3 clusters Score: Raw -860990.831777 + Penalty 1795.033475 = -859195.798302 nChanged 468 SP:Iteration 9Q (4594.026849 sec): 3 clusters Score: Raw -861174.798802 + Penalty 1795.033475 = -859379.765327 nChanged 521 SP:Iteration 10Q (4594.054257 sec): 3 clusters Score: Raw -861392.159875 + Penalty 1795.033475 = -859597.126400 nChanged 496 SP:Iteration 11Q (4594.081810 sec): 3 clusters Score: Raw -861596.215002 + Penalty 1795.033475 = -859801.181526 nChanged 488 SP:Iteration 12Q (4594.109469 sec): 3 clusters Score: Raw -861789.203379 + Penalty 1795.033475 = -859994.169904 nChanged 460 SP:Iteration 13Q (4594.136937 sec): 3 clusters Score: Raw -861960.834661 + Penalty 1795.033475 = -860165.801185 nChanged 450 SP:Iteration 14Q (4594.164365 sec): 3 clusters Score: Raw -862128.704248 + Penalty 1795.033475 = -860333.670772 nChanged 421 SP:Iteration 15Q (4594.191710 sec): 3 clusters Score: Raw -862290.896024 + Penalty 1795.033475 = -860495.862548 nChanged 394 SP:Iteration 16Q (4594.219001 sec): 3 clusters Score: Raw -862452.450981 + Penalty 1795.033475 = -860657.417506 nChanged 372 SP:Iteration 17Q (4594.246573 sec): 3 clusters Score: Raw -862626.030316 + Penalty 1795.033475 = -860830.996841 nChanged 366 SP:Iteration 18Q (4594.273905 sec): 3 clusters Score: Raw -862795.450753 + Penalty 1795.033475 = -861000.417278 nChanged 352 SP:Iteration 19Q (4594.301125 sec): 3 clusters Score: Raw -862975.882174 + Penalty 1795.033475 = -861180.848698 nChanged 365 SP:Iteration 20F (4594.328227 sec): 3 clusters Score: Raw -863196.894180 + Penalty 1795.033475 = -861401.860705 nChanged 382 SP:Iteration 21Q (4594.355371 sec): 3 clusters Score: Raw -863452.592149 + Penalty 1795.033475 = -861657.558674 nChanged 349 SP:Iteration 22Q (4594.382464 sec): 3 clusters Score: Raw -863699.398456 + Penalty 1795.033475 = -861904.364980 nChanged 288 SP:Iteration 23Q (4594.409331 sec): 3 clusters Score: Raw -863916.011918 + Penalty 1795.033475 = -862120.978443 nChanged 228 SP:Iteration 24Q (4594.435669 sec): 3 clusters Score: Raw -864069.386383 + Penalty 1795.033475 = -862274.352908 nChanged 174 SP:Iteration 25Q (4594.461551 sec): 3 clusters Score: Raw -864175.961675 + Penalty 1795.033475 = -862380.928200 nChanged 151 SP:Iteration 26Q (4594.487349 sec): 3 clusters Score: Raw -864272.466167 + Penalty 1795.033475 = -862477.432692 nChanged 101 SP:Iteration 27Q (4594.513067 sec): 3 clusters Score: Raw -864330.281017 + Penalty 1795.033475 = -862535.247541 nChanged 82 SP:Iteration 28Q (4594.538702 sec): 3 clusters Score: Raw -864376.699108 + Penalty 1795.033475 = -862581.665633 nChanged 59 SP:Iteration 29Q (4594.564207 sec): 3 clusters Score: Raw -864414.790075 + Penalty 1795.033475 = -862619.756600 nChanged 41 SP:Iteration 30Q (4594.589432 sec): 3 clusters Score: Raw -864443.087261 + Penalty 1795.033475 = -862648.053786 nChanged 25 SP:Iteration 31Q (4594.614749 sec): 3 clusters Score: Raw -864460.812314 + Penalty 1795.033475 = -862665.778839 nChanged 25 SP:Iteration 32Q (4594.639661 sec): 3 clusters Score: Raw -864475.326461 + Penalty 1795.033475 = -862680.292985 nChanged 17 SP:Iteration 33Q (4594.664670 sec): 3 clusters Score: Raw -864482.800536 + Penalty 1795.033475 = -862687.767061 nChanged 13 SP:Iteration 34Q (4594.689750 sec): 3 clusters Score: Raw -864487.814008 + Penalty 1795.033475 = -862692.780533 nChanged 5 SP:Iteration 35Q (4594.714883 sec): 3 clusters Score: Raw -864489.314846 + Penalty 1795.033475 = -862694.281370 nChanged 3 SP:Iteration 36Q (4594.739893 sec): 3 clusters Score: Raw -864490.125631 + Penalty 1795.033475 = -862695.092155 nChanged 2 SP:Iteration 37Q (4594.765009 sec): 3 clusters Score: Raw -864491.142171 + Penalty 1795.033475 = -862696.108696 nChanged 3 SP:Iteration 38Q (4594.790171 sec): 3 clusters Score: Raw -864492.049357 + Penalty 1795.033475 = -862697.015881 nChanged 4 SP:Iteration 39Q (4594.815016 sec): 3 clusters Score: Raw -864493.594977 + Penalty 1795.033475 = -862698.561501 nChanged 3 SP:Iteration 40F (4594.842144 sec): 3 clusters Score: Raw -864495.704613 + Penalty 1795.033475 = -862700.671138 nChanged 3 SP:Iteration 41Q (4594.867013 sec): 3 clusters Score: Raw -864496.992690 + Penalty 1795.033475 = -862701.959214 nChanged 3 SP:Iteration 42Q (4594.891749 sec): 3 clusters Score: Raw -864498.001748 + Penalty 1795.033475 = -862702.968273 nChanged 3 SP:Iteration 43Q (4594.916622 sec): 3 clusters Score: Raw -864499.128377 + Penalty 1795.033475 = -862704.094902 nChanged 3 SP:Iteration 44Q (4594.941496 sec): 3 clusters Score: Raw -864499.970434 + Penalty 1795.033475 = -862704.936958 nChanged 2 SP:Iteration 45Q (4594.966502 sec): 3 clusters Score: Raw -864500.712042 + Penalty 1795.033475 = -862705.678566 nChanged 3 SP:Iteration 46Q (4594.991498 sec): 3 clusters Score: Raw -864501.469310 + Penalty 1795.033475 = -862706.435835 nChanged 1 SP:Iteration 47Q (4595.016389 sec): 3 clusters Score: Raw -864501.615063 + Penalty 1795.033475 = -862706.581588 nChanged 0 SP:Iteration 48F (4595.043613 sec): 3 clusters Score: Raw -864501.615063 + Penalty 1795.033475 = -862706.581588 nChanged 0 Trying to split cluster 17 (2604 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4595.058722 sec): 2 clusters Score: Raw -148700.728814 + Penalty 747.156380 = -147953.572434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4595.069201 sec): 3 clusters Score: Raw -147417.003133 + Penalty 1494.312761 = -145922.690372 nChanged 1028 SP:Iteration 1F (4595.078763 sec): 3 clusters Score: Raw -148077.248888 + Penalty 1494.312761 = -146582.936127 nChanged 273 SP:Iteration 2F (4595.088238 sec): 3 clusters Score: Raw -148380.407808 + Penalty 1494.312761 = -146886.095047 nChanged 234 SP:Iteration 3F (4595.097767 sec): 3 clusters Score: Raw -148737.750763 + Penalty 1494.312761 = -147243.438002 nChanged 229 SP:Iteration 4F (4595.107347 sec): 3 clusters Score: Raw -149044.570612 + Penalty 1494.312761 = -147550.257851 nChanged 160 SP:Iteration 5F (4595.116792 sec): 3 clusters Score: Raw -149237.495520 + Penalty 1494.312761 = -147743.182759 nChanged 121 SP:Iteration 6Q (4595.126150 sec): 3 clusters Score: Raw -149367.473595 + Penalty 1494.312761 = -147873.160834 nChanged 106 SP:Iteration 7Q (4595.135587 sec): 3 clusters Score: Raw -149476.616693 + Penalty 1494.312761 = -147982.303932 nChanged 85 SP:Iteration 8Q (4595.144849 sec): 3 clusters Score: Raw -149552.547076 + Penalty 1494.312761 = -148058.234315 nChanged 72 SP:Iteration 9Q (4595.154186 sec): 3 clusters Score: Raw -149607.952870 + Penalty 1494.312761 = -148113.640109 nChanged 69 SP:Iteration 10Q (4595.163556 sec): 3 clusters Score: Raw -149659.697889 + Penalty 1494.312761 = -148165.385128 nChanged 60 SP:Iteration 11Q (4595.172798 sec): 3 clusters Score: Raw -149699.437546 + Penalty 1494.312761 = -148205.124785 nChanged 49 SP:Iteration 12Q (4595.182126 sec): 3 clusters Score: Raw -149726.438109 + Penalty 1494.312761 = -148232.125349 nChanged 44 SP:Iteration 13Q (4595.191427 sec): 3 clusters Score: Raw -149745.359714 + Penalty 1494.312761 = -148251.046954 nChanged 27 SP:Iteration 14Q (4595.200645 sec): 3 clusters Score: Raw -149756.260392 + Penalty 1494.312761 = -148261.947631 nChanged 29 SP:Iteration 15Q (4595.209880 sec): 3 clusters Score: Raw -149772.676626 + Penalty 1494.312761 = -148278.363865 nChanged 40 SP:Iteration 16Q (4595.219058 sec): 3 clusters Score: Raw -149794.832629 + Penalty 1494.312761 = -148300.519868 nChanged 39 SP:Iteration 17Q (4595.228331 sec): 3 clusters Score: Raw -149811.957903 + Penalty 1494.312761 = -148317.645142 nChanged 32 SP:Iteration 18Q (4595.237570 sec): 3 clusters Score: Raw -149825.402260 + Penalty 1494.312761 = -148331.089499 nChanged 17 SP:Iteration 19Q (4595.246796 sec): 3 clusters Score: Raw -149831.038653 + Penalty 1494.312761 = -148336.725892 nChanged 14 SP:Iteration 20F (4595.256350 sec): 3 clusters Score: Raw -149835.480018 + Penalty 1494.312761 = -148341.167257 nChanged 12 SP:Iteration 21Q (4595.265590 sec): 3 clusters Score: Raw -149839.489346 + Penalty 1494.312761 = -148345.176586 nChanged 15 SP:Iteration 22Q (4595.274811 sec): 3 clusters Score: Raw -149845.138008 + Penalty 1494.312761 = -148350.825247 nChanged 13 SP:Iteration 23Q (4595.283988 sec): 3 clusters Score: Raw -149848.902961 + Penalty 1494.312761 = -148354.590200 nChanged 13 SP:Iteration 24Q (4595.293123 sec): 3 clusters Score: Raw -149852.897344 + Penalty 1494.312761 = -148358.584583 nChanged 13 SP:Iteration 25Q (4595.302236 sec): 3 clusters Score: Raw -149857.504523 + Penalty 1494.312761 = -148363.191762 nChanged 17 SP:Iteration 26Q (4595.311427 sec): 3 clusters Score: Raw -149863.806907 + Penalty 1494.312761 = -148369.494147 nChanged 19 SP:Iteration 27Q (4595.320632 sec): 3 clusters Score: Raw -149871.240245 + Penalty 1494.312761 = -148376.927485 nChanged 15 SP:Iteration 28Q (4595.329839 sec): 3 clusters Score: Raw -149878.480311 + Penalty 1494.312761 = -148384.167550 nChanged 13 SP:Iteration 29Q (4595.339027 sec): 3 clusters Score: Raw -149881.811207 + Penalty 1494.312761 = -148387.498446 nChanged 10 SP:Iteration 30Q (4595.348104 sec): 3 clusters Score: Raw -149884.754891 + Penalty 1494.312761 = -148390.442131 nChanged 9 SP:Iteration 31Q (4595.357211 sec): 3 clusters Score: Raw -149889.003731 + Penalty 1494.312761 = -148394.690970 nChanged 10 SP:Iteration 32Q (4595.366281 sec): 3 clusters Score: Raw -149893.520611 + Penalty 1494.312761 = -148399.207850 nChanged 10 SP:Iteration 33Q (4595.375357 sec): 3 clusters Score: Raw -149899.420073 + Penalty 1494.312761 = -148405.107312 nChanged 14 SP:Iteration 34Q (4595.384511 sec): 3 clusters Score: Raw -149908.147576 + Penalty 1494.312761 = -148413.834816 nChanged 9 SP:Iteration 35Q (4595.393612 sec): 3 clusters Score: Raw -149910.689989 + Penalty 1494.312761 = -148416.377228 nChanged 5 SP:Iteration 36Q (4595.402760 sec): 3 clusters Score: Raw -149911.848757 + Penalty 1494.312761 = -148417.535996 nChanged 4 SP:Iteration 37Q (4595.411879 sec): 3 clusters Score: Raw -149912.600197 + Penalty 1494.312761 = -148418.287436 nChanged 4 SP:Iteration 38Q (4595.420936 sec): 3 clusters Score: Raw -149913.512705 + Penalty 1494.312761 = -148419.199944 nChanged 2 SP:Iteration 39Q (4595.430034 sec): 3 clusters Score: Raw -149913.822592 + Penalty 1494.312761 = -148419.509831 nChanged 0 SP:Iteration 40F (4595.439556 sec): 3 clusters Score: Raw -149913.822592 + Penalty 1494.312761 = -148419.509831 nChanged 0 Score: Raw -45907680.218523 + Penalty 43190.676821 = -45864489.541702 Splitting cluster 17 changes total score from -45861245.016651 to -45864489.541702 So it's getting split into cluster 34. Trying to split cluster 18 (8735 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.599819 sec): 2 clusters Score: Raw -557196.261057 + Penalty 862.133856 = -556334.127201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.656907 sec): 3 clusters Score: Raw -552097.852799 + Penalty 1724.267712 = -550373.585087 nChanged 3908 SP:Iteration 1F (4605.712405 sec): 3 clusters Score: Raw -554430.927792 + Penalty 1724.267712 = -552706.660079 nChanged 631 SP:Iteration 2F (4605.734928 sec): 3 clusters Score: Raw -554810.839655 + Penalty 1724.267712 = -553086.571943 nChanged 600 SP:Iteration 3F (4605.757816 sec): 3 clusters Score: Raw -555177.326208 + Penalty 1724.267712 = -553453.058495 nChanged 568 SP:Iteration 4F (4605.780488 sec): 3 clusters Score: Raw -555524.787658 + Penalty 1724.267712 = -553800.519946 nChanged 531 SP:Iteration 5F (4605.802957 sec): 3 clusters Score: Raw -555861.335491 + Penalty 1724.267712 = -554137.067779 nChanged 478 SP:Iteration 6F (4605.825404 sec): 3 clusters Score: Raw -556164.942862 + Penalty 1724.267712 = -554440.675149 nChanged 378 SP:Iteration 7Q (4605.847836 sec): 3 clusters Score: Raw -556396.856807 + Penalty 1724.267712 = -554672.589095 nChanged 306 SP:Iteration 8Q (4605.870710 sec): 3 clusters Score: Raw -556579.407754 + Penalty 1724.267712 = -554855.140041 nChanged 285 SP:Iteration 9Q (4605.893573 sec): 3 clusters Score: Raw -556780.251440 + Penalty 1724.267712 = -555055.983728 nChanged 269 SP:Iteration 10Q (4605.916394 sec): 3 clusters Score: Raw -556958.111460 + Penalty 1724.267712 = -555233.843748 nChanged 245 SP:Iteration 11Q (4605.938988 sec): 3 clusters Score: Raw -557159.396215 + Penalty 1724.267712 = -555435.128502 nChanged 232 SP:Iteration 12Q (4605.961714 sec): 3 clusters Score: Raw -557359.978570 + Penalty 1724.267712 = -555635.710858 nChanged 227 SP:Iteration 13Q (4605.984466 sec): 3 clusters Score: Raw -557578.035817 + Penalty 1724.267712 = -555853.768104 nChanged 219 SP:Iteration 14Q (4606.006884 sec): 3 clusters Score: Raw -557782.142421 + Penalty 1724.267712 = -556057.874709 nChanged 178 SP:Iteration 15Q (4606.048960 sec): 3 clusters Score: Raw -557916.615284 + Penalty 1724.267712 = -556192.347572 nChanged 132 SP:Iteration 16Q (4606.098148 sec): 3 clusters Score: Raw -557994.669954 + Penalty 1724.267712 = -556270.402242 nChanged 96 SP:Iteration 17Q (4606.120526 sec): 3 clusters Score: Raw -558036.807612 + Penalty 1724.267712 = -556312.539900 nChanged 56 SP:Iteration 18Q (4606.141928 sec): 3 clusters Score: Raw -558062.497444 + Penalty 1724.267712 = -556338.229731 nChanged 47 SP:Iteration 19Q (4606.163384 sec): 3 clusters Score: Raw -558077.191651 + Penalty 1724.267712 = -556352.923939 nChanged 32 SP:Iteration 20F (4606.186020 sec): 3 clusters Score: Raw -558086.319492 + Penalty 1724.267712 = -556362.051779 nChanged 26 SP:Iteration 21Q (4606.207491 sec): 3 clusters Score: Raw -558091.593225 + Penalty 1724.267712 = -556367.325513 nChanged 18 SP:Iteration 22Q (4606.228803 sec): 3 clusters Score: Raw -558095.899230 + Penalty 1724.267712 = -556371.631518 nChanged 12 SP:Iteration 23Q (4606.250132 sec): 3 clusters Score: Raw -558098.790359 + Penalty 1724.267712 = -556374.522647 nChanged 12 SP:Iteration 24Q (4606.271402 sec): 3 clusters Score: Raw -558101.316309 + Penalty 1724.267712 = -556377.048597 nChanged 11 SP:Iteration 25Q (4606.292865 sec): 3 clusters Score: Raw -558103.098116 + Penalty 1724.267712 = -556378.830404 nChanged 8 SP:Iteration 26Q (4606.314322 sec): 3 clusters Score: Raw -558104.073557 + Penalty 1724.267712 = -556379.805845 nChanged 4 SP:Iteration 27Q (4606.335711 sec): 3 clusters Score: Raw -558104.650857 + Penalty 1724.267712 = -556380.383144 nChanged 3 SP:Iteration 28Q (4606.356945 sec): 3 clusters Score: Raw -558104.999209 + Penalty 1724.267712 = -556380.731497 nChanged 2 SP:Iteration 29Q (4606.378210 sec): 3 clusters Score: Raw -558105.275504 + Penalty 1724.267712 = -556381.007792 nChanged 2 SP:Iteration 30Q (4606.399695 sec): 3 clusters Score: Raw -558105.389369 + Penalty 1724.267712 = -556381.121657 nChanged 0 SP:Iteration 31F (4606.422329 sec): 3 clusters Score: Raw -558105.389369 + Penalty 1724.267712 = -556381.121657 nChanged 0 Score: Raw -45908589.346836 + Penalty 44460.990845 = -45864128.355991 Splitting cluster 18 changes total score from -45861245.016651 to -45864128.355991 So it's getting split into cluster 35. Trying to split cluster 19 (19654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4616.494945 sec): 2 clusters Score: Raw -1353967.679545 + Penalty 939.173435 = -1353028.506110 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4616.531996 sec): 3 clusters Score: Raw -1341833.189909 + Penalty 1878.346870 = -1339954.843039 nChanged 9191 SP:Iteration 1F (4616.566467 sec): 3 clusters Score: Raw -1347530.054790 + Penalty 1878.346870 = -1345651.707920 nChanged 1182 SP:Iteration 2F (4616.601290 sec): 3 clusters Score: Raw -1348068.049989 + Penalty 1878.346870 = -1346189.703119 nChanged 1076 SP:Iteration 3F (4616.636078 sec): 3 clusters Score: Raw -1348559.965568 + Penalty 1878.346870 = -1346681.618698 nChanged 991 SP:Iteration 4F (4616.670982 sec): 3 clusters Score: Raw -1349054.190341 + Penalty 1878.346870 = -1347175.843471 nChanged 995 SP:Iteration 5F (4616.705731 sec): 3 clusters Score: Raw -1349651.439254 + Penalty 1878.346870 = -1347773.092384 nChanged 989 SP:Iteration 6F (4616.740688 sec): 3 clusters Score: Raw -1350390.521346 + Penalty 1878.346870 = -1348512.174476 nChanged 1056 SP:Iteration 7F (4616.775508 sec): 3 clusters Score: Raw -1351110.498792 + Penalty 1878.346870 = -1349232.151922 nChanged 980 SP:Iteration 8Q (4616.810582 sec): 3 clusters Score: Raw -1351714.390352 + Penalty 1878.346870 = -1349836.043481 nChanged 750 SP:Iteration 9Q (4616.845039 sec): 3 clusters Score: Raw -1352089.165371 + Penalty 1878.346870 = -1350210.818500 nChanged 626 SP:Iteration 10Q (4616.879574 sec): 3 clusters Score: Raw -1352350.801592 + Penalty 1878.346870 = -1350472.454722 nChanged 464 SP:Iteration 11Q (4616.914042 sec): 3 clusters Score: Raw -1352557.037421 + Penalty 1878.346870 = -1350678.690551 nChanged 447 SP:Iteration 12Q (4616.948347 sec): 3 clusters Score: Raw -1352740.718298 + Penalty 1878.346870 = -1350862.371428 nChanged 458 SP:Iteration 13Q (4616.982637 sec): 3 clusters Score: Raw -1352930.128091 + Penalty 1878.346870 = -1351051.781220 nChanged 416 SP:Iteration 14Q (4617.016880 sec): 3 clusters Score: Raw -1353099.015256 + Penalty 1878.346870 = -1351220.668386 nChanged 385 SP:Iteration 15Q (4617.050968 sec): 3 clusters Score: Raw -1353228.612926 + Penalty 1878.346870 = -1351350.266056 nChanged 346 SP:Iteration 16Q (4617.085053 sec): 3 clusters Score: Raw -1353351.317682 + Penalty 1878.346870 = -1351472.970812 nChanged 325 SP:Iteration 17Q (4617.119139 sec): 3 clusters Score: Raw -1353471.162393 + Penalty 1878.346870 = -1351592.815523 nChanged 315 SP:Iteration 18Q (4617.153216 sec): 3 clusters Score: Raw -1353580.093269 + Penalty 1878.346870 = -1351701.746399 nChanged 304 SP:Iteration 19Q (4617.187309 sec): 3 clusters Score: Raw -1353693.645077 + Penalty 1878.346870 = -1351815.298207 nChanged 280 SP:Iteration 20F (4617.222236 sec): 3 clusters Score: Raw -1353798.415258 + Penalty 1878.346870 = -1351920.068388 nChanged 251 SP:Iteration 21Q (4617.256303 sec): 3 clusters Score: Raw -1353889.135449 + Penalty 1878.346870 = -1352010.788579 nChanged 257 SP:Iteration 22Q (4617.290259 sec): 3 clusters Score: Raw -1353970.895622 + Penalty 1878.346870 = -1352092.548752 nChanged 211 SP:Iteration 23Q (4617.324275 sec): 3 clusters Score: Raw -1354036.866473 + Penalty 1878.346870 = -1352158.519603 nChanged 197 SP:Iteration 24Q (4617.358127 sec): 3 clusters Score: Raw -1354081.323620 + Penalty 1878.346870 = -1352202.976750 nChanged 156 SP:Iteration 25Q (4617.391947 sec): 3 clusters Score: Raw -1354108.320708 + Penalty 1878.346870 = -1352229.973838 nChanged 116 SP:Iteration 26Q (4617.425849 sec): 3 clusters Score: Raw -1354124.574616 + Penalty 1878.346870 = -1352246.227746 nChanged 98 SP:Iteration 27Q (4617.460054 sec): 3 clusters Score: Raw -1354134.524652 + Penalty 1878.346870 = -1352256.177782 nChanged 65 SP:Iteration 28Q (4617.493797 sec): 3 clusters Score: Raw -1354140.195919 + Penalty 1878.346870 = -1352261.849049 nChanged 44 SP:Iteration 29Q (4617.527498 sec): 3 clusters Score: Raw -1354142.830600 + Penalty 1878.346870 = -1352264.483730 nChanged 32 SP:Iteration 30Q (4617.561440 sec): 3 clusters Score: Raw -1354144.753848 + Penalty 1878.346870 = -1352266.406978 nChanged 23 SP:Iteration 31Q (4617.595097 sec): 3 clusters Score: Raw -1354145.864573 + Penalty 1878.346870 = -1352267.517703 nChanged 20 SP:Iteration 32Q (4617.628860 sec): 3 clusters Score: Raw -1354146.850092 + Penalty 1878.346870 = -1352268.503222 nChanged 16 SP:Iteration 33Q (4617.662752 sec): 3 clusters Score: Raw -1354147.402336 + Penalty 1878.346870 = -1352269.055466 nChanged 11 SP:Iteration 34Q (4617.696434 sec): 3 clusters Score: Raw -1354147.726835 + Penalty 1878.346870 = -1352269.379965 nChanged 9 SP:Iteration 35Q (4617.730162 sec): 3 clusters Score: Raw -1354148.204137 + Penalty 1878.346870 = -1352269.857267 nChanged 9 SP:Iteration 36Q (4617.763965 sec): 3 clusters Score: Raw -1354148.521502 + Penalty 1878.346870 = -1352270.174631 nChanged 6 SP:Iteration 37Q (4617.797715 sec): 3 clusters Score: Raw -1354148.725401 + Penalty 1878.346870 = -1352270.378531 nChanged 5 SP:Iteration 38Q (4617.831682 sec): 3 clusters Score: Raw -1354149.042528 + Penalty 1878.346870 = -1352270.695658 nChanged 6 SP:Iteration 39Q (4617.865556 sec): 3 clusters Score: Raw -1354149.283916 + Penalty 1878.346870 = -1352270.937046 nChanged 6 SP:Iteration 40F (4617.900304 sec): 3 clusters Score: Raw -1354149.469393 + Penalty 1878.346870 = -1352271.122523 nChanged 3 SP:Iteration 41Q (4617.934151 sec): 3 clusters Score: Raw -1354149.551961 + Penalty 1878.346870 = -1352271.205091 nChanged 1 SP:Iteration 42Q (4617.967988 sec): 3 clusters Score: Raw -1354149.580986 + Penalty 1878.346870 = -1352271.234116 nChanged 0 SP:Iteration 43F (4618.002885 sec): 3 clusters Score: Raw -1354149.580986 + Penalty 1878.346870 = -1352271.234116 nChanged 0 Trying to split cluster 20 (16863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.030101 sec): 2 clusters Score: Raw -1213008.581525 + Penalty 924.623329 = -1212083.958195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.064732 sec): 3 clusters Score: Raw -1202611.421531 + Penalty 1849.246659 = -1200762.174873 nChanged 7771 SP:Iteration 1F (4618.097635 sec): 3 clusters Score: Raw -1207658.666630 + Penalty 1849.246659 = -1205809.419971 nChanged 1428 SP:Iteration 2F (4618.130965 sec): 3 clusters Score: Raw -1208726.984240 + Penalty 1849.246659 = -1206877.737581 nChanged 1430 SP:Iteration 3F (4618.163919 sec): 3 clusters Score: Raw -1209926.482566 + Penalty 1849.246659 = -1208077.235907 nChanged 1365 SP:Iteration 4F (4618.197072 sec): 3 clusters Score: Raw -1210997.539614 + Penalty 1849.246659 = -1209148.292955 nChanged 1102 SP:Iteration 5F (4618.229910 sec): 3 clusters Score: Raw -1211773.820080 + Penalty 1849.246659 = -1209924.573421 nChanged 847 SP:Iteration 6F (4618.262871 sec): 3 clusters Score: Raw -1212335.085276 + Penalty 1849.246659 = -1210485.838617 nChanged 637 SP:Iteration 7Q (4618.295883 sec): 3 clusters Score: Raw -1212713.765973 + Penalty 1849.246659 = -1210864.519314 nChanged 487 SP:Iteration 8Q (4618.328958 sec): 3 clusters Score: Raw -1213006.531009 + Penalty 1849.246659 = -1211157.284350 nChanged 397 SP:Iteration 9Q (4618.361756 sec): 3 clusters Score: Raw -1213229.029813 + Penalty 1849.246659 = -1211379.783155 nChanged 339 SP:Iteration 10Q (4618.394495 sec): 3 clusters Score: Raw -1213416.073114 + Penalty 1849.246659 = -1211566.826455 nChanged 290 SP:Iteration 11Q (4618.427398 sec): 3 clusters Score: Raw -1213561.765417 + Penalty 1849.246659 = -1211712.518759 nChanged 236 SP:Iteration 12Q (4618.459895 sec): 3 clusters Score: Raw -1213689.417740 + Penalty 1849.246659 = -1211840.171081 nChanged 221 SP:Iteration 13Q (4618.492131 sec): 3 clusters Score: Raw -1213807.687295 + Penalty 1849.246659 = -1211958.440636 nChanged 165 SP:Iteration 14Q (4618.524150 sec): 3 clusters Score: Raw -1213883.136406 + Penalty 1849.246659 = -1212033.889747 nChanged 117 SP:Iteration 15Q (4618.555821 sec): 3 clusters Score: Raw -1213939.167638 + Penalty 1849.246659 = -1212089.920979 nChanged 101 SP:Iteration 16Q (4618.587034 sec): 3 clusters Score: Raw -1213986.257442 + Penalty 1849.246659 = -1212137.010784 nChanged 86 SP:Iteration 17Q (4618.618165 sec): 3 clusters Score: Raw -1214029.612235 + Penalty 1849.246659 = -1212180.365576 nChanged 75 SP:Iteration 18Q (4618.648885 sec): 3 clusters Score: Raw -1214060.028204 + Penalty 1849.246659 = -1212210.781545 nChanged 70 SP:Iteration 19Q (4618.679486 sec): 3 clusters Score: Raw -1214087.949022 + Penalty 1849.246659 = -1212238.702363 nChanged 54 SP:Iteration 20F (4618.712360 sec): 3 clusters Score: Raw -1214104.616820 + Penalty 1849.246659 = -1212255.370161 nChanged 49 SP:Iteration 21Q (4618.742811 sec): 3 clusters Score: Raw -1214115.788589 + Penalty 1849.246659 = -1212266.541930 nChanged 39 SP:Iteration 22Q (4618.773012 sec): 3 clusters Score: Raw -1214125.138507 + Penalty 1849.246659 = -1212275.891848 nChanged 34 SP:Iteration 23Q (4618.803104 sec): 3 clusters Score: Raw -1214133.595766 + Penalty 1849.246659 = -1212284.349107 nChanged 31 SP:Iteration 24Q (4618.833130 sec): 3 clusters Score: Raw -1214140.422169 + Penalty 1849.246659 = -1212291.175510 nChanged 27 SP:Iteration 25Q (4618.863139 sec): 3 clusters Score: Raw -1214148.395873 + Penalty 1849.246659 = -1212299.149214 nChanged 27 SP:Iteration 26Q (4618.893022 sec): 3 clusters Score: Raw -1214155.066756 + Penalty 1849.246659 = -1212305.820097 nChanged 23 SP:Iteration 27Q (4618.922710 sec): 3 clusters Score: Raw -1214158.429943 + Penalty 1849.246659 = -1212309.183284 nChanged 19 SP:Iteration 28Q (4618.952621 sec): 3 clusters Score: Raw -1214162.604686 + Penalty 1849.246659 = -1212313.358027 nChanged 18 SP:Iteration 29Q (4618.982341 sec): 3 clusters Score: Raw -1214166.956024 + Penalty 1849.246659 = -1212317.709365 nChanged 22 SP:Iteration 30Q (4619.012074 sec): 3 clusters Score: Raw -1214170.749425 + Penalty 1849.246659 = -1212321.502766 nChanged 21 SP:Iteration 31Q (4619.041828 sec): 3 clusters Score: Raw -1214174.084099 + Penalty 1849.246659 = -1212324.837440 nChanged 21 SP:Iteration 32Q (4619.071349 sec): 3 clusters Score: Raw -1214176.809512 + Penalty 1849.246659 = -1212327.562853 nChanged 22 SP:Iteration 33Q (4619.100930 sec): 3 clusters Score: Raw -1214180.971299 + Penalty 1849.246659 = -1212331.724640 nChanged 17 SP:Iteration 34Q (4619.130392 sec): 3 clusters Score: Raw -1214183.340032 + Penalty 1849.246659 = -1212334.093373 nChanged 9 SP:Iteration 35Q (4619.159892 sec): 3 clusters Score: Raw -1214184.076211 + Penalty 1849.246659 = -1212334.829552 nChanged 2 SP:Iteration 36Q (4619.189222 sec): 3 clusters Score: Raw -1214184.222633 + Penalty 1849.246659 = -1212334.975974 nChanged 1 SP:Iteration 37Q (4619.218625 sec): 3 clusters Score: Raw -1214184.408815 + Penalty 1849.246659 = -1212335.162157 nChanged 2 SP:Iteration 38Q (4619.282665 sec): 3 clusters Score: Raw -1214184.525362 + Penalty 1849.246659 = -1212335.278703 nChanged 0 SP:Iteration 39F (4619.315193 sec): 3 clusters Score: Raw -1214184.525362 + Penalty 1849.246659 = -1212335.278703 nChanged 0 Score: Raw -45909765.290673 + Penalty 45731.304869 = -45864033.985804 Splitting cluster 20 changes total score from -45861245.016651 to -45864033.985804 So it's getting split into cluster 36. Trying to split cluster 21 (5202 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4629.700096 sec): 2 clusters Score: Raw -367612.882790 + Penalty 812.895852 = -366799.986938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4629.719960 sec): 3 clusters Score: Raw -364727.081599 + Penalty 1625.791705 = -363101.289894 nChanged 2232 SP:Iteration 1F (4629.738464 sec): 3 clusters Score: Raw -366109.921265 + Penalty 1625.791705 = -364484.129560 nChanged 468 SP:Iteration 2F (4629.757258 sec): 3 clusters Score: Raw -366453.430382 + Penalty 1625.791705 = -364827.638677 nChanged 366 SP:Iteration 3F (4629.775822 sec): 3 clusters Score: Raw -366787.187856 + Penalty 1625.791705 = -365161.396151 nChanged 288 SP:Iteration 4F (4629.794518 sec): 3 clusters Score: Raw -367059.640984 + Penalty 1625.791705 = -365433.849280 nChanged 238 SP:Iteration 5Q (4629.812604 sec): 3 clusters Score: Raw -367289.266691 + Penalty 1625.791705 = -365663.474987 nChanged 261 SP:Iteration 6F (4629.831090 sec): 3 clusters Score: Raw -367501.263926 + Penalty 1625.791705 = -365875.472221 nChanged 248 SP:Iteration 7Q (4629.849190 sec): 3 clusters Score: Raw -367686.649314 + Penalty 1625.791705 = -366060.857610 nChanged 212 SP:Iteration 8Q (4629.867293 sec): 3 clusters Score: Raw -367821.256163 + Penalty 1625.791705 = -366195.464458 nChanged 161 SP:Iteration 9Q (4629.885317 sec): 3 clusters Score: Raw -367918.150332 + Penalty 1625.791705 = -366292.358627 nChanged 153 SP:Iteration 10Q (4629.903570 sec): 3 clusters Score: Raw -368005.775598 + Penalty 1625.791705 = -366379.983893 nChanged 130 SP:Iteration 11Q (4629.921686 sec): 3 clusters Score: Raw -368076.382150 + Penalty 1625.791705 = -366450.590445 nChanged 113 SP:Iteration 12Q (4629.939742 sec): 3 clusters Score: Raw -368131.159204 + Penalty 1625.791705 = -366505.367499 nChanged 90 SP:Iteration 13Q (4629.957808 sec): 3 clusters Score: Raw -368169.672270 + Penalty 1625.791705 = -366543.880565 nChanged 69 SP:Iteration 14Q (4629.975897 sec): 3 clusters Score: Raw -368192.710506 + Penalty 1625.791705 = -366566.918801 nChanged 59 SP:Iteration 15Q (4629.993876 sec): 3 clusters Score: Raw -368212.274641 + Penalty 1625.791705 = -366586.482936 nChanged 61 SP:Iteration 16Q (4630.011866 sec): 3 clusters Score: Raw -368235.008585 + Penalty 1625.791705 = -366609.216880 nChanged 60 SP:Iteration 17Q (4630.029950 sec): 3 clusters Score: Raw -368258.265047 + Penalty 1625.791705 = -366632.473342 nChanged 46 SP:Iteration 18Q (4630.047969 sec): 3 clusters Score: Raw -368272.873869 + Penalty 1625.791705 = -366647.082164 nChanged 48 SP:Iteration 19Q (4630.065982 sec): 3 clusters Score: Raw -368288.087358 + Penalty 1625.791705 = -366662.295653 nChanged 49 SP:Iteration 20F (4630.084440 sec): 3 clusters Score: Raw -368301.750826 + Penalty 1625.791705 = -366675.959122 nChanged 40 SP:Iteration 21Q (4630.102551 sec): 3 clusters Score: Raw -368311.711448 + Penalty 1625.791705 = -366685.919743 nChanged 34 SP:Iteration 22Q (4630.120520 sec): 3 clusters Score: Raw -368319.879204 + Penalty 1625.791705 = -366694.087499 nChanged 36 SP:Iteration 23Q (4630.138669 sec): 3 clusters Score: Raw -368329.971138 + Penalty 1625.791705 = -366704.179433 nChanged 33 SP:Iteration 24Q (4630.156658 sec): 3 clusters Score: Raw -368337.709447 + Penalty 1625.791705 = -366711.917742 nChanged 24 SP:Iteration 25Q (4630.174690 sec): 3 clusters Score: Raw -368340.926473 + Penalty 1625.791705 = -366715.134769 nChanged 14 SP:Iteration 26Q (4630.192679 sec): 3 clusters Score: Raw -368343.121661 + Penalty 1625.791705 = -366717.329956 nChanged 10 SP:Iteration 27Q (4630.210684 sec): 3 clusters Score: Raw -368344.882634 + Penalty 1625.791705 = -366719.090929 nChanged 11 SP:Iteration 28Q (4630.228619 sec): 3 clusters Score: Raw -368346.608663 + Penalty 1625.791705 = -366720.816959 nChanged 19 SP:Iteration 29Q (4630.246618 sec): 3 clusters Score: Raw -368350.236956 + Penalty 1625.791705 = -366724.445251 nChanged 18 SP:Iteration 30Q (4630.264435 sec): 3 clusters Score: Raw -368353.544969 + Penalty 1625.791705 = -366727.753265 nChanged 13 SP:Iteration 31Q (4630.282281 sec): 3 clusters Score: Raw -368356.265237 + Penalty 1625.791705 = -366730.473533 nChanged 18 SP:Iteration 32Q (4630.300012 sec): 3 clusters Score: Raw -368358.594712 + Penalty 1625.791705 = -366732.803008 nChanged 8 SP:Iteration 33Q (4630.317989 sec): 3 clusters Score: Raw -368359.865073 + Penalty 1625.791705 = -366734.073368 nChanged 5 SP:Iteration 34Q (4630.335981 sec): 3 clusters Score: Raw -368360.414708 + Penalty 1625.791705 = -366734.623003 nChanged 2 SP:Iteration 35Q (4630.353946 sec): 3 clusters Score: Raw -368360.703230 + Penalty 1625.791705 = -366734.911525 nChanged 6 SP:Iteration 36Q (4630.371731 sec): 3 clusters Score: Raw -368361.542031 + Penalty 1625.791705 = -366735.750326 nChanged 7 SP:Iteration 37Q (4630.389663 sec): 3 clusters Score: Raw -368362.414092 + Penalty 1625.791705 = -366736.622388 nChanged 6 SP:Iteration 38Q (4630.407748 sec): 3 clusters Score: Raw -368362.854711 + Penalty 1625.791705 = -366737.063006 nChanged 2 SP:Iteration 39Q (4630.425689 sec): 3 clusters Score: Raw -368363.075130 + Penalty 1625.791705 = -366737.283425 nChanged 2 SP:Iteration 40F (4630.444010 sec): 3 clusters Score: Raw -368363.218411 + Penalty 1625.791705 = -366737.426706 nChanged 0 Trying to split cluster 22 (4689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.460744 sec): 2 clusters Score: Raw -305811.609339 + Penalty 803.032589 = -305008.576750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.478680 sec): 3 clusters Score: Raw -303217.495641 + Penalty 1606.065178 = -301611.430464 nChanged 1997 SP:Iteration 1F (4630.495409 sec): 3 clusters Score: Raw -304423.550738 + Penalty 1606.065178 = -302817.485560 nChanged 394 SP:Iteration 2F (4630.511965 sec): 3 clusters Score: Raw -304693.262373 + Penalty 1606.065178 = -303087.197196 nChanged 318 SP:Iteration 3F (4630.528689 sec): 3 clusters Score: Raw -304892.003557 + Penalty 1606.065178 = -303285.938379 nChanged 267 SP:Iteration 4F (4630.545344 sec): 3 clusters Score: Raw -305082.965626 + Penalty 1606.065178 = -303476.900449 nChanged 267 SP:Iteration 5F (4630.562049 sec): 3 clusters Score: Raw -305273.951522 + Penalty 1606.065178 = -303667.886345 nChanged 238 SP:Iteration 6F (4630.578717 sec): 3 clusters Score: Raw -305437.265848 + Penalty 1606.065178 = -303831.200671 nChanged 215 SP:Iteration 7Q (4630.595127 sec): 3 clusters Score: Raw -305577.488343 + Penalty 1606.065178 = -303971.423166 nChanged 175 SP:Iteration 8Q (4630.611663 sec): 3 clusters Score: Raw -305685.240582 + Penalty 1606.065178 = -304079.175405 nChanged 161 SP:Iteration 9Q (4630.628159 sec): 3 clusters Score: Raw -305765.531410 + Penalty 1606.065178 = -304159.466232 nChanged 117 SP:Iteration 10Q (4630.644417 sec): 3 clusters Score: Raw -305815.959872 + Penalty 1606.065178 = -304209.894694 nChanged 84 SP:Iteration 11Q (4630.660831 sec): 3 clusters Score: Raw -305847.066583 + Penalty 1606.065178 = -304241.001406 nChanged 53 SP:Iteration 12Q (4630.677197 sec): 3 clusters Score: Raw -305866.546259 + Penalty 1606.065178 = -304260.481081 nChanged 44 SP:Iteration 13Q (4630.693551 sec): 3 clusters Score: Raw -305881.454450 + Penalty 1606.065178 = -304275.389272 nChanged 44 SP:Iteration 14Q (4630.709859 sec): 3 clusters Score: Raw -305898.366765 + Penalty 1606.065178 = -304292.301588 nChanged 38 SP:Iteration 15Q (4630.726188 sec): 3 clusters Score: Raw -305910.892471 + Penalty 1606.065178 = -304304.827293 nChanged 27 SP:Iteration 16Q (4630.742484 sec): 3 clusters Score: Raw -305919.986109 + Penalty 1606.065178 = -304313.920931 nChanged 30 SP:Iteration 17Q (4630.758724 sec): 3 clusters Score: Raw -305927.865182 + Penalty 1606.065178 = -304321.800005 nChanged 19 SP:Iteration 18Q (4630.774947 sec): 3 clusters Score: Raw -305934.422354 + Penalty 1606.065178 = -304328.357176 nChanged 21 SP:Iteration 19Q (4630.791275 sec): 3 clusters Score: Raw -305941.600718 + Penalty 1606.065178 = -304335.535541 nChanged 21 SP:Iteration 20F (4630.807719 sec): 3 clusters Score: Raw -305947.474418 + Penalty 1606.065178 = -304341.409241 nChanged 22 SP:Iteration 21Q (4630.823797 sec): 3 clusters Score: Raw -305953.049704 + Penalty 1606.065178 = -304346.984526 nChanged 17 SP:Iteration 22Q (4630.839870 sec): 3 clusters Score: Raw -305957.999303 + Penalty 1606.065178 = -304351.934125 nChanged 23 SP:Iteration 23Q (4630.856033 sec): 3 clusters Score: Raw -305964.028342 + Penalty 1606.065178 = -304357.963164 nChanged 26 SP:Iteration 24Q (4630.872225 sec): 3 clusters Score: Raw -305970.205204 + Penalty 1606.065178 = -304364.140026 nChanged 25 SP:Iteration 25Q (4630.888457 sec): 3 clusters Score: Raw -305979.403514 + Penalty 1606.065178 = -304373.338336 nChanged 27 SP:Iteration 26Q (4630.904641 sec): 3 clusters Score: Raw -305990.369245 + Penalty 1606.065178 = -304384.304067 nChanged 28 SP:Iteration 27Q (4630.920858 sec): 3 clusters Score: Raw -306001.944234 + Penalty 1606.065178 = -304395.879056 nChanged 28 SP:Iteration 28Q (4630.937002 sec): 3 clusters Score: Raw -306009.441333 + Penalty 1606.065178 = -304403.376155 nChanged 20 SP:Iteration 29Q (4630.953111 sec): 3 clusters Score: Raw -306016.376764 + Penalty 1606.065178 = -304410.311586 nChanged 15 SP:Iteration 30Q (4630.969314 sec): 3 clusters Score: Raw -306021.468015 + Penalty 1606.065178 = -304415.402837 nChanged 17 SP:Iteration 31Q (4630.985481 sec): 3 clusters Score: Raw -306025.829097 + Penalty 1606.065178 = -304419.763919 nChanged 18 SP:Iteration 32Q (4631.001638 sec): 3 clusters Score: Raw -306031.940357 + Penalty 1606.065178 = -304425.875179 nChanged 23 SP:Iteration 33Q (4631.017744 sec): 3 clusters Score: Raw -306040.467530 + Penalty 1606.065178 = -304434.402352 nChanged 27 SP:Iteration 34Q (4631.033808 sec): 3 clusters Score: Raw -306053.618600 + Penalty 1606.065178 = -304447.553423 nChanged 30 SP:Iteration 35Q (4631.049850 sec): 3 clusters Score: Raw -306068.559155 + Penalty 1606.065178 = -304462.493977 nChanged 36 SP:Iteration 36Q (4631.065764 sec): 3 clusters Score: Raw -306084.804500 + Penalty 1606.065178 = -304478.739322 nChanged 31 SP:Iteration 37Q (4631.081843 sec): 3 clusters Score: Raw -306097.751107 + Penalty 1606.065178 = -304491.685929 nChanged 38 SP:Iteration 38Q (4631.097861 sec): 3 clusters Score: Raw -306112.265865 + Penalty 1606.065178 = -304506.200687 nChanged 26 SP:Iteration 39Q (4631.113912 sec): 3 clusters Score: Raw -306125.051183 + Penalty 1606.065178 = -304518.986006 nChanged 35 SP:Iteration 40F (4631.130481 sec): 3 clusters Score: Raw -306146.576371 + Penalty 1606.065178 = -304540.511193 nChanged 43 SP:Iteration 41Q (4631.146450 sec): 3 clusters Score: Raw -306171.018851 + Penalty 1606.065178 = -304564.953673 nChanged 45 SP:Iteration 42Q (4631.162477 sec): 3 clusters Score: Raw -306195.184462 + Penalty 1606.065178 = -304589.119284 nChanged 41 SP:Iteration 43Q (4631.178251 sec): 3 clusters Score: Raw -306216.311882 + Penalty 1606.065178 = -304610.246705 nChanged 33 SP:Iteration 44Q (4631.194210 sec): 3 clusters Score: Raw -306232.745365 + Penalty 1606.065178 = -304626.680187 nChanged 36 SP:Iteration 45Q (4631.210141 sec): 3 clusters Score: Raw -306247.727274 + Penalty 1606.065178 = -304641.662096 nChanged 34 SP:Iteration 46Q (4631.226076 sec): 3 clusters Score: Raw -306264.255213 + Penalty 1606.065178 = -304658.190035 nChanged 40 SP:Iteration 47Q (4631.241980 sec): 3 clusters Score: Raw -306283.679342 + Penalty 1606.065178 = -304677.614165 nChanged 39 SP:Iteration 48Q (4631.257884 sec): 3 clusters Score: Raw -306309.350720 + Penalty 1606.065178 = -304703.285543 nChanged 50 SP:Iteration 49Q (4631.273795 sec): 3 clusters Score: Raw -306345.740875 + Penalty 1606.065178 = -304739.675698 nChanged 51 SP:Iteration 50Q (4631.289774 sec): 3 clusters Score: Raw -306380.792219 + Penalty 1606.065178 = -304774.727041 nChanged 51 SP:Iteration 51Q (4631.305623 sec): 3 clusters Score: Raw -306415.903325 + Penalty 1606.065178 = -304809.838147 nChanged 55 SP:Iteration 52Q (4631.321322 sec): 3 clusters Score: Raw -306447.585528 + Penalty 1606.065178 = -304841.520350 nChanged 44 SP:Iteration 53Q (4631.337067 sec): 3 clusters Score: Raw -306478.845712 + Penalty 1606.065178 = -304872.780534 nChanged 52 SP:Iteration 54Q (4631.352651 sec): 3 clusters Score: Raw -306526.255712 + Penalty 1606.065178 = -304920.190534 nChanged 53 SP:Iteration 55Q (4631.368459 sec): 3 clusters Score: Raw -306566.748378 + Penalty 1606.065178 = -304960.683200 nChanged 44 SP:Iteration 56Q (4631.384213 sec): 3 clusters Score: Raw -306590.099156 + Penalty 1606.065178 = -304984.033978 nChanged 33 SP:Iteration 57Q (4631.399817 sec): 3 clusters Score: Raw -306609.138397 + Penalty 1606.065178 = -305003.073219 nChanged 19 SP:Iteration 58Q (4631.415556 sec): 3 clusters Score: Raw -306618.656554 + Penalty 1606.065178 = -305012.591377 nChanged 17 SP:Iteration 59Q (4631.431187 sec): 3 clusters Score: Raw -306625.493240 + Penalty 1606.065178 = -305019.428062 nChanged 11 SP:Iteration 60F (4631.447767 sec): 3 clusters Score: Raw -306639.181680 + Penalty 1606.065178 = -305033.116502 nChanged 10 SP:Iteration 61Q (4631.463328 sec): 3 clusters Score: Raw -306644.628001 + Penalty 1606.065178 = -305038.562823 nChanged 13 SP:Iteration 62Q (4631.479075 sec): 3 clusters Score: Raw -306649.884798 + Penalty 1606.065178 = -305043.819620 nChanged 6 SP:Iteration 63Q (4631.494837 sec): 3 clusters Score: Raw -306650.953035 + Penalty 1606.065178 = -305044.887857 nChanged 1 SP:Iteration 64Q (4631.510538 sec): 3 clusters Score: Raw -306651.291667 + Penalty 1606.065178 = -305045.226489 nChanged 2 SP:Iteration 65Q (4631.526065 sec): 3 clusters Score: Raw -306651.709939 + Penalty 1606.065178 = -305045.644761 nChanged 0 SP:Iteration 66F (4631.542621 sec): 3 clusters Score: Raw -306651.709939 + Penalty 1606.065178 = -305045.644761 nChanged 0 Score: Raw -45910605.391273 + Penalty 47001.618893 = -45863603.772380 Splitting cluster 22 changes total score from -45861245.016651 to -45863603.772380 So it's getting split into cluster 37. Trying to split cluster 23 (4474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4642.200625 sec): 2 clusters Score: Raw -341341.077796 + Penalty 798.573623 = -340542.504173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4642.218189 sec): 3 clusters Score: Raw -338849.769279 + Penalty 1597.147247 = -337252.622032 nChanged 1962 SP:Iteration 1F (4642.234655 sec): 3 clusters Score: Raw -340007.530350 + Penalty 1597.147247 = -338410.383103 nChanged 363 SP:Iteration 2F (4642.251053 sec): 3 clusters Score: Raw -340257.595624 + Penalty 1597.147247 = -338660.448377 nChanged 331 SP:Iteration 3F (4642.267460 sec): 3 clusters Score: Raw -340574.810609 + Penalty 1597.147247 = -338977.663362 nChanged 333 SP:Iteration 4F (4642.283826 sec): 3 clusters Score: Raw -340945.724512 + Penalty 1597.147247 = -339348.577265 nChanged 349 SP:Iteration 5F (4642.300237 sec): 3 clusters Score: Raw -341366.532057 + Penalty 1597.147247 = -339769.384810 nChanged 300 SP:Iteration 6F (4642.316414 sec): 3 clusters Score: Raw -341718.952249 + Penalty 1597.147247 = -340121.805002 nChanged 244 SP:Iteration 7F (4642.332748 sec): 3 clusters Score: Raw -342010.668733 + Penalty 1597.147247 = -340413.521486 nChanged 171 SP:Iteration 8Q (4642.348813 sec): 3 clusters Score: Raw -342162.531632 + Penalty 1597.147247 = -340565.384385 nChanged 111 SP:Iteration 9Q (4642.364679 sec): 3 clusters Score: Raw -342232.987637 + Penalty 1597.147247 = -340635.840390 nChanged 66 SP:Iteration 10Q (4642.380565 sec): 3 clusters Score: Raw -342274.776652 + Penalty 1597.147247 = -340677.629405 nChanged 45 SP:Iteration 11Q (4642.396188 sec): 3 clusters Score: Raw -342299.565477 + Penalty 1597.147247 = -340702.418230 nChanged 33 SP:Iteration 12Q (4642.411994 sec): 3 clusters Score: Raw -342316.452766 + Penalty 1597.147247 = -340719.305519 nChanged 26 SP:Iteration 13Q (4642.427631 sec): 3 clusters Score: Raw -342328.077907 + Penalty 1597.147247 = -340730.930660 nChanged 28 SP:Iteration 14Q (4642.443343 sec): 3 clusters Score: Raw -342335.631631 + Penalty 1597.147247 = -340738.484384 nChanged 17 SP:Iteration 15Q (4642.458957 sec): 3 clusters Score: Raw -342340.835934 + Penalty 1597.147247 = -340743.688687 nChanged 14 SP:Iteration 16Q (4642.474666 sec): 3 clusters Score: Raw -342347.905980 + Penalty 1597.147247 = -340750.758733 nChanged 8 SP:Iteration 17Q (4642.490339 sec): 3 clusters Score: Raw -342354.938633 + Penalty 1597.147247 = -340757.791386 nChanged 14 SP:Iteration 18Q (4642.505989 sec): 3 clusters Score: Raw -342362.682257 + Penalty 1597.147247 = -340765.535010 nChanged 16 SP:Iteration 19Q (4642.521561 sec): 3 clusters Score: Raw -342368.004394 + Penalty 1597.147247 = -340770.857147 nChanged 15 SP:Iteration 20F (4642.537946 sec): 3 clusters Score: Raw -342375.956720 + Penalty 1597.147247 = -340778.809473 nChanged 21 SP:Iteration 21Q (4642.553542 sec): 3 clusters Score: Raw -342385.265219 + Penalty 1597.147247 = -340788.117972 nChanged 19 SP:Iteration 22Q (4642.569130 sec): 3 clusters Score: Raw -342390.998305 + Penalty 1597.147247 = -340793.851058 nChanged 13 SP:Iteration 23Q (4642.584653 sec): 3 clusters Score: Raw -342395.551852 + Penalty 1597.147247 = -340798.404605 nChanged 13 SP:Iteration 24Q (4642.600039 sec): 3 clusters Score: Raw -342403.097496 + Penalty 1597.147247 = -340805.950249 nChanged 21 SP:Iteration 25Q (4642.615372 sec): 3 clusters Score: Raw -342414.641778 + Penalty 1597.147247 = -340817.494531 nChanged 16 SP:Iteration 26Q (4642.630897 sec): 3 clusters Score: Raw -342422.277162 + Penalty 1597.147247 = -340825.129915 nChanged 14 SP:Iteration 27Q (4642.646488 sec): 3 clusters Score: Raw -342431.075367 + Penalty 1597.147247 = -340833.928120 nChanged 9 SP:Iteration 28Q (4642.662014 sec): 3 clusters Score: Raw -342434.359550 + Penalty 1597.147247 = -340837.212303 nChanged 8 SP:Iteration 29Q (4642.677385 sec): 3 clusters Score: Raw -342435.242471 + Penalty 1597.147247 = -340838.095224 nChanged 3 SP:Iteration 30Q (4642.692900 sec): 3 clusters Score: Raw -342435.837548 + Penalty 1597.147247 = -340838.690301 nChanged 2 SP:Iteration 31Q (4642.708369 sec): 3 clusters Score: Raw -342437.921043 + Penalty 1597.147247 = -340840.773796 nChanged 7 SP:Iteration 32Q (4642.723872 sec): 3 clusters Score: Raw -342440.034311 + Penalty 1597.147247 = -340842.887064 nChanged 6 SP:Iteration 33Q (4642.739359 sec): 3 clusters Score: Raw -342441.956564 + Penalty 1597.147247 = -340844.809317 nChanged 11 SP:Iteration 34Q (4642.754897 sec): 3 clusters Score: Raw -342448.334071 + Penalty 1597.147247 = -340851.186824 nChanged 13 SP:Iteration 35Q (4642.770397 sec): 3 clusters Score: Raw -342454.078637 + Penalty 1597.147247 = -340856.931390 nChanged 16 SP:Iteration 36Q (4642.785867 sec): 3 clusters Score: Raw -342463.409297 + Penalty 1597.147247 = -340866.262051 nChanged 15 SP:Iteration 37Q (4642.801357 sec): 3 clusters Score: Raw -342473.013880 + Penalty 1597.147247 = -340875.866633 nChanged 16 SP:Iteration 38Q (4642.816837 sec): 3 clusters Score: Raw -342483.305016 + Penalty 1597.147247 = -340886.157769 nChanged 26 SP:Iteration 39Q (4642.832352 sec): 3 clusters Score: Raw -342498.792508 + Penalty 1597.147247 = -340901.645261 nChanged 16 SP:Iteration 40F (4642.848648 sec): 3 clusters Score: Raw -342505.607981 + Penalty 1597.147247 = -340908.460734 nChanged 11 SP:Iteration 41Q (4642.864224 sec): 3 clusters Score: Raw -342509.236951 + Penalty 1597.147247 = -340912.089704 nChanged 12 SP:Iteration 42Q (4642.879600 sec): 3 clusters Score: Raw -342512.983529 + Penalty 1597.147247 = -340915.836282 nChanged 7 SP:Iteration 43Q (4642.895088 sec): 3 clusters Score: Raw -342515.027566 + Penalty 1597.147247 = -340917.880319 nChanged 8 SP:Iteration 44Q (4642.910463 sec): 3 clusters Score: Raw -342518.412088 + Penalty 1597.147247 = -340921.264841 nChanged 12 SP:Iteration 45Q (4642.925943 sec): 3 clusters Score: Raw -342521.647247 + Penalty 1597.147247 = -340924.500000 nChanged 9 SP:Iteration 46Q (4642.941439 sec): 3 clusters Score: Raw -342525.247387 + Penalty 1597.147247 = -340928.100140 nChanged 7 SP:Iteration 47Q (4642.956972 sec): 3 clusters Score: Raw -342527.312484 + Penalty 1597.147247 = -340930.165237 nChanged 4 SP:Iteration 48Q (4642.972481 sec): 3 clusters Score: Raw -342528.497069 + Penalty 1597.147247 = -340931.349822 nChanged 3 SP:Iteration 49Q (4642.987932 sec): 3 clusters Score: Raw -342529.246453 + Penalty 1597.147247 = -340932.099206 nChanged 1 SP:Iteration 50Q (4643.002908 sec): 3 clusters Score: Raw -342529.327723 + Penalty 1597.147247 = -340932.180476 nChanged 0 SP:Iteration 51F (4643.019293 sec): 3 clusters Score: Raw -342529.327723 + Penalty 1597.147247 = -340932.180476 nChanged 0 Score: Raw -45911793.641199 + Penalty 48271.932917 = -45863521.708282 Splitting cluster 23 changes total score from -45861245.016651 to -45863521.708282 So it's getting split into cluster 38. Trying to split cluster 24 (3319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4655.022740 sec): 2 clusters Score: Raw -214541.200094 + Penalty 770.204787 = -213770.995307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4655.035867 sec): 3 clusters Score: Raw -212789.221236 + Penalty 1540.409574 = -211248.811661 nChanged 1364 SP:Iteration 1F (4655.047901 sec): 3 clusters Score: Raw -213706.988389 + Penalty 1540.409574 = -212166.578814 nChanged 356 SP:Iteration 2F (4655.059961 sec): 3 clusters Score: Raw -214024.935573 + Penalty 1540.409574 = -212484.525999 nChanged 278 SP:Iteration 3F (4655.072027 sec): 3 clusters Score: Raw -214304.382458 + Penalty 1540.409574 = -212763.972884 nChanged 241 SP:Iteration 4F (4655.084066 sec): 3 clusters Score: Raw -214484.199467 + Penalty 1540.409574 = -212943.789893 nChanged 170 SP:Iteration 5F (4655.096059 sec): 3 clusters Score: Raw -214599.027439 + Penalty 1540.409574 = -213058.617865 nChanged 138 SP:Iteration 6Q (4655.108029 sec): 3 clusters Score: Raw -214675.521753 + Penalty 1540.409574 = -213135.112179 nChanged 101 SP:Iteration 7Q (4655.119897 sec): 3 clusters Score: Raw -214730.852765 + Penalty 1540.409574 = -213190.443190 nChanged 80 SP:Iteration 8Q (4655.131832 sec): 3 clusters Score: Raw -214782.759293 + Penalty 1540.409574 = -213242.349719 nChanged 90 SP:Iteration 9Q (4655.143726 sec): 3 clusters Score: Raw -214829.894999 + Penalty 1540.409574 = -213289.485424 nChanged 61 SP:Iteration 10Q (4655.155499 sec): 3 clusters Score: Raw -214861.746127 + Penalty 1540.409574 = -213321.336552 nChanged 67 SP:Iteration 11Q (4655.167300 sec): 3 clusters Score: Raw -214901.040536 + Penalty 1540.409574 = -213360.630962 nChanged 49 SP:Iteration 12Q (4655.179176 sec): 3 clusters Score: Raw -214931.463291 + Penalty 1540.409574 = -213391.053717 nChanged 49 SP:Iteration 13Q (4655.191054 sec): 3 clusters Score: Raw -214955.772229 + Penalty 1540.409574 = -213415.362655 nChanged 47 SP:Iteration 14Q (4655.202821 sec): 3 clusters Score: Raw -214978.151750 + Penalty 1540.409574 = -213437.742176 nChanged 45 SP:Iteration 15Q (4655.214678 sec): 3 clusters Score: Raw -215000.081369 + Penalty 1540.409574 = -213459.671795 nChanged 33 SP:Iteration 16Q (4655.226451 sec): 3 clusters Score: Raw -215018.147241 + Penalty 1540.409574 = -213477.737667 nChanged 36 SP:Iteration 17Q (4655.238281 sec): 3 clusters Score: Raw -215034.802599 + Penalty 1540.409574 = -213494.393025 nChanged 23 SP:Iteration 18Q (4655.250033 sec): 3 clusters Score: Raw -215044.564455 + Penalty 1540.409574 = -213504.154881 nChanged 21 SP:Iteration 19Q (4655.261820 sec): 3 clusters Score: Raw -215053.501526 + Penalty 1540.409574 = -213513.091952 nChanged 17 SP:Iteration 20F (4655.273847 sec): 3 clusters Score: Raw -215061.262090 + Penalty 1540.409574 = -213520.852516 nChanged 20 SP:Iteration 21Q (4655.285573 sec): 3 clusters Score: Raw -215069.597970 + Penalty 1540.409574 = -213529.188396 nChanged 10 SP:Iteration 22Q (4655.297367 sec): 3 clusters Score: Raw -215073.589052 + Penalty 1540.409574 = -213533.179478 nChanged 14 SP:Iteration 23Q (4655.309095 sec): 3 clusters Score: Raw -215078.790470 + Penalty 1540.409574 = -213538.380896 nChanged 10 SP:Iteration 24Q (4655.320736 sec): 3 clusters Score: Raw -215082.084059 + Penalty 1540.409574 = -213541.674485 nChanged 6 SP:Iteration 25Q (4655.332453 sec): 3 clusters Score: Raw -215085.187731 + Penalty 1540.409574 = -213544.778157 nChanged 6 SP:Iteration 26Q (4655.344085 sec): 3 clusters Score: Raw -215087.269397 + Penalty 1540.409574 = -213546.859823 nChanged 5 SP:Iteration 27Q (4655.355743 sec): 3 clusters Score: Raw -215088.526245 + Penalty 1540.409574 = -213548.116671 nChanged 3 SP:Iteration 28Q (4655.367310 sec): 3 clusters Score: Raw -215088.978335 + Penalty 1540.409574 = -213548.568761 nChanged 1 SP:Iteration 29Q (4655.378797 sec): 3 clusters Score: Raw -215089.068081 + Penalty 1540.409574 = -213548.658506 nChanged 0 SP:Iteration 30F (4655.390824 sec): 3 clusters Score: Raw -215089.068081 + Penalty 1540.409574 = -213548.658506 nChanged 0 Trying to split cluster 25 (166901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4655.550651 sec): 2 clusters Score: Raw -12919177.430027 + Penalty 1142.389830 = -12918035.040197 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4655.751655 sec): 3 clusters Score: Raw -12807791.004173 + Penalty 2284.779659 = -12805506.224513 nChanged 81285 SP:Iteration 1F (4655.948865 sec): 3 clusters Score: Raw -12859554.942742 + Penalty 2284.779659 = -12857270.163082 nChanged 9976 SP:Iteration 2F (4656.146119 sec): 3 clusters Score: Raw -12864507.982508 + Penalty 2284.779659 = -12862223.202849 nChanged 11345 SP:Iteration 3F (4656.343375 sec): 3 clusters Score: Raw -12870914.183116 + Penalty 2284.779659 = -12868629.403457 nChanged 11917 SP:Iteration 4F (4656.540138 sec): 3 clusters Score: Raw -12877833.240468 + Penalty 2284.779659 = -12875548.460809 nChanged 11094 SP:Iteration 5F (4656.736913 sec): 3 clusters Score: Raw -12884205.352242 + Penalty 2284.779659 = -12881920.572582 nChanged 9602 SP:Iteration 6F (4656.934478 sec): 3 clusters Score: Raw -12889653.917001 + Penalty 2284.779659 = -12887369.137341 nChanged 8353 SP:Iteration 7F (4657.131874 sec): 3 clusters Score: Raw -12894679.409680 + Penalty 2284.779659 = -12892394.630021 nChanged 7574 SP:Iteration 8Q (4657.347877 sec): 3 clusters Score: Raw -12899630.909152 + Penalty 2284.779659 = -12897346.129493 nChanged 6943 SP:Iteration 9Q (4657.563884 sec): 3 clusters Score: Raw -12904538.212237 + Penalty 2284.779659 = -12902253.432578 nChanged 6098 SP:Iteration 10Q (4657.779310 sec): 3 clusters Score: Raw -12909199.948084 + Penalty 2284.779659 = -12906915.168425 nChanged 4883 SP:Iteration 11Q (4657.994935 sec): 3 clusters Score: Raw -12913158.609475 + Penalty 2284.779659 = -12910873.829816 nChanged 3423 SP:Iteration 12Q (4658.205905 sec): 3 clusters Score: Raw -12916038.672559 + Penalty 2284.779659 = -12913753.892900 nChanged 2076 SP:Iteration 13Q (4658.410196 sec): 3 clusters Score: Raw -12917850.456052 + Penalty 2284.779659 = -12915565.676393 nChanged 1177 SP:Iteration 14Q (4658.602721 sec): 3 clusters Score: Raw -12918902.095821 + Penalty 2284.779659 = -12916617.316161 nChanged 558 SP:Iteration 15Q (4658.787568 sec): 3 clusters Score: Raw -12919415.212507 + Penalty 2284.779659 = -12917130.432848 nChanged 292 SP:Iteration 16Q (4658.966022 sec): 3 clusters Score: Raw -12919715.662678 + Penalty 2284.779659 = -12917430.883019 nChanged 172 SP:Iteration 17Q (4659.140903 sec): 3 clusters Score: Raw -12919949.974835 + Penalty 2284.779659 = -12917665.195176 nChanged 148 SP:Iteration 18Q (4659.312517 sec): 3 clusters Score: Raw -12920177.840781 + Penalty 2284.779659 = -12917893.061121 nChanged 152 SP:Iteration 19Q (4659.482641 sec): 3 clusters Score: Raw -12920391.325028 + Penalty 2284.779659 = -12918106.545369 nChanged 158 SP:Iteration 20F (4659.676412 sec): 3 clusters Score: Raw -12920555.415894 + Penalty 2284.779659 = -12918270.636234 nChanged 148 SP:Iteration 21Q (4659.846003 sec): 3 clusters Score: Raw -12920694.220430 + Penalty 2284.779659 = -12918409.440770 nChanged 141 SP:Iteration 22Q (4660.015317 sec): 3 clusters Score: Raw -12920776.671921 + Penalty 2284.779659 = -12918491.892261 nChanged 95 SP:Iteration 23Q (4660.184526 sec): 3 clusters Score: Raw -12920828.872100 + Penalty 2284.779659 = -12918544.092441 nChanged 68 SP:Iteration 24Q (4660.353730 sec): 3 clusters Score: Raw -12920854.527303 + Penalty 2284.779659 = -12918569.747644 nChanged 48 SP:Iteration 25Q (4660.522928 sec): 3 clusters Score: Raw -12920871.262292 + Penalty 2284.779659 = -12918586.482633 nChanged 47 SP:Iteration 26Q (4660.692206 sec): 3 clusters Score: Raw -12920883.991419 + Penalty 2284.779659 = -12918599.211760 nChanged 36 SP:Iteration 27Q (4660.861616 sec): 3 clusters Score: Raw -12920891.970616 + Penalty 2284.779659 = -12918607.190957 nChanged 29 SP:Iteration 28Q (4661.030961 sec): 3 clusters Score: Raw -12920897.929302 + Penalty 2284.779659 = -12918613.149643 nChanged 18 SP:Iteration 29Q (4661.200364 sec): 3 clusters Score: Raw -12920901.078432 + Penalty 2284.779659 = -12918616.298772 nChanged 23 SP:Iteration 30Q (4661.369731 sec): 3 clusters Score: Raw -12920905.651662 + Penalty 2284.779659 = -12918620.872003 nChanged 23 SP:Iteration 31Q (4661.539134 sec): 3 clusters Score: Raw -12920909.547472 + Penalty 2284.779659 = -12918624.767813 nChanged 10 SP:Iteration 32Q (4661.708391 sec): 3 clusters Score: Raw -12920911.392215 + Penalty 2284.779659 = -12918626.612556 nChanged 12 SP:Iteration 33Q (4661.877675 sec): 3 clusters Score: Raw -12920914.592899 + Penalty 2284.779659 = -12918629.813240 nChanged 18 SP:Iteration 34Q (4662.046924 sec): 3 clusters Score: Raw -12920918.047249 + Penalty 2284.779659 = -12918633.267589 nChanged 15 SP:Iteration 35Q (4662.216423 sec): 3 clusters Score: Raw -12920920.940637 + Penalty 2284.779659 = -12918636.160977 nChanged 14 SP:Iteration 36Q (4662.386602 sec): 3 clusters Score: Raw -12920923.348626 + Penalty 2284.779659 = -12918638.568967 nChanged 18 SP:Iteration 37Q (4662.590482 sec): 3 clusters Score: Raw -12920925.795822 + Penalty 2284.779659 = -12918641.016163 nChanged 12 SP:Iteration 38Q (4662.759709 sec): 3 clusters Score: Raw -12920927.839596 + Penalty 2284.779659 = -12918643.059937 nChanged 14 SP:Iteration 39Q (4662.928953 sec): 3 clusters Score: Raw -12920929.481637 + Penalty 2284.779659 = -12918644.701977 nChanged 7 SP:Iteration 40F (4663.123156 sec): 3 clusters Score: Raw -12920931.500450 + Penalty 2284.779659 = -12918646.720791 nChanged 14 SP:Iteration 41Q (4663.292816 sec): 3 clusters Score: Raw -12920934.397564 + Penalty 2284.779659 = -12918649.617905 nChanged 10 SP:Iteration 42Q (4663.462398 sec): 3 clusters Score: Raw -12920936.125306 + Penalty 2284.779659 = -12918651.345647 nChanged 8 SP:Iteration 43Q (4663.631945 sec): 3 clusters Score: Raw -12920937.699619 + Penalty 2284.779659 = -12918652.919959 nChanged 7 SP:Iteration 44Q (4663.801493 sec): 3 clusters Score: Raw -12920938.562033 + Penalty 2284.779659 = -12918653.782374 nChanged 4 SP:Iteration 45Q (4663.971057 sec): 3 clusters Score: Raw -12920939.000927 + Penalty 2284.779659 = -12918654.221267 nChanged 6 SP:Iteration 46Q (4664.140731 sec): 3 clusters Score: Raw -12920940.015576 + Penalty 2284.779659 = -12918655.235917 nChanged 8 SP:Iteration 47Q (4664.310510 sec): 3 clusters Score: Raw -12920941.026969 + Penalty 2284.779659 = -12918656.247310 nChanged 3 SP:Iteration 48Q (4664.480258 sec): 3 clusters Score: Raw -12920941.377995 + Penalty 2284.779659 = -12918656.598336 nChanged 3 SP:Iteration 49Q (4664.649991 sec): 3 clusters Score: Raw -12920941.860370 + Penalty 2284.779659 = -12918657.080711 nChanged 7 SP:Iteration 50Q (4664.821013 sec): 3 clusters Score: Raw -12920942.544430 + Penalty 2284.779659 = -12918657.764770 nChanged 5 SP:Iteration 51Q (4664.992154 sec): 3 clusters Score: Raw -12920943.263067 + Penalty 2284.779659 = -12918658.483408 nChanged 8 SP:Iteration 52Q (4665.162782 sec): 3 clusters Score: Raw -12920944.489888 + Penalty 2284.779659 = -12918659.710229 nChanged 9 SP:Iteration 53Q (4665.333033 sec): 3 clusters Score: Raw -12920946.070691 + Penalty 2284.779659 = -12918661.291031 nChanged 11 SP:Iteration 54Q (4665.502817 sec): 3 clusters Score: Raw -12920948.044160 + Penalty 2284.779659 = -12918663.264501 nChanged 11 SP:Iteration 55Q (4665.673276 sec): 3 clusters Score: Raw -12920950.058221 + Penalty 2284.779659 = -12918665.278562 nChanged 10 SP:Iteration 56Q (4665.842966 sec): 3 clusters Score: Raw -12920951.628890 + Penalty 2284.779659 = -12918666.849230 nChanged 12 SP:Iteration 57Q (4666.012476 sec): 3 clusters Score: Raw -12920953.518032 + Penalty 2284.779659 = -12918668.738373 nChanged 5 SP:Iteration 58Q (4666.181997 sec): 3 clusters Score: Raw -12920954.133130 + Penalty 2284.779659 = -12918669.353470 nChanged 4 SP:Iteration 59Q (4666.351437 sec): 3 clusters Score: Raw -12920954.526359 + Penalty 2284.779659 = -12918669.746700 nChanged 1 SP:Iteration 60F (4666.545253 sec): 3 clusters Score: Raw -12920954.604651 + Penalty 2284.779659 = -12918669.824992 nChanged 1 SP:Iteration 61Q (4666.714902 sec): 3 clusters Score: Raw -12920954.707973 + Penalty 2284.779659 = -12918669.928314 nChanged 2 SP:Iteration 62Q (4666.884599 sec): 3 clusters Score: Raw -12920954.928446 + Penalty 2284.779659 = -12918670.148786 nChanged 3 SP:Iteration 63Q (4667.054575 sec): 3 clusters Score: Raw -12920955.092582 + Penalty 2284.779659 = -12918670.312923 nChanged 1 SP:Iteration 64Q (4667.224254 sec): 3 clusters Score: Raw -12920955.139386 + Penalty 2284.779659 = -12918670.359727 nChanged 2 SP:Iteration 65Q (4667.394048 sec): 3 clusters Score: Raw -12920955.247165 + Penalty 2284.779659 = -12918670.467506 nChanged 1 SP:Iteration 66Q (4667.563724 sec): 3 clusters Score: Raw -12920955.303035 + Penalty 2284.779659 = -12918670.523375 nChanged 1 SP:Iteration 67Q (4667.733471 sec): 3 clusters Score: Raw -12920955.415187 + Penalty 2284.779659 = -12918670.635528 nChanged 1 SP:Iteration 68Q (4667.903183 sec): 3 clusters Score: Raw -12920955.548970 + Penalty 2284.779659 = -12918670.769311 nChanged 3 SP:Iteration 69Q (4668.072907 sec): 3 clusters Score: Raw -12920955.804939 + Penalty 2284.779659 = -12918671.025280 nChanged 3 SP:Iteration 70Q (4668.242462 sec): 3 clusters Score: Raw -12920956.132557 + Penalty 2284.779659 = -12918671.352898 nChanged 2 SP:Iteration 71Q (4668.412065 sec): 3 clusters Score: Raw -12920956.462336 + Penalty 2284.779659 = -12918671.682676 nChanged 2 SP:Iteration 72Q (4668.581614 sec): 3 clusters Score: Raw -12920956.646442 + Penalty 2284.779659 = -12918671.866783 nChanged 2 SP:Iteration 73Q (4668.751257 sec): 3 clusters Score: Raw -12920956.789025 + Penalty 2284.779659 = -12918672.009366 nChanged 2 SP:Iteration 74Q (4668.921503 sec): 3 clusters Score: Raw -12920956.919942 + Penalty 2284.779659 = -12918672.140283 nChanged 2 SP:Iteration 75Q (4669.091218 sec): 3 clusters Score: Raw -12920957.088422 + Penalty 2284.779659 = -12918672.308763 nChanged 2 SP:Iteration 76Q (4669.261018 sec): 3 clusters Score: Raw -12920957.250630 + Penalty 2284.779659 = -12918672.470971 nChanged 2 SP:Iteration 77Q (4669.430606 sec): 3 clusters Score: Raw -12920957.453034 + Penalty 2284.779659 = -12918672.673375 nChanged 1 SP:Iteration 78Q (4669.600142 sec): 3 clusters Score: Raw -12920957.587747 + Penalty 2284.779659 = -12918672.808087 nChanged 2 SP:Iteration 79Q (4669.769793 sec): 3 clusters Score: Raw -12920957.966975 + Penalty 2284.779659 = -12918673.187315 nChanged 5 SP:Iteration 80F (4669.963593 sec): 3 clusters Score: Raw -12920958.578044 + Penalty 2284.779659 = -12918673.798385 nChanged 6 SP:Iteration 81Q (4670.133297 sec): 3 clusters Score: Raw -12920959.490073 + Penalty 2284.779659 = -12918674.710414 nChanged 6 SP:Iteration 82Q (4670.303125 sec): 3 clusters Score: Raw -12920960.151265 + Penalty 2284.779659 = -12918675.371606 nChanged 6 SP:Iteration 83Q (4670.472753 sec): 3 clusters Score: Raw -12920960.917418 + Penalty 2284.779659 = -12918676.137759 nChanged 6 SP:Iteration 84Q (4670.642645 sec): 3 clusters Score: Raw -12920961.570814 + Penalty 2284.779659 = -12918676.791154 nChanged 5 SP:Iteration 85Q (4670.812378 sec): 3 clusters Score: Raw -12920962.246945 + Penalty 2284.779659 = -12918677.467286 nChanged 13 SP:Iteration 86Q (4670.982108 sec): 3 clusters Score: Raw -12920963.813673 + Penalty 2284.779659 = -12918679.034013 nChanged 14 SP:Iteration 87Q (4671.151822 sec): 3 clusters Score: Raw -12920965.886004 + Penalty 2284.779659 = -12918681.106344 nChanged 13 SP:Iteration 88Q (4671.321621 sec): 3 clusters Score: Raw -12920967.484417 + Penalty 2284.779659 = -12918682.704758 nChanged 10 SP:Iteration 89Q (4671.491259 sec): 3 clusters Score: Raw -12920968.371237 + Penalty 2284.779659 = -12918683.591578 nChanged 4 SP:Iteration 90Q (4671.660864 sec): 3 clusters Score: Raw -12920968.707980 + Penalty 2284.779659 = -12918683.928321 nChanged 5 SP:Iteration 91Q (4671.830557 sec): 3 clusters Score: Raw -12920969.287705 + Penalty 2284.779659 = -12918684.508046 nChanged 4 SP:Iteration 92Q (4672.000820 sec): 3 clusters Score: Raw -12920969.615953 + Penalty 2284.779659 = -12918684.836294 nChanged 1 SP:Iteration 93Q (4672.171399 sec): 3 clusters Score: Raw -12920969.730135 + Penalty 2284.779659 = -12918684.950476 nChanged 4 SP:Iteration 94Q (4672.341126 sec): 3 clusters Score: Raw -12920970.190909 + Penalty 2284.779659 = -12918685.411250 nChanged 4 SP:Iteration 95Q (4672.510787 sec): 3 clusters Score: Raw -12920970.859111 + Penalty 2284.779659 = -12918686.079452 nChanged 6 SP:Iteration 96Q (4672.680406 sec): 3 clusters Score: Raw -12920971.268630 + Penalty 2284.779659 = -12918686.488971 nChanged 1 SP:Iteration 97Q (4672.850004 sec): 3 clusters Score: Raw -12920971.385327 + Penalty 2284.779659 = -12918686.605668 nChanged 2 SP:Iteration 98Q (4673.019555 sec): 3 clusters Score: Raw -12920971.609782 + Penalty 2284.779659 = -12918686.830123 nChanged 1 SP:Iteration 99Q (4673.189127 sec): 3 clusters Score: Raw -12920971.668463 + Penalty 2284.779659 = -12918686.888803 nChanged 2 SP:Iteration 100F (4673.383004 sec): 3 clusters Score: Raw -12920972.020906 + Penalty 2284.779659 = -12918687.241247 nChanged 4 SP:Iteration 101Q (4673.552829 sec): 3 clusters Score: Raw -12920972.445228 + Penalty 2284.779659 = -12918687.665569 nChanged 1 SP:Iteration 102Q (4673.722592 sec): 3 clusters Score: Raw -12920972.519125 + Penalty 2284.779659 = -12918687.739466 nChanged 1 SP:Iteration 103Q (4673.892403 sec): 3 clusters Score: Raw -12920972.590213 + Penalty 2284.779659 = -12918687.810554 nChanged 1 SP:Iteration 104Q (4674.062246 sec): 3 clusters Score: Raw -12920972.689690 + Penalty 2284.779659 = -12918687.910031 nChanged 1 SP:Iteration 105Q (4674.232122 sec): 3 clusters Score: Raw -12920972.711773 + Penalty 2284.779659 = -12918687.932114 nChanged 0 SP:Iteration 106F (4674.425896 sec): 3 clusters Score: Raw -12920972.711773 + Penalty 2284.779659 = -12918687.932114 nChanged 0 Score: Raw -45913588.922946 + Penalty 49542.246942 = -45864046.676004 Splitting cluster 25 changes total score from -45861245.016651 to -45864046.676004 So it's getting split into cluster 39. Trying to split cluster 26 (115051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4685.708359 sec): 2 clusters Score: Raw -8962868.402608 + Penalty 1107.047425 = -8961761.355183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4685.849135 sec): 3 clusters Score: Raw -8886724.403546 + Penalty 2214.094850 = -8884510.308696 nChanged 55788 SP:Iteration 1F (4685.987414 sec): 3 clusters Score: Raw -8920530.123310 + Penalty 2214.094850 = -8918316.028460 nChanged 5377 SP:Iteration 2Q (4686.138250 sec): 3 clusters Score: Raw -8922972.802587 + Penalty 2214.094850 = -8920758.707737 nChanged 6374 SP:Iteration 3F (4686.276719 sec): 3 clusters Score: Raw -8926742.533543 + Penalty 2214.094850 = -8924528.438693 nChanged 7337 SP:Iteration 4F (4686.415069 sec): 3 clusters Score: Raw -8932021.392899 + Penalty 2214.094850 = -8929807.298049 nChanged 7961 SP:Iteration 5F (4686.553289 sec): 3 clusters Score: Raw -8938388.485927 + Penalty 2214.094850 = -8936174.391077 nChanged 7641 SP:Iteration 6F (4686.691408 sec): 3 clusters Score: Raw -8944129.863629 + Penalty 2214.094850 = -8941915.768780 nChanged 6495 SP:Iteration 7F (4686.829623 sec): 3 clusters Score: Raw -8948290.257355 + Penalty 2214.094850 = -8946076.162506 nChanged 4905 SP:Iteration 8Q (4686.973002 sec): 3 clusters Score: Raw -8950810.237217 + Penalty 2214.094850 = -8948596.142368 nChanged 3678 SP:Iteration 9Q (4687.114438 sec): 3 clusters Score: Raw -8952474.459680 + Penalty 2214.094850 = -8950260.364830 nChanged 2905 SP:Iteration 10Q (4687.256298 sec): 3 clusters Score: Raw -8953697.421998 + Penalty 2214.094850 = -8951483.327149 nChanged 2534 SP:Iteration 11Q (4687.396193 sec): 3 clusters Score: Raw -8954723.642473 + Penalty 2214.094850 = -8952509.547623 nChanged 2373 SP:Iteration 12Q (4687.532997 sec): 3 clusters Score: Raw -8955663.216887 + Penalty 2214.094850 = -8953449.122037 nChanged 2204 SP:Iteration 13Q (4687.668470 sec): 3 clusters Score: Raw -8956542.587267 + Penalty 2214.094850 = -8954328.492417 nChanged 2209 SP:Iteration 14Q (4687.802510 sec): 3 clusters Score: Raw -8957463.175196 + Penalty 2214.094850 = -8955249.080347 nChanged 2047 SP:Iteration 15Q (4687.935334 sec): 3 clusters Score: Raw -8958299.691399 + Penalty 2214.094850 = -8956085.596549 nChanged 1851 SP:Iteration 16Q (4688.063194 sec): 3 clusters Score: Raw -8959062.434959 + Penalty 2214.094850 = -8956848.340110 nChanged 1740 SP:Iteration 17Q (4688.193482 sec): 3 clusters Score: Raw -8959790.855827 + Penalty 2214.094850 = -8957576.760977 nChanged 1584 SP:Iteration 18Q (4688.321430 sec): 3 clusters Score: Raw -8960465.336991 + Penalty 2214.094850 = -8958251.242141 nChanged 1392 SP:Iteration 19Q (4688.447542 sec): 3 clusters Score: Raw -8961065.766328 + Penalty 2214.094850 = -8958851.671479 nChanged 1184 SP:Iteration 20F (4688.585602 sec): 3 clusters Score: Raw -8961572.489060 + Penalty 2214.094850 = -8959358.394211 nChanged 955 SP:Iteration 21Q (4688.708481 sec): 3 clusters Score: Raw -8961954.647308 + Penalty 2214.094850 = -8959740.552458 nChanged 763 SP:Iteration 22Q (4688.829941 sec): 3 clusters Score: Raw -8962240.572104 + Penalty 2214.094850 = -8960026.477255 nChanged 624 SP:Iteration 23Q (4688.950459 sec): 3 clusters Score: Raw -8962452.650120 + Penalty 2214.094850 = -8960238.555270 nChanged 472 SP:Iteration 24Q (4689.068549 sec): 3 clusters Score: Raw -8962602.057090 + Penalty 2214.094850 = -8960387.962241 nChanged 391 SP:Iteration 25Q (4689.186035 sec): 3 clusters Score: Raw -8962718.332949 + Penalty 2214.094850 = -8960504.238100 nChanged 307 SP:Iteration 26Q (4689.303153 sec): 3 clusters Score: Raw -8962803.601681 + Penalty 2214.094850 = -8960589.506832 nChanged 249 SP:Iteration 27Q (4689.419626 sec): 3 clusters Score: Raw -8962873.368828 + Penalty 2214.094850 = -8960659.273978 nChanged 214 SP:Iteration 28Q (4689.535802 sec): 3 clusters Score: Raw -8962931.519155 + Penalty 2214.094850 = -8960717.424305 nChanged 161 SP:Iteration 29Q (4689.651660 sec): 3 clusters Score: Raw -8962973.627901 + Penalty 2214.094850 = -8960759.533051 nChanged 146 SP:Iteration 30Q (4689.767169 sec): 3 clusters Score: Raw -8963010.475959 + Penalty 2214.094850 = -8960796.381109 nChanged 116 SP:Iteration 31Q (4689.882503 sec): 3 clusters Score: Raw -8963037.113821 + Penalty 2214.094850 = -8960823.018972 nChanged 92 SP:Iteration 32Q (4689.997650 sec): 3 clusters Score: Raw -8963060.874294 + Penalty 2214.094850 = -8960846.779445 nChanged 107 SP:Iteration 33Q (4690.112641 sec): 3 clusters Score: Raw -8963088.666904 + Penalty 2214.094850 = -8960874.572055 nChanged 74 SP:Iteration 34Q (4690.227441 sec): 3 clusters Score: Raw -8963106.134879 + Penalty 2214.094850 = -8960892.040030 nChanged 65 SP:Iteration 35Q (4690.342245 sec): 3 clusters Score: Raw -8963120.245997 + Penalty 2214.094850 = -8960906.151148 nChanged 59 SP:Iteration 36Q (4690.457087 sec): 3 clusters Score: Raw -8963131.689224 + Penalty 2214.094850 = -8960917.594375 nChanged 50 SP:Iteration 37Q (4690.571748 sec): 3 clusters Score: Raw -8963140.905896 + Penalty 2214.094850 = -8960926.811046 nChanged 39 SP:Iteration 38Q (4690.686383 sec): 3 clusters Score: Raw -8963147.018463 + Penalty 2214.094850 = -8960932.923614 nChanged 26 SP:Iteration 39Q (4690.800798 sec): 3 clusters Score: Raw -8963151.098839 + Penalty 2214.094850 = -8960937.003989 nChanged 24 SP:Iteration 40F (4690.937295 sec): 3 clusters Score: Raw -8963154.570700 + Penalty 2214.094850 = -8960940.475850 nChanged 22 SP:Iteration 41Q (4691.051821 sec): 3 clusters Score: Raw -8963158.125055 + Penalty 2214.094850 = -8960944.030205 nChanged 24 SP:Iteration 42Q (4691.166184 sec): 3 clusters Score: Raw -8963161.892054 + Penalty 2214.094850 = -8960947.797204 nChanged 17 SP:Iteration 43Q (4691.280612 sec): 3 clusters Score: Raw -8963164.429050 + Penalty 2214.094850 = -8960950.334200 nChanged 12 SP:Iteration 44Q (4691.397170 sec): 3 clusters Score: Raw -8963166.374013 + Penalty 2214.094850 = -8960952.279163 nChanged 11 SP:Iteration 45Q (4691.511608 sec): 3 clusters Score: Raw -8963167.532642 + Penalty 2214.094850 = -8960953.437792 nChanged 4 SP:Iteration 46Q (4691.625782 sec): 3 clusters Score: Raw -8963167.756540 + Penalty 2214.094850 = -8960953.661690 nChanged 1 SP:Iteration 47Q (4691.740239 sec): 3 clusters Score: Raw -8963167.992237 + Penalty 2214.094850 = -8960953.897388 nChanged 1 SP:Iteration 48Q (4691.854600 sec): 3 clusters Score: Raw -8963168.128562 + Penalty 2214.094850 = -8960954.033712 nChanged 3 SP:Iteration 49Q (4691.968906 sec): 3 clusters Score: Raw -8963168.384315 + Penalty 2214.094850 = -8960954.289465 nChanged 3 SP:Iteration 50Q (4692.083081 sec): 3 clusters Score: Raw -8963168.751458 + Penalty 2214.094850 = -8960954.656608 nChanged 4 SP:Iteration 51Q (4692.197546 sec): 3 clusters Score: Raw -8963169.196358 + Penalty 2214.094850 = -8960955.101509 nChanged 1 SP:Iteration 52Q (4692.311956 sec): 3 clusters Score: Raw -8963169.493814 + Penalty 2214.094850 = -8960955.398964 nChanged 2 SP:Iteration 53Q (4692.426187 sec): 3 clusters Score: Raw -8963169.683352 + Penalty 2214.094850 = -8960955.588502 nChanged 2 SP:Iteration 54Q (4692.540419 sec): 3 clusters Score: Raw -8963169.818927 + Penalty 2214.094850 = -8960955.724077 nChanged 1 SP:Iteration 55Q (4692.654612 sec): 3 clusters Score: Raw -8963169.926874 + Penalty 2214.094850 = -8960955.832024 nChanged 0 SP:Iteration 56F (4692.802339 sec): 3 clusters Score: Raw -8963169.926874 + Penalty 2214.094850 = -8960955.832024 nChanged 0 Trying to split cluster 27 (4802 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4692.814365 sec): 2 clusters Score: Raw -290228.617805 + Penalty 805.294839 = -289423.322967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4692.832788 sec): 3 clusters Score: Raw -287564.216106 + Penalty 1610.589678 = -285953.626429 nChanged 2048 SP:Iteration 1F (4692.849661 sec): 3 clusters Score: Raw -288848.217833 + Penalty 1610.589678 = -287237.628155 nChanged 382 SP:Iteration 2F (4692.866858 sec): 3 clusters Score: Raw -289114.327541 + Penalty 1610.589678 = -287503.737863 nChanged 350 SP:Iteration 3F (4692.883883 sec): 3 clusters Score: Raw -289436.683845 + Penalty 1610.589678 = -287826.094167 nChanged 347 SP:Iteration 4F (4692.900887 sec): 3 clusters Score: Raw -289827.406106 + Penalty 1610.589678 = -288216.816429 nChanged 360 SP:Iteration 5F (4692.917903 sec): 3 clusters Score: Raw -290286.266199 + Penalty 1610.589678 = -288675.676522 nChanged 322 SP:Iteration 6F (4692.934936 sec): 3 clusters Score: Raw -290609.195842 + Penalty 1610.589678 = -288998.606164 nChanged 218 SP:Iteration 7Q (4692.951682 sec): 3 clusters Score: Raw -290762.657231 + Penalty 1610.589678 = -289152.067553 nChanged 147 SP:Iteration 8Q (4692.968173 sec): 3 clusters Score: Raw -290833.195567 + Penalty 1610.589678 = -289222.605889 nChanged 90 SP:Iteration 9Q (4692.984592 sec): 3 clusters Score: Raw -290871.116329 + Penalty 1610.589678 = -289260.526652 nChanged 74 SP:Iteration 10Q (4693.001010 sec): 3 clusters Score: Raw -290903.295920 + Penalty 1610.589678 = -289292.706243 nChanged 58 SP:Iteration 11Q (4693.017384 sec): 3 clusters Score: Raw -290925.835144 + Penalty 1610.589678 = -289315.245466 nChanged 38 SP:Iteration 12Q (4693.033924 sec): 3 clusters Score: Raw -290940.285485 + Penalty 1610.589678 = -289329.695808 nChanged 41 SP:Iteration 13Q (4693.050437 sec): 3 clusters Score: Raw -290949.703263 + Penalty 1610.589678 = -289339.113585 nChanged 35 SP:Iteration 14Q (4693.066874 sec): 3 clusters Score: Raw -290957.152514 + Penalty 1610.589678 = -289346.562836 nChanged 18 SP:Iteration 15Q (4693.083397 sec): 3 clusters Score: Raw -290961.974211 + Penalty 1610.589678 = -289351.384534 nChanged 18 SP:Iteration 16Q (4693.099828 sec): 3 clusters Score: Raw -290965.167513 + Penalty 1610.589678 = -289354.577835 nChanged 14 SP:Iteration 17Q (4693.116381 sec): 3 clusters Score: Raw -290968.482934 + Penalty 1610.589678 = -289357.893256 nChanged 8 SP:Iteration 18Q (4693.132738 sec): 3 clusters Score: Raw -290970.453462 + Penalty 1610.589678 = -289359.863784 nChanged 15 SP:Iteration 19Q (4693.149061 sec): 3 clusters Score: Raw -290972.715906 + Penalty 1610.589678 = -289362.126229 nChanged 3 SP:Iteration 20F (4693.165894 sec): 3 clusters Score: Raw -290973.255590 + Penalty 1610.589678 = -289362.665912 nChanged 6 SP:Iteration 21Q (4693.182429 sec): 3 clusters Score: Raw -290973.766120 + Penalty 1610.589678 = -289363.176442 nChanged 3 SP:Iteration 22Q (4693.199012 sec): 3 clusters Score: Raw -290973.979088 + Penalty 1610.589678 = -289363.389410 nChanged 1 SP:Iteration 23Q (4693.215409 sec): 3 clusters Score: Raw -290974.328493 + Penalty 1610.589678 = -289363.738815 nChanged 1 SP:Iteration 24Q (4693.231943 sec): 3 clusters Score: Raw -290974.478021 + Penalty 1610.589678 = -289363.888343 nChanged 1 SP:Iteration 25Q (4693.248483 sec): 3 clusters Score: Raw -290974.513103 + Penalty 1610.589678 = -289363.923426 nChanged 2 SP:Iteration 26Q (4693.265034 sec): 3 clusters Score: Raw -290974.605615 + Penalty 1610.589678 = -289364.015937 nChanged 0 SP:Iteration 27F (4693.281869 sec): 3 clusters Score: Raw -290974.605615 + Penalty 1610.589678 = -289364.015937 nChanged 0 Trying to split cluster 28 (11507 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4693.304491 sec): 2 clusters Score: Raw -752058.385095 + Penalty 888.317528 = -751170.067566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4693.331123 sec): 3 clusters Score: Raw -745186.128249 + Penalty 1776.635057 = -743409.493192 nChanged 5166 SP:Iteration 1F (4693.356525 sec): 3 clusters Score: Raw -748216.606368 + Penalty 1776.635057 = -746439.971311 nChanged 825 SP:Iteration 2F (4693.382122 sec): 3 clusters Score: Raw -748736.870235 + Penalty 1776.635057 = -746960.235178 nChanged 830 SP:Iteration 3F (4693.407637 sec): 3 clusters Score: Raw -749360.143398 + Penalty 1776.635057 = -747583.508341 nChanged 825 SP:Iteration 4F (4693.433171 sec): 3 clusters Score: Raw -750049.892403 + Penalty 1776.635057 = -748273.257346 nChanged 839 SP:Iteration 5F (4693.458586 sec): 3 clusters Score: Raw -750667.928746 + Penalty 1776.635057 = -748891.293689 nChanged 687 SP:Iteration 6F (4693.484270 sec): 3 clusters Score: Raw -751114.225369 + Penalty 1776.635057 = -749337.590312 nChanged 500 SP:Iteration 7Q (4693.509690 sec): 3 clusters Score: Raw -751382.573370 + Penalty 1776.635057 = -749605.938313 nChanged 384 SP:Iteration 8Q (4693.535180 sec): 3 clusters Score: Raw -751549.047030 + Penalty 1776.635057 = -749772.411973 nChanged 269 SP:Iteration 9Q (4693.560345 sec): 3 clusters Score: Raw -751648.454894 + Penalty 1776.635057 = -749871.819837 nChanged 203 SP:Iteration 10Q (4693.585496 sec): 3 clusters Score: Raw -751724.886286 + Penalty 1776.635057 = -749948.251230 nChanged 152 SP:Iteration 11Q (4693.610487 sec): 3 clusters Score: Raw -751782.340813 + Penalty 1776.635057 = -750005.705756 nChanged 132 SP:Iteration 12Q (4693.635394 sec): 3 clusters Score: Raw -751825.848862 + Penalty 1776.635057 = -750049.213805 nChanged 134 SP:Iteration 13Q (4693.660206 sec): 3 clusters Score: Raw -751878.014058 + Penalty 1776.635057 = -750101.379002 nChanged 137 SP:Iteration 14Q (4693.685050 sec): 3 clusters Score: Raw -751924.257213 + Penalty 1776.635057 = -750147.622156 nChanged 135 SP:Iteration 15Q (4693.709964 sec): 3 clusters Score: Raw -751969.875986 + Penalty 1776.635057 = -750193.240929 nChanged 130 SP:Iteration 16Q (4693.734744 sec): 3 clusters Score: Raw -752009.490731 + Penalty 1776.635057 = -750232.855674 nChanged 125 SP:Iteration 17Q (4693.759668 sec): 3 clusters Score: Raw -752047.430326 + Penalty 1776.635057 = -750270.795269 nChanged 115 SP:Iteration 18Q (4693.784578 sec): 3 clusters Score: Raw -752077.887954 + Penalty 1776.635057 = -750301.252897 nChanged 110 SP:Iteration 19Q (4693.809231 sec): 3 clusters Score: Raw -752111.602433 + Penalty 1776.635057 = -750334.967376 nChanged 130 SP:Iteration 20F (4693.834699 sec): 3 clusters Score: Raw -752153.055012 + Penalty 1776.635057 = -750376.419955 nChanged 132 SP:Iteration 21Q (4693.859418 sec): 3 clusters Score: Raw -752200.032089 + Penalty 1776.635057 = -750423.397032 nChanged 144 SP:Iteration 22Q (4693.883988 sec): 3 clusters Score: Raw -752251.301110 + Penalty 1776.635057 = -750474.666054 nChanged 123 SP:Iteration 23Q (4693.908468 sec): 3 clusters Score: Raw -752293.419446 + Penalty 1776.635057 = -750516.784389 nChanged 119 SP:Iteration 24Q (4693.932943 sec): 3 clusters Score: Raw -752330.994230 + Penalty 1776.635057 = -750554.359173 nChanged 103 SP:Iteration 25Q (4693.957422 sec): 3 clusters Score: Raw -752362.921666 + Penalty 1776.635057 = -750586.286609 nChanged 96 SP:Iteration 26Q (4693.981817 sec): 3 clusters Score: Raw -752393.552653 + Penalty 1776.635057 = -750616.917596 nChanged 97 SP:Iteration 27Q (4694.006339 sec): 3 clusters Score: Raw -752420.741424 + Penalty 1776.635057 = -750644.106367 nChanged 86 SP:Iteration 28Q (4694.030528 sec): 3 clusters Score: Raw -752447.193777 + Penalty 1776.635057 = -750670.558721 nChanged 70 SP:Iteration 29Q (4694.054753 sec): 3 clusters Score: Raw -752469.274844 + Penalty 1776.635057 = -750692.639787 nChanged 66 SP:Iteration 30Q (4694.078795 sec): 3 clusters Score: Raw -752490.684200 + Penalty 1776.635057 = -750714.049143 nChanged 63 SP:Iteration 31Q (4694.102907 sec): 3 clusters Score: Raw -752505.671806 + Penalty 1776.635057 = -750729.036750 nChanged 61 SP:Iteration 32Q (4694.127012 sec): 3 clusters Score: Raw -752521.491718 + Penalty 1776.635057 = -750744.856661 nChanged 66 SP:Iteration 33Q (4694.151006 sec): 3 clusters Score: Raw -752539.515138 + Penalty 1776.635057 = -750762.880081 nChanged 62 SP:Iteration 34Q (4694.174891 sec): 3 clusters Score: Raw -752555.675186 + Penalty 1776.635057 = -750779.040130 nChanged 58 SP:Iteration 35Q (4694.198796 sec): 3 clusters Score: Raw -752573.713045 + Penalty 1776.635057 = -750797.077988 nChanged 59 SP:Iteration 36Q (4694.222870 sec): 3 clusters Score: Raw -752590.253677 + Penalty 1776.635057 = -750813.618621 nChanged 54 SP:Iteration 37Q (4694.246672 sec): 3 clusters Score: Raw -752603.354844 + Penalty 1776.635057 = -750826.719788 nChanged 41 SP:Iteration 38Q (4694.270494 sec): 3 clusters Score: Raw -752616.370264 + Penalty 1776.635057 = -750839.735208 nChanged 42 SP:Iteration 39Q (4694.294426 sec): 3 clusters Score: Raw -752627.572430 + Penalty 1776.635057 = -750850.937373 nChanged 45 SP:Iteration 40F (4694.320061 sec): 3 clusters Score: Raw -752640.947490 + Penalty 1776.635057 = -750864.312433 nChanged 42 SP:Iteration 41Q (4694.343862 sec): 3 clusters Score: Raw -752651.628717 + Penalty 1776.635057 = -750874.993661 nChanged 40 SP:Iteration 42Q (4694.367773 sec): 3 clusters Score: Raw -752660.693644 + Penalty 1776.635057 = -750884.058587 nChanged 32 SP:Iteration 43Q (4694.391625 sec): 3 clusters Score: Raw -752667.837418 + Penalty 1776.635057 = -750891.202362 nChanged 35 SP:Iteration 44Q (4694.415396 sec): 3 clusters Score: Raw -752674.906676 + Penalty 1776.635057 = -750898.271619 nChanged 34 SP:Iteration 45Q (4694.439156 sec): 3 clusters Score: Raw -752683.284128 + Penalty 1776.635057 = -750906.649071 nChanged 30 SP:Iteration 46Q (4694.462913 sec): 3 clusters Score: Raw -752690.112624 + Penalty 1776.635057 = -750913.477567 nChanged 35 SP:Iteration 47Q (4694.486781 sec): 3 clusters Score: Raw -752701.098352 + Penalty 1776.635057 = -750924.463295 nChanged 28 SP:Iteration 48Q (4694.510565 sec): 3 clusters Score: Raw -752708.683857 + Penalty 1776.635057 = -750932.048800 nChanged 26 SP:Iteration 49Q (4694.534201 sec): 3 clusters Score: Raw -752715.620495 + Penalty 1776.635057 = -750938.985438 nChanged 17 SP:Iteration 50Q (4694.557920 sec): 3 clusters Score: Raw -752720.808656 + Penalty 1776.635057 = -750944.173600 nChanged 21 SP:Iteration 51Q (4694.581652 sec): 3 clusters Score: Raw -752726.371883 + Penalty 1776.635057 = -750949.736827 nChanged 13 SP:Iteration 52Q (4694.605342 sec): 3 clusters Score: Raw -752728.561089 + Penalty 1776.635057 = -750951.926032 nChanged 6 SP:Iteration 53Q (4694.629093 sec): 3 clusters Score: Raw -752729.669219 + Penalty 1776.635057 = -750953.034162 nChanged 9 SP:Iteration 54Q (4694.652689 sec): 3 clusters Score: Raw -752730.952168 + Penalty 1776.635057 = -750954.317111 nChanged 5 SP:Iteration 55Q (4694.676240 sec): 3 clusters Score: Raw -752731.646268 + Penalty 1776.635057 = -750955.011211 nChanged 6 SP:Iteration 56Q (4694.699890 sec): 3 clusters Score: Raw -752732.707340 + Penalty 1776.635057 = -750956.072283 nChanged 7 SP:Iteration 57Q (4694.723475 sec): 3 clusters Score: Raw -752733.416355 + Penalty 1776.635057 = -750956.781298 nChanged 5 SP:Iteration 58Q (4694.747079 sec): 3 clusters Score: Raw -752734.136114 + Penalty 1776.635057 = -750957.501058 nChanged 4 SP:Iteration 59Q (4694.770975 sec): 3 clusters Score: Raw -752734.582772 + Penalty 1776.635057 = -750957.947715 nChanged 3 SP:Iteration 60F (4694.796699 sec): 3 clusters Score: Raw -752734.799986 + Penalty 1776.635057 = -750958.164929 nChanged 0 Iteration 59Q (4701.394897 sec): 40 clusters Score: Raw -45916609.632854 + Penalty 49542.246942 = -45867067.385912 nChanged 7808 Iteration 60F (4712.425241 sec): 40 clusters Score: Raw -45920970.406137 + Penalty 49542.246942 = -45871428.159195 nChanged 7324 Iteration 61Q (4717.745289 sec): 40 clusters Score: Raw -45923406.152532 + Penalty 49542.246942 = -45873863.905590 nChanged 5960 Iteration 62Q (4723.067748 sec): 40 clusters Score: Raw -45925025.257993 + Penalty 49542.246942 = -45875483.011051 nChanged 5484 Iteration 63Q (4728.355692 sec): 40 clusters Score: Raw -45926352.814022 + Penalty 49542.246942 = -45876810.567080 nChanged 5127 Iteration 64Q (4733.637482 sec): 40 clusters Score: Raw -45927450.676242 + Penalty 49542.246942 = -45877908.429300 nChanged 4709 Iteration 65Q (4738.911105 sec): 40 clusters Score: Raw -45928364.184000 + Penalty 49542.246942 = -45878821.937059 nChanged 4413 Iteration 66Q (4744.203273 sec): 40 clusters Score: Raw -45929189.374785 + Penalty 49542.246942 = -45879647.127843 nChanged 4186 Iteration 67Q (4749.479691 sec): 40 clusters Score: Raw -45929947.823939 + Penalty 49542.246942 = -45880405.576997 nChanged 3894 Iteration 68Q (4754.757801 sec): 40 clusters Score: Raw -45930589.344397 + Penalty 49542.246942 = -45881047.097456 nChanged 3604 Iteration 69Q (4760.028099 sec): 40 clusters Score: Raw -45931159.101945 + Penalty 49542.246942 = -45881616.855003 nChanged 3476 Iteration 70Q (4765.275983 sec): 40 clusters Score: Raw -45931701.547909 + Penalty 49542.246942 = -45882159.300967 nChanged 3318 Iteration 71Q (4770.522618 sec): 40 clusters Score: Raw -45932207.999997 + Penalty 49542.246942 = -45882665.753056 nChanged 3297 Iteration 72Q (4775.764380 sec): 40 clusters Score: Raw -45932706.418854 + Penalty 49542.246942 = -45883164.171912 nChanged 3259 Iteration 73Q (4781.030499 sec): 40 clusters Score: Raw -45933183.922149 + Penalty 49542.246942 = -45883641.675208 nChanged 3051 Iteration 74Q (4786.267786 sec): 40 clusters Score: Raw -45933618.019110 + Penalty 49542.246942 = -45884075.772168 nChanged 2961 Iteration 75Q (4791.524921 sec): 40 clusters Score: Raw -45934044.569718 + Penalty 49542.246942 = -45884502.322776 nChanged 2888 Iteration 76Q (4796.756688 sec): 40 clusters Score: Raw -45934458.128661 + Penalty 49542.246942 = -45884915.881719 nChanged 2778 Iteration 77Q (4801.989549 sec): 40 clusters Score: Raw -45934865.979426 + Penalty 49542.246942 = -45885323.732484 nChanged 2746 Iteration 78Q (4807.220921 sec): 40 clusters Score: Raw -45935225.256130 + Penalty 49542.246942 = -45885683.009189 nChanged 2655 Iteration 79Q (4812.453220 sec): 40 clusters Score: Raw -45935568.434542 + Penalty 49542.246942 = -45886026.187600 nChanged 2617 Iteration 80F (4823.503578 sec): 40 clusters Score: Raw -45936220.695723 + Penalty 49542.246942 = -45886678.448781 nChanged 2803 Iteration 81Q (4828.802681 sec): 40 clusters Score: Raw -45936898.427718 + Penalty 49542.246942 = -45887356.180776 nChanged 3045 Iteration 82Q (4834.099427 sec): 40 clusters Score: Raw -45937518.402623 + Penalty 49542.246942 = -45887976.155682 nChanged 3075 Iteration 83Q (4839.393800 sec): 40 clusters Score: Raw -45938109.070463 + Penalty 49542.246942 = -45888566.823522 nChanged 2983 Iteration 84Q (4844.695454 sec): 40 clusters Score: Raw -45938644.652207 + Penalty 49542.246942 = -45889102.405265 nChanged 2901 Iteration 85Q (4849.986707 sec): 40 clusters Score: Raw -45939072.819258 + Penalty 49542.246942 = -45889530.572317 nChanged 2785 Iteration 86Q (4855.272903 sec): 40 clusters Score: Raw -45939434.680122 + Penalty 49542.246942 = -45889892.433180 nChanged 2630 Iteration 87Q (4860.576535 sec): 40 clusters Score: Raw -45939743.551573 + Penalty 49542.246942 = -45890201.304632 nChanged 2468 Iteration 88Q (4865.856980 sec): 40 clusters Score: Raw -45940016.744853 + Penalty 49542.246942 = -45890474.497911 nChanged 2416 Iteration 89Q (4871.136033 sec): 40 clusters Score: Raw -45940271.188346 + Penalty 49542.246942 = -45890728.941405 nChanged 2258 Iteration 90Q (4876.412023 sec): 40 clusters Score: Raw -45940503.006042 + Penalty 49542.246942 = -45890960.759100 nChanged 2151 Iteration 91Q (4881.684604 sec): 40 clusters Score: Raw -45940728.044690 + Penalty 49542.246942 = -45891185.797748 nChanged 2179 Iteration 92Q (4886.976278 sec): 40 clusters Score: Raw -45940957.093757 + Penalty 49542.246942 = -45891414.846816 nChanged 2160 Iteration 93Q (4892.241011 sec): 40 clusters Score: Raw -45941183.388168 + Penalty 49542.246942 = -45891641.141226 nChanged 2108 Iteration 94Q (4897.505129 sec): 40 clusters Score: Raw -45941398.728563 + Penalty 49542.246942 = -45891856.481622 nChanged 2063 Iteration 95Q (4902.770768 sec): 40 clusters Score: Raw -45941608.667682 + Penalty 49542.246942 = -45892066.420741 nChanged 2021 Iteration 96Q (4908.035187 sec): 40 clusters Score: Raw -45941803.795177 + Penalty 49542.246942 = -45892261.548235 nChanged 1944 Iteration 97Q (4913.299130 sec): 40 clusters Score: Raw -45941991.183886 + Penalty 49542.246942 = -45892448.936945 nChanged 1921 Iteration 98Q (4918.567207 sec): 40 clusters Score: Raw -45942170.633979 + Penalty 49542.246942 = -45892628.387038 nChanged 1880 Writing temp clu file Because OldScore, -45892448.936945, is greater than current (better) Score,-45892628.387038 Compute initial score before splitting: Score: Raw -45942170.633979 + Penalty 49542.246942 = -45892628.387038 Trying to split cluster 1 (8156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4918.691510 sec): 2 clusters Score: Raw -602410.453391 + Penalty 855.618368 = -601554.835023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4918.714274 sec): 3 clusters Score: Raw -597606.401746 + Penalty 1711.236735 = -595895.165011 nChanged 3630 SP:Iteration 1F (4918.736603 sec): 3 clusters Score: Raw -599663.284746 + Penalty 1711.236735 = -597952.048011 nChanged 455 SP:Iteration 2F (4918.758594 sec): 3 clusters Score: Raw -599895.709363 + Penalty 1711.236735 = -598184.472628 nChanged 439 SP:Iteration 3F (4918.780500 sec): 3 clusters Score: Raw -600163.143183 + Penalty 1711.236735 = -598451.906448 nChanged 465 SP:Iteration 4F (4918.802694 sec): 3 clusters Score: Raw -600504.006300 + Penalty 1711.236735 = -598792.769565 nChanged 522 SP:Iteration 5F (4918.824764 sec): 3 clusters Score: Raw -600991.111732 + Penalty 1711.236735 = -599279.874997 nChanged 586 SP:Iteration 6F (4918.846728 sec): 3 clusters Score: Raw -601554.821768 + Penalty 1711.236735 = -599843.585033 nChanged 551 SP:Iteration 7F (4918.868949 sec): 3 clusters Score: Raw -602006.048726 + Penalty 1711.236735 = -600294.811991 nChanged 463 SP:Iteration 8F (4918.890926 sec): 3 clusters Score: Raw -602324.795294 + Penalty 1711.236735 = -600613.558559 nChanged 317 SP:Iteration 9Q (4918.912874 sec): 3 clusters Score: Raw -602509.353806 + Penalty 1711.236735 = -600798.117071 nChanged 252 SP:Iteration 10Q (4918.934704 sec): 3 clusters Score: Raw -602634.849316 + Penalty 1711.236735 = -600923.612581 nChanged 179 SP:Iteration 11Q (4918.956352 sec): 3 clusters Score: Raw -602706.941164 + Penalty 1711.236735 = -600995.704429 nChanged 131 SP:Iteration 12Q (4918.978158 sec): 3 clusters Score: Raw -602754.494232 + Penalty 1711.236735 = -601043.257497 nChanged 125 SP:Iteration 13Q (4918.999752 sec): 3 clusters Score: Raw -602801.776862 + Penalty 1711.236735 = -601090.540127 nChanged 103 SP:Iteration 14Q (4919.021424 sec): 3 clusters Score: Raw -602834.845298 + Penalty 1711.236735 = -601123.608563 nChanged 85 SP:Iteration 15Q (4919.043159 sec): 3 clusters Score: Raw -602861.756188 + Penalty 1711.236735 = -601150.519453 nChanged 71 SP:Iteration 16Q (4919.064994 sec): 3 clusters Score: Raw -602882.282659 + Penalty 1711.236735 = -601171.045924 nChanged 57 SP:Iteration 17Q (4919.086439 sec): 3 clusters Score: Raw -602900.285464 + Penalty 1711.236735 = -601189.048729 nChanged 64 SP:Iteration 18Q (4919.108141 sec): 3 clusters Score: Raw -602916.263112 + Penalty 1711.236735 = -601205.026377 nChanged 45 SP:Iteration 19Q (4919.129677 sec): 3 clusters Score: Raw -602926.243360 + Penalty 1711.236735 = -601215.006625 nChanged 32 SP:Iteration 20F (4919.151837 sec): 3 clusters Score: Raw -602932.999718 + Penalty 1711.236735 = -601221.762983 nChanged 35 SP:Iteration 21Q (4919.173599 sec): 3 clusters Score: Raw -602939.002176 + Penalty 1711.236735 = -601227.765441 nChanged 25 SP:Iteration 22Q (4919.195231 sec): 3 clusters Score: Raw -602942.622068 + Penalty 1711.236735 = -601231.385333 nChanged 24 SP:Iteration 23Q (4919.217059 sec): 3 clusters Score: Raw -602945.899959 + Penalty 1711.236735 = -601234.663224 nChanged 15 SP:Iteration 24Q (4919.238696 sec): 3 clusters Score: Raw -602947.730814 + Penalty 1711.236735 = -601236.494079 nChanged 11 SP:Iteration 25Q (4919.260341 sec): 3 clusters Score: Raw -602949.297673 + Penalty 1711.236735 = -601238.060938 nChanged 6 SP:Iteration 26Q (4919.281903 sec): 3 clusters Score: Raw -602949.864179 + Penalty 1711.236735 = -601238.627444 nChanged 2 SP:Iteration 27Q (4919.303583 sec): 3 clusters Score: Raw -602950.085408 + Penalty 1711.236735 = -601238.848673 nChanged 2 SP:Iteration 28Q (4919.325274 sec): 3 clusters Score: Raw -602950.341523 + Penalty 1711.236735 = -601239.104788 nChanged 4 SP:Iteration 29Q (4919.347076 sec): 3 clusters Score: Raw -602950.837762 + Penalty 1711.236735 = -601239.601027 nChanged 4 SP:Iteration 30Q (4919.368640 sec): 3 clusters Score: Raw -602951.326132 + Penalty 1711.236735 = -601240.089397 nChanged 5 SP:Iteration 31Q (4919.390056 sec): 3 clusters Score: Raw -602951.658610 + Penalty 1711.236735 = -601240.421875 nChanged 2 SP:Iteration 32Q (4919.411679 sec): 3 clusters Score: Raw -602951.788503 + Penalty 1711.236735 = -601240.551768 nChanged 1 SP:Iteration 33Q (4919.433139 sec): 3 clusters Score: Raw -602951.833090 + Penalty 1711.236735 = -601240.596355 nChanged 2 SP:Iteration 34Q (4919.454630 sec): 3 clusters Score: Raw -602951.927606 + Penalty 1711.236735 = -601240.690871 nChanged 0 SP:Iteration 35F (4919.476800 sec): 3 clusters Score: Raw -602951.927606 + Penalty 1711.236735 = -601240.690871 nChanged 0 Trying to split cluster 2 (5060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4919.493945 sec): 2 clusters Score: Raw -299891.593568 + Penalty 810.266567 = -299081.327000 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4919.513181 sec): 3 clusters Score: Raw -297014.958413 + Penalty 1620.533135 = -295394.425278 nChanged 2178 SP:Iteration 1F (4919.531405 sec): 3 clusters Score: Raw -298368.181237 + Penalty 1620.533135 = -296747.648102 nChanged 409 SP:Iteration 2F (4919.549456 sec): 3 clusters Score: Raw -298661.392888 + Penalty 1620.533135 = -297040.859753 nChanged 347 SP:Iteration 3F (4919.567521 sec): 3 clusters Score: Raw -298886.766178 + Penalty 1620.533135 = -297266.233043 nChanged 308 SP:Iteration 4F (4919.585675 sec): 3 clusters Score: Raw -299072.608502 + Penalty 1620.533135 = -297452.075367 nChanged 233 SP:Iteration 5Q (4919.603705 sec): 3 clusters Score: Raw -299205.628821 + Penalty 1620.533135 = -297585.095686 nChanged 212 SP:Iteration 6Q (4919.621762 sec): 3 clusters Score: Raw -299332.416965 + Penalty 1620.533135 = -297711.883830 nChanged 185 SP:Iteration 7Q (4919.639792 sec): 3 clusters Score: Raw -299432.599265 + Penalty 1620.533135 = -297812.066130 nChanged 152 SP:Iteration 8Q (4919.657776 sec): 3 clusters Score: Raw -299498.851948 + Penalty 1620.533135 = -297878.318813 nChanged 114 SP:Iteration 9Q (4919.675847 sec): 3 clusters Score: Raw -299542.585310 + Penalty 1620.533135 = -297922.052175 nChanged 103 SP:Iteration 10Q (4919.693667 sec): 3 clusters Score: Raw -299575.544734 + Penalty 1620.533135 = -297955.011599 nChanged 68 SP:Iteration 11Q (4919.711683 sec): 3 clusters Score: Raw -299597.713002 + Penalty 1620.533135 = -297977.179867 nChanged 52 SP:Iteration 12Q (4919.729563 sec): 3 clusters Score: Raw -299614.227095 + Penalty 1620.533135 = -297993.693960 nChanged 54 SP:Iteration 13Q (4919.747363 sec): 3 clusters Score: Raw -299629.867411 + Penalty 1620.533135 = -298009.334276 nChanged 45 SP:Iteration 14Q (4919.765021 sec): 3 clusters Score: Raw -299642.292027 + Penalty 1620.533135 = -298021.758892 nChanged 49 SP:Iteration 15Q (4919.782880 sec): 3 clusters Score: Raw -299654.489682 + Penalty 1620.533135 = -298033.956547 nChanged 45 SP:Iteration 16Q (4919.800750 sec): 3 clusters Score: Raw -299667.448054 + Penalty 1620.533135 = -298046.914919 nChanged 47 SP:Iteration 17Q (4919.818622 sec): 3 clusters Score: Raw -299680.716693 + Penalty 1620.533135 = -298060.183558 nChanged 46 SP:Iteration 18Q (4919.836371 sec): 3 clusters Score: Raw -299692.748589 + Penalty 1620.533135 = -298072.215454 nChanged 37 SP:Iteration 19Q (4919.854160 sec): 3 clusters Score: Raw -299700.945196 + Penalty 1620.533135 = -298080.412061 nChanged 24 SP:Iteration 20F (4919.872125 sec): 3 clusters Score: Raw -299706.710805 + Penalty 1620.533135 = -298086.177671 nChanged 27 SP:Iteration 21Q (4919.889723 sec): 3 clusters Score: Raw -299712.806176 + Penalty 1620.533135 = -298092.273041 nChanged 29 SP:Iteration 22Q (4919.907450 sec): 3 clusters Score: Raw -299718.982905 + Penalty 1620.533135 = -298098.449770 nChanged 30 SP:Iteration 23Q (4919.925097 sec): 3 clusters Score: Raw -299726.007884 + Penalty 1620.533135 = -298105.474749 nChanged 31 SP:Iteration 24Q (4919.942893 sec): 3 clusters Score: Raw -299733.699971 + Penalty 1620.533135 = -298113.166836 nChanged 34 SP:Iteration 25Q (4919.960570 sec): 3 clusters Score: Raw -299740.970155 + Penalty 1620.533135 = -298120.437020 nChanged 23 SP:Iteration 26Q (4919.978232 sec): 3 clusters Score: Raw -299745.210631 + Penalty 1620.533135 = -298124.677497 nChanged 20 SP:Iteration 27Q (4919.996141 sec): 3 clusters Score: Raw -299749.852858 + Penalty 1620.533135 = -298129.319723 nChanged 21 SP:Iteration 28Q (4920.013811 sec): 3 clusters Score: Raw -299755.681277 + Penalty 1620.533135 = -298135.148142 nChanged 18 SP:Iteration 29Q (4920.031545 sec): 3 clusters Score: Raw -299759.581103 + Penalty 1620.533135 = -298139.047969 nChanged 14 SP:Iteration 30Q (4920.049173 sec): 3 clusters Score: Raw -299762.877610 + Penalty 1620.533135 = -298142.344475 nChanged 16 SP:Iteration 31Q (4920.066871 sec): 3 clusters Score: Raw -299766.009863 + Penalty 1620.533135 = -298145.476728 nChanged 19 SP:Iteration 32Q (4920.084581 sec): 3 clusters Score: Raw -299769.993540 + Penalty 1620.533135 = -298149.460405 nChanged 21 SP:Iteration 33Q (4920.102198 sec): 3 clusters Score: Raw -299774.864000 + Penalty 1620.533135 = -298154.330865 nChanged 13 SP:Iteration 34Q (4920.119917 sec): 3 clusters Score: Raw -299776.845768 + Penalty 1620.533135 = -298156.312633 nChanged 14 SP:Iteration 35Q (4920.137652 sec): 3 clusters Score: Raw -299779.280684 + Penalty 1620.533135 = -298158.747550 nChanged 12 SP:Iteration 36Q (4920.155167 sec): 3 clusters Score: Raw -299781.833145 + Penalty 1620.533135 = -298161.300010 nChanged 16 SP:Iteration 37Q (4920.172621 sec): 3 clusters Score: Raw -299787.141057 + Penalty 1620.533135 = -298166.607922 nChanged 20 SP:Iteration 38Q (4920.190077 sec): 3 clusters Score: Raw -299792.710167 + Penalty 1620.533135 = -298172.177032 nChanged 17 SP:Iteration 39Q (4920.207870 sec): 3 clusters Score: Raw -299796.964600 + Penalty 1620.533135 = -298176.431465 nChanged 18 SP:Iteration 40F (4920.225710 sec): 3 clusters Score: Raw -299801.382144 + Penalty 1620.533135 = -298180.849010 nChanged 14 SP:Iteration 41Q (4920.243244 sec): 3 clusters Score: Raw -299804.163737 + Penalty 1620.533135 = -298183.630602 nChanged 16 SP:Iteration 42Q (4920.260722 sec): 3 clusters Score: Raw -299807.725696 + Penalty 1620.533135 = -298187.192561 nChanged 22 SP:Iteration 43Q (4920.278366 sec): 3 clusters Score: Raw -299813.258799 + Penalty 1620.533135 = -298192.725664 nChanged 21 SP:Iteration 44Q (4920.295769 sec): 3 clusters Score: Raw -299818.029188 + Penalty 1620.533135 = -298197.496053 nChanged 17 SP:Iteration 45Q (4920.313328 sec): 3 clusters Score: Raw -299824.793277 + Penalty 1620.533135 = -298204.260143 nChanged 24 SP:Iteration 46Q (4920.330613 sec): 3 clusters Score: Raw -299830.666198 + Penalty 1620.533135 = -298210.133063 nChanged 19 SP:Iteration 47Q (4920.348043 sec): 3 clusters Score: Raw -299835.870870 + Penalty 1620.533135 = -298215.337735 nChanged 19 SP:Iteration 48Q (4920.365289 sec): 3 clusters Score: Raw -299840.554683 + Penalty 1620.533135 = -298220.021548 nChanged 20 SP:Iteration 49Q (4920.382873 sec): 3 clusters Score: Raw -299846.089734 + Penalty 1620.533135 = -298225.556599 nChanged 20 SP:Iteration 50Q (4920.400524 sec): 3 clusters Score: Raw -299852.297430 + Penalty 1620.533135 = -298231.764295 nChanged 19 SP:Iteration 51Q (4920.418085 sec): 3 clusters Score: Raw -299856.706083 + Penalty 1620.533135 = -298236.172949 nChanged 17 SP:Iteration 52Q (4920.435480 sec): 3 clusters Score: Raw -299861.823244 + Penalty 1620.533135 = -298241.290109 nChanged 25 SP:Iteration 53Q (4920.452945 sec): 3 clusters Score: Raw -299870.172433 + Penalty 1620.533135 = -298249.639299 nChanged 31 SP:Iteration 54Q (4920.470344 sec): 3 clusters Score: Raw -299879.384288 + Penalty 1620.533135 = -298258.851153 nChanged 27 SP:Iteration 55Q (4920.487788 sec): 3 clusters Score: Raw -299885.792451 + Penalty 1620.533135 = -298265.259316 nChanged 23 SP:Iteration 56Q (4920.505248 sec): 3 clusters Score: Raw -299890.434984 + Penalty 1620.533135 = -298269.901849 nChanged 14 SP:Iteration 57Q (4920.522500 sec): 3 clusters Score: Raw -299892.886568 + Penalty 1620.533135 = -298272.353433 nChanged 16 SP:Iteration 58Q (4920.539972 sec): 3 clusters Score: Raw -299896.487758 + Penalty 1620.533135 = -298275.954623 nChanged 17 SP:Iteration 59Q (4920.557511 sec): 3 clusters Score: Raw -299900.345800 + Penalty 1620.533135 = -298279.812665 nChanged 17 SP:Iteration 60F (4920.575446 sec): 3 clusters Score: Raw -299904.155286 + Penalty 1620.533135 = -298283.622151 nChanged 13 SP:Iteration 61Q (4920.592830 sec): 3 clusters Score: Raw -299906.746282 + Penalty 1620.533135 = -298286.213147 nChanged 12 SP:Iteration 62Q (4920.610319 sec): 3 clusters Score: Raw -299911.060561 + Penalty 1620.533135 = -298290.527426 nChanged 14 SP:Iteration 63Q (4920.627637 sec): 3 clusters Score: Raw -299913.406654 + Penalty 1620.533135 = -298292.873520 nChanged 7 SP:Iteration 64Q (4920.644927 sec): 3 clusters Score: Raw -299914.979136 + Penalty 1620.533135 = -298294.446001 nChanged 8 SP:Iteration 65Q (4920.697602 sec): 3 clusters Score: Raw -299916.651325 + Penalty 1620.533135 = -298296.118190 nChanged 7 SP:Iteration 66Q (4920.713373 sec): 3 clusters Score: Raw -299918.111685 + Penalty 1620.533135 = -298297.578550 nChanged 7 SP:Iteration 67Q (4920.730780 sec): 3 clusters Score: Raw -299919.350994 + Penalty 1620.533135 = -298298.817860 nChanged 4 SP:Iteration 68Q (4920.748067 sec): 3 clusters Score: Raw -299920.142175 + Penalty 1620.533135 = -298299.609041 nChanged 5 SP:Iteration 69Q (4920.765436 sec): 3 clusters Score: Raw -299921.109738 + Penalty 1620.533135 = -298300.576603 nChanged 6 SP:Iteration 70Q (4920.783445 sec): 3 clusters Score: Raw -299922.176295 + Penalty 1620.533135 = -298301.643160 nChanged 6 SP:Iteration 71Q (4920.800801 sec): 3 clusters Score: Raw -299923.200744 + Penalty 1620.533135 = -298302.667609 nChanged 6 SP:Iteration 72Q (4920.818183 sec): 3 clusters Score: Raw -299924.067753 + Penalty 1620.533135 = -298303.534618 nChanged 2 SP:Iteration 73Q (4920.835670 sec): 3 clusters Score: Raw -299924.407942 + Penalty 1620.533135 = -298303.874807 nChanged 5 SP:Iteration 74Q (4920.853068 sec): 3 clusters Score: Raw -299925.213804 + Penalty 1620.533135 = -298304.680669 nChanged 2 SP:Iteration 75Q (4920.870576 sec): 3 clusters Score: Raw -299925.545619 + Penalty 1620.533135 = -298305.012485 nChanged 1 SP:Iteration 76Q (4920.888004 sec): 3 clusters Score: Raw -299925.876130 + Penalty 1620.533135 = -298305.342995 nChanged 0 SP:Iteration 77F (4920.905790 sec): 3 clusters Score: Raw -299925.876130 + Penalty 1620.533135 = -298305.342995 nChanged 0 Trying to split cluster 3 (938 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4920.919444 sec): 2 clusters Score: Raw -65222.511700 + Penalty 650.156245 = -64572.355455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4920.923713 sec): 3 clusters Score: Raw -64912.442973 + Penalty 1300.312490 = -63612.130483 nChanged 319 SP:Iteration 1F (4920.927636 sec): 3 clusters Score: Raw -65326.163083 + Penalty 1300.312490 = -64025.850593 nChanged 116 SP:Iteration 2F (4920.931465 sec): 3 clusters Score: Raw -65527.144115 + Penalty 1300.312490 = -64226.831625 nChanged 79 SP:Iteration 3F (4920.935307 sec): 3 clusters Score: Raw -65629.278403 + Penalty 1300.312490 = -64328.965912 nChanged 45 SP:Iteration 4Q (4920.939131 sec): 3 clusters Score: Raw -65695.720955 + Penalty 1300.312490 = -64395.408465 nChanged 33 SP:Iteration 5Q (4920.942917 sec): 3 clusters Score: Raw -65738.245524 + Penalty 1300.312490 = -64437.933034 nChanged 23 SP:Iteration 6Q (4920.946744 sec): 3 clusters Score: Raw -65762.969162 + Penalty 1300.312490 = -64462.656672 nChanged 14 SP:Iteration 7Q (4920.950521 sec): 3 clusters Score: Raw -65775.309368 + Penalty 1300.312490 = -64474.996878 nChanged 5 SP:Iteration 8Q (4920.954266 sec): 3 clusters Score: Raw -65780.549520 + Penalty 1300.312490 = -64480.237030 nChanged 3 SP:Iteration 9Q (4920.958086 sec): 3 clusters Score: Raw -65783.980577 + Penalty 1300.312490 = -64483.668086 nChanged 6 SP:Iteration 10Q (4920.961933 sec): 3 clusters Score: Raw -65788.944693 + Penalty 1300.312490 = -64488.632203 nChanged 3 SP:Iteration 11Q (4920.965710 sec): 3 clusters Score: Raw -65792.303358 + Penalty 1300.312490 = -64491.990868 nChanged 2 SP:Iteration 12Q (4920.969475 sec): 3 clusters Score: Raw -65793.201087 + Penalty 1300.312490 = -64492.888597 nChanged 1 SP:Iteration 13Q (4920.973302 sec): 3 clusters Score: Raw -65794.208226 + Penalty 1300.312490 = -64493.895736 nChanged 2 SP:Iteration 14Q (4920.977096 sec): 3 clusters Score: Raw -65795.736953 + Penalty 1300.312490 = -64495.424463 nChanged 0 SP:Iteration 15F (4920.980873 sec): 3 clusters Score: Raw -65795.736953 + Penalty 1300.312490 = -64495.424463 nChanged 0 Trying to split cluster 4 (16640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4921.008791 sec): 2 clusters Score: Raw -1294865.049839 + Penalty 923.358648 = -1293941.691191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4921.041229 sec): 3 clusters Score: Raw -1284517.847278 + Penalty 1846.717296 = -1282671.129982 nChanged 7738 SP:Iteration 1F (4921.071949 sec): 3 clusters Score: Raw -1288777.913421 + Penalty 1846.717296 = -1286931.196126 nChanged 757 SP:Iteration 2Q (4921.102942 sec): 3 clusters Score: Raw -1289044.473684 + Penalty 1846.717296 = -1287197.756389 nChanged 741 SP:Iteration 3Q (4921.134155 sec): 3 clusters Score: Raw -1289343.596632 + Penalty 1846.717296 = -1287496.879336 nChanged 793 SP:Iteration 4Q (4921.165169 sec): 3 clusters Score: Raw -1289731.901780 + Penalty 1846.717296 = -1287885.184484 nChanged 856 SP:Iteration 5F (4921.195948 sec): 3 clusters Score: Raw -1290266.200307 + Penalty 1846.717296 = -1288419.483011 nChanged 955 SP:Iteration 6F (4921.226666 sec): 3 clusters Score: Raw -1290957.803307 + Penalty 1846.717296 = -1289111.086011 nChanged 984 SP:Iteration 7F (4921.257410 sec): 3 clusters Score: Raw -1291720.711595 + Penalty 1846.717296 = -1289873.994300 nChanged 911 SP:Iteration 8F (4921.288104 sec): 3 clusters Score: Raw -1292448.147208 + Penalty 1846.717296 = -1290601.429912 nChanged 790 SP:Iteration 9Q (4921.318468 sec): 3 clusters Score: Raw -1293115.564672 + Penalty 1846.717296 = -1291268.847376 nChanged 612 SP:Iteration 10Q (4921.348179 sec): 3 clusters Score: Raw -1293551.265257 + Penalty 1846.717296 = -1291704.547961 nChanged 482 SP:Iteration 11Q (4921.377435 sec): 3 clusters Score: Raw -1293876.064285 + Penalty 1846.717296 = -1292029.346989 nChanged 380 SP:Iteration 12Q (4921.406397 sec): 3 clusters Score: Raw -1294123.185704 + Penalty 1846.717296 = -1292276.468408 nChanged 320 SP:Iteration 13Q (4921.434766 sec): 3 clusters Score: Raw -1294335.875593 + Penalty 1846.717296 = -1292489.158297 nChanged 307 SP:Iteration 14Q (4921.463047 sec): 3 clusters Score: Raw -1294560.004839 + Penalty 1846.717296 = -1292713.287543 nChanged 306 SP:Iteration 15Q (4921.491326 sec): 3 clusters Score: Raw -1294784.863686 + Penalty 1846.717296 = -1292938.146391 nChanged 232 SP:Iteration 16Q (4921.519165 sec): 3 clusters Score: Raw -1294927.709350 + Penalty 1846.717296 = -1293080.992054 nChanged 175 SP:Iteration 17Q (4921.546982 sec): 3 clusters Score: Raw -1295009.270532 + Penalty 1846.717296 = -1293162.553236 nChanged 136 SP:Iteration 18Q (4921.574556 sec): 3 clusters Score: Raw -1295064.106414 + Penalty 1846.717296 = -1293217.389118 nChanged 117 SP:Iteration 19Q (4921.602019 sec): 3 clusters Score: Raw -1295108.912948 + Penalty 1846.717296 = -1293262.195652 nChanged 87 SP:Iteration 20F (4921.632656 sec): 3 clusters Score: Raw -1295137.640039 + Penalty 1846.717296 = -1293290.922743 nChanged 68 SP:Iteration 21Q (4921.660089 sec): 3 clusters Score: Raw -1295160.809802 + Penalty 1846.717296 = -1293314.092507 nChanged 64 SP:Iteration 22Q (4921.687330 sec): 3 clusters Score: Raw -1295181.774463 + Penalty 1846.717296 = -1293335.057167 nChanged 58 SP:Iteration 23Q (4921.714692 sec): 3 clusters Score: Raw -1295199.297353 + Penalty 1846.717296 = -1293352.580057 nChanged 49 SP:Iteration 24Q (4921.741900 sec): 3 clusters Score: Raw -1295210.768133 + Penalty 1846.717296 = -1293364.050837 nChanged 35 SP:Iteration 25Q (4921.769050 sec): 3 clusters Score: Raw -1295218.838356 + Penalty 1846.717296 = -1293372.121060 nChanged 31 SP:Iteration 26Q (4921.796279 sec): 3 clusters Score: Raw -1295225.750377 + Penalty 1846.717296 = -1293379.033082 nChanged 32 SP:Iteration 27Q (4921.823482 sec): 3 clusters Score: Raw -1295234.844085 + Penalty 1846.717296 = -1293388.126789 nChanged 26 SP:Iteration 28Q (4921.850689 sec): 3 clusters Score: Raw -1295242.398431 + Penalty 1846.717296 = -1293395.681136 nChanged 28 SP:Iteration 29Q (4921.877619 sec): 3 clusters Score: Raw -1295248.529994 + Penalty 1846.717296 = -1293401.812698 nChanged 24 SP:Iteration 30Q (4921.904672 sec): 3 clusters Score: Raw -1295253.554988 + Penalty 1846.717296 = -1293406.837693 nChanged 13 SP:Iteration 31Q (4921.931813 sec): 3 clusters Score: Raw -1295257.486440 + Penalty 1846.717296 = -1293410.769144 nChanged 18 SP:Iteration 32Q (4921.958809 sec): 3 clusters Score: Raw -1295262.772837 + Penalty 1846.717296 = -1293416.055542 nChanged 13 SP:Iteration 33Q (4921.985712 sec): 3 clusters Score: Raw -1295265.272130 + Penalty 1846.717296 = -1293418.554834 nChanged 11 SP:Iteration 34Q (4922.012710 sec): 3 clusters Score: Raw -1295267.868755 + Penalty 1846.717296 = -1293421.151459 nChanged 11 SP:Iteration 35Q (4922.039671 sec): 3 clusters Score: Raw -1295270.286466 + Penalty 1846.717296 = -1293423.569170 nChanged 7 SP:Iteration 36Q (4922.066631 sec): 3 clusters Score: Raw -1295271.730290 + Penalty 1846.717296 = -1293425.012994 nChanged 10 SP:Iteration 37Q (4922.093641 sec): 3 clusters Score: Raw -1295273.759146 + Penalty 1846.717296 = -1293427.041851 nChanged 6 SP:Iteration 38Q (4922.120615 sec): 3 clusters Score: Raw -1295274.989225 + Penalty 1846.717296 = -1293428.271929 nChanged 6 SP:Iteration 39Q (4922.147547 sec): 3 clusters Score: Raw -1295276.672683 + Penalty 1846.717296 = -1293429.955388 nChanged 9 SP:Iteration 40F (4922.178129 sec): 3 clusters Score: Raw -1295278.386671 + Penalty 1846.717296 = -1293431.669375 nChanged 3 SP:Iteration 41Q (4922.205142 sec): 3 clusters Score: Raw -1295278.688701 + Penalty 1846.717296 = -1293431.971405 nChanged 0 SP:Iteration 42F (4922.235763 sec): 3 clusters Score: Raw -1295278.688701 + Penalty 1846.717296 = -1293431.971405 nChanged 0 Trying to split cluster 5 (1773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4922.250172 sec): 2 clusters Score: Raw -115360.148664 + Penalty 710.640689 = -114649.507975 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4922.257703 sec): 3 clusters Score: Raw -114534.947973 + Penalty 1421.281378 = -113113.666595 nChanged 696 SP:Iteration 1F (4922.264613 sec): 3 clusters Score: Raw -114966.061760 + Penalty 1421.281378 = -113544.780382 nChanged 140 SP:Iteration 2F (4922.271377 sec): 3 clusters Score: Raw -115048.994784 + Penalty 1421.281378 = -113627.713406 nChanged 84 SP:Iteration 3Q (4922.278282 sec): 3 clusters Score: Raw -115099.607955 + Penalty 1421.281378 = -113678.326577 nChanged 63 SP:Iteration 4Q (4922.285180 sec): 3 clusters Score: Raw -115140.834840 + Penalty 1421.281378 = -113719.553461 nChanged 52 SP:Iteration 5Q (4922.291920 sec): 3 clusters Score: Raw -115181.252064 + Penalty 1421.281378 = -113759.970686 nChanged 43 SP:Iteration 6Q (4922.298832 sec): 3 clusters Score: Raw -115217.529370 + Penalty 1421.281378 = -113796.247992 nChanged 50 SP:Iteration 7Q (4922.305622 sec): 3 clusters Score: Raw -115249.679356 + Penalty 1421.281378 = -113828.397977 nChanged 47 SP:Iteration 8Q (4922.312483 sec): 3 clusters Score: Raw -115275.462529 + Penalty 1421.281378 = -113854.181151 nChanged 34 SP:Iteration 9Q (4922.319305 sec): 3 clusters Score: Raw -115305.795876 + Penalty 1421.281378 = -113884.514498 nChanged 43 SP:Iteration 10Q (4922.326101 sec): 3 clusters Score: Raw -115355.300285 + Penalty 1421.281378 = -113934.018907 nChanged 50 SP:Iteration 11Q (4922.332907 sec): 3 clusters Score: Raw -115414.158241 + Penalty 1421.281378 = -113992.876863 nChanged 60 SP:Iteration 12Q (4922.339566 sec): 3 clusters Score: Raw -115485.144890 + Penalty 1421.281378 = -114063.863511 nChanged 61 SP:Iteration 13Q (4922.346261 sec): 3 clusters Score: Raw -115554.276993 + Penalty 1421.281378 = -114132.995614 nChanged 38 SP:Iteration 14Q (4922.352918 sec): 3 clusters Score: Raw -115598.239612 + Penalty 1421.281378 = -114176.958234 nChanged 47 SP:Iteration 15Q (4922.359640 sec): 3 clusters Score: Raw -115666.200640 + Penalty 1421.281378 = -114244.919262 nChanged 42 SP:Iteration 16Q (4922.366232 sec): 3 clusters Score: Raw -115736.307514 + Penalty 1421.281378 = -114315.026135 nChanged 40 SP:Iteration 17Q (4922.372810 sec): 3 clusters Score: Raw -115798.854310 + Penalty 1421.281378 = -114377.572932 nChanged 35 SP:Iteration 18Q (4922.379360 sec): 3 clusters Score: Raw -115851.683342 + Penalty 1421.281378 = -114430.401964 nChanged 27 SP:Iteration 19Q (4922.385974 sec): 3 clusters Score: Raw -115880.398972 + Penalty 1421.281378 = -114459.117594 nChanged 19 SP:Iteration 20F (4922.392866 sec): 3 clusters Score: Raw -115897.567573 + Penalty 1421.281378 = -114476.286195 nChanged 21 SP:Iteration 21Q (4922.399502 sec): 3 clusters Score: Raw -115913.703823 + Penalty 1421.281378 = -114492.422444 nChanged 21 SP:Iteration 22Q (4922.406093 sec): 3 clusters Score: Raw -115933.295154 + Penalty 1421.281378 = -114512.013776 nChanged 12 SP:Iteration 23Q (4922.412626 sec): 3 clusters Score: Raw -115945.984088 + Penalty 1421.281378 = -114524.702710 nChanged 12 SP:Iteration 24Q (4922.419174 sec): 3 clusters Score: Raw -115959.774957 + Penalty 1421.281378 = -114538.493578 nChanged 9 SP:Iteration 25Q (4922.425771 sec): 3 clusters Score: Raw -115970.659763 + Penalty 1421.281378 = -114549.378385 nChanged 10 SP:Iteration 26Q (4922.432291 sec): 3 clusters Score: Raw -115980.241143 + Penalty 1421.281378 = -114558.959765 nChanged 7 SP:Iteration 27Q (4922.438831 sec): 3 clusters Score: Raw -115986.397859 + Penalty 1421.281378 = -114565.116481 nChanged 9 SP:Iteration 28Q (4922.445354 sec): 3 clusters Score: Raw -115991.709295 + Penalty 1421.281378 = -114570.427916 nChanged 2 SP:Iteration 29Q (4922.451862 sec): 3 clusters Score: Raw -115992.509543 + Penalty 1421.281378 = -114571.228165 nChanged 2 SP:Iteration 30Q (4922.458257 sec): 3 clusters Score: Raw -115993.948633 + Penalty 1421.281378 = -114572.667255 nChanged 4 SP:Iteration 31Q (4922.464830 sec): 3 clusters Score: Raw -115995.872227 + Penalty 1421.281378 = -114574.590849 nChanged 4 SP:Iteration 32Q (4922.471309 sec): 3 clusters Score: Raw -115998.418383 + Penalty 1421.281378 = -114577.137005 nChanged 5 SP:Iteration 33Q (4922.477822 sec): 3 clusters Score: Raw -116002.292761 + Penalty 1421.281378 = -114581.011383 nChanged 3 SP:Iteration 34Q (4922.484297 sec): 3 clusters Score: Raw -116005.428170 + Penalty 1421.281378 = -114584.146792 nChanged 1 SP:Iteration 35Q (4922.490848 sec): 3 clusters Score: Raw -116006.028337 + Penalty 1421.281378 = -114584.746958 nChanged 2 SP:Iteration 36Q (4922.497384 sec): 3 clusters Score: Raw -116007.409882 + Penalty 1421.281378 = -114586.128504 nChanged 2 SP:Iteration 37Q (4922.503866 sec): 3 clusters Score: Raw -116008.340713 + Penalty 1421.281378 = -114587.059335 nChanged 1 SP:Iteration 38Q (4922.510349 sec): 3 clusters Score: Raw -116008.799013 + Penalty 1421.281378 = -114587.517635 nChanged 0 SP:Iteration 39F (4922.517086 sec): 3 clusters Score: Raw -116008.799013 + Penalty 1421.281378 = -114587.517635 nChanged 0 Trying to split cluster 6 (19856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4922.549081 sec): 2 clusters Score: Raw -1467521.428262 + Penalty 940.144843 = -1466581.283419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4922.585894 sec): 3 clusters Score: Raw -1455051.189944 + Penalty 1880.289686 = -1453170.900258 nChanged 9208 SP:Iteration 1F (4922.619966 sec): 3 clusters Score: Raw -1460770.940810 + Penalty 1880.289686 = -1458890.651124 nChanged 1445 SP:Iteration 2F (4922.655384 sec): 3 clusters Score: Raw -1461711.634033 + Penalty 1880.289686 = -1459831.344346 nChanged 1478 SP:Iteration 3F (4922.690049 sec): 3 clusters Score: Raw -1462645.244878 + Penalty 1880.289686 = -1460764.955191 nChanged 1370 SP:Iteration 4F (4922.724025 sec): 3 clusters Score: Raw -1463406.082354 + Penalty 1880.289686 = -1461525.792668 nChanged 1168 SP:Iteration 5F (4922.758206 sec): 3 clusters Score: Raw -1463921.633378 + Penalty 1880.289686 = -1462041.343692 nChanged 862 SP:Iteration 6Q (4922.792931 sec): 3 clusters Score: Raw -1464242.990185 + Penalty 1880.289686 = -1462362.700499 nChanged 585 SP:Iteration 7Q (4922.827552 sec): 3 clusters Score: Raw -1464393.105835 + Penalty 1880.289686 = -1462512.816149 nChanged 403 SP:Iteration 8Q (4922.862056 sec): 3 clusters Score: Raw -1464479.829207 + Penalty 1880.289686 = -1462599.539521 nChanged 322 SP:Iteration 9Q (4922.896458 sec): 3 clusters Score: Raw -1464532.382783 + Penalty 1880.289686 = -1462652.093097 nChanged 237 SP:Iteration 10Q (4922.931314 sec): 3 clusters Score: Raw -1464563.198170 + Penalty 1880.289686 = -1462682.908484 nChanged 162 SP:Iteration 11Q (4922.965868 sec): 3 clusters Score: Raw -1464582.673538 + Penalty 1880.289686 = -1462702.383852 nChanged 139 SP:Iteration 12Q (4923.000220 sec): 3 clusters Score: Raw -1464598.556763 + Penalty 1880.289686 = -1462718.267077 nChanged 134 SP:Iteration 13Q (4923.034744 sec): 3 clusters Score: Raw -1464611.200890 + Penalty 1880.289686 = -1462730.911204 nChanged 108 SP:Iteration 14Q (4923.069075 sec): 3 clusters Score: Raw -1464623.595964 + Penalty 1880.289686 = -1462743.306278 nChanged 126 SP:Iteration 15Q (4923.103605 sec): 3 clusters Score: Raw -1464636.940619 + Penalty 1880.289686 = -1462756.650933 nChanged 116 SP:Iteration 16Q (4923.138003 sec): 3 clusters Score: Raw -1464649.198414 + Penalty 1880.289686 = -1462768.908728 nChanged 116 SP:Iteration 17Q (4923.172475 sec): 3 clusters Score: Raw -1464659.543374 + Penalty 1880.289686 = -1462779.253687 nChanged 100 SP:Iteration 18Q (4923.207080 sec): 3 clusters Score: Raw -1464668.018613 + Penalty 1880.289686 = -1462787.728927 nChanged 99 SP:Iteration 19Q (4923.241362 sec): 3 clusters Score: Raw -1464676.442859 + Penalty 1880.289686 = -1462796.153173 nChanged 109 SP:Iteration 20F (4923.275846 sec): 3 clusters Score: Raw -1464687.541847 + Penalty 1880.289686 = -1462807.252161 nChanged 113 SP:Iteration 21Q (4923.310440 sec): 3 clusters Score: Raw -1464699.288252 + Penalty 1880.289686 = -1462818.998565 nChanged 116 SP:Iteration 22Q (4923.344792 sec): 3 clusters Score: Raw -1464712.736683 + Penalty 1880.289686 = -1462832.446997 nChanged 126 SP:Iteration 23Q (4923.379152 sec): 3 clusters Score: Raw -1464726.670406 + Penalty 1880.289686 = -1462846.380720 nChanged 114 SP:Iteration 24Q (4923.413697 sec): 3 clusters Score: Raw -1464738.074828 + Penalty 1880.289686 = -1462857.785142 nChanged 107 SP:Iteration 25Q (4923.447990 sec): 3 clusters Score: Raw -1464747.244544 + Penalty 1880.289686 = -1462866.954857 nChanged 110 SP:Iteration 26Q (4923.482163 sec): 3 clusters Score: Raw -1464757.974222 + Penalty 1880.289686 = -1462877.684536 nChanged 114 SP:Iteration 27Q (4923.516509 sec): 3 clusters Score: Raw -1464771.058128 + Penalty 1880.289686 = -1462890.768441 nChanged 135 SP:Iteration 28Q (4923.550748 sec): 3 clusters Score: Raw -1464786.179716 + Penalty 1880.289686 = -1462905.890029 nChanged 132 SP:Iteration 29Q (4923.585107 sec): 3 clusters Score: Raw -1464799.775244 + Penalty 1880.289686 = -1462919.485557 nChanged 123 SP:Iteration 30Q (4923.619326 sec): 3 clusters Score: Raw -1464813.275170 + Penalty 1880.289686 = -1462932.985484 nChanged 120 SP:Iteration 31Q (4923.653542 sec): 3 clusters Score: Raw -1464826.864253 + Penalty 1880.289686 = -1462946.574567 nChanged 120 SP:Iteration 32Q (4923.687798 sec): 3 clusters Score: Raw -1464838.354396 + Penalty 1880.289686 = -1462958.064709 nChanged 126 SP:Iteration 33Q (4923.721897 sec): 3 clusters Score: Raw -1464852.991317 + Penalty 1880.289686 = -1462972.701631 nChanged 143 SP:Iteration 34Q (4923.756251 sec): 3 clusters Score: Raw -1464871.103508 + Penalty 1880.289686 = -1462990.813821 nChanged 138 SP:Iteration 35Q (4923.790404 sec): 3 clusters Score: Raw -1464889.016066 + Penalty 1880.289686 = -1463008.726380 nChanged 150 SP:Iteration 36Q (4923.824435 sec): 3 clusters Score: Raw -1464908.541502 + Penalty 1880.289686 = -1463028.251816 nChanged 170 SP:Iteration 37Q (4923.858333 sec): 3 clusters Score: Raw -1464938.173692 + Penalty 1880.289686 = -1463057.884005 nChanged 216 SP:Iteration 38Q (4923.892418 sec): 3 clusters Score: Raw -1464978.766758 + Penalty 1880.289686 = -1463098.477072 nChanged 258 SP:Iteration 39Q (4923.926767 sec): 3 clusters Score: Raw -1465026.434407 + Penalty 1880.289686 = -1463146.144721 nChanged 281 SP:Iteration 40F (4923.960950 sec): 3 clusters Score: Raw -1465085.174136 + Penalty 1880.289686 = -1463204.884450 nChanged 282 SP:Iteration 41Q (4923.995060 sec): 3 clusters Score: Raw -1465144.297566 + Penalty 1880.289686 = -1463264.007880 nChanged 301 SP:Iteration 42Q (4924.029110 sec): 3 clusters Score: Raw -1465213.336029 + Penalty 1880.289686 = -1463333.046342 nChanged 346 SP:Iteration 43Q (4924.062487 sec): 3 clusters Score: Raw -1465305.309473 + Penalty 1880.289686 = -1463425.019787 nChanged 370 SP:Iteration 44Q (4924.096278 sec): 3 clusters Score: Raw -1465414.534324 + Penalty 1880.289686 = -1463534.244637 nChanged 437 SP:Iteration 45Q (4924.129635 sec): 3 clusters Score: Raw -1465552.657799 + Penalty 1880.289686 = -1463672.368113 nChanged 449 SP:Iteration 46Q (4924.163030 sec): 3 clusters Score: Raw -1465703.917116 + Penalty 1880.289686 = -1463823.627430 nChanged 460 SP:Iteration 47Q (4924.196058 sec): 3 clusters Score: Raw -1465876.405235 + Penalty 1880.289686 = -1463996.115549 nChanged 483 SP:Iteration 48Q (4924.229244 sec): 3 clusters Score: Raw -1466062.343399 + Penalty 1880.289686 = -1464182.053713 nChanged 479 SP:Iteration 49Q (4924.261971 sec): 3 clusters Score: Raw -1466266.750306 + Penalty 1880.289686 = -1464386.460620 nChanged 499 SP:Iteration 50Q (4924.294645 sec): 3 clusters Score: Raw -1466492.007527 + Penalty 1880.289686 = -1464611.717841 nChanged 469 SP:Iteration 51Q (4924.326967 sec): 3 clusters Score: Raw -1466710.942915 + Penalty 1880.289686 = -1464830.653228 nChanged 444 SP:Iteration 52Q (4924.358946 sec): 3 clusters Score: Raw -1466927.442560 + Penalty 1880.289686 = -1465047.152874 nChanged 415 SP:Iteration 53Q (4924.390783 sec): 3 clusters Score: Raw -1467118.807878 + Penalty 1880.289686 = -1465238.518191 nChanged 321 SP:Iteration 54Q (4924.422386 sec): 3 clusters Score: Raw -1467264.136202 + Penalty 1880.289686 = -1465383.846515 nChanged 274 SP:Iteration 55Q (4924.453526 sec): 3 clusters Score: Raw -1467388.767139 + Penalty 1880.289686 = -1465508.477453 nChanged 225 SP:Iteration 56Q (4924.484606 sec): 3 clusters Score: Raw -1467490.748044 + Penalty 1880.289686 = -1465610.458358 nChanged 167 SP:Iteration 57Q (4924.515247 sec): 3 clusters Score: Raw -1467554.623591 + Penalty 1880.289686 = -1465674.333905 nChanged 132 SP:Iteration 58Q (4924.546091 sec): 3 clusters Score: Raw -1467608.112091 + Penalty 1880.289686 = -1465727.822405 nChanged 113 SP:Iteration 59Q (4924.576544 sec): 3 clusters Score: Raw -1467664.558239 + Penalty 1880.289686 = -1465784.268552 nChanged 106 SP:Iteration 60F (4924.610444 sec): 3 clusters Score: Raw -1467731.294829 + Penalty 1880.289686 = -1465851.005143 nChanged 101 SP:Iteration 61Q (4924.641282 sec): 3 clusters Score: Raw -1467791.845831 + Penalty 1880.289686 = -1465911.556145 nChanged 80 SP:Iteration 62Q (4924.671466 sec): 3 clusters Score: Raw -1467834.108569 + Penalty 1880.289686 = -1465953.818883 nChanged 65 SP:Iteration 63Q (4924.701587 sec): 3 clusters Score: Raw -1467866.774384 + Penalty 1880.289686 = -1465986.484697 nChanged 65 SP:Iteration 64Q (4924.731508 sec): 3 clusters Score: Raw -1467918.667553 + Penalty 1880.289686 = -1466038.377866 nChanged 68 SP:Iteration 65Q (4924.761459 sec): 3 clusters Score: Raw -1467962.197623 + Penalty 1880.289686 = -1466081.907937 nChanged 52 SP:Iteration 66Q (4924.791501 sec): 3 clusters Score: Raw -1467992.337097 + Penalty 1880.289686 = -1466112.047411 nChanged 59 SP:Iteration 67Q (4924.821677 sec): 3 clusters Score: Raw -1468026.559827 + Penalty 1880.289686 = -1466146.270140 nChanged 51 SP:Iteration 68Q (4924.851557 sec): 3 clusters Score: Raw -1468056.002874 + Penalty 1880.289686 = -1466175.713187 nChanged 55 SP:Iteration 69Q (4924.881343 sec): 3 clusters Score: Raw -1468081.172127 + Penalty 1880.289686 = -1466200.882441 nChanged 34 SP:Iteration 70Q (4924.911170 sec): 3 clusters Score: Raw -1468094.716825 + Penalty 1880.289686 = -1466214.427139 nChanged 29 SP:Iteration 71Q (4924.940864 sec): 3 clusters Score: Raw -1468105.579096 + Penalty 1880.289686 = -1466225.289410 nChanged 30 SP:Iteration 72Q (4924.970636 sec): 3 clusters Score: Raw -1468116.002915 + Penalty 1880.289686 = -1466235.713229 nChanged 23 SP:Iteration 73Q (4925.000537 sec): 3 clusters Score: Raw -1468122.339358 + Penalty 1880.289686 = -1466242.049672 nChanged 27 SP:Iteration 74Q (4925.030292 sec): 3 clusters Score: Raw -1468130.703541 + Penalty 1880.289686 = -1466250.413855 nChanged 23 SP:Iteration 75Q (4925.060087 sec): 3 clusters Score: Raw -1468136.858499 + Penalty 1880.289686 = -1466256.568813 nChanged 17 SP:Iteration 76Q (4925.089860 sec): 3 clusters Score: Raw -1468141.261394 + Penalty 1880.289686 = -1466260.971707 nChanged 12 SP:Iteration 77Q (4925.119714 sec): 3 clusters Score: Raw -1468144.900488 + Penalty 1880.289686 = -1466264.610802 nChanged 13 SP:Iteration 78Q (4925.149524 sec): 3 clusters Score: Raw -1468148.708799 + Penalty 1880.289686 = -1466268.419113 nChanged 19 SP:Iteration 79Q (4925.179236 sec): 3 clusters Score: Raw -1468155.654549 + Penalty 1880.289686 = -1466275.364862 nChanged 23 SP:Iteration 80F (4925.213195 sec): 3 clusters Score: Raw -1468163.010942 + Penalty 1880.289686 = -1466282.721256 nChanged 23 SP:Iteration 81Q (4925.243362 sec): 3 clusters Score: Raw -1468171.608577 + Penalty 1880.289686 = -1466291.318891 nChanged 25 SP:Iteration 82Q (4925.273347 sec): 3 clusters Score: Raw -1468179.663371 + Penalty 1880.289686 = -1466299.373685 nChanged 26 SP:Iteration 83Q (4925.303165 sec): 3 clusters Score: Raw -1468188.065431 + Penalty 1880.289686 = -1466307.775745 nChanged 32 SP:Iteration 84Q (4925.333499 sec): 3 clusters Score: Raw -1468196.854674 + Penalty 1880.289686 = -1466316.564988 nChanged 27 SP:Iteration 85Q (4925.363343 sec): 3 clusters Score: Raw -1468204.307063 + Penalty 1880.289686 = -1466324.017377 nChanged 16 SP:Iteration 86Q (4925.393191 sec): 3 clusters Score: Raw -1468208.180316 + Penalty 1880.289686 = -1466327.890629 nChanged 18 SP:Iteration 87Q (4925.423115 sec): 3 clusters Score: Raw -1468211.791566 + Penalty 1880.289686 = -1466331.501880 nChanged 10 SP:Iteration 88Q (4925.453206 sec): 3 clusters Score: Raw -1468213.694190 + Penalty 1880.289686 = -1466333.404503 nChanged 5 SP:Iteration 89Q (4925.483270 sec): 3 clusters Score: Raw -1468214.791985 + Penalty 1880.289686 = -1466334.502299 nChanged 9 SP:Iteration 90Q (4925.513124 sec): 3 clusters Score: Raw -1468216.653493 + Penalty 1880.289686 = -1466336.363806 nChanged 8 SP:Iteration 91Q (4925.543087 sec): 3 clusters Score: Raw -1468218.344608 + Penalty 1880.289686 = -1466338.054922 nChanged 5 SP:Iteration 92Q (4925.572989 sec): 3 clusters Score: Raw -1468219.499185 + Penalty 1880.289686 = -1466339.209499 nChanged 4 SP:Iteration 93Q (4925.602771 sec): 3 clusters Score: Raw -1468220.157668 + Penalty 1880.289686 = -1466339.867981 nChanged 2 SP:Iteration 94Q (4925.632736 sec): 3 clusters Score: Raw -1468220.409291 + Penalty 1880.289686 = -1466340.119605 nChanged 2 SP:Iteration 95Q (4925.662515 sec): 3 clusters Score: Raw -1468221.059419 + Penalty 1880.289686 = -1466340.769732 nChanged 3 SP:Iteration 96Q (4925.692397 sec): 3 clusters Score: Raw -1468221.704455 + Penalty 1880.289686 = -1466341.414769 nChanged 2 SP:Iteration 97Q (4925.722174 sec): 3 clusters Score: Raw -1468221.944371 + Penalty 1880.289686 = -1466341.654684 nChanged 0 SP:Iteration 98F (4925.756176 sec): 3 clusters Score: Raw -1468221.944371 + Penalty 1880.289686 = -1466341.654684 nChanged 0 Trying to split cluster 7 (15313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4925.783415 sec): 2 clusters Score: Raw -1192393.812586 + Penalty 915.463455 = -1191478.349131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4925.839453 sec): 3 clusters Score: Raw -1183054.446151 + Penalty 1830.926910 = -1181223.519241 nChanged 6932 SP:Iteration 1F (4925.869886 sec): 3 clusters Score: Raw -1187229.892798 + Penalty 1830.926910 = -1185398.965888 nChanged 1092 SP:Iteration 2F (4925.901280 sec): 3 clusters Score: Raw -1187810.267120 + Penalty 1830.926910 = -1185979.340210 nChanged 1092 SP:Iteration 3F (4925.932379 sec): 3 clusters Score: Raw -1188514.293515 + Penalty 1830.926910 = -1186683.366606 nChanged 1109 SP:Iteration 4F (4925.963579 sec): 3 clusters Score: Raw -1189369.781828 + Penalty 1830.926910 = -1187538.854919 nChanged 1075 SP:Iteration 5F (4925.994918 sec): 3 clusters Score: Raw -1190241.072126 + Penalty 1830.926910 = -1188410.145216 nChanged 843 SP:Iteration 6F (4926.026061 sec): 3 clusters Score: Raw -1190952.773821 + Penalty 1830.926910 = -1189121.846911 nChanged 631 SP:Iteration 7Q (4926.057367 sec): 3 clusters Score: Raw -1191537.105397 + Penalty 1830.926910 = -1189706.178487 nChanged 422 SP:Iteration 8Q (4926.087918 sec): 3 clusters Score: Raw -1191986.901019 + Penalty 1830.926910 = -1190155.974110 nChanged 322 SP:Iteration 9Q (4926.140542 sec): 3 clusters Score: Raw -1192304.134265 + Penalty 1830.926910 = -1190473.207355 nChanged 228 SP:Iteration 10Q (4926.169422 sec): 3 clusters Score: Raw -1192476.609433 + Penalty 1830.926910 = -1190645.682523 nChanged 148 SP:Iteration 11Q (4926.198208 sec): 3 clusters Score: Raw -1192556.801914 + Penalty 1830.926910 = -1190725.875005 nChanged 93 SP:Iteration 12Q (4926.226997 sec): 3 clusters Score: Raw -1192594.871732 + Penalty 1830.926910 = -1190763.944822 nChanged 65 SP:Iteration 13Q (4926.255629 sec): 3 clusters Score: Raw -1192621.859956 + Penalty 1830.926910 = -1190790.933046 nChanged 60 SP:Iteration 14Q (4926.294378 sec): 3 clusters Score: Raw -1192650.768591 + Penalty 1830.926910 = -1190819.841681 nChanged 63 SP:Iteration 15Q (4926.322432 sec): 3 clusters Score: Raw -1192678.946445 + Penalty 1830.926910 = -1190848.019535 nChanged 50 SP:Iteration 16Q (4926.367446 sec): 3 clusters Score: Raw -1192698.645590 + Penalty 1830.926910 = -1190867.718681 nChanged 42 SP:Iteration 17Q (4926.395689 sec): 3 clusters Score: Raw -1192709.263111 + Penalty 1830.926910 = -1190878.336201 nChanged 35 SP:Iteration 18Q (4926.424010 sec): 3 clusters Score: Raw -1192716.346639 + Penalty 1830.926910 = -1190885.419729 nChanged 24 SP:Iteration 19Q (4926.452571 sec): 3 clusters Score: Raw -1192722.287996 + Penalty 1830.926910 = -1190891.361086 nChanged 22 SP:Iteration 20F (4926.483676 sec): 3 clusters Score: Raw -1192727.759262 + Penalty 1830.926910 = -1190896.832352 nChanged 15 SP:Iteration 21Q (4926.511733 sec): 3 clusters Score: Raw -1192732.843684 + Penalty 1830.926910 = -1190901.916775 nChanged 15 SP:Iteration 22Q (4926.540134 sec): 3 clusters Score: Raw -1192736.723051 + Penalty 1830.926910 = -1190905.796141 nChanged 12 SP:Iteration 23Q (4926.568478 sec): 3 clusters Score: Raw -1192739.849826 + Penalty 1830.926910 = -1190908.922916 nChanged 12 SP:Iteration 24Q (4926.596856 sec): 3 clusters Score: Raw -1192742.308475 + Penalty 1830.926910 = -1190911.381565 nChanged 10 SP:Iteration 25Q (4926.625103 sec): 3 clusters Score: Raw -1192744.166985 + Penalty 1830.926910 = -1190913.240075 nChanged 7 SP:Iteration 26Q (4926.653490 sec): 3 clusters Score: Raw -1192745.404864 + Penalty 1830.926910 = -1190914.477955 nChanged 3 SP:Iteration 27Q (4926.681671 sec): 3 clusters Score: Raw -1192745.938011 + Penalty 1830.926910 = -1190915.011101 nChanged 2 SP:Iteration 28Q (4926.709924 sec): 3 clusters Score: Raw -1192746.405280 + Penalty 1830.926910 = -1190915.478371 nChanged 6 SP:Iteration 29Q (4926.738233 sec): 3 clusters Score: Raw -1192747.137621 + Penalty 1830.926910 = -1190916.210711 nChanged 4 SP:Iteration 30Q (4926.766510 sec): 3 clusters Score: Raw -1192748.178300 + Penalty 1830.926910 = -1190917.251390 nChanged 2 SP:Iteration 31Q (4926.794912 sec): 3 clusters Score: Raw -1192748.364174 + Penalty 1830.926910 = -1190917.437264 nChanged 2 SP:Iteration 32Q (4926.823011 sec): 3 clusters Score: Raw -1192748.645294 + Penalty 1830.926910 = -1190917.718384 nChanged 2 SP:Iteration 33Q (4926.851146 sec): 3 clusters Score: Raw -1192748.983333 + Penalty 1830.926910 = -1190918.056424 nChanged 2 SP:Iteration 34Q (4926.879447 sec): 3 clusters Score: Raw -1192749.257801 + Penalty 1830.926910 = -1190918.330891 nChanged 0 SP:Iteration 35F (4926.910754 sec): 3 clusters Score: Raw -1192749.257801 + Penalty 1830.926910 = -1190918.330891 nChanged 0 Trying to split cluster 8 (41207 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4926.962788 sec): 2 clusters Score: Raw -2888292.073659 + Penalty 1009.504525 = -2887282.569133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4927.028079 sec): 3 clusters Score: Raw -2861895.786793 + Penalty 2019.009051 = -2859876.777742 nChanged 19588 SP:Iteration 1F (4927.087759 sec): 3 clusters Score: Raw -2873669.277288 + Penalty 2019.009051 = -2871650.268238 nChanged 2024 SP:Iteration 2Q (4927.149885 sec): 3 clusters Score: Raw -2874369.079019 + Penalty 2019.009051 = -2872350.069969 nChanged 2034 SP:Iteration 3Q (4927.211215 sec): 3 clusters Score: Raw -2875136.592959 + Penalty 2019.009051 = -2873117.583909 nChanged 2046 SP:Iteration 4Q (4927.272583 sec): 3 clusters Score: Raw -2876015.020263 + Penalty 2019.009051 = -2873996.011212 nChanged 2155 SP:Iteration 5F (4927.331379 sec): 3 clusters Score: Raw -2877096.668602 + Penalty 2019.009051 = -2875077.659552 nChanged 2219 SP:Iteration 6F (4927.390522 sec): 3 clusters Score: Raw -2878448.963951 + Penalty 2019.009051 = -2876429.954900 nChanged 2238 SP:Iteration 7F (4927.450001 sec): 3 clusters Score: Raw -2880014.772607 + Penalty 2019.009051 = -2877995.763557 nChanged 2146 SP:Iteration 8F (4927.509230 sec): 3 clusters Score: Raw -2881496.332794 + Penalty 2019.009051 = -2879477.323743 nChanged 1796 SP:Iteration 9Q (4927.570515 sec): 3 clusters Score: Raw -2882526.613381 + Penalty 2019.009051 = -2880507.604330 nChanged 1357 SP:Iteration 10Q (4927.630079 sec): 3 clusters Score: Raw -2883065.913489 + Penalty 2019.009051 = -2881046.904439 nChanged 958 SP:Iteration 11Q (4927.689383 sec): 3 clusters Score: Raw -2883392.238668 + Penalty 2019.009051 = -2881373.229618 nChanged 797 SP:Iteration 12Q (4927.747895 sec): 3 clusters Score: Raw -2883647.962260 + Penalty 2019.009051 = -2881628.953210 nChanged 693 SP:Iteration 13Q (4927.805656 sec): 3 clusters Score: Raw -2883848.899209 + Penalty 2019.009051 = -2881829.890158 nChanged 622 SP:Iteration 14Q (4927.863312 sec): 3 clusters Score: Raw -2884037.048033 + Penalty 2019.009051 = -2882018.038982 nChanged 668 SP:Iteration 15Q (4927.920722 sec): 3 clusters Score: Raw -2884235.616074 + Penalty 2019.009051 = -2882216.607023 nChanged 668 SP:Iteration 16Q (4927.978127 sec): 3 clusters Score: Raw -2884445.440747 + Penalty 2019.009051 = -2882426.431697 nChanged 707 SP:Iteration 17Q (4928.034533 sec): 3 clusters Score: Raw -2884689.977260 + Penalty 2019.009051 = -2882670.968210 nChanged 714 SP:Iteration 18Q (4928.091574 sec): 3 clusters Score: Raw -2884952.455470 + Penalty 2019.009051 = -2882933.446420 nChanged 713 SP:Iteration 19Q (4928.147157 sec): 3 clusters Score: Raw -2885233.675422 + Penalty 2019.009051 = -2883214.666372 nChanged 743 SP:Iteration 20F (4928.205447 sec): 3 clusters Score: Raw -2885550.940240 + Penalty 2019.009051 = -2883531.931190 nChanged 711 SP:Iteration 21Q (4928.261544 sec): 3 clusters Score: Raw -2885869.821882 + Penalty 2019.009051 = -2883850.812831 nChanged 661 SP:Iteration 22Q (4928.316169 sec): 3 clusters Score: Raw -2886186.909461 + Penalty 2019.009051 = -2884167.900411 nChanged 618 SP:Iteration 23Q (4928.370012 sec): 3 clusters Score: Raw -2886495.613553 + Penalty 2019.009051 = -2884476.604502 nChanged 541 SP:Iteration 24Q (4928.423319 sec): 3 clusters Score: Raw -2886767.213625 + Penalty 2019.009051 = -2884748.204575 nChanged 493 SP:Iteration 25Q (4928.476121 sec): 3 clusters Score: Raw -2887032.533861 + Penalty 2019.009051 = -2885013.524810 nChanged 424 SP:Iteration 26Q (4928.528221 sec): 3 clusters Score: Raw -2887264.000223 + Penalty 2019.009051 = -2885244.991172 nChanged 362 SP:Iteration 27Q (4928.579464 sec): 3 clusters Score: Raw -2887472.327323 + Penalty 2019.009051 = -2885453.318272 nChanged 313 SP:Iteration 28Q (4928.630551 sec): 3 clusters Score: Raw -2887653.540401 + Penalty 2019.009051 = -2885634.531351 nChanged 247 SP:Iteration 29Q (4928.681142 sec): 3 clusters Score: Raw -2887822.572588 + Penalty 2019.009051 = -2885803.563538 nChanged 194 SP:Iteration 30Q (4928.731575 sec): 3 clusters Score: Raw -2887968.678426 + Penalty 2019.009051 = -2885949.669375 nChanged 165 SP:Iteration 31Q (4928.781170 sec): 3 clusters Score: Raw -2888084.091391 + Penalty 2019.009051 = -2886065.082340 nChanged 123 SP:Iteration 32Q (4928.830734 sec): 3 clusters Score: Raw -2888156.032454 + Penalty 2019.009051 = -2886137.023404 nChanged 104 SP:Iteration 33Q (4928.880099 sec): 3 clusters Score: Raw -2888211.716246 + Penalty 2019.009051 = -2886192.707196 nChanged 89 SP:Iteration 34Q (4928.929361 sec): 3 clusters Score: Raw -2888252.849164 + Penalty 2019.009051 = -2886233.840114 nChanged 70 SP:Iteration 35Q (4928.978619 sec): 3 clusters Score: Raw -2888286.910918 + Penalty 2019.009051 = -2886267.901867 nChanged 47 SP:Iteration 36Q (4929.028240 sec): 3 clusters Score: Raw -2888304.171225 + Penalty 2019.009051 = -2886285.162174 nChanged 28 SP:Iteration 37Q (4929.077456 sec): 3 clusters Score: Raw -2888314.579814 + Penalty 2019.009051 = -2886295.570763 nChanged 29 SP:Iteration 38Q (4929.159694 sec): 3 clusters Score: Raw -2888327.825711 + Penalty 2019.009051 = -2886308.816660 nChanged 35 SP:Iteration 39Q (4929.212240 sec): 3 clusters Score: Raw -2888340.574560 + Penalty 2019.009051 = -2886321.565509 nChanged 30 SP:Iteration 40F (4929.270211 sec): 3 clusters Score: Raw -2888351.851997 + Penalty 2019.009051 = -2886332.842947 nChanged 27 SP:Iteration 41Q (4929.320882 sec): 3 clusters Score: Raw -2888361.758709 + Penalty 2019.009051 = -2886342.749659 nChanged 24 SP:Iteration 42Q (4929.370947 sec): 3 clusters Score: Raw -2888371.715645 + Penalty 2019.009051 = -2886352.706595 nChanged 28 SP:Iteration 43Q (4929.420341 sec): 3 clusters Score: Raw -2888384.466636 + Penalty 2019.009051 = -2886365.457585 nChanged 29 SP:Iteration 44Q (4929.470320 sec): 3 clusters Score: Raw -2888397.373041 + Penalty 2019.009051 = -2886378.363991 nChanged 21 SP:Iteration 45Q (4929.520458 sec): 3 clusters Score: Raw -2888404.883779 + Penalty 2019.009051 = -2886385.874729 nChanged 15 SP:Iteration 46Q (4929.569994 sec): 3 clusters Score: Raw -2888411.482477 + Penalty 2019.009051 = -2886392.473426 nChanged 10 SP:Iteration 47Q (4929.620397 sec): 3 clusters Score: Raw -2888416.498512 + Penalty 2019.009051 = -2886397.489461 nChanged 9 SP:Iteration 48Q (4929.669792 sec): 3 clusters Score: Raw -2888422.327968 + Penalty 2019.009051 = -2886403.318917 nChanged 12 SP:Iteration 49Q (4929.719110 sec): 3 clusters Score: Raw -2888427.601292 + Penalty 2019.009051 = -2886408.592242 nChanged 9 SP:Iteration 50Q (4929.769090 sec): 3 clusters Score: Raw -2888431.208557 + Penalty 2019.009051 = -2886412.199507 nChanged 15 SP:Iteration 51Q (4929.818359 sec): 3 clusters Score: Raw -2888437.693208 + Penalty 2019.009051 = -2886418.684157 nChanged 16 SP:Iteration 52Q (4929.867135 sec): 3 clusters Score: Raw -2888443.836050 + Penalty 2019.009051 = -2886424.826999 nChanged 11 SP:Iteration 53Q (4929.916581 sec): 3 clusters Score: Raw -2888447.387866 + Penalty 2019.009051 = -2886428.378816 nChanged 7 SP:Iteration 54Q (4929.965976 sec): 3 clusters Score: Raw -2888451.181084 + Penalty 2019.009051 = -2886432.172034 nChanged 6 SP:Iteration 55Q (4930.015407 sec): 3 clusters Score: Raw -2888453.766714 + Penalty 2019.009051 = -2886434.757663 nChanged 5 SP:Iteration 56Q (4930.065113 sec): 3 clusters Score: Raw -2888455.420971 + Penalty 2019.009051 = -2886436.411921 nChanged 5 SP:Iteration 57Q (4930.114779 sec): 3 clusters Score: Raw -2888457.593698 + Penalty 2019.009051 = -2886438.584647 nChanged 5 SP:Iteration 58Q (4930.164188 sec): 3 clusters Score: Raw -2888459.095826 + Penalty 2019.009051 = -2886440.086776 nChanged 3 SP:Iteration 59Q (4930.213278 sec): 3 clusters Score: Raw -2888460.266695 + Penalty 2019.009051 = -2886441.257644 nChanged 3 SP:Iteration 60F (4930.270783 sec): 3 clusters Score: Raw -2888461.637068 + Penalty 2019.009051 = -2886442.628017 nChanged 3 SP:Iteration 61Q (4930.321417 sec): 3 clusters Score: Raw -2888462.433731 + Penalty 2019.009051 = -2886443.424680 nChanged 2 SP:Iteration 62Q (4930.370782 sec): 3 clusters Score: Raw -2888462.711318 + Penalty 2019.009051 = -2886443.702268 nChanged 1 SP:Iteration 63Q (4930.419912 sec): 3 clusters Score: Raw -2888463.421713 + Penalty 2019.009051 = -2886444.412662 nChanged 2 SP:Iteration 64Q (4930.469242 sec): 3 clusters Score: Raw -2888464.206308 + Penalty 2019.009051 = -2886445.197258 nChanged 2 SP:Iteration 65Q (4930.518383 sec): 3 clusters Score: Raw -2888465.392182 + Penalty 2019.009051 = -2886446.383131 nChanged 6 SP:Iteration 66Q (4930.567838 sec): 3 clusters Score: Raw -2888467.980303 + Penalty 2019.009051 = -2886448.971252 nChanged 3 SP:Iteration 67Q (4930.617034 sec): 3 clusters Score: Raw -2888471.434001 + Penalty 2019.009051 = -2886452.424951 nChanged 7 SP:Iteration 68Q (4930.666348 sec): 3 clusters Score: Raw -2888476.911119 + Penalty 2019.009051 = -2886457.902068 nChanged 9 SP:Iteration 69Q (4930.715732 sec): 3 clusters Score: Raw -2888482.397151 + Penalty 2019.009051 = -2886463.388101 nChanged 6 SP:Iteration 70Q (4930.765067 sec): 3 clusters Score: Raw -2888487.164609 + Penalty 2019.009051 = -2886468.155559 nChanged 10 SP:Iteration 71Q (4930.813958 sec): 3 clusters Score: Raw -2888494.322526 + Penalty 2019.009051 = -2886475.313475 nChanged 7 SP:Iteration 72Q (4930.863132 sec): 3 clusters Score: Raw -2888498.263299 + Penalty 2019.009051 = -2886479.254249 nChanged 5 SP:Iteration 73Q (4930.912212 sec): 3 clusters Score: Raw -2888501.988225 + Penalty 2019.009051 = -2886482.979174 nChanged 6 SP:Iteration 74Q (4930.961561 sec): 3 clusters Score: Raw -2888504.978376 + Penalty 2019.009051 = -2886485.969325 nChanged 7 SP:Iteration 75Q (4931.010751 sec): 3 clusters Score: Raw -2888508.418881 + Penalty 2019.009051 = -2886489.409830 nChanged 4 SP:Iteration 76Q (4931.059931 sec): 3 clusters Score: Raw -2888510.230376 + Penalty 2019.009051 = -2886491.221325 nChanged 2 SP:Iteration 77Q (4931.108915 sec): 3 clusters Score: Raw -2888510.824523 + Penalty 2019.009051 = -2886491.815472 nChanged 0 SP:Iteration 78F (4931.166523 sec): 3 clusters Score: Raw -2888510.824523 + Penalty 2019.009051 = -2886491.815472 nChanged 0 Trying to split cluster 9 (24886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4931.193960 sec): 2 clusters Score: Raw -1873293.668566 + Penalty 961.595764 = -1872332.072802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4931.236077 sec): 3 clusters Score: Raw -1857784.471855 + Penalty 1923.191528 = -1855861.280326 nChanged 11602 SP:Iteration 1F (4931.275354 sec): 3 clusters Score: Raw -1864222.830741 + Penalty 1923.191528 = -1862299.639212 nChanged 1139 SP:Iteration 2Q (4931.316066 sec): 3 clusters Score: Raw -1864572.992767 + Penalty 1923.191528 = -1862649.801239 nChanged 1087 SP:Iteration 3Q (4931.356831 sec): 3 clusters Score: Raw -1864915.890591 + Penalty 1923.191528 = -1862992.699063 nChanged 1012 SP:Iteration 4Q (4931.397120 sec): 3 clusters Score: Raw -1865245.101254 + Penalty 1923.191528 = -1863321.909726 nChanged 1053 SP:Iteration 5Q (4931.437604 sec): 3 clusters Score: Raw -1865618.456699 + Penalty 1923.191528 = -1863695.265170 nChanged 1063 SP:Iteration 6Q (4931.477947 sec): 3 clusters Score: Raw -1866055.724472 + Penalty 1923.191528 = -1864132.532944 nChanged 1167 SP:Iteration 7Q (4931.518594 sec): 3 clusters Score: Raw -1866610.041051 + Penalty 1923.191528 = -1864686.849523 nChanged 1216 SP:Iteration 8Q (4931.558828 sec): 3 clusters Score: Raw -1867261.564863 + Penalty 1923.191528 = -1865338.373334 nChanged 1281 SP:Iteration 9F (4931.598213 sec): 3 clusters Score: Raw -1868032.897477 + Penalty 1923.191528 = -1866109.705949 nChanged 1268 SP:Iteration 10F (4931.637775 sec): 3 clusters Score: Raw -1868830.005205 + Penalty 1923.191528 = -1866906.813677 nChanged 1116 SP:Iteration 11Q (4931.678328 sec): 3 clusters Score: Raw -1869510.990770 + Penalty 1923.191528 = -1867587.799242 nChanged 988 SP:Iteration 12Q (4931.717940 sec): 3 clusters Score: Raw -1870028.014496 + Penalty 1923.191528 = -1868104.822967 nChanged 740 SP:Iteration 13Q (4931.757398 sec): 3 clusters Score: Raw -1870326.541525 + Penalty 1923.191528 = -1868403.349996 nChanged 550 SP:Iteration 14Q (4931.796487 sec): 3 clusters Score: Raw -1870525.622749 + Penalty 1923.191528 = -1868602.431220 nChanged 455 SP:Iteration 15Q (4931.835693 sec): 3 clusters Score: Raw -1870689.462359 + Penalty 1923.191528 = -1868766.270831 nChanged 417 SP:Iteration 16Q (4931.874119 sec): 3 clusters Score: Raw -1870851.538730 + Penalty 1923.191528 = -1868928.347202 nChanged 451 SP:Iteration 17Q (4931.912858 sec): 3 clusters Score: Raw -1871043.557352 + Penalty 1923.191528 = -1869120.365824 nChanged 467 SP:Iteration 18Q (4931.951321 sec): 3 clusters Score: Raw -1871243.503629 + Penalty 1923.191528 = -1869320.312101 nChanged 466 SP:Iteration 19Q (4931.989900 sec): 3 clusters Score: Raw -1871435.253495 + Penalty 1923.191528 = -1869512.061966 nChanged 405 SP:Iteration 20F (4932.029163 sec): 3 clusters Score: Raw -1871588.147158 + Penalty 1923.191528 = -1869664.955630 nChanged 379 SP:Iteration 21Q (4932.067603 sec): 3 clusters Score: Raw -1871725.026389 + Penalty 1923.191528 = -1869801.834861 nChanged 351 SP:Iteration 22Q (4932.105515 sec): 3 clusters Score: Raw -1871868.514225 + Penalty 1923.191528 = -1869945.322696 nChanged 366 SP:Iteration 23Q (4932.143400 sec): 3 clusters Score: Raw -1872007.037222 + Penalty 1923.191528 = -1870083.845694 nChanged 317 SP:Iteration 24Q (4932.181004 sec): 3 clusters Score: Raw -1872130.099992 + Penalty 1923.191528 = -1870206.908463 nChanged 310 SP:Iteration 25Q (4932.218473 sec): 3 clusters Score: Raw -1872241.752858 + Penalty 1923.191528 = -1870318.561330 nChanged 292 SP:Iteration 26Q (4932.255815 sec): 3 clusters Score: Raw -1872338.314274 + Penalty 1923.191528 = -1870415.122746 nChanged 243 SP:Iteration 27Q (4932.292984 sec): 3 clusters Score: Raw -1872412.502862 + Penalty 1923.191528 = -1870489.311334 nChanged 220 SP:Iteration 28Q (4932.330048 sec): 3 clusters Score: Raw -1872470.106595 + Penalty 1923.191528 = -1870546.915067 nChanged 205 SP:Iteration 29Q (4932.366912 sec): 3 clusters Score: Raw -1872524.423034 + Penalty 1923.191528 = -1870601.231506 nChanged 192 SP:Iteration 30Q (4932.403649 sec): 3 clusters Score: Raw -1872576.220565 + Penalty 1923.191528 = -1870653.029036 nChanged 198 SP:Iteration 31Q (4932.440500 sec): 3 clusters Score: Raw -1872626.865061 + Penalty 1923.191528 = -1870703.673533 nChanged 197 SP:Iteration 32Q (4932.477083 sec): 3 clusters Score: Raw -1872678.098774 + Penalty 1923.191528 = -1870754.907245 nChanged 183 SP:Iteration 33Q (4932.513681 sec): 3 clusters Score: Raw -1872724.444326 + Penalty 1923.191528 = -1870801.252797 nChanged 174 SP:Iteration 34Q (4932.550225 sec): 3 clusters Score: Raw -1872768.562895 + Penalty 1923.191528 = -1870845.371366 nChanged 159 SP:Iteration 35Q (4932.586801 sec): 3 clusters Score: Raw -1872814.293833 + Penalty 1923.191528 = -1870891.102304 nChanged 134 SP:Iteration 36Q (4932.623075 sec): 3 clusters Score: Raw -1872849.498138 + Penalty 1923.191528 = -1870926.306610 nChanged 143 SP:Iteration 37Q (4932.659548 sec): 3 clusters Score: Raw -1872887.608533 + Penalty 1923.191528 = -1870964.417005 nChanged 158 SP:Iteration 38Q (4932.695847 sec): 3 clusters Score: Raw -1872936.402128 + Penalty 1923.191528 = -1871013.210600 nChanged 143 SP:Iteration 39Q (4932.732035 sec): 3 clusters Score: Raw -1872980.690777 + Penalty 1923.191528 = -1871057.499249 nChanged 156 SP:Iteration 40F (4932.771381 sec): 3 clusters Score: Raw -1873031.786694 + Penalty 1923.191528 = -1871108.595166 nChanged 146 SP:Iteration 41Q (4932.808071 sec): 3 clusters Score: Raw -1873078.110771 + Penalty 1923.191528 = -1871154.919243 nChanged 122 SP:Iteration 42Q (4932.843997 sec): 3 clusters Score: Raw -1873111.144703 + Penalty 1923.191528 = -1871187.953174 nChanged 103 SP:Iteration 43Q (4932.880153 sec): 3 clusters Score: Raw -1873138.117907 + Penalty 1923.191528 = -1871214.926378 nChanged 111 SP:Iteration 44Q (4932.916016 sec): 3 clusters Score: Raw -1873169.554639 + Penalty 1923.191528 = -1871246.363110 nChanged 112 SP:Iteration 45Q (4932.951874 sec): 3 clusters Score: Raw -1873199.458396 + Penalty 1923.191528 = -1871276.266868 nChanged 101 SP:Iteration 46Q (4932.987806 sec): 3 clusters Score: Raw -1873226.803747 + Penalty 1923.191528 = -1871303.612219 nChanged 99 SP:Iteration 47Q (4933.023572 sec): 3 clusters Score: Raw -1873255.013879 + Penalty 1923.191528 = -1871331.822350 nChanged 99 SP:Iteration 48Q (4933.059218 sec): 3 clusters Score: Raw -1873284.709043 + Penalty 1923.191528 = -1871361.517515 nChanged 103 SP:Iteration 49Q (4933.094897 sec): 3 clusters Score: Raw -1873316.540502 + Penalty 1923.191528 = -1871393.348974 nChanged 86 SP:Iteration 50Q (4933.130506 sec): 3 clusters Score: Raw -1873341.712384 + Penalty 1923.191528 = -1871418.520856 nChanged 73 SP:Iteration 51Q (4933.165983 sec): 3 clusters Score: Raw -1873364.320871 + Penalty 1923.191528 = -1871441.129342 nChanged 69 SP:Iteration 52Q (4933.201357 sec): 3 clusters Score: Raw -1873384.312219 + Penalty 1923.191528 = -1871461.120691 nChanged 53 SP:Iteration 53Q (4933.236812 sec): 3 clusters Score: Raw -1873399.884214 + Penalty 1923.191528 = -1871476.692685 nChanged 47 SP:Iteration 54Q (4933.272183 sec): 3 clusters Score: Raw -1873414.778946 + Penalty 1923.191528 = -1871491.587417 nChanged 44 SP:Iteration 55Q (4933.307509 sec): 3 clusters Score: Raw -1873430.273905 + Penalty 1923.191528 = -1871507.082377 nChanged 35 SP:Iteration 56Q (4933.342821 sec): 3 clusters Score: Raw -1873442.459442 + Penalty 1923.191528 = -1871519.267914 nChanged 45 SP:Iteration 57Q (4933.378112 sec): 3 clusters Score: Raw -1873456.396657 + Penalty 1923.191528 = -1871533.205129 nChanged 41 SP:Iteration 58Q (4933.413323 sec): 3 clusters Score: Raw -1873468.445596 + Penalty 1923.191528 = -1871545.254068 nChanged 38 SP:Iteration 59Q (4933.448576 sec): 3 clusters Score: Raw -1873478.105496 + Penalty 1923.191528 = -1871554.913968 nChanged 29 SP:Iteration 60F (4933.487603 sec): 3 clusters Score: Raw -1873485.635187 + Penalty 1923.191528 = -1871562.443658 nChanged 23 SP:Iteration 61Q (4933.523252 sec): 3 clusters Score: Raw -1873491.335033 + Penalty 1923.191528 = -1871568.143505 nChanged 22 SP:Iteration 62Q (4933.558355 sec): 3 clusters Score: Raw -1873496.877968 + Penalty 1923.191528 = -1871573.686440 nChanged 15 SP:Iteration 63Q (4933.593497 sec): 3 clusters Score: Raw -1873501.540072 + Penalty 1923.191528 = -1871578.348544 nChanged 20 SP:Iteration 64Q (4933.628519 sec): 3 clusters Score: Raw -1873505.899885 + Penalty 1923.191528 = -1871582.708357 nChanged 15 SP:Iteration 65Q (4933.663595 sec): 3 clusters Score: Raw -1873510.065234 + Penalty 1923.191528 = -1871586.873706 nChanged 17 SP:Iteration 66Q (4933.698675 sec): 3 clusters Score: Raw -1873515.550717 + Penalty 1923.191528 = -1871592.359189 nChanged 17 SP:Iteration 67Q (4933.733764 sec): 3 clusters Score: Raw -1873519.036882 + Penalty 1923.191528 = -1871595.845354 nChanged 19 SP:Iteration 68Q (4933.768663 sec): 3 clusters Score: Raw -1873522.886866 + Penalty 1923.191528 = -1871599.695338 nChanged 14 SP:Iteration 69Q (4933.803785 sec): 3 clusters Score: Raw -1873525.436313 + Penalty 1923.191528 = -1871602.244785 nChanged 13 SP:Iteration 70Q (4933.838755 sec): 3 clusters Score: Raw -1873527.344836 + Penalty 1923.191528 = -1871604.153308 nChanged 13 SP:Iteration 71Q (4933.873862 sec): 3 clusters Score: Raw -1873529.371827 + Penalty 1923.191528 = -1871606.180299 nChanged 11 SP:Iteration 72Q (4933.908817 sec): 3 clusters Score: Raw -1873531.820217 + Penalty 1923.191528 = -1871608.628689 nChanged 13 SP:Iteration 73Q (4933.943779 sec): 3 clusters Score: Raw -1873534.356892 + Penalty 1923.191528 = -1871611.165364 nChanged 12 SP:Iteration 74Q (4933.978706 sec): 3 clusters Score: Raw -1873536.733360 + Penalty 1923.191528 = -1871613.541832 nChanged 12 SP:Iteration 75Q (4934.013681 sec): 3 clusters Score: Raw -1873538.853703 + Penalty 1923.191528 = -1871615.662175 nChanged 5 SP:Iteration 76Q (4934.048705 sec): 3 clusters Score: Raw -1873539.701110 + Penalty 1923.191528 = -1871616.509582 nChanged 3 SP:Iteration 77Q (4934.083807 sec): 3 clusters Score: Raw -1873540.304362 + Penalty 1923.191528 = -1871617.112834 nChanged 4 SP:Iteration 78Q (4934.118695 sec): 3 clusters Score: Raw -1873540.729191 + Penalty 1923.191528 = -1871617.537663 nChanged 2 SP:Iteration 79Q (4934.153646 sec): 3 clusters Score: Raw -1873540.854781 + Penalty 1923.191528 = -1871617.663253 nChanged 0 SP:Iteration 80F (4934.192753 sec): 3 clusters Score: Raw -1873540.854781 + Penalty 1923.191528 = -1871617.663253 nChanged 0 Trying to split cluster 10 (328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4934.205164 sec): 2 clusters Score: Raw -14396.702630 + Penalty 550.336293 = -13846.366337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4934.207118 sec): 3 clusters Score: Raw -14407.499055 + Penalty 1100.672586 = -13306.826470 nChanged 97 SP:Iteration 1F (4934.208836 sec): 3 clusters Score: Raw -14563.999370 + Penalty 1100.672586 = -13463.326785 nChanged 22 SP:Iteration 2F (4934.210563 sec): 3 clusters Score: Raw -14595.260511 + Penalty 1100.672586 = -13494.587925 nChanged 9 SP:Iteration 3Q (4934.212246 sec): 3 clusters Score: Raw -14611.119255 + Penalty 1100.672586 = -13510.446669 nChanged 9 SP:Iteration 4Q (4934.213927 sec): 3 clusters Score: Raw -14629.398349 + Penalty 1100.672586 = -13528.725763 nChanged 8 SP:Iteration 5Q (4934.215628 sec): 3 clusters Score: Raw -14645.215763 + Penalty 1100.672586 = -13544.543177 nChanged 7 SP:Iteration 6Q (4934.217291 sec): 3 clusters Score: Raw -14655.939986 + Penalty 1100.672586 = -13555.267400 nChanged 2 SP:Iteration 7Q (4934.218963 sec): 3 clusters Score: Raw -14658.077362 + Penalty 1100.672586 = -13557.404776 nChanged 4 SP:Iteration 8Q (4934.220628 sec): 3 clusters Score: Raw -14662.634879 + Penalty 1100.672586 = -13561.962293 nChanged 2 SP:Iteration 9Q (4934.222294 sec): 3 clusters Score: Raw -14664.502773 + Penalty 1100.672586 = -13563.830188 nChanged 1 SP:Iteration 10Q (4934.224025 sec): 3 clusters Score: Raw -14665.040006 + Penalty 1100.672586 = -13564.367421 nChanged 0 SP:Iteration 11F (4934.225734 sec): 3 clusters Score: Raw -14665.040006 + Penalty 1100.672586 = -13564.367421 nChanged 0 Trying to split cluster 11 (16706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4934.254792 sec): 2 clusters Score: Raw -1122454.098304 + Penalty 923.734705 = -1121530.363598 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4934.288135 sec): 3 clusters Score: Raw -1112045.097840 + Penalty 1847.469411 = -1110197.628429 nChanged 7786 SP:Iteration 1F (4934.320041 sec): 3 clusters Score: Raw -1116353.004357 + Penalty 1847.469411 = -1114505.534946 nChanged 918 SP:Iteration 2F (4934.352110 sec): 3 clusters Score: Raw -1116753.032427 + Penalty 1847.469411 = -1114905.563016 nChanged 962 SP:Iteration 3F (4934.384666 sec): 3 clusters Score: Raw -1117210.983286 + Penalty 1847.469411 = -1115363.513875 nChanged 991 SP:Iteration 4F (4934.424136 sec): 3 clusters Score: Raw -1117747.734683 + Penalty 1847.469411 = -1115900.265272 nChanged 985 SP:Iteration 5F (4934.455547 sec): 3 clusters Score: Raw -1118317.285000 + Penalty 1847.469411 = -1116469.815589 nChanged 954 SP:Iteration 6F (4934.487545 sec): 3 clusters Score: Raw -1118900.703971 + Penalty 1847.469411 = -1117053.234560 nChanged 862 SP:Iteration 7F (4934.519755 sec): 3 clusters Score: Raw -1119395.716522 + Penalty 1847.469411 = -1117548.247111 nChanged 746 SP:Iteration 8Q (4934.552122 sec): 3 clusters Score: Raw -1119807.047945 + Penalty 1847.469411 = -1117959.578534 nChanged 640 SP:Iteration 9Q (4934.583931 sec): 3 clusters Score: Raw -1120120.062311 + Penalty 1847.469411 = -1118272.592900 nChanged 512 SP:Iteration 10Q (4934.615845 sec): 3 clusters Score: Raw -1120325.802870 + Penalty 1847.469411 = -1118478.333459 nChanged 379 SP:Iteration 11Q (4934.647429 sec): 3 clusters Score: Raw -1120446.154820 + Penalty 1847.469411 = -1118598.685409 nChanged 288 SP:Iteration 12Q (4934.679334 sec): 3 clusters Score: Raw -1120539.479663 + Penalty 1847.469411 = -1118692.010252 nChanged 269 SP:Iteration 13Q (4934.711031 sec): 3 clusters Score: Raw -1120625.432303 + Penalty 1847.469411 = -1118777.962892 nChanged 261 SP:Iteration 14Q (4934.742548 sec): 3 clusters Score: Raw -1120716.074185 + Penalty 1847.469411 = -1118868.604774 nChanged 271 SP:Iteration 15Q (4934.773517 sec): 3 clusters Score: Raw -1120826.907893 + Penalty 1847.469411 = -1118979.438482 nChanged 272 SP:Iteration 16Q (4934.805155 sec): 3 clusters Score: Raw -1120931.614987 + Penalty 1847.469411 = -1119084.145577 nChanged 273 SP:Iteration 17Q (4934.836476 sec): 3 clusters Score: Raw -1121043.851743 + Penalty 1847.469411 = -1119196.382332 nChanged 269 SP:Iteration 18Q (4934.867507 sec): 3 clusters Score: Raw -1121168.000391 + Penalty 1847.469411 = -1119320.530980 nChanged 275 SP:Iteration 19Q (4934.898629 sec): 3 clusters Score: Raw -1121287.054184 + Penalty 1847.469411 = -1119439.584773 nChanged 278 SP:Iteration 20F (4934.930580 sec): 3 clusters Score: Raw -1121400.144848 + Penalty 1847.469411 = -1119552.675437 nChanged 275 SP:Iteration 21Q (4934.961417 sec): 3 clusters Score: Raw -1121507.888984 + Penalty 1847.469411 = -1119660.419573 nChanged 256 SP:Iteration 22Q (4934.992256 sec): 3 clusters Score: Raw -1121614.863212 + Penalty 1847.469411 = -1119767.393801 nChanged 243 SP:Iteration 23Q (4935.022806 sec): 3 clusters Score: Raw -1121716.342185 + Penalty 1847.469411 = -1119868.872774 nChanged 223 SP:Iteration 24Q (4935.053062 sec): 3 clusters Score: Raw -1121808.109101 + Penalty 1847.469411 = -1119960.639690 nChanged 209 SP:Iteration 25Q (4935.082837 sec): 3 clusters Score: Raw -1121893.908335 + Penalty 1847.469411 = -1120046.438924 nChanged 175 SP:Iteration 26Q (4935.112421 sec): 3 clusters Score: Raw -1121957.488425 + Penalty 1847.469411 = -1120110.019014 nChanged 156 SP:Iteration 27Q (4935.142531 sec): 3 clusters Score: Raw -1122017.582961 + Penalty 1847.469411 = -1120170.113550 nChanged 169 SP:Iteration 28Q (4935.172188 sec): 3 clusters Score: Raw -1122080.508722 + Penalty 1847.469411 = -1120233.039311 nChanged 145 SP:Iteration 29Q (4935.201602 sec): 3 clusters Score: Raw -1122131.642326 + Penalty 1847.469411 = -1120284.172915 nChanged 136 SP:Iteration 30Q (4935.231051 sec): 3 clusters Score: Raw -1122178.662801 + Penalty 1847.469411 = -1120331.193390 nChanged 125 SP:Iteration 31Q (4935.260523 sec): 3 clusters Score: Raw -1122227.908344 + Penalty 1847.469411 = -1120380.438933 nChanged 128 SP:Iteration 32Q (4935.289604 sec): 3 clusters Score: Raw -1122279.859386 + Penalty 1847.469411 = -1120432.389975 nChanged 121 SP:Iteration 33Q (4935.318868 sec): 3 clusters Score: Raw -1122328.537765 + Penalty 1847.469411 = -1120481.068354 nChanged 119 SP:Iteration 34Q (4935.347920 sec): 3 clusters Score: Raw -1122373.973090 + Penalty 1847.469411 = -1120526.503679 nChanged 108 SP:Iteration 35Q (4935.376678 sec): 3 clusters Score: Raw -1122411.654050 + Penalty 1847.469411 = -1120564.184640 nChanged 79 SP:Iteration 36Q (4935.405393 sec): 3 clusters Score: Raw -1122435.977539 + Penalty 1847.469411 = -1120588.508128 nChanged 66 SP:Iteration 37Q (4935.434039 sec): 3 clusters Score: Raw -1122456.589623 + Penalty 1847.469411 = -1120609.120212 nChanged 70 SP:Iteration 38Q (4935.462539 sec): 3 clusters Score: Raw -1122483.695540 + Penalty 1847.469411 = -1120636.226129 nChanged 86 SP:Iteration 39Q (4935.491243 sec): 3 clusters Score: Raw -1122519.326623 + Penalty 1847.469411 = -1120671.857212 nChanged 79 SP:Iteration 40F (4935.523238 sec): 3 clusters Score: Raw -1122546.108639 + Penalty 1847.469411 = -1120698.639228 nChanged 53 SP:Iteration 41Q (4935.551563 sec): 3 clusters Score: Raw -1122562.082082 + Penalty 1847.469411 = -1120714.612671 nChanged 58 SP:Iteration 42Q (4935.580004 sec): 3 clusters Score: Raw -1122577.989531 + Penalty 1847.469411 = -1120730.520120 nChanged 35 SP:Iteration 43Q (4935.608526 sec): 3 clusters Score: Raw -1122587.470583 + Penalty 1847.469411 = -1120740.001172 nChanged 30 SP:Iteration 44Q (4935.637317 sec): 3 clusters Score: Raw -1122596.264272 + Penalty 1847.469411 = -1120748.794861 nChanged 28 SP:Iteration 45Q (4935.665433 sec): 3 clusters Score: Raw -1122603.932113 + Penalty 1847.469411 = -1120756.462702 nChanged 27 SP:Iteration 46Q (4935.693768 sec): 3 clusters Score: Raw -1122608.515759 + Penalty 1847.469411 = -1120761.046348 nChanged 21 SP:Iteration 47Q (4935.721543 sec): 3 clusters Score: Raw -1122615.121004 + Penalty 1847.469411 = -1120767.651593 nChanged 28 SP:Iteration 48Q (4935.750022 sec): 3 clusters Score: Raw -1122623.362266 + Penalty 1847.469411 = -1120775.892855 nChanged 30 SP:Iteration 49Q (4935.778448 sec): 3 clusters Score: Raw -1122631.575320 + Penalty 1847.469411 = -1120784.105909 nChanged 31 SP:Iteration 50Q (4935.806857 sec): 3 clusters Score: Raw -1122638.856902 + Penalty 1847.469411 = -1120791.387492 nChanged 25 SP:Iteration 51Q (4935.834942 sec): 3 clusters Score: Raw -1122645.334470 + Penalty 1847.469411 = -1120797.865059 nChanged 19 SP:Iteration 52Q (4935.863061 sec): 3 clusters Score: Raw -1122649.800521 + Penalty 1847.469411 = -1120802.331110 nChanged 23 SP:Iteration 53Q (4935.891237 sec): 3 clusters Score: Raw -1122653.174451 + Penalty 1847.469411 = -1120805.705040 nChanged 10 SP:Iteration 54Q (4935.919133 sec): 3 clusters Score: Raw -1122654.754908 + Penalty 1847.469411 = -1120807.285497 nChanged 11 SP:Iteration 55Q (4935.947629 sec): 3 clusters Score: Raw -1122657.219831 + Penalty 1847.469411 = -1120809.750421 nChanged 12 SP:Iteration 56Q (4935.975964 sec): 3 clusters Score: Raw -1122659.836178 + Penalty 1847.469411 = -1120812.366768 nChanged 9 SP:Iteration 57Q (4936.004111 sec): 3 clusters Score: Raw -1122662.095821 + Penalty 1847.469411 = -1120814.626410 nChanged 9 SP:Iteration 58Q (4936.032405 sec): 3 clusters Score: Raw -1122663.499843 + Penalty 1847.469411 = -1120816.030432 nChanged 8 SP:Iteration 59Q (4936.060576 sec): 3 clusters Score: Raw -1122665.006644 + Penalty 1847.469411 = -1120817.537233 nChanged 5 SP:Iteration 60F (4936.091919 sec): 3 clusters Score: Raw -1122665.675619 + Penalty 1847.469411 = -1120818.206208 nChanged 4 SP:Iteration 61Q (4936.120559 sec): 3 clusters Score: Raw -1122666.146833 + Penalty 1847.469411 = -1120818.677422 nChanged 5 SP:Iteration 62Q (4936.148711 sec): 3 clusters Score: Raw -1122666.879420 + Penalty 1847.469411 = -1120819.410009 nChanged 3 SP:Iteration 63Q (4936.177362 sec): 3 clusters Score: Raw -1122667.336047 + Penalty 1847.469411 = -1120819.866636 nChanged 7 SP:Iteration 64Q (4936.205265 sec): 3 clusters Score: Raw -1122668.401808 + Penalty 1847.469411 = -1120820.932397 nChanged 3 SP:Iteration 65Q (4936.233537 sec): 3 clusters Score: Raw -1122669.003174 + Penalty 1847.469411 = -1120821.533764 nChanged 4 SP:Iteration 66Q (4936.261969 sec): 3 clusters Score: Raw -1122669.711877 + Penalty 1847.469411 = -1120822.242466 nChanged 5 SP:Iteration 67Q (4936.289852 sec): 3 clusters Score: Raw -1122670.480961 + Penalty 1847.469411 = -1120823.011550 nChanged 4 SP:Iteration 68Q (4936.318192 sec): 3 clusters Score: Raw -1122670.925603 + Penalty 1847.469411 = -1120823.456192 nChanged 2 SP:Iteration 69Q (4936.346346 sec): 3 clusters Score: Raw -1122670.986441 + Penalty 1847.469411 = -1120823.517030 nChanged 2 SP:Iteration 70Q (4936.374432 sec): 3 clusters Score: Raw -1122671.291637 + Penalty 1847.469411 = -1120823.822226 nChanged 7 SP:Iteration 71Q (4936.402477 sec): 3 clusters Score: Raw -1122672.278680 + Penalty 1847.469411 = -1120824.809269 nChanged 7 SP:Iteration 72Q (4936.430507 sec): 3 clusters Score: Raw -1122673.736013 + Penalty 1847.469411 = -1120826.266602 nChanged 8 SP:Iteration 73Q (4936.458919 sec): 3 clusters Score: Raw -1122675.296458 + Penalty 1847.469411 = -1120827.827047 nChanged 11 SP:Iteration 74Q (4936.487201 sec): 3 clusters Score: Raw -1122676.842479 + Penalty 1847.469411 = -1120829.373068 nChanged 5 SP:Iteration 75Q (4936.515302 sec): 3 clusters Score: Raw -1122677.791951 + Penalty 1847.469411 = -1120830.322540 nChanged 2 SP:Iteration 76Q (4936.543198 sec): 3 clusters Score: Raw -1122677.995170 + Penalty 1847.469411 = -1120830.525759 nChanged 1 SP:Iteration 77Q (4936.571179 sec): 3 clusters Score: Raw -1122678.057849 + Penalty 1847.469411 = -1120830.588438 nChanged 0 SP:Iteration 78F (4936.603253 sec): 3 clusters Score: Raw -1122678.057849 + Penalty 1847.469411 = -1120830.588438 nChanged 0 Trying to split cluster 12 (7243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4936.621876 sec): 2 clusters Score: Raw -512544.519542 + Penalty 844.340123 = -511700.179419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4936.643801 sec): 3 clusters Score: Raw -508351.854234 + Penalty 1688.680245 = -506663.173989 nChanged 3183 SP:Iteration 1F (4936.665226 sec): 3 clusters Score: Raw -510072.945467 + Penalty 1688.680245 = -508384.265221 nChanged 458 SP:Iteration 2F (4936.686594 sec): 3 clusters Score: Raw -510286.505969 + Penalty 1688.680245 = -508597.825724 nChanged 384 SP:Iteration 3F (4936.707711 sec): 3 clusters Score: Raw -510484.676143 + Penalty 1688.680245 = -508795.995898 nChanged 388 SP:Iteration 4F (4936.728757 sec): 3 clusters Score: Raw -510676.813089 + Penalty 1688.680245 = -508988.132844 nChanged 343 SP:Iteration 5Q (4936.750271 sec): 3 clusters Score: Raw -510850.731658 + Penalty 1688.680245 = -509162.051413 nChanged 331 SP:Iteration 6Q (4936.771489 sec): 3 clusters Score: Raw -511023.981730 + Penalty 1688.680245 = -509335.301485 nChanged 316 SP:Iteration 7Q (4936.795771 sec): 3 clusters Score: Raw -511167.315214 + Penalty 1688.680245 = -509478.634969 nChanged 276 SP:Iteration 8Q (4936.816991 sec): 3 clusters Score: Raw -511297.668241 + Penalty 1688.680245 = -509608.987996 nChanged 239 SP:Iteration 9Q (4936.837979 sec): 3 clusters Score: Raw -511400.285104 + Penalty 1688.680245 = -509711.604859 nChanged 207 SP:Iteration 10Q (4936.859063 sec): 3 clusters Score: Raw -511484.277485 + Penalty 1688.680245 = -509795.597240 nChanged 191 SP:Iteration 11Q (4936.880331 sec): 3 clusters Score: Raw -511570.206426 + Penalty 1688.680245 = -509881.526181 nChanged 185 SP:Iteration 12Q (4936.901420 sec): 3 clusters Score: Raw -511660.653938 + Penalty 1688.680245 = -509971.973693 nChanged 160 SP:Iteration 13Q (4936.922588 sec): 3 clusters Score: Raw -511738.577875 + Penalty 1688.680245 = -510049.897630 nChanged 163 SP:Iteration 14Q (4936.943559 sec): 3 clusters Score: Raw -511817.798302 + Penalty 1688.680245 = -510129.118057 nChanged 159 SP:Iteration 15Q (4936.964378 sec): 3 clusters Score: Raw -511893.531239 + Penalty 1688.680245 = -510204.850993 nChanged 146 SP:Iteration 16Q (4936.985059 sec): 3 clusters Score: Raw -511969.756233 + Penalty 1688.680245 = -510281.075988 nChanged 143 SP:Iteration 17Q (4937.005892 sec): 3 clusters Score: Raw -512053.832145 + Penalty 1688.680245 = -510365.151900 nChanged 153 SP:Iteration 18Q (4937.026569 sec): 3 clusters Score: Raw -512142.519461 + Penalty 1688.680245 = -510453.839216 nChanged 139 SP:Iteration 19Q (4937.047336 sec): 3 clusters Score: Raw -512228.979282 + Penalty 1688.680245 = -510540.299036 nChanged 125 SP:Iteration 20F (4937.068247 sec): 3 clusters Score: Raw -512305.966742 + Penalty 1688.680245 = -510617.286497 nChanged 103 SP:Iteration 21Q (4937.088490 sec): 3 clusters Score: Raw -512381.222022 + Penalty 1688.680245 = -510692.541777 nChanged 89 SP:Iteration 22Q (4937.108736 sec): 3 clusters Score: Raw -512442.603523 + Penalty 1688.680245 = -510753.923278 nChanged 83 SP:Iteration 23Q (4937.129126 sec): 3 clusters Score: Raw -512491.718934 + Penalty 1688.680245 = -510803.038689 nChanged 73 SP:Iteration 24Q (4937.149103 sec): 3 clusters Score: Raw -512531.019588 + Penalty 1688.680245 = -510842.339343 nChanged 59 SP:Iteration 25Q (4937.169133 sec): 3 clusters Score: Raw -512564.161673 + Penalty 1688.680245 = -510875.481428 nChanged 51 SP:Iteration 26Q (4937.189324 sec): 3 clusters Score: Raw -512587.050159 + Penalty 1688.680245 = -510898.369914 nChanged 54 SP:Iteration 27Q (4937.209673 sec): 3 clusters Score: Raw -512615.869046 + Penalty 1688.680245 = -510927.188801 nChanged 46 SP:Iteration 28Q (4937.229626 sec): 3 clusters Score: Raw -512636.779249 + Penalty 1688.680245 = -510948.099004 nChanged 39 SP:Iteration 29Q (4937.249762 sec): 3 clusters Score: Raw -512656.732016 + Penalty 1688.680245 = -510968.051771 nChanged 35 SP:Iteration 30Q (4937.269490 sec): 3 clusters Score: Raw -512675.216463 + Penalty 1688.680245 = -510986.536217 nChanged 35 SP:Iteration 31Q (4937.289130 sec): 3 clusters Score: Raw -512690.109660 + Penalty 1688.680245 = -511001.429415 nChanged 28 SP:Iteration 32Q (4937.308770 sec): 3 clusters Score: Raw -512702.010049 + Penalty 1688.680245 = -511013.329804 nChanged 27 SP:Iteration 33Q (4937.328606 sec): 3 clusters Score: Raw -512714.826845 + Penalty 1688.680245 = -511026.146600 nChanged 25 SP:Iteration 34Q (4937.348512 sec): 3 clusters Score: Raw -512724.992668 + Penalty 1688.680245 = -511036.312423 nChanged 18 SP:Iteration 35Q (4937.368280 sec): 3 clusters Score: Raw -512731.177284 + Penalty 1688.680245 = -511042.497039 nChanged 14 SP:Iteration 36Q (4937.388005 sec): 3 clusters Score: Raw -512737.101573 + Penalty 1688.680245 = -511048.421328 nChanged 10 SP:Iteration 37Q (4937.407751 sec): 3 clusters Score: Raw -512741.215368 + Penalty 1688.680245 = -511052.535123 nChanged 9 SP:Iteration 38Q (4937.427161 sec): 3 clusters Score: Raw -512745.627158 + Penalty 1688.680245 = -511056.946913 nChanged 11 SP:Iteration 39Q (4937.446816 sec): 3 clusters Score: Raw -512749.972936 + Penalty 1688.680245 = -511061.292690 nChanged 2 SP:Iteration 40F (4937.468231 sec): 3 clusters Score: Raw -512751.153730 + Penalty 1688.680245 = -511062.473485 nChanged 4 SP:Iteration 41Q (4937.487791 sec): 3 clusters Score: Raw -512753.264223 + Penalty 1688.680245 = -511064.583978 nChanged 8 SP:Iteration 42Q (4937.507395 sec): 3 clusters Score: Raw -512757.107851 + Penalty 1688.680245 = -511068.427606 nChanged 10 SP:Iteration 43Q (4937.527047 sec): 3 clusters Score: Raw -512763.151306 + Penalty 1688.680245 = -511074.471061 nChanged 18 SP:Iteration 44Q (4937.546634 sec): 3 clusters Score: Raw -512770.152932 + Penalty 1688.680245 = -511081.472687 nChanged 13 SP:Iteration 45Q (4937.566309 sec): 3 clusters Score: Raw -512775.358422 + Penalty 1688.680245 = -511086.678177 nChanged 11 SP:Iteration 46Q (4937.585923 sec): 3 clusters Score: Raw -512781.134956 + Penalty 1688.680245 = -511092.454711 nChanged 11 SP:Iteration 47Q (4937.605351 sec): 3 clusters Score: Raw -512786.047363 + Penalty 1688.680245 = -511097.367117 nChanged 7 SP:Iteration 48Q (4937.625027 sec): 3 clusters Score: Raw -512788.284110 + Penalty 1688.680245 = -511099.603865 nChanged 4 SP:Iteration 49Q (4937.644719 sec): 3 clusters Score: Raw -512790.291639 + Penalty 1688.680245 = -511101.611394 nChanged 6 SP:Iteration 50Q (4937.664300 sec): 3 clusters Score: Raw -512792.673405 + Penalty 1688.680245 = -511103.993160 nChanged 8 SP:Iteration 51Q (4937.683717 sec): 3 clusters Score: Raw -512796.950000 + Penalty 1688.680245 = -511108.269755 nChanged 12 SP:Iteration 52Q (4937.703498 sec): 3 clusters Score: Raw -512800.804726 + Penalty 1688.680245 = -511112.124481 nChanged 4 SP:Iteration 53Q (4937.723126 sec): 3 clusters Score: Raw -512802.990609 + Penalty 1688.680245 = -511114.310364 nChanged 7 SP:Iteration 54Q (4937.742638 sec): 3 clusters Score: Raw -512807.771469 + Penalty 1688.680245 = -511119.091224 nChanged 7 SP:Iteration 55Q (4937.762350 sec): 3 clusters Score: Raw -512811.190148 + Penalty 1688.680245 = -511122.509903 nChanged 5 SP:Iteration 56Q (4937.782027 sec): 3 clusters Score: Raw -512813.797937 + Penalty 1688.680245 = -511125.117691 nChanged 5 SP:Iteration 57Q (4937.801336 sec): 3 clusters Score: Raw -512816.433644 + Penalty 1688.680245 = -511127.753399 nChanged 5 SP:Iteration 58Q (4937.820859 sec): 3 clusters Score: Raw -512818.326760 + Penalty 1688.680245 = -511129.646515 nChanged 4 SP:Iteration 59Q (4937.840302 sec): 3 clusters Score: Raw -512819.622486 + Penalty 1688.680245 = -511130.942241 nChanged 1 SP:Iteration 60F (4937.861426 sec): 3 clusters Score: Raw -512819.888206 + Penalty 1688.680245 = -511131.207961 nChanged 0 Trying to split cluster 13 (71385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4937.947039 sec): 2 clusters Score: Raw -5299757.004705 + Penalty 1061.705089 = -5298695.299616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4938.043977 sec): 3 clusters Score: Raw -5253127.877924 + Penalty 2123.410178 = -5251004.467746 nChanged 34204 SP:Iteration 1F (4938.136878 sec): 3 clusters Score: Raw -5274563.928073 + Penalty 2123.410178 = -5272440.517895 nChanged 4372 SP:Iteration 2F (4938.228428 sec): 3 clusters Score: Raw -5277073.789959 + Penalty 2123.410178 = -5274950.379781 nChanged 5031 SP:Iteration 3F (4938.325593 sec): 3 clusters Score: Raw -5280738.908089 + Penalty 2123.410178 = -5278615.497911 nChanged 5314 SP:Iteration 4F (4938.416038 sec): 3 clusters Score: Raw -5285312.581369 + Penalty 2123.410178 = -5283189.171191 nChanged 4770 SP:Iteration 5F (4938.509816 sec): 3 clusters Score: Raw -5289751.413413 + Penalty 2123.410178 = -5287628.003235 nChanged 3640 SP:Iteration 6F (4938.603766 sec): 3 clusters Score: Raw -5293084.111805 + Penalty 2123.410178 = -5290960.701627 nChanged 2497 SP:Iteration 7Q (4938.700511 sec): 3 clusters Score: Raw -5295136.658449 + Penalty 2123.410178 = -5293013.248271 nChanged 1721 SP:Iteration 8Q (4938.790514 sec): 3 clusters Score: Raw -5296406.363747 + Penalty 2123.410178 = -5294282.953569 nChanged 1273 SP:Iteration 9Q (4938.877444 sec): 3 clusters Score: Raw -5297239.714203 + Penalty 2123.410178 = -5295116.304025 nChanged 1060 SP:Iteration 10Q (4938.969841 sec): 3 clusters Score: Raw -5297930.862677 + Penalty 2123.410178 = -5295807.452499 nChanged 891 SP:Iteration 11Q (4939.053183 sec): 3 clusters Score: Raw -5298496.253286 + Penalty 2123.410178 = -5296372.843108 nChanged 756 SP:Iteration 12Q (4939.137301 sec): 3 clusters Score: Raw -5298956.916914 + Penalty 2123.410178 = -5296833.506736 nChanged 601 SP:Iteration 13Q (4939.220574 sec): 3 clusters Score: Raw -5299301.278295 + Penalty 2123.410178 = -5297177.868117 nChanged 433 SP:Iteration 14Q (4939.310703 sec): 3 clusters Score: Raw -5299537.202252 + Penalty 2123.410178 = -5297413.792074 nChanged 345 SP:Iteration 15Q (4939.391696 sec): 3 clusters Score: Raw -5299720.238542 + Penalty 2123.410178 = -5297596.828364 nChanged 269 SP:Iteration 16Q (4939.472206 sec): 3 clusters Score: Raw -5299848.243945 + Penalty 2123.410178 = -5297724.833767 nChanged 193 SP:Iteration 17Q (4939.552767 sec): 3 clusters Score: Raw -5299938.188381 + Penalty 2123.410178 = -5297814.778203 nChanged 161 SP:Iteration 18Q (4939.633810 sec): 3 clusters Score: Raw -5300020.969820 + Penalty 2123.410178 = -5297897.559642 nChanged 148 SP:Iteration 19Q (4939.713975 sec): 3 clusters Score: Raw -5300087.950934 + Penalty 2123.410178 = -5297964.540756 nChanged 111 SP:Iteration 20F (4939.805260 sec): 3 clusters Score: Raw -5300126.567936 + Penalty 2123.410178 = -5298003.157758 nChanged 74 SP:Iteration 21Q (4939.885268 sec): 3 clusters Score: Raw -5300152.834573 + Penalty 2123.410178 = -5298029.424395 nChanged 58 SP:Iteration 22Q (4939.965020 sec): 3 clusters Score: Raw -5300172.241087 + Penalty 2123.410178 = -5298048.830909 nChanged 44 SP:Iteration 23Q (4940.044646 sec): 3 clusters Score: Raw -5300184.815903 + Penalty 2123.410178 = -5298061.405725 nChanged 43 SP:Iteration 24Q (4940.124385 sec): 3 clusters Score: Raw -5300196.132295 + Penalty 2123.410178 = -5298072.722117 nChanged 33 SP:Iteration 25Q (4940.204054 sec): 3 clusters Score: Raw -5300206.156883 + Penalty 2123.410178 = -5298082.746705 nChanged 27 SP:Iteration 26Q (4940.283628 sec): 3 clusters Score: Raw -5300213.756070 + Penalty 2123.410178 = -5298090.345892 nChanged 23 SP:Iteration 27Q (4940.363044 sec): 3 clusters Score: Raw -5300218.547813 + Penalty 2123.410178 = -5298095.137635 nChanged 14 SP:Iteration 28Q (4940.442592 sec): 3 clusters Score: Raw -5300223.483682 + Penalty 2123.410178 = -5298100.073504 nChanged 16 SP:Iteration 29Q (4940.522206 sec): 3 clusters Score: Raw -5300227.850582 + Penalty 2123.410178 = -5298104.440404 nChanged 10 SP:Iteration 30Q (4940.601781 sec): 3 clusters Score: Raw -5300231.471202 + Penalty 2123.410178 = -5298108.061024 nChanged 16 SP:Iteration 31Q (4940.681324 sec): 3 clusters Score: Raw -5300236.466904 + Penalty 2123.410178 = -5298113.056726 nChanged 10 SP:Iteration 32Q (4940.760674 sec): 3 clusters Score: Raw -5300239.062136 + Penalty 2123.410178 = -5298115.651958 nChanged 12 SP:Iteration 33Q (4940.840173 sec): 3 clusters Score: Raw -5300242.101978 + Penalty 2123.410178 = -5298118.691800 nChanged 6 SP:Iteration 34Q (4940.919282 sec): 3 clusters Score: Raw -5300243.270668 + Penalty 2123.410178 = -5298119.860490 nChanged 9 SP:Iteration 35Q (4940.998780 sec): 3 clusters Score: Raw -5300245.614711 + Penalty 2123.410178 = -5298122.204533 nChanged 10 SP:Iteration 36Q (4941.078183 sec): 3 clusters Score: Raw -5300248.105452 + Penalty 2123.410178 = -5298124.695274 nChanged 8 SP:Iteration 37Q (4941.157576 sec): 3 clusters Score: Raw -5300249.871070 + Penalty 2123.410178 = -5298126.460892 nChanged 4 SP:Iteration 38Q (4941.237001 sec): 3 clusters Score: Raw -5300250.567578 + Penalty 2123.410178 = -5298127.157400 nChanged 5 SP:Iteration 39Q (4941.316232 sec): 3 clusters Score: Raw -5300251.495929 + Penalty 2123.410178 = -5298128.085751 nChanged 4 SP:Iteration 40F (4941.407361 sec): 3 clusters Score: Raw -5300252.331341 + Penalty 2123.410178 = -5298128.921163 nChanged 2 SP:Iteration 41Q (4941.486939 sec): 3 clusters Score: Raw -5300252.923115 + Penalty 2123.410178 = -5298129.512937 nChanged 1 SP:Iteration 42Q (4941.566370 sec): 3 clusters Score: Raw -5300253.297663 + Penalty 2123.410178 = -5298129.887485 nChanged 1 SP:Iteration 43Q (4941.646031 sec): 3 clusters Score: Raw -5300253.515572 + Penalty 2123.410178 = -5298130.105394 nChanged 0 SP:Iteration 44F (4941.737401 sec): 3 clusters Score: Raw -5300253.515572 + Penalty 2123.410178 = -5298130.105394 nChanged 0 Trying to split cluster 14 (8307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4941.750119 sec): 2 clusters Score: Raw -600066.426796 + Penalty 857.361112 = -599209.065684 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4941.772836 sec): 3 clusters Score: Raw -595248.742462 + Penalty 1714.722224 = -593534.020238 nChanged 3680 SP:Iteration 1F (4941.795216 sec): 3 clusters Score: Raw -597471.315382 + Penalty 1714.722224 = -595756.593158 nChanged 605 SP:Iteration 2F (4941.817520 sec): 3 clusters Score: Raw -597790.780144 + Penalty 1714.722224 = -596076.057920 nChanged 517 SP:Iteration 3F (4941.839557 sec): 3 clusters Score: Raw -598068.157674 + Penalty 1714.722224 = -596353.435449 nChanged 466 SP:Iteration 4F (4941.861515 sec): 3 clusters Score: Raw -598361.749027 + Penalty 1714.722224 = -596647.026803 nChanged 496 SP:Iteration 5F (4941.883600 sec): 3 clusters Score: Raw -598738.902809 + Penalty 1714.722224 = -597024.180585 nChanged 438 SP:Iteration 6F (4941.905870 sec): 3 clusters Score: Raw -599044.014860 + Penalty 1714.722224 = -597329.292635 nChanged 384 SP:Iteration 7Q (4941.928068 sec): 3 clusters Score: Raw -599315.475289 + Penalty 1714.722224 = -597600.753065 nChanged 330 SP:Iteration 8Q (4941.950104 sec): 3 clusters Score: Raw -599550.520822 + Penalty 1714.722224 = -597835.798598 nChanged 295 SP:Iteration 9Q (4941.971835 sec): 3 clusters Score: Raw -599745.158347 + Penalty 1714.722224 = -598030.436123 nChanged 210 SP:Iteration 10Q (4941.993448 sec): 3 clusters Score: Raw -599882.113557 + Penalty 1714.722224 = -598167.391332 nChanged 218 SP:Iteration 11Q (4942.015353 sec): 3 clusters Score: Raw -600025.544431 + Penalty 1714.722224 = -598310.822206 nChanged 207 SP:Iteration 12Q (4942.036932 sec): 3 clusters Score: Raw -600164.685314 + Penalty 1714.722224 = -598449.963089 nChanged 172 SP:Iteration 13Q (4942.058511 sec): 3 clusters Score: Raw -600267.396497 + Penalty 1714.722224 = -598552.674273 nChanged 142 SP:Iteration 14Q (4942.079814 sec): 3 clusters Score: Raw -600353.517840 + Penalty 1714.722224 = -598638.795615 nChanged 144 SP:Iteration 15Q (4942.101005 sec): 3 clusters Score: Raw -600434.536656 + Penalty 1714.722224 = -598719.814432 nChanged 123 SP:Iteration 16Q (4942.122098 sec): 3 clusters Score: Raw -600514.020036 + Penalty 1714.722224 = -598799.297812 nChanged 127 SP:Iteration 17Q (4942.143284 sec): 3 clusters Score: Raw -600605.659836 + Penalty 1714.722224 = -598890.937612 nChanged 92 SP:Iteration 18Q (4942.164331 sec): 3 clusters Score: Raw -600661.990267 + Penalty 1714.722224 = -598947.268043 nChanged 71 SP:Iteration 19Q (4942.185143 sec): 3 clusters Score: Raw -600717.192057 + Penalty 1714.722224 = -599002.469833 nChanged 66 SP:Iteration 20F (4942.207341 sec): 3 clusters Score: Raw -600782.426434 + Penalty 1714.722224 = -599067.704210 nChanged 78 SP:Iteration 21Q (4942.228218 sec): 3 clusters Score: Raw -600845.966469 + Penalty 1714.722224 = -599131.244244 nChanged 77 SP:Iteration 22Q (4942.248946 sec): 3 clusters Score: Raw -600897.746401 + Penalty 1714.722224 = -599183.024177 nChanged 70 SP:Iteration 23Q (4942.269604 sec): 3 clusters Score: Raw -600938.627341 + Penalty 1714.722224 = -599223.905117 nChanged 65 SP:Iteration 24Q (4942.290338 sec): 3 clusters Score: Raw -600982.538814 + Penalty 1714.722224 = -599267.816590 nChanged 55 SP:Iteration 25Q (4942.310873 sec): 3 clusters Score: Raw -601015.066190 + Penalty 1714.722224 = -599300.343966 nChanged 49 SP:Iteration 26Q (4942.331538 sec): 3 clusters Score: Raw -601045.198923 + Penalty 1714.722224 = -599330.476698 nChanged 48 SP:Iteration 27Q (4942.352158 sec): 3 clusters Score: Raw -601071.380866 + Penalty 1714.722224 = -599356.658641 nChanged 39 SP:Iteration 28Q (4942.372804 sec): 3 clusters Score: Raw -601089.526634 + Penalty 1714.722224 = -599374.804409 nChanged 31 SP:Iteration 29Q (4942.393386 sec): 3 clusters Score: Raw -601100.772488 + Penalty 1714.722224 = -599386.050264 nChanged 22 SP:Iteration 30Q (4942.413849 sec): 3 clusters Score: Raw -601109.110641 + Penalty 1714.722224 = -599394.388417 nChanged 18 SP:Iteration 31Q (4942.434201 sec): 3 clusters Score: Raw -601114.324712 + Penalty 1714.722224 = -599399.602487 nChanged 15 SP:Iteration 32Q (4942.454924 sec): 3 clusters Score: Raw -601118.631476 + Penalty 1714.722224 = -599403.909252 nChanged 9 SP:Iteration 33Q (4942.475561 sec): 3 clusters Score: Raw -601120.287207 + Penalty 1714.722224 = -599405.564983 nChanged 6 SP:Iteration 34Q (4942.495892 sec): 3 clusters Score: Raw -601121.506448 + Penalty 1714.722224 = -599406.784224 nChanged 2 SP:Iteration 35Q (4942.516331 sec): 3 clusters Score: Raw -601121.763269 + Penalty 1714.722224 = -599407.041045 nChanged 1 SP:Iteration 36Q (4942.536919 sec): 3 clusters Score: Raw -601121.879078 + Penalty 1714.722224 = -599407.156854 nChanged 1 SP:Iteration 37Q (4942.557614 sec): 3 clusters Score: Raw -601121.917291 + Penalty 1714.722224 = -599407.195067 nChanged 0 SP:Iteration 38F (4942.579706 sec): 3 clusters Score: Raw -601123.753573 + Penalty 1714.722224 = -599409.031349 nChanged 2 SP:Iteration 39Q (4942.600226 sec): 3 clusters Score: Raw -601124.488116 + Penalty 1714.722224 = -599409.765892 nChanged 2 SP:Iteration 40F (4942.622445 sec): 3 clusters Score: Raw -601124.861500 + Penalty 1714.722224 = -599410.139276 nChanged 3 SP:Iteration 41Q (4942.643161 sec): 3 clusters Score: Raw -601125.499050 + Penalty 1714.722224 = -599410.776826 nChanged 4 SP:Iteration 42Q (4942.663830 sec): 3 clusters Score: Raw -601126.706333 + Penalty 1714.722224 = -599411.984109 nChanged 3 SP:Iteration 43Q (4942.684576 sec): 3 clusters Score: Raw -601127.162371 + Penalty 1714.722224 = -599412.440147 nChanged 1 SP:Iteration 44Q (4942.705035 sec): 3 clusters Score: Raw -601127.702339 + Penalty 1714.722224 = -599412.980115 nChanged 3 SP:Iteration 45Q (4942.725830 sec): 3 clusters Score: Raw -601128.369797 + Penalty 1714.722224 = -599413.647573 nChanged 1 SP:Iteration 46Q (4942.746520 sec): 3 clusters Score: Raw -601128.703844 + Penalty 1714.722224 = -599413.981620 nChanged 3 SP:Iteration 47Q (4942.767151 sec): 3 clusters Score: Raw -601129.283913 + Penalty 1714.722224 = -599414.561688 nChanged 2 SP:Iteration 48Q (4942.787775 sec): 3 clusters Score: Raw -601129.618138 + Penalty 1714.722224 = -599414.895914 nChanged 1 SP:Iteration 49Q (4942.808609 sec): 3 clusters Score: Raw -601129.682301 + Penalty 1714.722224 = -599414.960076 nChanged 0 SP:Iteration 50F (4942.830766 sec): 3 clusters Score: Raw -601129.682301 + Penalty 1714.722224 = -599414.960076 nChanged 0 Score: Raw -45943336.842292 + Penalty 50812.560966 = -45892524.281327 Splitting cluster 14 changes total score from -45892628.387038 to -45892524.281327 So it's not getting split. Trying to split cluster 15 (1178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4954.295322 sec): 2 clusters Score: Raw -80398.749711 + Penalty 671.799470 = -79726.950242 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4954.300506 sec): 3 clusters Score: Raw -79916.412450 + Penalty 1343.598939 = -78572.813511 nChanged 440 SP:Iteration 1F (4954.305218 sec): 3 clusters Score: Raw -80263.622985 + Penalty 1343.598939 = -78920.024045 nChanged 118 SP:Iteration 2F (4954.309997 sec): 3 clusters Score: Raw -80378.863496 + Penalty 1343.598939 = -79035.264557 nChanged 77 SP:Iteration 3F (4954.314828 sec): 3 clusters Score: Raw -80443.617733 + Penalty 1343.598939 = -79100.018794 nChanged 60 SP:Iteration 4F (4954.319590 sec): 3 clusters Score: Raw -80491.429534 + Penalty 1343.598939 = -79147.830595 nChanged 38 SP:Iteration 5Q (4954.324321 sec): 3 clusters Score: Raw -80518.509715 + Penalty 1343.598939 = -79174.910776 nChanged 30 SP:Iteration 6Q (4954.329067 sec): 3 clusters Score: Raw -80537.270296 + Penalty 1343.598939 = -79193.671357 nChanged 19 SP:Iteration 7Q (4954.333800 sec): 3 clusters Score: Raw -80548.910618 + Penalty 1343.598939 = -79205.311679 nChanged 10 SP:Iteration 8Q (4954.338546 sec): 3 clusters Score: Raw -80556.484181 + Penalty 1343.598939 = -79212.885242 nChanged 8 SP:Iteration 9Q (4954.343276 sec): 3 clusters Score: Raw -80560.461821 + Penalty 1343.598939 = -79216.862882 nChanged 5 SP:Iteration 10Q (4954.348002 sec): 3 clusters Score: Raw -80562.674616 + Penalty 1343.598939 = -79219.075676 nChanged 1 SP:Iteration 11Q (4954.352719 sec): 3 clusters Score: Raw -80562.736717 + Penalty 1343.598939 = -79219.137778 nChanged 0 SP:Iteration 12F (4954.357374 sec): 3 clusters Score: Raw -80562.736717 + Penalty 1343.598939 = -79219.137778 nChanged 0 Trying to split cluster 16 (4470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4954.374962 sec): 2 clusters Score: Raw -287500.113692 + Penalty 798.488650 = -286701.625042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4954.392749 sec): 3 clusters Score: Raw -285066.171567 + Penalty 1596.977301 = -283469.194267 nChanged 1881 SP:Iteration 1F (4954.409163 sec): 3 clusters Score: Raw -286168.319669 + Penalty 1596.977301 = -284571.342369 nChanged 366 SP:Iteration 2F (4954.425452 sec): 3 clusters Score: Raw -286375.411544 + Penalty 1596.977301 = -284778.434244 nChanged 263 SP:Iteration 3F (4954.441827 sec): 3 clusters Score: Raw -286524.171232 + Penalty 1596.977301 = -284927.193931 nChanged 260 SP:Iteration 4F (4954.458196 sec): 3 clusters Score: Raw -286675.715909 + Penalty 1596.977301 = -285078.738608 nChanged 240 SP:Iteration 5F (4954.474388 sec): 3 clusters Score: Raw -286814.519804 + Penalty 1596.977301 = -285217.542503 nChanged 207 SP:Iteration 6Q (4954.490668 sec): 3 clusters Score: Raw -286930.205062 + Penalty 1596.977301 = -285333.227761 nChanged 159 SP:Iteration 7Q (4954.506920 sec): 3 clusters Score: Raw -287009.499075 + Penalty 1596.977301 = -285412.521774 nChanged 133 SP:Iteration 8Q (4954.523021 sec): 3 clusters Score: Raw -287079.709926 + Penalty 1596.977301 = -285482.732625 nChanged 131 SP:Iteration 9Q (4954.539137 sec): 3 clusters Score: Raw -287145.743066 + Penalty 1596.977301 = -285548.765765 nChanged 102 SP:Iteration 10Q (4954.555335 sec): 3 clusters Score: Raw -287185.128183 + Penalty 1596.977301 = -285588.150882 nChanged 83 SP:Iteration 11Q (4954.571363 sec): 3 clusters Score: Raw -287210.855263 + Penalty 1596.977301 = -285613.877962 nChanged 63 SP:Iteration 12Q (4954.587521 sec): 3 clusters Score: Raw -287234.603719 + Penalty 1596.977301 = -285637.626418 nChanged 57 SP:Iteration 13Q (4954.603492 sec): 3 clusters Score: Raw -287260.607282 + Penalty 1596.977301 = -285663.629981 nChanged 54 SP:Iteration 14Q (4954.619610 sec): 3 clusters Score: Raw -287285.344958 + Penalty 1596.977301 = -285688.367658 nChanged 58 SP:Iteration 15Q (4954.635685 sec): 3 clusters Score: Raw -287313.012630 + Penalty 1596.977301 = -285716.035329 nChanged 60 SP:Iteration 16Q (4954.651778 sec): 3 clusters Score: Raw -287342.314305 + Penalty 1596.977301 = -285745.337004 nChanged 66 SP:Iteration 17Q (4954.667776 sec): 3 clusters Score: Raw -287377.230154 + Penalty 1596.977301 = -285780.252853 nChanged 67 SP:Iteration 18Q (4954.683020 sec): 3 clusters Score: Raw -287409.739443 + Penalty 1596.977301 = -285812.762142 nChanged 66 SP:Iteration 19Q (4954.698904 sec): 3 clusters Score: Raw -287446.684716 + Penalty 1596.977301 = -285849.707416 nChanged 70 SP:Iteration 20F (4954.715121 sec): 3 clusters Score: Raw -287482.735507 + Penalty 1596.977301 = -285885.758206 nChanged 63 SP:Iteration 21Q (4954.730898 sec): 3 clusters Score: Raw -287514.268815 + Penalty 1596.977301 = -285917.291514 nChanged 52 SP:Iteration 22Q (4954.746611 sec): 3 clusters Score: Raw -287546.716320 + Penalty 1596.977301 = -285949.739019 nChanged 47 SP:Iteration 23Q (4954.762080 sec): 3 clusters Score: Raw -287575.277450 + Penalty 1596.977301 = -285978.300149 nChanged 46 SP:Iteration 24Q (4954.777688 sec): 3 clusters Score: Raw -287602.053473 + Penalty 1596.977301 = -286005.076172 nChanged 35 SP:Iteration 25Q (4954.793098 sec): 3 clusters Score: Raw -287624.018362 + Penalty 1596.977301 = -286027.041061 nChanged 35 SP:Iteration 26Q (4954.808419 sec): 3 clusters Score: Raw -287641.115290 + Penalty 1596.977301 = -286044.137990 nChanged 22 SP:Iteration 27Q (4954.823880 sec): 3 clusters Score: Raw -287650.838705 + Penalty 1596.977301 = -286053.861404 nChanged 22 SP:Iteration 28Q (4954.839305 sec): 3 clusters Score: Raw -287663.581141 + Penalty 1596.977301 = -286066.603840 nChanged 19 SP:Iteration 29Q (4954.854735 sec): 3 clusters Score: Raw -287671.269136 + Penalty 1596.977301 = -286074.291835 nChanged 16 SP:Iteration 30Q (4954.869959 sec): 3 clusters Score: Raw -287678.940881 + Penalty 1596.977301 = -286081.963581 nChanged 16 SP:Iteration 31Q (4954.885323 sec): 3 clusters Score: Raw -287685.264785 + Penalty 1596.977301 = -286088.287484 nChanged 8 SP:Iteration 32Q (4954.900686 sec): 3 clusters Score: Raw -287690.037381 + Penalty 1596.977301 = -286093.060080 nChanged 9 SP:Iteration 33Q (4954.915991 sec): 3 clusters Score: Raw -287695.076963 + Penalty 1596.977301 = -286098.099662 nChanged 7 SP:Iteration 34Q (4954.931345 sec): 3 clusters Score: Raw -287698.752413 + Penalty 1596.977301 = -286101.775112 nChanged 6 SP:Iteration 35Q (4954.946696 sec): 3 clusters Score: Raw -287701.092562 + Penalty 1596.977301 = -286104.115261 nChanged 4 SP:Iteration 36Q (4954.962039 sec): 3 clusters Score: Raw -287703.426883 + Penalty 1596.977301 = -286106.449582 nChanged 4 SP:Iteration 37Q (4954.977157 sec): 3 clusters Score: Raw -287705.251914 + Penalty 1596.977301 = -286108.274613 nChanged 2 SP:Iteration 38Q (4954.992289 sec): 3 clusters Score: Raw -287705.824959 + Penalty 1596.977301 = -286108.847658 nChanged 0 SP:Iteration 39F (4955.008453 sec): 3 clusters Score: Raw -287705.824959 + Penalty 1596.977301 = -286108.847658 nChanged 0 Trying to split cluster 17 (1440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4955.023138 sec): 2 clusters Score: Raw -81448.763300 + Penalty 690.877847 = -80757.885453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4955.029257 sec): 3 clusters Score: Raw -80833.052030 + Penalty 1381.755695 = -79451.296335 nChanged 579 SP:Iteration 1F (4955.034867 sec): 3 clusters Score: Raw -81410.978125 + Penalty 1381.755695 = -80029.222430 nChanged 174 SP:Iteration 2F (4955.040464 sec): 3 clusters Score: Raw -81629.731867 + Penalty 1381.755695 = -80247.976172 nChanged 102 SP:Iteration 3F (4955.046020 sec): 3 clusters Score: Raw -81735.835331 + Penalty 1381.755695 = -80354.079636 nChanged 68 SP:Iteration 4Q (4955.051563 sec): 3 clusters Score: Raw -81788.270201 + Penalty 1381.755695 = -80406.514507 nChanged 42 SP:Iteration 5Q (4955.057030 sec): 3 clusters Score: Raw -81821.396528 + Penalty 1381.755695 = -80439.640833 nChanged 30 SP:Iteration 6Q (4955.062537 sec): 3 clusters Score: Raw -81843.646706 + Penalty 1381.755695 = -80461.891012 nChanged 23 SP:Iteration 7Q (4955.068039 sec): 3 clusters Score: Raw -81864.655822 + Penalty 1381.755695 = -80482.900127 nChanged 23 SP:Iteration 8Q (4955.073521 sec): 3 clusters Score: Raw -81881.761951 + Penalty 1381.755695 = -80500.006256 nChanged 12 SP:Iteration 9Q (4955.078980 sec): 3 clusters Score: Raw -81891.131649 + Penalty 1381.755695 = -80509.375955 nChanged 9 SP:Iteration 10Q (4955.084442 sec): 3 clusters Score: Raw -81895.649331 + Penalty 1381.755695 = -80513.893637 nChanged 6 SP:Iteration 11Q (4955.089886 sec): 3 clusters Score: Raw -81899.233588 + Penalty 1381.755695 = -80517.477893 nChanged 7 SP:Iteration 12Q (4955.095335 sec): 3 clusters Score: Raw -81907.019575 + Penalty 1381.755695 = -80525.263881 nChanged 12 SP:Iteration 13Q (4955.100727 sec): 3 clusters Score: Raw -81920.531032 + Penalty 1381.755695 = -80538.775338 nChanged 13 SP:Iteration 14Q (4955.106176 sec): 3 clusters Score: Raw -81935.475858 + Penalty 1381.755695 = -80553.720163 nChanged 14 SP:Iteration 15Q (4955.111626 sec): 3 clusters Score: Raw -81946.404856 + Penalty 1381.755695 = -80564.649161 nChanged 12 SP:Iteration 16Q (4955.117049 sec): 3 clusters Score: Raw -81955.932248 + Penalty 1381.755695 = -80574.176554 nChanged 11 SP:Iteration 17Q (4955.122444 sec): 3 clusters Score: Raw -81966.810529 + Penalty 1381.755695 = -80585.054835 nChanged 8 SP:Iteration 18Q (4955.127832 sec): 3 clusters Score: Raw -81972.454778 + Penalty 1381.755695 = -80590.699084 nChanged 10 SP:Iteration 19Q (4955.133209 sec): 3 clusters Score: Raw -81981.740834 + Penalty 1381.755695 = -80599.985139 nChanged 9 SP:Iteration 20F (4955.138759 sec): 3 clusters Score: Raw -81993.432053 + Penalty 1381.755695 = -80611.676358 nChanged 14 SP:Iteration 21Q (4955.144124 sec): 3 clusters Score: Raw -82005.331139 + Penalty 1381.755695 = -80623.575444 nChanged 11 SP:Iteration 22Q (4955.149500 sec): 3 clusters Score: Raw -82010.612518 + Penalty 1381.755695 = -80628.856823 nChanged 8 SP:Iteration 23Q (4955.154992 sec): 3 clusters Score: Raw -82018.789434 + Penalty 1381.755695 = -80637.033740 nChanged 10 SP:Iteration 24Q (4955.160365 sec): 3 clusters Score: Raw -82030.690035 + Penalty 1381.755695 = -80648.934341 nChanged 9 SP:Iteration 25Q (4955.165668 sec): 3 clusters Score: Raw -82038.506026 + Penalty 1381.755695 = -80656.750331 nChanged 7 SP:Iteration 26Q (4955.171007 sec): 3 clusters Score: Raw -82041.501597 + Penalty 1381.755695 = -80659.745903 nChanged 7 SP:Iteration 27Q (4955.176372 sec): 3 clusters Score: Raw -82048.769742 + Penalty 1381.755695 = -80667.014047 nChanged 11 SP:Iteration 28Q (4955.181664 sec): 3 clusters Score: Raw -82060.657180 + Penalty 1381.755695 = -80678.901485 nChanged 9 SP:Iteration 29Q (4955.186951 sec): 3 clusters Score: Raw -82072.335073 + Penalty 1381.755695 = -80690.579379 nChanged 8 SP:Iteration 30Q (4955.192278 sec): 3 clusters Score: Raw -82097.379871 + Penalty 1381.755695 = -80715.624177 nChanged 6 SP:Iteration 31Q (4955.197549 sec): 3 clusters Score: Raw -82113.885165 + Penalty 1381.755695 = -80732.129470 nChanged 4 SP:Iteration 32Q (4955.202857 sec): 3 clusters Score: Raw -82117.318821 + Penalty 1381.755695 = -80735.563126 nChanged 5 SP:Iteration 33Q (4955.208155 sec): 3 clusters Score: Raw -82126.308001 + Penalty 1381.755695 = -80744.552307 nChanged 9 SP:Iteration 34Q (4955.213467 sec): 3 clusters Score: Raw -82135.193102 + Penalty 1381.755695 = -80753.437407 nChanged 4 SP:Iteration 35Q (4955.218705 sec): 3 clusters Score: Raw -82142.550515 + Penalty 1381.755695 = -80760.794820 nChanged 8 SP:Iteration 36Q (4955.224005 sec): 3 clusters Score: Raw -82154.739770 + Penalty 1381.755695 = -80772.984075 nChanged 8 SP:Iteration 37Q (4955.229299 sec): 3 clusters Score: Raw -82167.916395 + Penalty 1381.755695 = -80786.160701 nChanged 6 SP:Iteration 38Q (4955.234585 sec): 3 clusters Score: Raw -82175.207445 + Penalty 1381.755695 = -80793.451750 nChanged 4 SP:Iteration 39Q (4955.239874 sec): 3 clusters Score: Raw -82180.844837 + Penalty 1381.755695 = -80799.089143 nChanged 3 SP:Iteration 40F (4955.245444 sec): 3 clusters Score: Raw -82186.695340 + Penalty 1381.755695 = -80804.939646 nChanged 1 SP:Iteration 41Q (4955.250745 sec): 3 clusters Score: Raw -82187.597007 + Penalty 1381.755695 = -80805.841312 nChanged 2 SP:Iteration 42Q (4955.256049 sec): 3 clusters Score: Raw -82189.403049 + Penalty 1381.755695 = -80807.647355 nChanged 0 SP:Iteration 43F (4955.261588 sec): 3 clusters Score: Raw -82189.403049 + Penalty 1381.755695 = -80807.647355 nChanged 0 Score: Raw -45943014.226537 + Penalty 50812.560966 = -45892201.665571 Splitting cluster 17 changes total score from -45892628.387038 to -45892201.665571 So it's not getting split. Trying to split cluster 18 (9523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4966.733731 sec): 2 clusters Score: Raw -640736.906384 + Penalty 870.339194 = -639866.567189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4966.758674 sec): 3 clusters Score: Raw -635071.447229 + Penalty 1740.678389 = -633330.768841 nChanged 4261 SP:Iteration 1F (4966.782581 sec): 3 clusters Score: Raw -637441.110940 + Penalty 1740.678389 = -635700.432551 nChanged 529 SP:Iteration 2F (4966.806331 sec): 3 clusters Score: Raw -637655.112326 + Penalty 1740.678389 = -635914.433937 nChanged 493 SP:Iteration 3F (4966.829832 sec): 3 clusters Score: Raw -637858.574432 + Penalty 1740.678389 = -636117.896043 nChanged 467 SP:Iteration 4Q (4966.853560 sec): 3 clusters Score: Raw -638085.880033 + Penalty 1740.678389 = -636345.201644 nChanged 456 SP:Iteration 5Q (4966.877450 sec): 3 clusters Score: Raw -638284.051986 + Penalty 1740.678389 = -636543.373597 nChanged 403 SP:Iteration 6Q (4966.901440 sec): 3 clusters Score: Raw -638474.951326 + Penalty 1740.678389 = -636734.272937 nChanged 411 SP:Iteration 7Q (4966.925324 sec): 3 clusters Score: Raw -638656.849367 + Penalty 1740.678389 = -636916.170978 nChanged 361 SP:Iteration 8Q (4966.949030 sec): 3 clusters Score: Raw -638866.898163 + Penalty 1740.678389 = -637126.219774 nChanged 409 SP:Iteration 9Q (4966.972743 sec): 3 clusters Score: Raw -639113.431304 + Penalty 1740.678389 = -637372.752915 nChanged 412 SP:Iteration 10Q (4966.996537 sec): 3 clusters Score: Raw -639366.224729 + Penalty 1740.678389 = -637625.546340 nChanged 371 SP:Iteration 11Q (4967.020211 sec): 3 clusters Score: Raw -639591.246524 + Penalty 1740.678389 = -637850.568135 nChanged 316 SP:Iteration 12Q (4967.043400 sec): 3 clusters Score: Raw -639748.756129 + Penalty 1740.678389 = -638008.077740 nChanged 218 SP:Iteration 13Q (4967.066726 sec): 3 clusters Score: Raw -639819.484951 + Penalty 1740.678389 = -638078.806562 nChanged 130 SP:Iteration 14Q (4967.090015 sec): 3 clusters Score: Raw -639851.365858 + Penalty 1740.678389 = -638110.687469 nChanged 101 SP:Iteration 15Q (4967.113116 sec): 3 clusters Score: Raw -639871.239759 + Penalty 1740.678389 = -638130.561370 nChanged 81 SP:Iteration 16Q (4967.136676 sec): 3 clusters Score: Raw -639886.635265 + Penalty 1740.678389 = -638145.956877 nChanged 66 SP:Iteration 17Q (4967.160111 sec): 3 clusters Score: Raw -639897.374413 + Penalty 1740.678389 = -638156.696024 nChanged 67 SP:Iteration 18Q (4967.183304 sec): 3 clusters Score: Raw -639910.171558 + Penalty 1740.678389 = -638169.493169 nChanged 52 SP:Iteration 19Q (4967.206701 sec): 3 clusters Score: Raw -639918.160095 + Penalty 1740.678389 = -638177.481706 nChanged 41 SP:Iteration 20F (4967.230328 sec): 3 clusters Score: Raw -639923.563503 + Penalty 1740.678389 = -638182.885115 nChanged 32 SP:Iteration 21Q (4967.253719 sec): 3 clusters Score: Raw -639927.671408 + Penalty 1740.678389 = -638186.993019 nChanged 34 SP:Iteration 22Q (4967.276925 sec): 3 clusters Score: Raw -639932.032030 + Penalty 1740.678389 = -638191.353641 nChanged 29 SP:Iteration 23Q (4967.300219 sec): 3 clusters Score: Raw -639934.501080 + Penalty 1740.678389 = -638193.822691 nChanged 23 SP:Iteration 24Q (4967.323290 sec): 3 clusters Score: Raw -639936.796885 + Penalty 1740.678389 = -638196.118496 nChanged 23 SP:Iteration 25Q (4967.346432 sec): 3 clusters Score: Raw -639939.247041 + Penalty 1740.678389 = -638198.568652 nChanged 22 SP:Iteration 26Q (4967.369644 sec): 3 clusters Score: Raw -639941.965637 + Penalty 1740.678389 = -638201.287248 nChanged 29 SP:Iteration 27Q (4967.392839 sec): 3 clusters Score: Raw -639945.408677 + Penalty 1740.678389 = -638204.730288 nChanged 28 SP:Iteration 28Q (4967.416071 sec): 3 clusters Score: Raw -639948.376659 + Penalty 1740.678389 = -638207.698271 nChanged 35 SP:Iteration 29Q (4967.439260 sec): 3 clusters Score: Raw -639952.508067 + Penalty 1740.678389 = -638211.829679 nChanged 25 SP:Iteration 30Q (4967.464439 sec): 3 clusters Score: Raw -639955.086732 + Penalty 1740.678389 = -638214.408344 nChanged 22 SP:Iteration 31Q (4967.487531 sec): 3 clusters Score: Raw -639957.276704 + Penalty 1740.678389 = -638216.598316 nChanged 20 SP:Iteration 32Q (4967.510678 sec): 3 clusters Score: Raw -639959.252466 + Penalty 1740.678389 = -638218.574077 nChanged 18 SP:Iteration 33Q (4967.533803 sec): 3 clusters Score: Raw -639961.034320 + Penalty 1740.678389 = -638220.355932 nChanged 19 SP:Iteration 34Q (4967.557167 sec): 3 clusters Score: Raw -639963.510699 + Penalty 1740.678389 = -638222.832310 nChanged 23 SP:Iteration 35Q (4967.580133 sec): 3 clusters Score: Raw -639966.196481 + Penalty 1740.678389 = -638225.518092 nChanged 25 SP:Iteration 36Q (4967.603080 sec): 3 clusters Score: Raw -639969.035932 + Penalty 1740.678389 = -638228.357543 nChanged 31 SP:Iteration 37Q (4967.626194 sec): 3 clusters Score: Raw -639972.890180 + Penalty 1740.678389 = -638232.211791 nChanged 36 SP:Iteration 38Q (4967.649247 sec): 3 clusters Score: Raw -639977.138226 + Penalty 1740.678389 = -638236.459837 nChanged 41 SP:Iteration 39Q (4967.672421 sec): 3 clusters Score: Raw -639983.558980 + Penalty 1740.678389 = -638242.880591 nChanged 46 SP:Iteration 40F (4967.696206 sec): 3 clusters Score: Raw -639990.775729 + Penalty 1740.678389 = -638250.097341 nChanged 48 SP:Iteration 41Q (4967.719499 sec): 3 clusters Score: Raw -639998.779659 + Penalty 1740.678389 = -638258.101271 nChanged 45 SP:Iteration 42Q (4967.742570 sec): 3 clusters Score: Raw -640006.587542 + Penalty 1740.678389 = -638265.909153 nChanged 48 SP:Iteration 43Q (4967.765653 sec): 3 clusters Score: Raw -640013.428807 + Penalty 1740.678389 = -638272.750418 nChanged 48 SP:Iteration 44Q (4967.788580 sec): 3 clusters Score: Raw -640020.621501 + Penalty 1740.678389 = -638279.943112 nChanged 45 SP:Iteration 45Q (4967.811594 sec): 3 clusters Score: Raw -640027.557890 + Penalty 1740.678389 = -638286.879501 nChanged 37 SP:Iteration 46Q (4967.834685 sec): 3 clusters Score: Raw -640032.196693 + Penalty 1740.678389 = -638291.518304 nChanged 36 SP:Iteration 47Q (4967.857644 sec): 3 clusters Score: Raw -640035.961732 + Penalty 1740.678389 = -638295.283343 nChanged 23 SP:Iteration 48Q (4967.880626 sec): 3 clusters Score: Raw -640038.216487 + Penalty 1740.678389 = -638297.538098 nChanged 23 SP:Iteration 49Q (4967.903892 sec): 3 clusters Score: Raw -640040.596728 + Penalty 1740.678389 = -638299.918339 nChanged 23 SP:Iteration 50Q (4967.926863 sec): 3 clusters Score: Raw -640042.648505 + Penalty 1740.678389 = -638301.970116 nChanged 22 SP:Iteration 51Q (4967.949797 sec): 3 clusters Score: Raw -640044.974744 + Penalty 1740.678389 = -638304.296355 nChanged 20 SP:Iteration 52Q (4967.972824 sec): 3 clusters Score: Raw -640047.690169 + Penalty 1740.678389 = -638307.011781 nChanged 34 SP:Iteration 53Q (4967.995848 sec): 3 clusters Score: Raw -640052.094971 + Penalty 1740.678389 = -638311.416582 nChanged 25 SP:Iteration 54Q (4968.018620 sec): 3 clusters Score: Raw -640054.460042 + Penalty 1740.678389 = -638313.781653 nChanged 23 SP:Iteration 55Q (4968.041752 sec): 3 clusters Score: Raw -640057.075724 + Penalty 1740.678389 = -638316.397336 nChanged 29 SP:Iteration 56Q (4968.064573 sec): 3 clusters Score: Raw -640060.348574 + Penalty 1740.678389 = -638319.670185 nChanged 28 SP:Iteration 57Q (4968.087389 sec): 3 clusters Score: Raw -640064.266828 + Penalty 1740.678389 = -638323.588440 nChanged 48 SP:Iteration 58Q (4968.110387 sec): 3 clusters Score: Raw -640072.521486 + Penalty 1740.678389 = -638331.843097 nChanged 46 SP:Iteration 59Q (4968.133284 sec): 3 clusters Score: Raw -640079.264257 + Penalty 1740.678389 = -638338.585869 nChanged 44 SP:Iteration 60F (4968.157110 sec): 3 clusters Score: Raw -640085.674774 + Penalty 1740.678389 = -638344.996385 nChanged 47 SP:Iteration 61Q (4968.180087 sec): 3 clusters Score: Raw -640093.763011 + Penalty 1740.678389 = -638353.084623 nChanged 40 SP:Iteration 62Q (4968.202947 sec): 3 clusters Score: Raw -640100.470054 + Penalty 1740.678389 = -638359.791665 nChanged 34 SP:Iteration 63Q (4968.225725 sec): 3 clusters Score: Raw -640106.562788 + Penalty 1740.678389 = -638365.884400 nChanged 39 SP:Iteration 64Q (4968.248449 sec): 3 clusters Score: Raw -640113.120887 + Penalty 1740.678389 = -638372.442498 nChanged 40 SP:Iteration 65Q (4968.271099 sec): 3 clusters Score: Raw -640119.508324 + Penalty 1740.678389 = -638378.829936 nChanged 41 SP:Iteration 66Q (4968.293940 sec): 3 clusters Score: Raw -640125.358927 + Penalty 1740.678389 = -638384.680539 nChanged 34 SP:Iteration 67Q (4968.316743 sec): 3 clusters Score: Raw -640129.946278 + Penalty 1740.678389 = -638389.267890 nChanged 30 SP:Iteration 68Q (4968.339598 sec): 3 clusters Score: Raw -640133.613680 + Penalty 1740.678389 = -638392.935292 nChanged 21 SP:Iteration 69Q (4968.362278 sec): 3 clusters Score: Raw -640136.350770 + Penalty 1740.678389 = -638395.672381 nChanged 19 SP:Iteration 70Q (4968.385006 sec): 3 clusters Score: Raw -640139.067592 + Penalty 1740.678389 = -638398.389203 nChanged 23 SP:Iteration 71Q (4968.407705 sec): 3 clusters Score: Raw -640142.250721 + Penalty 1740.678389 = -638401.572332 nChanged 18 SP:Iteration 72Q (4968.430508 sec): 3 clusters Score: Raw -640144.064673 + Penalty 1740.678389 = -638403.386284 nChanged 13 SP:Iteration 73Q (4968.453341 sec): 3 clusters Score: Raw -640145.913185 + Penalty 1740.678389 = -638405.234796 nChanged 19 SP:Iteration 74Q (4968.475971 sec): 3 clusters Score: Raw -640148.569844 + Penalty 1740.678389 = -638407.891455 nChanged 23 SP:Iteration 75Q (4968.498592 sec): 3 clusters Score: Raw -640151.973475 + Penalty 1740.678389 = -638411.295086 nChanged 29 SP:Iteration 76Q (4968.521492 sec): 3 clusters Score: Raw -640157.119613 + Penalty 1740.678389 = -638416.441224 nChanged 29 SP:Iteration 77Q (4968.544289 sec): 3 clusters Score: Raw -640163.712189 + Penalty 1740.678389 = -638423.033801 nChanged 32 SP:Iteration 78Q (4968.567013 sec): 3 clusters Score: Raw -640170.157328 + Penalty 1740.678389 = -638429.478939 nChanged 36 SP:Iteration 79Q (4968.589639 sec): 3 clusters Score: Raw -640177.401884 + Penalty 1740.678389 = -638436.723495 nChanged 39 SP:Iteration 80F (4968.613250 sec): 3 clusters Score: Raw -640184.343420 + Penalty 1740.678389 = -638443.665031 nChanged 38 SP:Iteration 81Q (4968.635828 sec): 3 clusters Score: Raw -640190.352733 + Penalty 1740.678389 = -638449.674344 nChanged 35 SP:Iteration 82Q (4968.658465 sec): 3 clusters Score: Raw -640196.434349 + Penalty 1740.678389 = -638455.755960 nChanged 32 SP:Iteration 83Q (4968.681297 sec): 3 clusters Score: Raw -640201.977863 + Penalty 1740.678389 = -638461.299474 nChanged 32 SP:Iteration 84Q (4968.704068 sec): 3 clusters Score: Raw -640208.474595 + Penalty 1740.678389 = -638467.796206 nChanged 34 SP:Iteration 85Q (4968.726579 sec): 3 clusters Score: Raw -640216.975126 + Penalty 1740.678389 = -638476.296737 nChanged 41 SP:Iteration 86Q (4968.749389 sec): 3 clusters Score: Raw -640225.186194 + Penalty 1740.678389 = -638484.507806 nChanged 33 SP:Iteration 87Q (4968.772002 sec): 3 clusters Score: Raw -640230.591691 + Penalty 1740.678389 = -638489.913302 nChanged 28 SP:Iteration 88Q (4968.794445 sec): 3 clusters Score: Raw -640235.683413 + Penalty 1740.678389 = -638495.005024 nChanged 29 SP:Iteration 89Q (4968.817073 sec): 3 clusters Score: Raw -640239.787461 + Penalty 1740.678389 = -638499.109072 nChanged 20 SP:Iteration 90Q (4968.839601 sec): 3 clusters Score: Raw -640242.749654 + Penalty 1740.678389 = -638502.071265 nChanged 19 SP:Iteration 91Q (4968.861995 sec): 3 clusters Score: Raw -640245.892137 + Penalty 1740.678389 = -638505.213748 nChanged 18 SP:Iteration 92Q (4968.884370 sec): 3 clusters Score: Raw -640248.371576 + Penalty 1740.678389 = -638507.693187 nChanged 20 SP:Iteration 93Q (4968.907046 sec): 3 clusters Score: Raw -640251.672988 + Penalty 1740.678389 = -638510.994599 nChanged 24 SP:Iteration 94Q (4968.929410 sec): 3 clusters Score: Raw -640256.045058 + Penalty 1740.678389 = -638515.366669 nChanged 27 SP:Iteration 95Q (4968.952054 sec): 3 clusters Score: Raw -640261.696370 + Penalty 1740.678389 = -638521.017981 nChanged 32 SP:Iteration 96Q (4968.974330 sec): 3 clusters Score: Raw -640267.964960 + Penalty 1740.678389 = -638527.286571 nChanged 38 SP:Iteration 97Q (4968.996657 sec): 3 clusters Score: Raw -640278.304330 + Penalty 1740.678389 = -638537.625942 nChanged 56 SP:Iteration 98Q (4969.019127 sec): 3 clusters Score: Raw -640292.976062 + Penalty 1740.678389 = -638552.297673 nChanged 50 SP:Iteration 99Q (4969.041396 sec): 3 clusters Score: Raw -640304.164832 + Penalty 1740.678389 = -638563.486443 nChanged 44 SP:Iteration 100F (4969.065019 sec): 3 clusters Score: Raw -640314.536416 + Penalty 1740.678389 = -638573.858028 nChanged 39 SP:Iteration 101Q (4969.087498 sec): 3 clusters Score: Raw -640324.975916 + Penalty 1740.678389 = -638584.297527 nChanged 44 SP:Iteration 102Q (4969.109944 sec): 3 clusters Score: Raw -640335.882343 + Penalty 1740.678389 = -638595.203954 nChanged 44 SP:Iteration 103Q (4969.132259 sec): 3 clusters Score: Raw -640344.427667 + Penalty 1740.678389 = -638603.749278 nChanged 39 SP:Iteration 104Q (4969.154691 sec): 3 clusters Score: Raw -640352.081641 + Penalty 1740.678389 = -638611.403253 nChanged 35 SP:Iteration 105Q (4969.176964 sec): 3 clusters Score: Raw -640359.954889 + Penalty 1740.678389 = -638619.276501 nChanged 41 SP:Iteration 106Q (4969.199143 sec): 3 clusters Score: Raw -640371.500533 + Penalty 1740.678389 = -638630.822145 nChanged 52 SP:Iteration 107Q (4969.221556 sec): 3 clusters Score: Raw -640384.410930 + Penalty 1740.678389 = -638643.732541 nChanged 34 SP:Iteration 108Q (4969.243596 sec): 3 clusters Score: Raw -640392.078172 + Penalty 1740.678389 = -638651.399783 nChanged 26 SP:Iteration 109Q (4969.265939 sec): 3 clusters Score: Raw -640396.651362 + Penalty 1740.678389 = -638655.972973 nChanged 23 SP:Iteration 110Q (4969.288088 sec): 3 clusters Score: Raw -640401.413223 + Penalty 1740.678389 = -638660.734834 nChanged 29 SP:Iteration 111Q (4969.310496 sec): 3 clusters Score: Raw -640406.112378 + Penalty 1740.678389 = -638665.433989 nChanged 22 SP:Iteration 112Q (4969.332586 sec): 3 clusters Score: Raw -640412.366839 + Penalty 1740.678389 = -638671.688451 nChanged 31 SP:Iteration 113Q (4969.354795 sec): 3 clusters Score: Raw -640419.526327 + Penalty 1740.678389 = -638678.847939 nChanged 26 SP:Iteration 114Q (4969.376942 sec): 3 clusters Score: Raw -640425.760244 + Penalty 1740.678389 = -638685.081855 nChanged 32 SP:Iteration 115Q (4969.399070 sec): 3 clusters Score: Raw -640431.607245 + Penalty 1740.678389 = -638690.928856 nChanged 30 SP:Iteration 116Q (4969.420985 sec): 3 clusters Score: Raw -640436.234338 + Penalty 1740.678389 = -638695.555950 nChanged 23 SP:Iteration 117Q (4969.442928 sec): 3 clusters Score: Raw -640440.279568 + Penalty 1740.678389 = -638699.601179 nChanged 27 SP:Iteration 118Q (4969.464666 sec): 3 clusters Score: Raw -640445.689166 + Penalty 1740.678389 = -638705.010777 nChanged 22 SP:Iteration 119Q (4969.486457 sec): 3 clusters Score: Raw -640450.268959 + Penalty 1740.678389 = -638709.590570 nChanged 24 SP:Iteration 120F (4969.510242 sec): 3 clusters Score: Raw -640454.764983 + Penalty 1740.678389 = -638714.086594 nChanged 27 SP:Iteration 121Q (4969.532039 sec): 3 clusters Score: Raw -640462.034383 + Penalty 1740.678389 = -638721.355994 nChanged 29 SP:Iteration 122Q (4969.553958 sec): 3 clusters Score: Raw -640469.814500 + Penalty 1740.678389 = -638729.136111 nChanged 33 SP:Iteration 123Q (4969.575943 sec): 3 clusters Score: Raw -640479.853585 + Penalty 1740.678389 = -638739.175196 nChanged 34 SP:Iteration 124Q (4969.597854 sec): 3 clusters Score: Raw -640492.655263 + Penalty 1740.678389 = -638751.976875 nChanged 37 SP:Iteration 125Q (4969.619772 sec): 3 clusters Score: Raw -640507.414594 + Penalty 1740.678389 = -638766.736205 nChanged 38 SP:Iteration 126Q (4969.641653 sec): 3 clusters Score: Raw -640521.992756 + Penalty 1740.678389 = -638781.314367 nChanged 45 SP:Iteration 127Q (4969.663595 sec): 3 clusters Score: Raw -640540.510111 + Penalty 1740.678389 = -638799.831723 nChanged 40 SP:Iteration 128Q (4969.685296 sec): 3 clusters Score: Raw -640554.900817 + Penalty 1740.678389 = -638814.222428 nChanged 39 SP:Iteration 129Q (4969.706986 sec): 3 clusters Score: Raw -640567.525842 + Penalty 1740.678389 = -638826.847453 nChanged 32 SP:Iteration 130Q (4969.728818 sec): 3 clusters Score: Raw -640580.370888 + Penalty 1740.678389 = -638839.692500 nChanged 41 SP:Iteration 131Q (4969.750575 sec): 3 clusters Score: Raw -640597.329900 + Penalty 1740.678389 = -638856.651511 nChanged 37 SP:Iteration 132Q (4969.772174 sec): 3 clusters Score: Raw -640611.913625 + Penalty 1740.678389 = -638871.235236 nChanged 32 SP:Iteration 133Q (4969.793757 sec): 3 clusters Score: Raw -640622.698755 + Penalty 1740.678389 = -638882.020367 nChanged 28 SP:Iteration 134Q (4969.815480 sec): 3 clusters Score: Raw -640631.840311 + Penalty 1740.678389 = -638891.161922 nChanged 28 SP:Iteration 135Q (4969.836992 sec): 3 clusters Score: Raw -640639.261469 + Penalty 1740.678389 = -638898.583081 nChanged 19 SP:Iteration 136Q (4969.858566 sec): 3 clusters Score: Raw -640644.099876 + Penalty 1740.678389 = -638903.421487 nChanged 23 SP:Iteration 137Q (4969.880195 sec): 3 clusters Score: Raw -640650.096791 + Penalty 1740.678389 = -638909.418403 nChanged 13 SP:Iteration 138Q (4969.901751 sec): 3 clusters Score: Raw -640652.578435 + Penalty 1740.678389 = -638911.900046 nChanged 11 SP:Iteration 139Q (4969.923354 sec): 3 clusters Score: Raw -640655.470110 + Penalty 1740.678389 = -638914.791721 nChanged 10 SP:Iteration 140F (4969.947157 sec): 3 clusters Score: Raw -640658.599580 + Penalty 1740.678389 = -638917.921191 nChanged 13 SP:Iteration 141Q (4969.968547 sec): 3 clusters Score: Raw -640662.566671 + Penalty 1740.678389 = -638921.888282 nChanged 14 SP:Iteration 142Q (4969.990275 sec): 3 clusters Score: Raw -640666.699741 + Penalty 1740.678389 = -638926.021352 nChanged 11 SP:Iteration 143Q (4970.011541 sec): 3 clusters Score: Raw -640670.286194 + Penalty 1740.678389 = -638929.607805 nChanged 11 SP:Iteration 144Q (4970.033167 sec): 3 clusters Score: Raw -640674.539664 + Penalty 1740.678389 = -638933.861276 nChanged 17 SP:Iteration 145Q (4970.054911 sec): 3 clusters Score: Raw -640680.522902 + Penalty 1740.678389 = -638939.844513 nChanged 14 SP:Iteration 146Q (4970.076382 sec): 3 clusters Score: Raw -640684.334867 + Penalty 1740.678389 = -638943.656478 nChanged 7 SP:Iteration 147Q (4970.097883 sec): 3 clusters Score: Raw -640686.200466 + Penalty 1740.678389 = -638945.522077 nChanged 9 SP:Iteration 148Q (4970.119318 sec): 3 clusters Score: Raw -640688.812070 + Penalty 1740.678389 = -638948.133681 nChanged 9 SP:Iteration 149Q (4970.140659 sec): 3 clusters Score: Raw -640691.006030 + Penalty 1740.678389 = -638950.327641 nChanged 12 SP:Iteration 150Q (4970.162177 sec): 3 clusters Score: Raw -640694.880116 + Penalty 1740.678389 = -638954.201727 nChanged 11 SP:Iteration 151Q (4970.183391 sec): 3 clusters Score: Raw -640700.057581 + Penalty 1740.678389 = -638959.379193 nChanged 12 SP:Iteration 152Q (4970.204804 sec): 3 clusters Score: Raw -640704.390681 + Penalty 1740.678389 = -638963.712292 nChanged 15 SP:Iteration 153Q (4970.226217 sec): 3 clusters Score: Raw -640709.128499 + Penalty 1740.678389 = -638968.450110 nChanged 13 SP:Iteration 154Q (4970.247769 sec): 3 clusters Score: Raw -640713.930991 + Penalty 1740.678389 = -638973.252603 nChanged 14 SP:Iteration 155Q (4970.269031 sec): 3 clusters Score: Raw -640719.836559 + Penalty 1740.678389 = -638979.158170 nChanged 13 SP:Iteration 156Q (4970.290311 sec): 3 clusters Score: Raw -640725.000953 + Penalty 1740.678389 = -638984.322564 nChanged 12 SP:Iteration 157Q (4970.311662 sec): 3 clusters Score: Raw -640727.846513 + Penalty 1740.678389 = -638987.168124 nChanged 11 SP:Iteration 158Q (4970.333060 sec): 3 clusters Score: Raw -640732.059217 + Penalty 1740.678389 = -638991.380828 nChanged 11 SP:Iteration 159Q (4970.354555 sec): 3 clusters Score: Raw -640737.301780 + Penalty 1740.678389 = -638996.623392 nChanged 13 SP:Iteration 160F (4970.378432 sec): 3 clusters Score: Raw -640740.741488 + Penalty 1740.678389 = -639000.063099 nChanged 9 SP:Iteration 161Q (4970.399801 sec): 3 clusters Score: Raw -640745.663412 + Penalty 1740.678389 = -639004.985023 nChanged 15 SP:Iteration 162Q (4970.421386 sec): 3 clusters Score: Raw -640752.374915 + Penalty 1740.678389 = -639011.696527 nChanged 15 SP:Iteration 163Q (4970.442647 sec): 3 clusters Score: Raw -640757.573348 + Penalty 1740.678389 = -639016.894959 nChanged 15 SP:Iteration 164Q (4970.463943 sec): 3 clusters Score: Raw -640764.340225 + Penalty 1740.678389 = -639023.661836 nChanged 20 SP:Iteration 165Q (4970.485281 sec): 3 clusters Score: Raw -640771.917041 + Penalty 1740.678389 = -639031.238652 nChanged 8 SP:Iteration 166Q (4970.506666 sec): 3 clusters Score: Raw -640776.202025 + Penalty 1740.678389 = -639035.523637 nChanged 9 SP:Iteration 167Q (4970.527899 sec): 3 clusters Score: Raw -640780.759100 + Penalty 1740.678389 = -639040.080711 nChanged 10 SP:Iteration 168Q (4970.549216 sec): 3 clusters Score: Raw -640784.009148 + Penalty 1740.678389 = -639043.330759 nChanged 7 SP:Iteration 169Q (4970.570527 sec): 3 clusters Score: Raw -640786.333569 + Penalty 1740.678389 = -639045.655180 nChanged 10 SP:Iteration 170Q (4970.591855 sec): 3 clusters Score: Raw -640789.278915 + Penalty 1740.678389 = -639048.600527 nChanged 7 SP:Iteration 171Q (4970.613355 sec): 3 clusters Score: Raw -640792.188436 + Penalty 1740.678389 = -639051.510047 nChanged 4 SP:Iteration 172Q (4970.634466 sec): 3 clusters Score: Raw -640793.687516 + Penalty 1740.678389 = -639053.009128 nChanged 4 SP:Iteration 173Q (4970.656082 sec): 3 clusters Score: Raw -640795.272437 + Penalty 1740.678389 = -639054.594048 nChanged 2 SP:Iteration 174Q (4970.677227 sec): 3 clusters Score: Raw -640795.993394 + Penalty 1740.678389 = -639055.315005 nChanged 3 SP:Iteration 175Q (4970.698664 sec): 3 clusters Score: Raw -640796.960980 + Penalty 1740.678389 = -639056.282591 nChanged 0 SP:Iteration 176F (4970.722408 sec): 3 clusters Score: Raw -640796.960980 + Penalty 1740.678389 = -639056.282591 nChanged 0 Trying to split cluster 19 (20134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4970.753384 sec): 2 clusters Score: Raw -1408569.356284 + Penalty 941.465695 = -1407627.890589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4970.790821 sec): 3 clusters Score: Raw -1395916.444986 + Penalty 1882.931389 = -1394033.513597 nChanged 9356 SP:Iteration 1F (4970.825948 sec): 3 clusters Score: Raw -1401474.650164 + Penalty 1882.931389 = -1399591.718774 nChanged 1033 SP:Iteration 2F (4970.861180 sec): 3 clusters Score: Raw -1401851.213201 + Penalty 1882.931389 = -1399968.281811 nChanged 959 SP:Iteration 3Q (4970.896972 sec): 3 clusters Score: Raw -1402197.689368 + Penalty 1882.931389 = -1400314.757979 nChanged 882 SP:Iteration 4Q (4970.932642 sec): 3 clusters Score: Raw -1402544.838889 + Penalty 1882.931389 = -1400661.907499 nChanged 906 SP:Iteration 5Q (4970.968302 sec): 3 clusters Score: Raw -1402927.442779 + Penalty 1882.931389 = -1401044.511389 nChanged 930 SP:Iteration 6Q (4971.003897 sec): 3 clusters Score: Raw -1403378.078808 + Penalty 1882.931389 = -1401495.147419 nChanged 928 SP:Iteration 7Q (4971.039754 sec): 3 clusters Score: Raw -1403927.089713 + Penalty 1882.931389 = -1402044.158323 nChanged 974 SP:Iteration 8Q (4971.075420 sec): 3 clusters Score: Raw -1404542.864624 + Penalty 1882.931389 = -1402659.933235 nChanged 965 SP:Iteration 9Q (4971.110954 sec): 3 clusters Score: Raw -1405121.072671 + Penalty 1882.931389 = -1403238.141282 nChanged 849 SP:Iteration 10Q (4971.146231 sec): 3 clusters Score: Raw -1405534.270605 + Penalty 1882.931389 = -1403651.339216 nChanged 686 SP:Iteration 11Q (4971.181428 sec): 3 clusters Score: Raw -1405813.028892 + Penalty 1882.931389 = -1403930.097503 nChanged 537 SP:Iteration 12Q (4971.216301 sec): 3 clusters Score: Raw -1405978.991487 + Penalty 1882.931389 = -1404096.060098 nChanged 380 SP:Iteration 13Q (4971.250778 sec): 3 clusters Score: Raw -1406076.867473 + Penalty 1882.931389 = -1404193.936084 nChanged 313 SP:Iteration 14Q (4971.285274 sec): 3 clusters Score: Raw -1406153.268369 + Penalty 1882.931389 = -1404270.336980 nChanged 268 SP:Iteration 15Q (4971.319727 sec): 3 clusters Score: Raw -1406220.230562 + Penalty 1882.931389 = -1404337.299173 nChanged 261 SP:Iteration 16Q (4971.354137 sec): 3 clusters Score: Raw -1406292.125988 + Penalty 1882.931389 = -1404409.194599 nChanged 264 SP:Iteration 17Q (4971.388161 sec): 3 clusters Score: Raw -1406364.211326 + Penalty 1882.931389 = -1404481.279937 nChanged 270 SP:Iteration 18Q (4971.422215 sec): 3 clusters Score: Raw -1406436.612769 + Penalty 1882.931389 = -1404553.681380 nChanged 264 SP:Iteration 19Q (4971.456126 sec): 3 clusters Score: Raw -1406507.547527 + Penalty 1882.931389 = -1404624.616138 nChanged 258 SP:Iteration 20F (4971.491387 sec): 3 clusters Score: Raw -1406575.511205 + Penalty 1882.931389 = -1404692.579816 nChanged 262 SP:Iteration 21Q (4971.525202 sec): 3 clusters Score: Raw -1406649.055343 + Penalty 1882.931389 = -1404766.123954 nChanged 272 SP:Iteration 22Q (4971.558802 sec): 3 clusters Score: Raw -1406735.826984 + Penalty 1882.931389 = -1404852.895594 nChanged 291 SP:Iteration 23Q (4971.592291 sec): 3 clusters Score: Raw -1406829.678843 + Penalty 1882.931389 = -1404946.747453 nChanged 269 SP:Iteration 24Q (4971.625599 sec): 3 clusters Score: Raw -1406916.542205 + Penalty 1882.931389 = -1405033.610816 nChanged 263 SP:Iteration 25Q (4971.658725 sec): 3 clusters Score: Raw -1407010.424604 + Penalty 1882.931389 = -1405127.493215 nChanged 262 SP:Iteration 26Q (4971.691708 sec): 3 clusters Score: Raw -1407109.381825 + Penalty 1882.931389 = -1405226.450436 nChanged 270 SP:Iteration 27Q (4971.724532 sec): 3 clusters Score: Raw -1407237.153118 + Penalty 1882.931389 = -1405354.221729 nChanged 296 SP:Iteration 28Q (4971.757103 sec): 3 clusters Score: Raw -1407390.638182 + Penalty 1882.931389 = -1405507.706793 nChanged 285 SP:Iteration 29Q (4971.789740 sec): 3 clusters Score: Raw -1407538.601908 + Penalty 1882.931389 = -1405655.670518 nChanged 249 SP:Iteration 30Q (4971.821904 sec): 3 clusters Score: Raw -1407674.845120 + Penalty 1882.931389 = -1405791.913730 nChanged 243 SP:Iteration 31Q (4971.874573 sec): 3 clusters Score: Raw -1407813.704505 + Penalty 1882.931389 = -1405930.773115 nChanged 237 SP:Iteration 32Q (4971.906059 sec): 3 clusters Score: Raw -1407949.823206 + Penalty 1882.931389 = -1406066.891817 nChanged 210 SP:Iteration 33Q (4971.937830 sec): 3 clusters Score: Raw -1408065.062812 + Penalty 1882.931389 = -1406182.131423 nChanged 174 SP:Iteration 34Q (4971.969544 sec): 3 clusters Score: Raw -1408168.101144 + Penalty 1882.931389 = -1406285.169754 nChanged 167 SP:Iteration 35Q (4972.000766 sec): 3 clusters Score: Raw -1408278.942063 + Penalty 1882.931389 = -1406396.010673 nChanged 181 SP:Iteration 36Q (4972.032070 sec): 3 clusters Score: Raw -1408395.453898 + Penalty 1882.931389 = -1406512.522509 nChanged 161 SP:Iteration 37Q (4972.063175 sec): 3 clusters Score: Raw -1408492.353847 + Penalty 1882.931389 = -1406609.422458 nChanged 136 SP:Iteration 38Q (4972.094086 sec): 3 clusters Score: Raw -1408575.413520 + Penalty 1882.931389 = -1406692.482131 nChanged 121 SP:Iteration 39Q (4972.125009 sec): 3 clusters Score: Raw -1408632.808797 + Penalty 1882.931389 = -1406749.877408 nChanged 105 SP:Iteration 40F (4972.160408 sec): 3 clusters Score: Raw -1408683.176857 + Penalty 1882.931389 = -1406800.245468 nChanged 87 SP:Iteration 41Q (4972.191291 sec): 3 clusters Score: Raw -1408720.613467 + Penalty 1882.931389 = -1406837.682078 nChanged 85 SP:Iteration 42Q (4972.222140 sec): 3 clusters Score: Raw -1408754.928658 + Penalty 1882.931389 = -1406871.997269 nChanged 63 SP:Iteration 43Q (4972.252950 sec): 3 clusters Score: Raw -1408781.459392 + Penalty 1882.931389 = -1406898.528003 nChanged 63 SP:Iteration 44Q (4972.283802 sec): 3 clusters Score: Raw -1408806.038822 + Penalty 1882.931389 = -1406923.107433 nChanged 58 SP:Iteration 45Q (4972.314544 sec): 3 clusters Score: Raw -1408825.547832 + Penalty 1882.931389 = -1406942.616442 nChanged 49 SP:Iteration 46Q (4972.345043 sec): 3 clusters Score: Raw -1408839.788635 + Penalty 1882.931389 = -1406956.857246 nChanged 42 SP:Iteration 47Q (4972.375891 sec): 3 clusters Score: Raw -1408858.540813 + Penalty 1882.931389 = -1406975.609423 nChanged 46 SP:Iteration 48Q (4972.406447 sec): 3 clusters Score: Raw -1408875.174624 + Penalty 1882.931389 = -1406992.243235 nChanged 52 SP:Iteration 49Q (4972.437069 sec): 3 clusters Score: Raw -1408899.409951 + Penalty 1882.931389 = -1407016.478562 nChanged 59 SP:Iteration 50Q (4972.467698 sec): 3 clusters Score: Raw -1408920.501801 + Penalty 1882.931389 = -1407037.570412 nChanged 42 SP:Iteration 51Q (4972.498223 sec): 3 clusters Score: Raw -1408933.718224 + Penalty 1882.931389 = -1407050.786835 nChanged 35 SP:Iteration 52Q (4972.528714 sec): 3 clusters Score: Raw -1408944.539217 + Penalty 1882.931389 = -1407061.607827 nChanged 37 SP:Iteration 53Q (4972.559330 sec): 3 clusters Score: Raw -1408956.874232 + Penalty 1882.931389 = -1407073.942843 nChanged 34 SP:Iteration 54Q (4972.589823 sec): 3 clusters Score: Raw -1408967.108984 + Penalty 1882.931389 = -1407084.177594 nChanged 32 SP:Iteration 55Q (4972.620373 sec): 3 clusters Score: Raw -1408974.100614 + Penalty 1882.931389 = -1407091.169225 nChanged 25 SP:Iteration 56Q (4972.650812 sec): 3 clusters Score: Raw -1408979.520233 + Penalty 1882.931389 = -1407096.588844 nChanged 18 SP:Iteration 57Q (4972.681557 sec): 3 clusters Score: Raw -1408983.894007 + Penalty 1882.931389 = -1407100.962618 nChanged 13 SP:Iteration 58Q (4972.711942 sec): 3 clusters Score: Raw -1408986.658915 + Penalty 1882.931389 = -1407103.727526 nChanged 5 SP:Iteration 59Q (4972.742607 sec): 3 clusters Score: Raw -1408987.341992 + Penalty 1882.931389 = -1407104.410603 nChanged 3 SP:Iteration 60F (4972.777920 sec): 3 clusters Score: Raw -1408991.220976 + Penalty 1882.931389 = -1407108.289586 nChanged 7 SP:Iteration 61Q (4972.808586 sec): 3 clusters Score: Raw -1408992.624173 + Penalty 1882.931389 = -1407109.692784 nChanged 5 SP:Iteration 62Q (4972.839276 sec): 3 clusters Score: Raw -1408993.299257 + Penalty 1882.931389 = -1407110.367867 nChanged 3 SP:Iteration 63Q (4972.869926 sec): 3 clusters Score: Raw -1408994.131381 + Penalty 1882.931389 = -1407111.199991 nChanged 6 SP:Iteration 64Q (4972.900527 sec): 3 clusters Score: Raw -1408995.203532 + Penalty 1882.931389 = -1407112.272143 nChanged 8 SP:Iteration 65Q (4972.931204 sec): 3 clusters Score: Raw -1408996.720642 + Penalty 1882.931389 = -1407113.789253 nChanged 4 SP:Iteration 66Q (4972.961709 sec): 3 clusters Score: Raw -1408997.904860 + Penalty 1882.931389 = -1407114.973471 nChanged 2 SP:Iteration 67Q (4972.992337 sec): 3 clusters Score: Raw -1408998.178388 + Penalty 1882.931389 = -1407115.246999 nChanged 1 SP:Iteration 68Q (4973.022719 sec): 3 clusters Score: Raw -1408998.457419 + Penalty 1882.931389 = -1407115.526030 nChanged 2 SP:Iteration 69Q (4973.053436 sec): 3 clusters Score: Raw -1408998.656745 + Penalty 1882.931389 = -1407115.725356 nChanged 2 SP:Iteration 70Q (4973.084107 sec): 3 clusters Score: Raw -1408999.318966 + Penalty 1882.931389 = -1407116.387577 nChanged 2 SP:Iteration 71Q (4973.114656 sec): 3 clusters Score: Raw -1408999.640484 + Penalty 1882.931389 = -1407116.709095 nChanged 1 SP:Iteration 72Q (4973.145263 sec): 3 clusters Score: Raw -1408999.808488 + Penalty 1882.931389 = -1407116.877099 nChanged 1 SP:Iteration 73Q (4973.175796 sec): 3 clusters Score: Raw -1408999.971975 + Penalty 1882.931389 = -1407117.040586 nChanged 1 SP:Iteration 74Q (4973.206576 sec): 3 clusters Score: Raw -1409000.190767 + Penalty 1882.931389 = -1407117.259378 nChanged 2 SP:Iteration 75Q (4973.237268 sec): 3 clusters Score: Raw -1409000.708320 + Penalty 1882.931389 = -1407117.776931 nChanged 2 SP:Iteration 76Q (4973.267839 sec): 3 clusters Score: Raw -1409001.001607 + Penalty 1882.931389 = -1407118.070218 nChanged 2 SP:Iteration 77Q (4973.298524 sec): 3 clusters Score: Raw -1409001.395072 + Penalty 1882.931389 = -1407118.463683 nChanged 0 SP:Iteration 78F (4973.333591 sec): 3 clusters Score: Raw -1409001.395072 + Penalty 1882.931389 = -1407118.463683 nChanged 0 Trying to split cluster 20 (21123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4973.364639 sec): 2 clusters Score: Raw -1554001.299728 + Penalty 946.021188 = -1553055.278540 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4973.403811 sec): 3 clusters Score: Raw -1540910.293552 + Penalty 1892.042377 = -1539018.251176 nChanged 9788 SP:Iteration 1F (4973.439361 sec): 3 clusters Score: Raw -1546822.305445 + Penalty 1892.042377 = -1544930.263068 nChanged 1281 SP:Iteration 2F (4973.476576 sec): 3 clusters Score: Raw -1547483.177952 + Penalty 1892.042377 = -1545591.135575 nChanged 1333 SP:Iteration 3F (4973.512210 sec): 3 clusters Score: Raw -1548206.844987 + Penalty 1892.042377 = -1546314.802610 nChanged 1355 SP:Iteration 4F (4973.547759 sec): 3 clusters Score: Raw -1548965.237051 + Penalty 1892.042377 = -1547073.194674 nChanged 1290 SP:Iteration 5F (4973.584426 sec): 3 clusters Score: Raw -1549673.523699 + Penalty 1892.042377 = -1547781.481322 nChanged 1165 SP:Iteration 6F (4973.619796 sec): 3 clusters Score: Raw -1550363.045700 + Penalty 1892.042377 = -1548471.003323 nChanged 1026 SP:Iteration 7Q (4973.655856 sec): 3 clusters Score: Raw -1551074.679801 + Penalty 1892.042377 = -1549182.637425 nChanged 894 SP:Iteration 8Q (4973.691741 sec): 3 clusters Score: Raw -1551744.136191 + Penalty 1892.042377 = -1549852.093814 nChanged 731 SP:Iteration 9Q (4973.727408 sec): 3 clusters Score: Raw -1552342.535189 + Penalty 1892.042377 = -1550450.492812 nChanged 598 SP:Iteration 10Q (4973.762731 sec): 3 clusters Score: Raw -1552811.833723 + Penalty 1892.042377 = -1550919.791346 nChanged 456 SP:Iteration 11Q (4973.797523 sec): 3 clusters Score: Raw -1553132.108564 + Penalty 1892.042377 = -1551240.066187 nChanged 363 SP:Iteration 12Q (4973.831639 sec): 3 clusters Score: Raw -1553353.769431 + Penalty 1892.042377 = -1551461.727054 nChanged 306 SP:Iteration 13Q (4973.865148 sec): 3 clusters Score: Raw -1553506.277257 + Penalty 1892.042377 = -1551614.234880 nChanged 268 SP:Iteration 14Q (4973.898204 sec): 3 clusters Score: Raw -1553637.058572 + Penalty 1892.042377 = -1551745.016195 nChanged 224 SP:Iteration 15Q (4973.931090 sec): 3 clusters Score: Raw -1553746.498505 + Penalty 1892.042377 = -1551854.456128 nChanged 204 SP:Iteration 16Q (4973.963715 sec): 3 clusters Score: Raw -1553848.239129 + Penalty 1892.042377 = -1551956.196752 nChanged 164 SP:Iteration 17Q (4973.996131 sec): 3 clusters Score: Raw -1553912.731852 + Penalty 1892.042377 = -1552020.689475 nChanged 130 SP:Iteration 18Q (4974.028247 sec): 3 clusters Score: Raw -1553956.629328 + Penalty 1892.042377 = -1552064.586951 nChanged 105 SP:Iteration 19Q (4974.060086 sec): 3 clusters Score: Raw -1553989.754946 + Penalty 1892.042377 = -1552097.712569 nChanged 74 SP:Iteration 20F (4974.095379 sec): 3 clusters Score: Raw -1554008.530453 + Penalty 1892.042377 = -1552116.488076 nChanged 67 SP:Iteration 21Q (4974.127197 sec): 3 clusters Score: Raw -1554022.793124 + Penalty 1892.042377 = -1552130.750747 nChanged 48 SP:Iteration 22Q (4974.158833 sec): 3 clusters Score: Raw -1554032.981991 + Penalty 1892.042377 = -1552140.939614 nChanged 44 SP:Iteration 23Q (4974.190260 sec): 3 clusters Score: Raw -1554041.980613 + Penalty 1892.042377 = -1552149.938236 nChanged 48 SP:Iteration 24Q (4974.221633 sec): 3 clusters Score: Raw -1554049.967239 + Penalty 1892.042377 = -1552157.924862 nChanged 41 SP:Iteration 25Q (4974.253061 sec): 3 clusters Score: Raw -1554057.729845 + Penalty 1892.042377 = -1552165.687468 nChanged 45 SP:Iteration 26Q (4974.284351 sec): 3 clusters Score: Raw -1554067.770944 + Penalty 1892.042377 = -1552175.728567 nChanged 51 SP:Iteration 27Q (4974.315565 sec): 3 clusters Score: Raw -1554079.185209 + Penalty 1892.042377 = -1552187.142832 nChanged 48 SP:Iteration 28Q (4974.346807 sec): 3 clusters Score: Raw -1554093.250628 + Penalty 1892.042377 = -1552201.208251 nChanged 49 SP:Iteration 29Q (4974.377983 sec): 3 clusters Score: Raw -1554105.716128 + Penalty 1892.042377 = -1552213.673751 nChanged 50 SP:Iteration 30Q (4974.409106 sec): 3 clusters Score: Raw -1554118.309636 + Penalty 1892.042377 = -1552226.267259 nChanged 50 SP:Iteration 31Q (4974.440139 sec): 3 clusters Score: Raw -1554128.727184 + Penalty 1892.042377 = -1552236.684807 nChanged 41 SP:Iteration 32Q (4974.471136 sec): 3 clusters Score: Raw -1554137.047016 + Penalty 1892.042377 = -1552245.004639 nChanged 30 SP:Iteration 33Q (4974.502008 sec): 3 clusters Score: Raw -1554142.883166 + Penalty 1892.042377 = -1552250.840789 nChanged 23 SP:Iteration 34Q (4974.532993 sec): 3 clusters Score: Raw -1554147.065602 + Penalty 1892.042377 = -1552255.023225 nChanged 28 SP:Iteration 35Q (4974.563827 sec): 3 clusters Score: Raw -1554153.320813 + Penalty 1892.042377 = -1552261.278436 nChanged 32 SP:Iteration 36Q (4974.594721 sec): 3 clusters Score: Raw -1554160.900775 + Penalty 1892.042377 = -1552268.858398 nChanged 36 SP:Iteration 37Q (4974.625626 sec): 3 clusters Score: Raw -1554168.199291 + Penalty 1892.042377 = -1552276.156914 nChanged 33 SP:Iteration 38Q (4974.656467 sec): 3 clusters Score: Raw -1554175.565152 + Penalty 1892.042377 = -1552283.522775 nChanged 21 SP:Iteration 39Q (4974.687192 sec): 3 clusters Score: Raw -1554179.539042 + Penalty 1892.042377 = -1552287.496665 nChanged 18 SP:Iteration 40F (4974.722632 sec): 3 clusters Score: Raw -1554183.119509 + Penalty 1892.042377 = -1552291.077132 nChanged 21 SP:Iteration 41Q (4974.753559 sec): 3 clusters Score: Raw -1554186.809802 + Penalty 1892.042377 = -1552294.767425 nChanged 18 SP:Iteration 42Q (4974.784177 sec): 3 clusters Score: Raw -1554188.972230 + Penalty 1892.042377 = -1552296.929853 nChanged 15 SP:Iteration 43Q (4974.814897 sec): 3 clusters Score: Raw -1554190.691590 + Penalty 1892.042377 = -1552298.649213 nChanged 9 SP:Iteration 44Q (4974.845492 sec): 3 clusters Score: Raw -1554191.464866 + Penalty 1892.042377 = -1552299.422489 nChanged 6 SP:Iteration 45Q (4974.876261 sec): 3 clusters Score: Raw -1554192.075998 + Penalty 1892.042377 = -1552300.033621 nChanged 8 SP:Iteration 46Q (4974.907028 sec): 3 clusters Score: Raw -1554192.910677 + Penalty 1892.042377 = -1552300.868300 nChanged 8 SP:Iteration 47Q (4974.937653 sec): 3 clusters Score: Raw -1554193.835755 + Penalty 1892.042377 = -1552301.793378 nChanged 13 SP:Iteration 48Q (4974.968380 sec): 3 clusters Score: Raw -1554195.833468 + Penalty 1892.042377 = -1552303.791091 nChanged 18 SP:Iteration 49Q (4974.999053 sec): 3 clusters Score: Raw -1554198.662993 + Penalty 1892.042377 = -1552306.620616 nChanged 17 SP:Iteration 50Q (4975.029640 sec): 3 clusters Score: Raw -1554202.132791 + Penalty 1892.042377 = -1552310.090414 nChanged 16 SP:Iteration 51Q (4975.060337 sec): 3 clusters Score: Raw -1554206.850362 + Penalty 1892.042377 = -1552314.807985 nChanged 15 SP:Iteration 52Q (4975.091132 sec): 3 clusters Score: Raw -1554210.082796 + Penalty 1892.042377 = -1552318.040419 nChanged 10 SP:Iteration 53Q (4975.121702 sec): 3 clusters Score: Raw -1554211.773199 + Penalty 1892.042377 = -1552319.730822 nChanged 9 SP:Iteration 54Q (4975.152218 sec): 3 clusters Score: Raw -1554212.988178 + Penalty 1892.042377 = -1552320.945801 nChanged 4 SP:Iteration 55Q (4975.182767 sec): 3 clusters Score: Raw -1554213.392158 + Penalty 1892.042377 = -1552321.349781 nChanged 3 SP:Iteration 56Q (4975.213407 sec): 3 clusters Score: Raw -1554213.745769 + Penalty 1892.042377 = -1552321.703392 nChanged 4 SP:Iteration 57Q (4975.243992 sec): 3 clusters Score: Raw -1554214.024504 + Penalty 1892.042377 = -1552321.982127 nChanged 2 SP:Iteration 58Q (4975.274528 sec): 3 clusters Score: Raw -1554214.176489 + Penalty 1892.042377 = -1552322.134112 nChanged 1 SP:Iteration 59Q (4975.305527 sec): 3 clusters Score: Raw -1554214.331837 + Penalty 1892.042377 = -1552322.289460 nChanged 1 SP:Iteration 60F (4975.340860 sec): 3 clusters Score: Raw -1554214.356929 + Penalty 1892.042377 = -1552322.314552 nChanged 0 Trying to split cluster 21 (4842 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4975.357351 sec): 2 clusters Score: Raw -339596.896819 + Penalty 806.082898 = -338790.813921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4975.376030 sec): 3 clusters Score: Raw -336873.243849 + Penalty 1612.165796 = -335261.078053 nChanged 2047 SP:Iteration 1F (4975.393314 sec): 3 clusters Score: Raw -337997.375567 + Penalty 1612.165796 = -336385.209771 nChanged 359 SP:Iteration 2F (4975.410621 sec): 3 clusters Score: Raw -338220.362975 + Penalty 1612.165796 = -336608.197179 nChanged 320 SP:Iteration 3F (4975.427739 sec): 3 clusters Score: Raw -338437.486874 + Penalty 1612.165796 = -336825.321077 nChanged 286 SP:Iteration 4F (4975.444963 sec): 3 clusters Score: Raw -338624.316202 + Penalty 1612.165796 = -337012.150406 nChanged 280 SP:Iteration 5F (4975.462209 sec): 3 clusters Score: Raw -338842.803055 + Penalty 1612.165796 = -337230.637259 nChanged 255 SP:Iteration 6F (4975.479474 sec): 3 clusters Score: Raw -339150.328881 + Penalty 1612.165796 = -337538.163085 nChanged 254 SP:Iteration 7F (4975.496672 sec): 3 clusters Score: Raw -339484.169577 + Penalty 1612.165796 = -337872.003781 nChanged 242 SP:Iteration 8Q (4975.513478 sec): 3 clusters Score: Raw -339708.671975 + Penalty 1612.165796 = -338096.506179 nChanged 215 SP:Iteration 9Q (4975.530317 sec): 3 clusters Score: Raw -339862.549237 + Penalty 1612.165796 = -338250.383441 nChanged 166 SP:Iteration 10Q (4975.547184 sec): 3 clusters Score: Raw -339964.863674 + Penalty 1612.165796 = -338352.697878 nChanged 129 SP:Iteration 11Q (4975.564053 sec): 3 clusters Score: Raw -340028.248336 + Penalty 1612.165796 = -338416.082540 nChanged 104 SP:Iteration 12Q (4975.580954 sec): 3 clusters Score: Raw -340071.081652 + Penalty 1612.165796 = -338458.915856 nChanged 82 SP:Iteration 13Q (4975.597765 sec): 3 clusters Score: Raw -340102.177546 + Penalty 1612.165796 = -338490.011750 nChanged 61 SP:Iteration 14Q (4975.614601 sec): 3 clusters Score: Raw -340120.311413 + Penalty 1612.165796 = -338508.145617 nChanged 50 SP:Iteration 15Q (4975.631432 sec): 3 clusters Score: Raw -340133.236428 + Penalty 1612.165796 = -338521.070632 nChanged 36 SP:Iteration 16Q (4975.648237 sec): 3 clusters Score: Raw -340143.681358 + Penalty 1612.165796 = -338531.515562 nChanged 24 SP:Iteration 17Q (4975.665058 sec): 3 clusters Score: Raw -340149.251879 + Penalty 1612.165796 = -338537.086083 nChanged 23 SP:Iteration 18Q (4975.681686 sec): 3 clusters Score: Raw -340155.450194 + Penalty 1612.165796 = -338543.284398 nChanged 27 SP:Iteration 19Q (4975.698352 sec): 3 clusters Score: Raw -340162.946050 + Penalty 1612.165796 = -338550.780254 nChanged 25 SP:Iteration 20F (4975.715587 sec): 3 clusters Score: Raw -340169.521120 + Penalty 1612.165796 = -338557.355324 nChanged 25 SP:Iteration 21Q (4975.732217 sec): 3 clusters Score: Raw -340175.246912 + Penalty 1612.165796 = -338563.081116 nChanged 14 SP:Iteration 22Q (4975.749041 sec): 3 clusters Score: Raw -340177.574029 + Penalty 1612.165796 = -338565.408233 nChanged 13 SP:Iteration 23Q (4975.765897 sec): 3 clusters Score: Raw -340180.792997 + Penalty 1612.165796 = -338568.627201 nChanged 16 SP:Iteration 24Q (4975.782537 sec): 3 clusters Score: Raw -340183.930570 + Penalty 1612.165796 = -338571.764774 nChanged 10 SP:Iteration 25Q (4975.799338 sec): 3 clusters Score: Raw -340185.970608 + Penalty 1612.165796 = -338573.804812 nChanged 13 SP:Iteration 26Q (4975.815918 sec): 3 clusters Score: Raw -340187.354663 + Penalty 1612.165796 = -338575.188867 nChanged 7 SP:Iteration 27Q (4975.832720 sec): 3 clusters Score: Raw -340188.227366 + Penalty 1612.165796 = -338576.061570 nChanged 6 SP:Iteration 28Q (4975.849480 sec): 3 clusters Score: Raw -340188.744692 + Penalty 1612.165796 = -338576.578896 nChanged 1 SP:Iteration 29Q (4975.866301 sec): 3 clusters Score: Raw -340188.901097 + Penalty 1612.165796 = -338576.735301 nChanged 0 SP:Iteration 30F (4975.883353 sec): 3 clusters Score: Raw -340188.901097 + Penalty 1612.165796 = -338576.735301 nChanged 0 Trying to split cluster 22 (4782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4975.900395 sec): 2 clusters Score: Raw -315308.444785 + Penalty 804.898344 = -314503.546441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4975.918799 sec): 3 clusters Score: Raw -312682.128224 + Penalty 1609.796688 = -311072.331536 nChanged 2039 SP:Iteration 1F (4975.935863 sec): 3 clusters Score: Raw -313992.217365 + Penalty 1609.796688 = -312382.420676 nChanged 388 SP:Iteration 2F (4975.952887 sec): 3 clusters Score: Raw -314308.295521 + Penalty 1609.796688 = -312698.498833 nChanged 328 SP:Iteration 3F (4975.969904 sec): 3 clusters Score: Raw -314519.489382 + Penalty 1609.796688 = -312909.692694 nChanged 247 SP:Iteration 4F (4975.986741 sec): 3 clusters Score: Raw -314652.110546 + Penalty 1609.796688 = -313042.313858 nChanged 215 SP:Iteration 5Q (4976.003522 sec): 3 clusters Score: Raw -314768.478820 + Penalty 1609.796688 = -313158.682132 nChanged 163 SP:Iteration 6Q (4976.020349 sec): 3 clusters Score: Raw -314857.358053 + Penalty 1609.796688 = -313247.561365 nChanged 140 SP:Iteration 7Q (4976.037265 sec): 3 clusters Score: Raw -314915.312181 + Penalty 1609.796688 = -313305.515492 nChanged 98 SP:Iteration 8Q (4976.054237 sec): 3 clusters Score: Raw -314947.404550 + Penalty 1609.796688 = -313337.607861 nChanged 77 SP:Iteration 9Q (4976.071138 sec): 3 clusters Score: Raw -314974.811031 + Penalty 1609.796688 = -313365.014343 nChanged 49 SP:Iteration 10Q (4976.088014 sec): 3 clusters Score: Raw -314988.900021 + Penalty 1609.796688 = -313379.103333 nChanged 33 SP:Iteration 11Q (4976.104890 sec): 3 clusters Score: Raw -314995.806712 + Penalty 1609.796688 = -313386.010024 nChanged 26 SP:Iteration 12Q (4976.121527 sec): 3 clusters Score: Raw -315002.693938 + Penalty 1609.796688 = -313392.897250 nChanged 37 SP:Iteration 13Q (4976.138364 sec): 3 clusters Score: Raw -315014.093687 + Penalty 1609.796688 = -313404.296999 nChanged 35 SP:Iteration 14Q (4976.154972 sec): 3 clusters Score: Raw -315029.044466 + Penalty 1609.796688 = -313419.247778 nChanged 44 SP:Iteration 15Q (4976.171832 sec): 3 clusters Score: Raw -315044.369650 + Penalty 1609.796688 = -313434.572962 nChanged 43 SP:Iteration 16Q (4976.188664 sec): 3 clusters Score: Raw -315063.225172 + Penalty 1609.796688 = -313453.428484 nChanged 46 SP:Iteration 17Q (4976.205438 sec): 3 clusters Score: Raw -315084.974877 + Penalty 1609.796688 = -313475.178189 nChanged 50 SP:Iteration 18Q (4976.222222 sec): 3 clusters Score: Raw -315104.553569 + Penalty 1609.796688 = -313494.756881 nChanged 51 SP:Iteration 19Q (4976.239009 sec): 3 clusters Score: Raw -315124.301097 + Penalty 1609.796688 = -313514.504409 nChanged 54 SP:Iteration 20F (4976.255967 sec): 3 clusters Score: Raw -315142.145961 + Penalty 1609.796688 = -313532.349273 nChanged 41 SP:Iteration 21Q (4976.272743 sec): 3 clusters Score: Raw -315152.548625 + Penalty 1609.796688 = -313542.751937 nChanged 31 SP:Iteration 22Q (4976.289502 sec): 3 clusters Score: Raw -315162.906539 + Penalty 1609.796688 = -313553.109851 nChanged 38 SP:Iteration 23Q (4976.306254 sec): 3 clusters Score: Raw -315174.500570 + Penalty 1609.796688 = -313564.703881 nChanged 43 SP:Iteration 24Q (4976.322854 sec): 3 clusters Score: Raw -315186.277584 + Penalty 1609.796688 = -313576.480896 nChanged 45 SP:Iteration 25Q (4976.339450 sec): 3 clusters Score: Raw -315203.803849 + Penalty 1609.796688 = -313594.007161 nChanged 46 SP:Iteration 26Q (4976.356152 sec): 3 clusters Score: Raw -315216.510046 + Penalty 1609.796688 = -313606.713358 nChanged 44 SP:Iteration 27Q (4976.372833 sec): 3 clusters Score: Raw -315229.734115 + Penalty 1609.796688 = -313619.937427 nChanged 42 SP:Iteration 28Q (4976.389495 sec): 3 clusters Score: Raw -315246.014415 + Penalty 1609.796688 = -313636.217727 nChanged 40 SP:Iteration 29Q (4976.406081 sec): 3 clusters Score: Raw -315260.328987 + Penalty 1609.796688 = -313650.532299 nChanged 43 SP:Iteration 30Q (4976.422644 sec): 3 clusters Score: Raw -315275.874081 + Penalty 1609.796688 = -313666.077393 nChanged 28 SP:Iteration 31Q (4976.439187 sec): 3 clusters Score: Raw -315282.802190 + Penalty 1609.796688 = -313673.005502 nChanged 23 SP:Iteration 32Q (4976.455736 sec): 3 clusters Score: Raw -315288.060399 + Penalty 1609.796688 = -313678.263711 nChanged 14 SP:Iteration 33Q (4976.472255 sec): 3 clusters Score: Raw -315290.915307 + Penalty 1609.796688 = -313681.118619 nChanged 12 SP:Iteration 34Q (4976.488963 sec): 3 clusters Score: Raw -315293.366633 + Penalty 1609.796688 = -313683.569945 nChanged 11 SP:Iteration 35Q (4976.505462 sec): 3 clusters Score: Raw -315296.081325 + Penalty 1609.796688 = -313686.284637 nChanged 7 SP:Iteration 36Q (4976.522007 sec): 3 clusters Score: Raw -315298.183657 + Penalty 1609.796688 = -313688.386968 nChanged 7 SP:Iteration 37Q (4976.538487 sec): 3 clusters Score: Raw -315299.354504 + Penalty 1609.796688 = -313689.557816 nChanged 8 SP:Iteration 38Q (4976.555089 sec): 3 clusters Score: Raw -315300.298665 + Penalty 1609.796688 = -313690.501977 nChanged 6 SP:Iteration 39Q (4976.571532 sec): 3 clusters Score: Raw -315301.092973 + Penalty 1609.796688 = -313691.296285 nChanged 6 SP:Iteration 40F (4976.588295 sec): 3 clusters Score: Raw -315301.956825 + Penalty 1609.796688 = -313692.160136 nChanged 7 SP:Iteration 41Q (4976.604779 sec): 3 clusters Score: Raw -315303.505828 + Penalty 1609.796688 = -313693.709140 nChanged 5 SP:Iteration 42Q (4976.621284 sec): 3 clusters Score: Raw -315304.571806 + Penalty 1609.796688 = -313694.775118 nChanged 8 SP:Iteration 43Q (4976.637792 sec): 3 clusters Score: Raw -315305.602624 + Penalty 1609.796688 = -313695.805936 nChanged 9 SP:Iteration 44Q (4976.654224 sec): 3 clusters Score: Raw -315307.263253 + Penalty 1609.796688 = -313697.466565 nChanged 8 SP:Iteration 45Q (4976.670482 sec): 3 clusters Score: Raw -315308.943345 + Penalty 1609.796688 = -313699.146657 nChanged 10 SP:Iteration 46Q (4976.687049 sec): 3 clusters Score: Raw -315311.083413 + Penalty 1609.796688 = -313701.286725 nChanged 11 SP:Iteration 47Q (4976.703522 sec): 3 clusters Score: Raw -315312.911447 + Penalty 1609.796688 = -313703.114758 nChanged 8 SP:Iteration 48Q (4976.720007 sec): 3 clusters Score: Raw -315314.040769 + Penalty 1609.796688 = -313704.244081 nChanged 8 SP:Iteration 49Q (4976.736468 sec): 3 clusters Score: Raw -315315.679847 + Penalty 1609.796688 = -313705.883159 nChanged 14 SP:Iteration 50Q (4976.753002 sec): 3 clusters Score: Raw -315319.222623 + Penalty 1609.796688 = -313709.425935 nChanged 18 SP:Iteration 51Q (4976.769572 sec): 3 clusters Score: Raw -315323.893458 + Penalty 1609.796688 = -313714.096770 nChanged 14 SP:Iteration 52Q (4976.786223 sec): 3 clusters Score: Raw -315327.239114 + Penalty 1609.796688 = -313717.442426 nChanged 13 SP:Iteration 53Q (4976.802666 sec): 3 clusters Score: Raw -315329.773963 + Penalty 1609.796688 = -313719.977275 nChanged 13 SP:Iteration 54Q (4976.819133 sec): 3 clusters Score: Raw -315332.234164 + Penalty 1609.796688 = -313722.437476 nChanged 12 SP:Iteration 55Q (4976.835558 sec): 3 clusters Score: Raw -315334.480231 + Penalty 1609.796688 = -313724.683543 nChanged 8 SP:Iteration 56Q (4976.852092 sec): 3 clusters Score: Raw -315336.197677 + Penalty 1609.796688 = -313726.400989 nChanged 9 SP:Iteration 57Q (4976.868528 sec): 3 clusters Score: Raw -315338.665644 + Penalty 1609.796688 = -313728.868956 nChanged 11 SP:Iteration 58Q (4976.884953 sec): 3 clusters Score: Raw -315340.789172 + Penalty 1609.796688 = -313730.992484 nChanged 10 SP:Iteration 59Q (4976.901387 sec): 3 clusters Score: Raw -315342.820008 + Penalty 1609.796688 = -313733.023320 nChanged 6 SP:Iteration 60F (4976.918267 sec): 3 clusters Score: Raw -315344.099345 + Penalty 1609.796688 = -313734.302657 nChanged 6 SP:Iteration 61Q (4976.934695 sec): 3 clusters Score: Raw -315344.694371 + Penalty 1609.796688 = -313734.897683 nChanged 4 SP:Iteration 62Q (4976.951053 sec): 3 clusters Score: Raw -315344.973685 + Penalty 1609.796688 = -313735.176997 nChanged 3 SP:Iteration 63Q (4976.967296 sec): 3 clusters Score: Raw -315345.667509 + Penalty 1609.796688 = -313735.870820 nChanged 2 SP:Iteration 64Q (4976.983143 sec): 3 clusters Score: Raw -315345.916397 + Penalty 1609.796688 = -313736.119709 nChanged 2 SP:Iteration 65Q (4976.999503 sec): 3 clusters Score: Raw -315346.345890 + Penalty 1609.796688 = -313736.549202 nChanged 4 SP:Iteration 66Q (4977.015891 sec): 3 clusters Score: Raw -315347.121608 + Penalty 1609.796688 = -313737.324920 nChanged 4 SP:Iteration 67Q (4977.032370 sec): 3 clusters Score: Raw -315347.720451 + Penalty 1609.796688 = -313737.923763 nChanged 2 SP:Iteration 68Q (4977.048790 sec): 3 clusters Score: Raw -315348.160904 + Penalty 1609.796688 = -313738.364216 nChanged 3 SP:Iteration 69Q (4977.065244 sec): 3 clusters Score: Raw -315349.015002 + Penalty 1609.796688 = -313739.218313 nChanged 2 SP:Iteration 70Q (4977.081589 sec): 3 clusters Score: Raw -315349.173493 + Penalty 1609.796688 = -313739.376805 nChanged 0 SP:Iteration 71F (4977.098702 sec): 3 clusters Score: Raw -315349.173493 + Penalty 1609.796688 = -313739.376805 nChanged 0 Trying to split cluster 23 (4085 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4977.115307 sec): 2 clusters Score: Raw -307792.922008 + Penalty 789.932316 = -307002.989692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4977.131150 sec): 3 clusters Score: Raw -305609.289955 + Penalty 1579.864631 = -304029.425323 nChanged 1683 SP:Iteration 1F (4977.145780 sec): 3 clusters Score: Raw -306662.939531 + Penalty 1579.864631 = -305083.074899 nChanged 367 SP:Iteration 2F (4977.160392 sec): 3 clusters Score: Raw -306978.762794 + Penalty 1579.864631 = -305398.898163 nChanged 352 SP:Iteration 3F (4977.175032 sec): 3 clusters Score: Raw -307323.916105 + Penalty 1579.864631 = -305744.051474 nChanged 323 SP:Iteration 4F (4977.189511 sec): 3 clusters Score: Raw -307606.416812 + Penalty 1579.864631 = -306026.552181 nChanged 261 SP:Iteration 5F (4977.204057 sec): 3 clusters Score: Raw -307842.797389 + Penalty 1579.864631 = -306262.932758 nChanged 233 SP:Iteration 6F (4977.218644 sec): 3 clusters Score: Raw -308011.404039 + Penalty 1579.864631 = -306431.539407 nChanged 168 SP:Iteration 7Q (4977.233178 sec): 3 clusters Score: Raw -308119.799090 + Penalty 1579.864631 = -306539.934458 nChanged 126 SP:Iteration 8Q (4977.247550 sec): 3 clusters Score: Raw -308200.206659 + Penalty 1579.864631 = -306620.342028 nChanged 84 SP:Iteration 9Q (4977.262029 sec): 3 clusters Score: Raw -308246.783971 + Penalty 1579.864631 = -306666.919340 nChanged 64 SP:Iteration 10Q (4977.276503 sec): 3 clusters Score: Raw -308273.798033 + Penalty 1579.864631 = -306693.933401 nChanged 46 SP:Iteration 11Q (4977.290787 sec): 3 clusters Score: Raw -308293.908806 + Penalty 1579.864631 = -306714.044175 nChanged 45 SP:Iteration 12Q (4977.305230 sec): 3 clusters Score: Raw -308314.664846 + Penalty 1579.864631 = -306734.800214 nChanged 39 SP:Iteration 13Q (4977.319487 sec): 3 clusters Score: Raw -308328.416276 + Penalty 1579.864631 = -306748.551644 nChanged 29 SP:Iteration 14Q (4977.333767 sec): 3 clusters Score: Raw -308340.425990 + Penalty 1579.864631 = -306760.561358 nChanged 29 SP:Iteration 15Q (4977.348071 sec): 3 clusters Score: Raw -308352.320070 + Penalty 1579.864631 = -306772.455438 nChanged 26 SP:Iteration 16Q (4977.362451 sec): 3 clusters Score: Raw -308361.474477 + Penalty 1579.864631 = -306781.609846 nChanged 20 SP:Iteration 17Q (4977.376862 sec): 3 clusters Score: Raw -308368.473937 + Penalty 1579.864631 = -306788.609306 nChanged 22 SP:Iteration 18Q (4977.391091 sec): 3 clusters Score: Raw -308377.242802 + Penalty 1579.864631 = -306797.378170 nChanged 17 SP:Iteration 19Q (4977.405479 sec): 3 clusters Score: Raw -308381.889572 + Penalty 1579.864631 = -306802.024941 nChanged 8 SP:Iteration 20F (4977.419950 sec): 3 clusters Score: Raw -308383.887433 + Penalty 1579.864631 = -306804.022801 nChanged 9 SP:Iteration 21Q (4977.463851 sec): 3 clusters Score: Raw -308385.600346 + Penalty 1579.864631 = -306805.735715 nChanged 7 SP:Iteration 22Q (4977.478349 sec): 3 clusters Score: Raw -308387.714858 + Penalty 1579.864631 = -306807.850226 nChanged 5 SP:Iteration 23Q (4977.492688 sec): 3 clusters Score: Raw -308390.716591 + Penalty 1579.864631 = -306810.851959 nChanged 8 SP:Iteration 24Q (4977.507052 sec): 3 clusters Score: Raw -308397.065855 + Penalty 1579.864631 = -306817.201223 nChanged 13 SP:Iteration 25Q (4977.521407 sec): 3 clusters Score: Raw -308404.348228 + Penalty 1579.864631 = -306824.483596 nChanged 17 SP:Iteration 26Q (4977.535790 sec): 3 clusters Score: Raw -308413.647329 + Penalty 1579.864631 = -306833.782697 nChanged 12 SP:Iteration 27Q (4977.549921 sec): 3 clusters Score: Raw -308419.006147 + Penalty 1579.864631 = -306839.141515 nChanged 9 SP:Iteration 28Q (4977.564123 sec): 3 clusters Score: Raw -308421.988718 + Penalty 1579.864631 = -306842.124086 nChanged 7 SP:Iteration 29Q (4977.578267 sec): 3 clusters Score: Raw -308424.594020 + Penalty 1579.864631 = -306844.729389 nChanged 8 SP:Iteration 30Q (4977.592571 sec): 3 clusters Score: Raw -308428.137440 + Penalty 1579.864631 = -306848.272809 nChanged 4 SP:Iteration 31Q (4977.606737 sec): 3 clusters Score: Raw -308428.718404 + Penalty 1579.864631 = -306848.853773 nChanged 0 SP:Iteration 32F (4977.621245 sec): 3 clusters Score: Raw -308428.718404 + Penalty 1579.864631 = -306848.853773 nChanged 0 Trying to split cluster 24 (3119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4977.637061 sec): 2 clusters Score: Raw -203179.072628 + Penalty 764.300433 = -202414.772195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4977.649348 sec): 3 clusters Score: Raw -201575.988852 + Penalty 1528.600866 = -200047.387986 nChanged 1282 SP:Iteration 1F (4977.660600 sec): 3 clusters Score: Raw -202434.139984 + Penalty 1528.600866 = -200905.539118 nChanged 283 SP:Iteration 2F (4977.671890 sec): 3 clusters Score: Raw -202684.562202 + Penalty 1528.600866 = -201155.961336 nChanged 253 SP:Iteration 3F (4977.683201 sec): 3 clusters Score: Raw -202892.529196 + Penalty 1528.600866 = -201363.928330 nChanged 167 SP:Iteration 4F (4977.694485 sec): 3 clusters Score: Raw -203011.788809 + Penalty 1528.600866 = -201483.187943 nChanged 131 SP:Iteration 5Q (4977.705756 sec): 3 clusters Score: Raw -203097.055936 + Penalty 1528.600866 = -201568.455070 nChanged 98 SP:Iteration 6Q (4977.717022 sec): 3 clusters Score: Raw -203160.716531 + Penalty 1528.600866 = -201632.115665 nChanged 79 SP:Iteration 7Q (4977.728220 sec): 3 clusters Score: Raw -203202.217340 + Penalty 1528.600866 = -201673.616474 nChanged 62 SP:Iteration 8Q (4977.739426 sec): 3 clusters Score: Raw -203245.713996 + Penalty 1528.600866 = -201717.113130 nChanged 72 SP:Iteration 9Q (4977.750617 sec): 3 clusters Score: Raw -203295.147059 + Penalty 1528.600866 = -201766.546193 nChanged 62 SP:Iteration 10Q (4977.761746 sec): 3 clusters Score: Raw -203332.693171 + Penalty 1528.600866 = -201804.092304 nChanged 55 SP:Iteration 11Q (4977.772751 sec): 3 clusters Score: Raw -203364.567881 + Penalty 1528.600866 = -201835.967015 nChanged 59 SP:Iteration 12Q (4977.783952 sec): 3 clusters Score: Raw -203400.670126 + Penalty 1528.600866 = -201872.069260 nChanged 61 SP:Iteration 13Q (4977.794985 sec): 3 clusters Score: Raw -203432.481147 + Penalty 1528.600866 = -201903.880281 nChanged 53 SP:Iteration 14Q (4977.805978 sec): 3 clusters Score: Raw -203455.245872 + Penalty 1528.600866 = -201926.645006 nChanged 39 SP:Iteration 15Q (4977.817091 sec): 3 clusters Score: Raw -203470.676931 + Penalty 1528.600866 = -201942.076065 nChanged 37 SP:Iteration 16Q (4977.828225 sec): 3 clusters Score: Raw -203484.131876 + Penalty 1528.600866 = -201955.531010 nChanged 30 SP:Iteration 17Q (4977.839199 sec): 3 clusters Score: Raw -203493.554848 + Penalty 1528.600866 = -201964.953982 nChanged 17 SP:Iteration 18Q (4977.850295 sec): 3 clusters Score: Raw -203496.716366 + Penalty 1528.600866 = -201968.115500 nChanged 12 SP:Iteration 19Q (4977.861384 sec): 3 clusters Score: Raw -203499.302477 + Penalty 1528.600866 = -201970.701611 nChanged 11 SP:Iteration 20F (4977.872521 sec): 3 clusters Score: Raw -203501.716438 + Penalty 1528.600866 = -201973.115572 nChanged 7 SP:Iteration 21Q (4977.883530 sec): 3 clusters Score: Raw -203503.062436 + Penalty 1528.600866 = -201974.461570 nChanged 1 SP:Iteration 22Q (4977.894609 sec): 3 clusters Score: Raw -203503.138410 + Penalty 1528.600866 = -201974.537544 nChanged 0 SP:Iteration 23F (4977.905855 sec): 3 clusters Score: Raw -203503.138410 + Penalty 1528.600866 = -201974.537544 nChanged 0 Trying to split cluster 25 (157453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4978.057835 sec): 2 clusters Score: Raw -12242989.144580 + Penalty 1136.853817 = -12241852.290764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4978.245839 sec): 3 clusters Score: Raw -12137910.172390 + Penalty 2273.707633 = -12135636.464756 nChanged 76822 SP:Iteration 1F (4978.430639 sec): 3 clusters Score: Raw -12185121.563146 + Penalty 2273.707633 = -12182847.855512 nChanged 6969 SP:Iteration 2Q (4978.632718 sec): 3 clusters Score: Raw -12188079.911071 + Penalty 2273.707633 = -12185806.203437 nChanged 8454 SP:Iteration 3F (4978.817384 sec): 3 clusters Score: Raw -12192823.681817 + Penalty 2273.707633 = -12190549.974184 nChanged 10060 SP:Iteration 4F (4979.002049 sec): 3 clusters Score: Raw -12199960.489087 + Penalty 2273.707633 = -12197686.781454 nChanged 11405 SP:Iteration 5F (4979.186916 sec): 3 clusters Score: Raw -12208898.676430 + Penalty 2273.707633 = -12206624.968797 nChanged 10930 SP:Iteration 6F (4979.371768 sec): 3 clusters Score: Raw -12216705.128978 + Penalty 2273.707633 = -12214431.421345 nChanged 8576 SP:Iteration 7F (4979.556368 sec): 3 clusters Score: Raw -12220984.922647 + Penalty 2273.707633 = -12218711.215013 nChanged 5623 SP:Iteration 8Q (4979.753600 sec): 3 clusters Score: Raw -12222840.330001 + Penalty 2273.707633 = -12220566.622368 nChanged 3648 SP:Iteration 9Q (4979.949663 sec): 3 clusters Score: Raw -12223724.848948 + Penalty 2273.707633 = -12221451.141314 nChanged 2573 SP:Iteration 10Q (4980.145019 sec): 3 clusters Score: Raw -12224257.093192 + Penalty 2273.707633 = -12221983.385559 nChanged 1990 SP:Iteration 11Q (4980.339889 sec): 3 clusters Score: Raw -12224644.913267 + Penalty 2273.707633 = -12222371.205634 nChanged 1779 SP:Iteration 12Q (4980.534348 sec): 3 clusters Score: Raw -12224970.561388 + Penalty 2273.707633 = -12222696.853755 nChanged 1604 SP:Iteration 13Q (4980.728563 sec): 3 clusters Score: Raw -12225247.326720 + Penalty 2273.707633 = -12222973.619087 nChanged 1478 SP:Iteration 14Q (4980.922615 sec): 3 clusters Score: Raw -12225487.086807 + Penalty 2273.707633 = -12223213.379174 nChanged 1394 SP:Iteration 15Q (4981.116793 sec): 3 clusters Score: Raw -12225689.478402 + Penalty 2273.707633 = -12223415.770768 nChanged 1263 SP:Iteration 16Q (4981.310974 sec): 3 clusters Score: Raw -12225871.408560 + Penalty 2273.707633 = -12223597.700927 nChanged 1222 SP:Iteration 17Q (4981.504613 sec): 3 clusters Score: Raw -12226038.850592 + Penalty 2273.707633 = -12223765.142959 nChanged 1181 SP:Iteration 18Q (4981.698179 sec): 3 clusters Score: Raw -12226194.935961 + Penalty 2273.707633 = -12223921.228328 nChanged 1157 SP:Iteration 19Q (4981.891699 sec): 3 clusters Score: Raw -12226347.008552 + Penalty 2273.707633 = -12224073.300919 nChanged 1085 SP:Iteration 20F (4982.076295 sec): 3 clusters Score: Raw -12226483.758235 + Penalty 2273.707633 = -12224210.050602 nChanged 1057 SP:Iteration 21Q (4982.270396 sec): 3 clusters Score: Raw -12226613.051273 + Penalty 2273.707633 = -12224339.343639 nChanged 1028 SP:Iteration 22Q (4982.464521 sec): 3 clusters Score: Raw -12226729.658137 + Penalty 2273.707633 = -12224455.950504 nChanged 986 SP:Iteration 23Q (4982.658463 sec): 3 clusters Score: Raw -12226846.944929 + Penalty 2273.707633 = -12224573.237296 nChanged 988 SP:Iteration 24Q (4982.852449 sec): 3 clusters Score: Raw -12226972.904590 + Penalty 2273.707633 = -12224699.196957 nChanged 1038 SP:Iteration 25Q (4983.046463 sec): 3 clusters Score: Raw -12227105.041659 + Penalty 2273.707633 = -12224831.334025 nChanged 1040 SP:Iteration 26Q (4983.240105 sec): 3 clusters Score: Raw -12227242.744273 + Penalty 2273.707633 = -12224969.036640 nChanged 1072 SP:Iteration 27Q (4983.433547 sec): 3 clusters Score: Raw -12227394.335816 + Penalty 2273.707633 = -12225120.628183 nChanged 1123 SP:Iteration 28Q (4983.627245 sec): 3 clusters Score: Raw -12227560.114911 + Penalty 2273.707633 = -12225286.407278 nChanged 1192 SP:Iteration 29Q (4983.820501 sec): 3 clusters Score: Raw -12227743.109418 + Penalty 2273.707633 = -12225469.401785 nChanged 1258 SP:Iteration 30Q (4984.015409 sec): 3 clusters Score: Raw -12227940.259502 + Penalty 2273.707633 = -12225666.551869 nChanged 1281 SP:Iteration 31Q (4984.208442 sec): 3 clusters Score: Raw -12228156.556341 + Penalty 2273.707633 = -12225882.848708 nChanged 1383 SP:Iteration 32Q (4984.400856 sec): 3 clusters Score: Raw -12228411.048562 + Penalty 2273.707633 = -12226137.340929 nChanged 1440 SP:Iteration 33Q (4984.592862 sec): 3 clusters Score: Raw -12228700.600732 + Penalty 2273.707633 = -12226426.893099 nChanged 1534 SP:Iteration 34Q (4984.785476 sec): 3 clusters Score: Raw -12229032.850154 + Penalty 2273.707633 = -12226759.142521 nChanged 1612 SP:Iteration 35Q (4984.976593 sec): 3 clusters Score: Raw -12229398.325369 + Penalty 2273.707633 = -12227124.617736 nChanged 1670 SP:Iteration 36Q (4985.167252 sec): 3 clusters Score: Raw -12229821.862912 + Penalty 2273.707633 = -12227548.155279 nChanged 1776 SP:Iteration 37Q (4985.357253 sec): 3 clusters Score: Raw -12230302.399272 + Penalty 2273.707633 = -12228028.691639 nChanged 1896 SP:Iteration 38Q (4985.546205 sec): 3 clusters Score: Raw -12230865.894634 + Penalty 2273.707633 = -12228592.187001 nChanged 1903 SP:Iteration 39Q (4985.734343 sec): 3 clusters Score: Raw -12231462.120011 + Penalty 2273.707633 = -12229188.412378 nChanged 1957 SP:Iteration 40F (4985.918281 sec): 3 clusters Score: Raw -12232126.816492 + Penalty 2273.707633 = -12229853.108859 nChanged 2071 SP:Iteration 41Q (4986.106793 sec): 3 clusters Score: Raw -12232894.173346 + Penalty 2273.707633 = -12230620.465713 nChanged 2101 SP:Iteration 42Q (4986.293926 sec): 3 clusters Score: Raw -12233706.222443 + Penalty 2273.707633 = -12231432.514810 nChanged 2087 SP:Iteration 43Q (4986.479945 sec): 3 clusters Score: Raw -12234562.971579 + Penalty 2273.707633 = -12232289.263946 nChanged 2006 SP:Iteration 44Q (4986.664656 sec): 3 clusters Score: Raw -12235371.205816 + Penalty 2273.707633 = -12233097.498183 nChanged 1880 SP:Iteration 45Q (4986.847667 sec): 3 clusters Score: Raw -12236094.251595 + Penalty 2273.707633 = -12233820.543961 nChanged 1789 SP:Iteration 46Q (4987.029263 sec): 3 clusters Score: Raw -12236758.938985 + Penalty 2273.707633 = -12234485.231352 nChanged 1704 SP:Iteration 47Q (4987.209832 sec): 3 clusters Score: Raw -12237373.258970 + Penalty 2273.707633 = -12235099.551337 nChanged 1631 SP:Iteration 48Q (4987.388777 sec): 3 clusters Score: Raw -12237905.251510 + Penalty 2273.707633 = -12235631.543877 nChanged 1456 SP:Iteration 49Q (4987.566514 sec): 3 clusters Score: Raw -12238345.673621 + Penalty 2273.707633 = -12236071.965987 nChanged 1412 SP:Iteration 50Q (4987.743024 sec): 3 clusters Score: Raw -12238760.574482 + Penalty 2273.707633 = -12236486.866849 nChanged 1356 SP:Iteration 51Q (4987.918424 sec): 3 clusters Score: Raw -12239127.667418 + Penalty 2273.707633 = -12236853.959785 nChanged 1252 SP:Iteration 52Q (4988.104433 sec): 3 clusters Score: Raw -12239443.482797 + Penalty 2273.707633 = -12237169.775164 nChanged 1265 SP:Iteration 53Q (4988.276505 sec): 3 clusters Score: Raw -12239747.084714 + Penalty 2273.707633 = -12237473.377081 nChanged 1180 SP:Iteration 54Q (4988.469968 sec): 3 clusters Score: Raw -12240011.957099 + Penalty 2273.707633 = -12237738.249466 nChanged 1103 SP:Iteration 55Q (4988.642164 sec): 3 clusters Score: Raw -12240241.389059 + Penalty 2273.707633 = -12237967.681426 nChanged 1014 SP:Iteration 56Q (4988.812623 sec): 3 clusters Score: Raw -12240446.004362 + Penalty 2273.707633 = -12238172.296729 nChanged 983 SP:Iteration 57Q (4988.982326 sec): 3 clusters Score: Raw -12240637.307585 + Penalty 2273.707633 = -12238363.599952 nChanged 943 SP:Iteration 58Q (4989.151304 sec): 3 clusters Score: Raw -12240814.603942 + Penalty 2273.707633 = -12238540.896309 nChanged 860 SP:Iteration 59Q (4989.319309 sec): 3 clusters Score: Raw -12240973.219753 + Penalty 2273.707633 = -12238699.512119 nChanged 855 SP:Iteration 60F (4989.504175 sec): 3 clusters Score: Raw -12241132.115067 + Penalty 2273.707633 = -12238858.407434 nChanged 816 SP:Iteration 61Q (4989.674250 sec): 3 clusters Score: Raw -12241273.411244 + Penalty 2273.707633 = -12238999.703610 nChanged 732 SP:Iteration 62Q (4989.843659 sec): 3 clusters Score: Raw -12241392.655594 + Penalty 2273.707633 = -12239118.947961 nChanged 690 SP:Iteration 63Q (4990.012240 sec): 3 clusters Score: Raw -12241502.183088 + Penalty 2273.707633 = -12239228.475455 nChanged 694 SP:Iteration 64Q (4990.180312 sec): 3 clusters Score: Raw -12241621.384222 + Penalty 2273.707633 = -12239347.676589 nChanged 735 SP:Iteration 65Q (4990.348083 sec): 3 clusters Score: Raw -12241756.303192 + Penalty 2273.707633 = -12239482.595559 nChanged 698 SP:Iteration 66Q (4990.515410 sec): 3 clusters Score: Raw -12241879.798799 + Penalty 2273.707633 = -12239606.091166 nChanged 647 SP:Iteration 67Q (4990.681945 sec): 3 clusters Score: Raw -12241988.769776 + Penalty 2273.707633 = -12239715.062143 nChanged 626 SP:Iteration 68Q (4990.847966 sec): 3 clusters Score: Raw -12242091.009881 + Penalty 2273.707633 = -12239817.302248 nChanged 555 SP:Iteration 69Q (4991.013716 sec): 3 clusters Score: Raw -12242183.728512 + Penalty 2273.707633 = -12239910.020879 nChanged 586 SP:Iteration 70Q (4991.179013 sec): 3 clusters Score: Raw -12242285.429764 + Penalty 2273.707633 = -12240011.722130 nChanged 523 SP:Iteration 71Q (4991.343695 sec): 3 clusters Score: Raw -12242372.997148 + Penalty 2273.707633 = -12240099.289515 nChanged 510 SP:Iteration 72Q (4991.508468 sec): 3 clusters Score: Raw -12242457.009253 + Penalty 2273.707633 = -12240183.301620 nChanged 483 SP:Iteration 73Q (4991.672478 sec): 3 clusters Score: Raw -12242528.032162 + Penalty 2273.707633 = -12240254.324528 nChanged 434 SP:Iteration 74Q (4991.836060 sec): 3 clusters Score: Raw -12242590.791126 + Penalty 2273.707633 = -12240317.083493 nChanged 392 SP:Iteration 75Q (4991.999200 sec): 3 clusters Score: Raw -12242642.614735 + Penalty 2273.707633 = -12240368.907102 nChanged 370 SP:Iteration 76Q (4992.162130 sec): 3 clusters Score: Raw -12242688.254943 + Penalty 2273.707633 = -12240414.547310 nChanged 340 SP:Iteration 77Q (4992.324495 sec): 3 clusters Score: Raw -12242727.584062 + Penalty 2273.707633 = -12240453.876429 nChanged 312 SP:Iteration 78Q (4992.486668 sec): 3 clusters Score: Raw -12242763.534102 + Penalty 2273.707633 = -12240489.826469 nChanged 325 SP:Iteration 79Q (4992.648715 sec): 3 clusters Score: Raw -12242802.912375 + Penalty 2273.707633 = -12240529.204742 nChanged 305 SP:Iteration 80F (4992.832961 sec): 3 clusters Score: Raw -12242838.282302 + Penalty 2273.707633 = -12240564.574669 nChanged 285 SP:Iteration 81Q (4992.994383 sec): 3 clusters Score: Raw -12242869.852538 + Penalty 2273.707633 = -12240596.144905 nChanged 249 SP:Iteration 82Q (4993.155577 sec): 3 clusters Score: Raw -12242895.325306 + Penalty 2273.707633 = -12240621.617673 nChanged 240 SP:Iteration 83Q (4993.316633 sec): 3 clusters Score: Raw -12242920.015274 + Penalty 2273.707633 = -12240646.307640 nChanged 234 SP:Iteration 84Q (4993.477423 sec): 3 clusters Score: Raw -12242943.783946 + Penalty 2273.707633 = -12240670.076312 nChanged 227 SP:Iteration 85Q (4993.638043 sec): 3 clusters Score: Raw -12242968.021058 + Penalty 2273.707633 = -12240694.313425 nChanged 230 SP:Iteration 86Q (4993.798394 sec): 3 clusters Score: Raw -12242991.275614 + Penalty 2273.707633 = -12240717.567981 nChanged 215 SP:Iteration 87Q (4993.958769 sec): 3 clusters Score: Raw -12243012.692347 + Penalty 2273.707633 = -12240738.984714 nChanged 215 SP:Iteration 88Q (4994.118788 sec): 3 clusters Score: Raw -12243034.053871 + Penalty 2273.707633 = -12240760.346237 nChanged 218 SP:Iteration 89Q (4994.278776 sec): 3 clusters Score: Raw -12243056.693786 + Penalty 2273.707633 = -12240782.986153 nChanged 204 SP:Iteration 90Q (4994.438594 sec): 3 clusters Score: Raw -12243080.025843 + Penalty 2273.707633 = -12240806.318210 nChanged 221 SP:Iteration 91Q (4994.598395 sec): 3 clusters Score: Raw -12243104.580151 + Penalty 2273.707633 = -12240830.872518 nChanged 202 SP:Iteration 92Q (4994.758555 sec): 3 clusters Score: Raw -12243126.834404 + Penalty 2273.707633 = -12240853.126770 nChanged 201 SP:Iteration 93Q (4994.918420 sec): 3 clusters Score: Raw -12243149.428281 + Penalty 2273.707633 = -12240875.720647 nChanged 198 SP:Iteration 94Q (4995.077392 sec): 3 clusters Score: Raw -12243170.893909 + Penalty 2273.707633 = -12240897.186276 nChanged 184 SP:Iteration 95Q (4995.236209 sec): 3 clusters Score: Raw -12243189.347830 + Penalty 2273.707633 = -12240915.640197 nChanged 172 SP:Iteration 96Q (4995.394858 sec): 3 clusters Score: Raw -12243206.333304 + Penalty 2273.707633 = -12240932.625671 nChanged 167 SP:Iteration 97Q (4995.553444 sec): 3 clusters Score: Raw -12243222.582068 + Penalty 2273.707633 = -12240948.874435 nChanged 157 SP:Iteration 98Q (4995.711686 sec): 3 clusters Score: Raw -12243237.820880 + Penalty 2273.707633 = -12240964.113247 nChanged 159 SP:Iteration 99Q (4995.870247 sec): 3 clusters Score: Raw -12243254.844152 + Penalty 2273.707633 = -12240981.136519 nChanged 155 SP:Iteration 100F (4996.054947 sec): 3 clusters Score: Raw -12243269.139138 + Penalty 2273.707633 = -12240995.431505 nChanged 140 SP:Iteration 101Q (4996.212765 sec): 3 clusters Score: Raw -12243281.751124 + Penalty 2273.707633 = -12241008.043491 nChanged 128 SP:Iteration 102Q (4996.370843 sec): 3 clusters Score: Raw -12243291.600543 + Penalty 2273.707633 = -12241017.892910 nChanged 117 SP:Iteration 103Q (4996.528605 sec): 3 clusters Score: Raw -12243300.676409 + Penalty 2273.707633 = -12241026.968776 nChanged 108 SP:Iteration 104Q (4996.686233 sec): 3 clusters Score: Raw -12243310.088572 + Penalty 2273.707633 = -12241036.380939 nChanged 107 SP:Iteration 105Q (4996.843896 sec): 3 clusters Score: Raw -12243318.722320 + Penalty 2273.707633 = -12241045.014687 nChanged 99 SP:Iteration 106Q (4997.001208 sec): 3 clusters Score: Raw -12243326.399216 + Penalty 2273.707633 = -12241052.691583 nChanged 114 SP:Iteration 107Q (4997.158753 sec): 3 clusters Score: Raw -12243336.296127 + Penalty 2273.707633 = -12241062.588493 nChanged 114 SP:Iteration 108Q (4997.315960 sec): 3 clusters Score: Raw -12243345.490797 + Penalty 2273.707633 = -12241071.783164 nChanged 112 SP:Iteration 109Q (4997.473135 sec): 3 clusters Score: Raw -12243355.229945 + Penalty 2273.707633 = -12241081.522312 nChanged 120 SP:Iteration 110Q (4997.630493 sec): 3 clusters Score: Raw -12243366.065559 + Penalty 2273.707633 = -12241092.357926 nChanged 127 SP:Iteration 111Q (4997.787630 sec): 3 clusters Score: Raw -12243378.902936 + Penalty 2273.707633 = -12241105.195303 nChanged 141 SP:Iteration 112Q (4997.945851 sec): 3 clusters Score: Raw -12243391.757919 + Penalty 2273.707633 = -12241118.050286 nChanged 109 SP:Iteration 113Q (4998.105146 sec): 3 clusters Score: Raw -12243401.402705 + Penalty 2273.707633 = -12241127.695072 nChanged 106 SP:Iteration 114Q (4998.262838 sec): 3 clusters Score: Raw -12243411.313098 + Penalty 2273.707633 = -12241137.605464 nChanged 107 SP:Iteration 115Q (4998.419462 sec): 3 clusters Score: Raw -12243421.521533 + Penalty 2273.707633 = -12241147.813900 nChanged 101 SP:Iteration 116Q (4998.575860 sec): 3 clusters Score: Raw -12243429.886409 + Penalty 2273.707633 = -12241156.178776 nChanged 99 SP:Iteration 117Q (4998.732349 sec): 3 clusters Score: Raw -12243438.683733 + Penalty 2273.707633 = -12241164.976099 nChanged 103 SP:Iteration 118Q (4998.888547 sec): 3 clusters Score: Raw -12243449.025114 + Penalty 2273.707633 = -12241175.317481 nChanged 94 SP:Iteration 119Q (4999.044525 sec): 3 clusters Score: Raw -12243461.793440 + Penalty 2273.707633 = -12241188.085807 nChanged 112 SP:Iteration 120F (4999.228374 sec): 3 clusters Score: Raw -12243475.461822 + Penalty 2273.707633 = -12241201.754189 nChanged 96 SP:Iteration 121Q (4999.384564 sec): 3 clusters Score: Raw -12243483.831804 + Penalty 2273.707633 = -12241210.124170 nChanged 83 SP:Iteration 122Q (4999.540595 sec): 3 clusters Score: Raw -12243491.071844 + Penalty 2273.707633 = -12241217.364211 nChanged 78 SP:Iteration 123Q (4999.696432 sec): 3 clusters Score: Raw -12243498.026443 + Penalty 2273.707633 = -12241224.318810 nChanged 66 SP:Iteration 124Q (4999.852370 sec): 3 clusters Score: Raw -12243502.915323 + Penalty 2273.707633 = -12241229.207690 nChanged 59 SP:Iteration 125Q (5000.007984 sec): 3 clusters Score: Raw -12243507.617932 + Penalty 2273.707633 = -12241233.910299 nChanged 61 SP:Iteration 126Q (5000.163769 sec): 3 clusters Score: Raw -12243511.561841 + Penalty 2273.707633 = -12241237.854208 nChanged 52 SP:Iteration 127Q (5000.322910 sec): 3 clusters Score: Raw -12243515.346482 + Penalty 2273.707633 = -12241241.638848 nChanged 58 SP:Iteration 128Q (5000.480171 sec): 3 clusters Score: Raw -12243519.299366 + Penalty 2273.707633 = -12241245.591732 nChanged 54 SP:Iteration 129Q (5000.635859 sec): 3 clusters Score: Raw -12243522.429746 + Penalty 2273.707633 = -12241248.722113 nChanged 40 SP:Iteration 130Q (5000.791447 sec): 3 clusters Score: Raw -12243524.504092 + Penalty 2273.707633 = -12241250.796459 nChanged 27 SP:Iteration 131Q (5000.946927 sec): 3 clusters Score: Raw -12243525.620762 + Penalty 2273.707633 = -12241251.913129 nChanged 27 SP:Iteration 132Q (5001.103630 sec): 3 clusters Score: Raw -12243526.803480 + Penalty 2273.707633 = -12241253.095847 nChanged 30 SP:Iteration 133Q (5001.259229 sec): 3 clusters Score: Raw -12243528.719506 + Penalty 2273.707633 = -12241255.011872 nChanged 28 SP:Iteration 134Q (5001.414917 sec): 3 clusters Score: Raw -12243530.411759 + Penalty 2273.707633 = -12241256.704126 nChanged 31 SP:Iteration 135Q (5001.570577 sec): 3 clusters Score: Raw -12243531.993756 + Penalty 2273.707633 = -12241258.286122 nChanged 28 SP:Iteration 136Q (5001.726069 sec): 3 clusters Score: Raw -12243533.258902 + Penalty 2273.707633 = -12241259.551269 nChanged 28 SP:Iteration 137Q (5001.881570 sec): 3 clusters Score: Raw -12243534.649335 + Penalty 2273.707633 = -12241260.941702 nChanged 28 SP:Iteration 138Q (5002.036988 sec): 3 clusters Score: Raw -12243535.950085 + Penalty 2273.707633 = -12241262.242452 nChanged 25 SP:Iteration 139Q (5002.192513 sec): 3 clusters Score: Raw -12243537.015149 + Penalty 2273.707633 = -12241263.307516 nChanged 28 SP:Iteration 140F (5002.376641 sec): 3 clusters Score: Raw -12243538.417218 + Penalty 2273.707633 = -12241264.709585 nChanged 25 SP:Iteration 141Q (5002.532113 sec): 3 clusters Score: Raw -12243539.761891 + Penalty 2273.707633 = -12241266.054258 nChanged 22 SP:Iteration 142Q (5002.687579 sec): 3 clusters Score: Raw -12243541.082504 + Penalty 2273.707633 = -12241267.374871 nChanged 29 SP:Iteration 143Q (5002.842933 sec): 3 clusters Score: Raw -12243543.007031 + Penalty 2273.707633 = -12241269.299398 nChanged 40 SP:Iteration 144Q (5002.998282 sec): 3 clusters Score: Raw -12243546.246867 + Penalty 2273.707633 = -12241272.539233 nChanged 38 SP:Iteration 145Q (5003.153510 sec): 3 clusters Score: Raw -12243548.769790 + Penalty 2273.707633 = -12241275.062157 nChanged 30 SP:Iteration 146Q (5003.308828 sec): 3 clusters Score: Raw -12243550.361437 + Penalty 2273.707633 = -12241276.653804 nChanged 29 SP:Iteration 147Q (5003.464302 sec): 3 clusters Score: Raw -12243551.651308 + Penalty 2273.707633 = -12241277.943675 nChanged 23 SP:Iteration 148Q (5003.619491 sec): 3 clusters Score: Raw -12243552.842553 + Penalty 2273.707633 = -12241279.134920 nChanged 23 SP:Iteration 149Q (5003.774778 sec): 3 clusters Score: Raw -12243553.900241 + Penalty 2273.707633 = -12241280.192608 nChanged 25 SP:Iteration 150Q (5003.930094 sec): 3 clusters Score: Raw -12243555.232651 + Penalty 2273.707633 = -12241281.525017 nChanged 21 SP:Iteration 151Q (5004.085367 sec): 3 clusters Score: Raw -12243556.423907 + Penalty 2273.707633 = -12241282.716274 nChanged 20 SP:Iteration 152Q (5004.241294 sec): 3 clusters Score: Raw -12243557.478801 + Penalty 2273.707633 = -12241283.771168 nChanged 19 SP:Iteration 153Q (5004.396586 sec): 3 clusters Score: Raw -12243558.517786 + Penalty 2273.707633 = -12241284.810152 nChanged 26 SP:Iteration 154Q (5004.551578 sec): 3 clusters Score: Raw -12243559.838428 + Penalty 2273.707633 = -12241286.130795 nChanged 28 SP:Iteration 155Q (5004.706661 sec): 3 clusters Score: Raw -12243561.588490 + Penalty 2273.707633 = -12241287.880857 nChanged 28 SP:Iteration 156Q (5004.861917 sec): 3 clusters Score: Raw -12243564.230523 + Penalty 2273.707633 = -12241290.522890 nChanged 24 SP:Iteration 157Q (5005.017200 sec): 3 clusters Score: Raw -12243565.807243 + Penalty 2273.707633 = -12241292.099609 nChanged 26 SP:Iteration 158Q (5005.172187 sec): 3 clusters Score: Raw -12243567.760994 + Penalty 2273.707633 = -12241294.053360 nChanged 27 SP:Iteration 159Q (5005.327276 sec): 3 clusters Score: Raw -12243569.310763 + Penalty 2273.707633 = -12241295.603129 nChanged 27 SP:Iteration 160F (5005.511150 sec): 3 clusters Score: Raw -12243570.930529 + Penalty 2273.707633 = -12241297.222896 nChanged 14 SP:Iteration 161Q (5005.666347 sec): 3 clusters Score: Raw -12243571.501855 + Penalty 2273.707633 = -12241297.794222 nChanged 11 SP:Iteration 162Q (5005.821358 sec): 3 clusters Score: Raw -12243571.895486 + Penalty 2273.707633 = -12241298.187853 nChanged 11 SP:Iteration 163Q (5005.976204 sec): 3 clusters Score: Raw -12243572.349442 + Penalty 2273.707633 = -12241298.641809 nChanged 7 SP:Iteration 164Q (5006.131246 sec): 3 clusters Score: Raw -12243572.690573 + Penalty 2273.707633 = -12241298.982939 nChanged 14 SP:Iteration 165Q (5006.286410 sec): 3 clusters Score: Raw -12243573.422239 + Penalty 2273.707633 = -12241299.714605 nChanged 17 SP:Iteration 166Q (5006.441407 sec): 3 clusters Score: Raw -12243574.103378 + Penalty 2273.707633 = -12241300.395745 nChanged 11 SP:Iteration 167Q (5006.596342 sec): 3 clusters Score: Raw -12243574.501899 + Penalty 2273.707633 = -12241300.794265 nChanged 6 SP:Iteration 168Q (5006.751564 sec): 3 clusters Score: Raw -12243574.740058 + Penalty 2273.707633 = -12241301.032425 nChanged 7 SP:Iteration 169Q (5006.906619 sec): 3 clusters Score: Raw -12243575.061277 + Penalty 2273.707633 = -12241301.353644 nChanged 6 SP:Iteration 170Q (5007.061423 sec): 3 clusters Score: Raw -12243575.361522 + Penalty 2273.707633 = -12241301.653889 nChanged 5 SP:Iteration 171Q (5007.216459 sec): 3 clusters Score: Raw -12243575.506710 + Penalty 2273.707633 = -12241301.799076 nChanged 0 SP:Iteration 172F (5007.400733 sec): 3 clusters Score: Raw -12243575.506710 + Penalty 2273.707633 = -12241301.799076 nChanged 0 Trying to split cluster 26 (111400 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5007.501990 sec): 2 clusters Score: Raw -8697421.299127 + Penalty 1103.983848 = -8696317.315279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5007.674010 sec): 3 clusters Score: Raw -8623651.268604 + Penalty 2207.967695 = -8621443.300908 nChanged 54172 SP:Iteration 1F (5007.823157 sec): 3 clusters Score: Raw -8657572.680587 + Penalty 2207.967695 = -8655364.712892 nChanged 6264 SP:Iteration 2F (5007.969157 sec): 3 clusters Score: Raw -8660595.462263 + Penalty 2207.967695 = -8658387.494567 nChanged 7777 SP:Iteration 3F (5008.115046 sec): 3 clusters Score: Raw -8665673.139443 + Penalty 2207.967695 = -8663465.171747 nChanged 9065 SP:Iteration 4F (5008.260938 sec): 3 clusters Score: Raw -8673139.640881 + Penalty 2207.967695 = -8670931.673186 nChanged 9225 SP:Iteration 5F (5008.406527 sec): 3 clusters Score: Raw -8681889.680239 + Penalty 2207.967695 = -8679681.712544 nChanged 7433 SP:Iteration 6F (5008.551989 sec): 3 clusters Score: Raw -8689260.693131 + Penalty 2207.967695 = -8687052.725436 nChanged 4708 SP:Iteration 7Q (5008.701833 sec): 3 clusters Score: Raw -8693890.562774 + Penalty 2207.967695 = -8691682.595079 nChanged 2372 SP:Iteration 8Q (5008.837410 sec): 3 clusters Score: Raw -8696132.219370 + Penalty 2207.967695 = -8693924.251675 nChanged 990 SP:Iteration 9Q (5008.961413 sec): 3 clusters Score: Raw -8697070.768860 + Penalty 2207.967695 = -8694862.801165 nChanged 494 SP:Iteration 10Q (5009.078637 sec): 3 clusters Score: Raw -8697546.807907 + Penalty 2207.967695 = -8695338.840212 nChanged 311 SP:Iteration 11Q (5009.192348 sec): 3 clusters Score: Raw -8697814.713951 + Penalty 2207.967695 = -8695606.746256 nChanged 225 SP:Iteration 12Q (5009.304495 sec): 3 clusters Score: Raw -8697948.191532 + Penalty 2207.967695 = -8695740.223837 nChanged 194 SP:Iteration 13Q (5009.416200 sec): 3 clusters Score: Raw -8698045.629208 + Penalty 2207.967695 = -8695837.661512 nChanged 135 SP:Iteration 14Q (5009.527504 sec): 3 clusters Score: Raw -8698093.619419 + Penalty 2207.967695 = -8695885.651723 nChanged 102 SP:Iteration 15Q (5009.638836 sec): 3 clusters Score: Raw -8698132.882201 + Penalty 2207.967695 = -8695924.914505 nChanged 103 SP:Iteration 16Q (5009.750088 sec): 3 clusters Score: Raw -8698170.432122 + Penalty 2207.967695 = -8695962.464427 nChanged 99 SP:Iteration 17Q (5009.861366 sec): 3 clusters Score: Raw -8698203.879359 + Penalty 2207.967695 = -8695995.911664 nChanged 80 SP:Iteration 18Q (5009.972703 sec): 3 clusters Score: Raw -8698224.463229 + Penalty 2207.967695 = -8696016.495534 nChanged 60 SP:Iteration 19Q (5010.083838 sec): 3 clusters Score: Raw -8698240.381534 + Penalty 2207.967695 = -8696032.413839 nChanged 66 SP:Iteration 20F (5010.227697 sec): 3 clusters Score: Raw -8698255.150255 + Penalty 2207.967695 = -8696047.182560 nChanged 58 SP:Iteration 21Q (5010.339630 sec): 3 clusters Score: Raw -8698267.193836 + Penalty 2207.967695 = -8696059.226141 nChanged 59 SP:Iteration 22Q (5010.451521 sec): 3 clusters Score: Raw -8698279.600202 + Penalty 2207.967695 = -8696071.632507 nChanged 46 SP:Iteration 23Q (5010.563501 sec): 3 clusters Score: Raw -8698289.445403 + Penalty 2207.967695 = -8696081.477707 nChanged 42 SP:Iteration 24Q (5010.675137 sec): 3 clusters Score: Raw -8698297.812066 + Penalty 2207.967695 = -8696089.844371 nChanged 38 SP:Iteration 25Q (5010.788038 sec): 3 clusters Score: Raw -8698305.959400 + Penalty 2207.967695 = -8696097.991705 nChanged 41 SP:Iteration 26Q (5010.900337 sec): 3 clusters Score: Raw -8698312.687499 + Penalty 2207.967695 = -8696104.719804 nChanged 44 SP:Iteration 27Q (5011.012136 sec): 3 clusters Score: Raw -8698320.259341 + Penalty 2207.967695 = -8696112.291646 nChanged 43 SP:Iteration 28Q (5011.123802 sec): 3 clusters Score: Raw -8698327.910069 + Penalty 2207.967695 = -8696119.942374 nChanged 45 SP:Iteration 29Q (5011.235717 sec): 3 clusters Score: Raw -8698336.214178 + Penalty 2207.967695 = -8696128.246483 nChanged 38 SP:Iteration 30Q (5011.347442 sec): 3 clusters Score: Raw -8698343.916651 + Penalty 2207.967695 = -8696135.948956 nChanged 36 SP:Iteration 31Q (5011.459112 sec): 3 clusters Score: Raw -8698350.575946 + Penalty 2207.967695 = -8696142.608250 nChanged 36 SP:Iteration 32Q (5011.570985 sec): 3 clusters Score: Raw -8698356.889086 + Penalty 2207.967695 = -8696148.921391 nChanged 32 SP:Iteration 33Q (5011.682521 sec): 3 clusters Score: Raw -8698361.666629 + Penalty 2207.967695 = -8696153.698934 nChanged 29 SP:Iteration 34Q (5011.794182 sec): 3 clusters Score: Raw -8698365.582431 + Penalty 2207.967695 = -8696157.614736 nChanged 26 SP:Iteration 35Q (5011.905990 sec): 3 clusters Score: Raw -8698369.398139 + Penalty 2207.967695 = -8696161.430444 nChanged 34 SP:Iteration 36Q (5012.017612 sec): 3 clusters Score: Raw -8698375.015627 + Penalty 2207.967695 = -8696167.047931 nChanged 28 SP:Iteration 37Q (5012.129289 sec): 3 clusters Score: Raw -8698378.968472 + Penalty 2207.967695 = -8696171.000777 nChanged 28 SP:Iteration 38Q (5012.241059 sec): 3 clusters Score: Raw -8698384.693987 + Penalty 2207.967695 = -8696176.726292 nChanged 32 SP:Iteration 39Q (5012.352874 sec): 3 clusters Score: Raw -8698391.429713 + Penalty 2207.967695 = -8696183.462018 nChanged 34 SP:Iteration 40F (5012.496590 sec): 3 clusters Score: Raw -8698396.766923 + Penalty 2207.967695 = -8696188.799228 nChanged 36 SP:Iteration 41Q (5012.609460 sec): 3 clusters Score: Raw -8698402.675053 + Penalty 2207.967695 = -8696194.707358 nChanged 39 SP:Iteration 42Q (5012.722369 sec): 3 clusters Score: Raw -8698408.983704 + Penalty 2207.967695 = -8696201.016009 nChanged 37 SP:Iteration 43Q (5012.835197 sec): 3 clusters Score: Raw -8698414.154929 + Penalty 2207.967695 = -8696206.187234 nChanged 40 SP:Iteration 44Q (5012.947975 sec): 3 clusters Score: Raw -8698419.466394 + Penalty 2207.967695 = -8696211.498699 nChanged 27 SP:Iteration 45Q (5013.060690 sec): 3 clusters Score: Raw -8698422.320028 + Penalty 2207.967695 = -8696214.352333 nChanged 20 SP:Iteration 46Q (5013.173553 sec): 3 clusters Score: Raw -8698424.611121 + Penalty 2207.967695 = -8696216.643426 nChanged 19 SP:Iteration 47Q (5013.286182 sec): 3 clusters Score: Raw -8698426.424336 + Penalty 2207.967695 = -8696218.456641 nChanged 13 SP:Iteration 48Q (5013.398938 sec): 3 clusters Score: Raw -8698427.193242 + Penalty 2207.967695 = -8696219.225547 nChanged 8 SP:Iteration 49Q (5013.511782 sec): 3 clusters Score: Raw -8698427.484541 + Penalty 2207.967695 = -8696219.516846 nChanged 6 SP:Iteration 50Q (5013.624479 sec): 3 clusters Score: Raw -8698427.829554 + Penalty 2207.967695 = -8696219.861859 nChanged 5 SP:Iteration 51Q (5013.737251 sec): 3 clusters Score: Raw -8698428.062202 + Penalty 2207.967695 = -8696220.094507 nChanged 5 SP:Iteration 52Q (5013.850019 sec): 3 clusters Score: Raw -8698428.334079 + Penalty 2207.967695 = -8696220.366384 nChanged 7 SP:Iteration 53Q (5013.962640 sec): 3 clusters Score: Raw -8698428.819576 + Penalty 2207.967695 = -8696220.851881 nChanged 5 SP:Iteration 54Q (5014.076351 sec): 3 clusters Score: Raw -8698429.210968 + Penalty 2207.967695 = -8696221.243273 nChanged 9 SP:Iteration 55Q (5014.189134 sec): 3 clusters Score: Raw -8698429.907248 + Penalty 2207.967695 = -8696221.939553 nChanged 11 SP:Iteration 56Q (5014.301907 sec): 3 clusters Score: Raw -8698430.611795 + Penalty 2207.967695 = -8696222.644100 nChanged 10 SP:Iteration 57Q (5014.414884 sec): 3 clusters Score: Raw -8698431.498601 + Penalty 2207.967695 = -8696223.530906 nChanged 12 SP:Iteration 58Q (5014.527757 sec): 3 clusters Score: Raw -8698433.307324 + Penalty 2207.967695 = -8696225.339629 nChanged 21 SP:Iteration 59Q (5014.640457 sec): 3 clusters Score: Raw -8698435.476805 + Penalty 2207.967695 = -8696227.509109 nChanged 21 SP:Iteration 60F (5014.784098 sec): 3 clusters Score: Raw -8698437.446173 + Penalty 2207.967695 = -8696229.478478 nChanged 19 SP:Iteration 61Q (5014.920181 sec): 3 clusters Score: Raw -8698439.254129 + Penalty 2207.967695 = -8696231.286434 nChanged 19 SP:Iteration 62Q (5015.033303 sec): 3 clusters Score: Raw -8698441.003629 + Penalty 2207.967695 = -8696233.035933 nChanged 18 SP:Iteration 63Q (5015.146552 sec): 3 clusters Score: Raw -8698442.236605 + Penalty 2207.967695 = -8696234.268909 nChanged 12 SP:Iteration 64Q (5015.259771 sec): 3 clusters Score: Raw -8698443.107221 + Penalty 2207.967695 = -8696235.139526 nChanged 8 SP:Iteration 65Q (5015.372993 sec): 3 clusters Score: Raw -8698443.571134 + Penalty 2207.967695 = -8696235.603439 nChanged 7 SP:Iteration 66Q (5015.486146 sec): 3 clusters Score: Raw -8698444.001109 + Penalty 2207.967695 = -8696236.033413 nChanged 5 SP:Iteration 67Q (5015.599249 sec): 3 clusters Score: Raw -8698444.220396 + Penalty 2207.967695 = -8696236.252700 nChanged 5 SP:Iteration 68Q (5015.712567 sec): 3 clusters Score: Raw -8698444.460981 + Penalty 2207.967695 = -8696236.493285 nChanged 2 SP:Iteration 69Q (5015.825756 sec): 3 clusters Score: Raw -8698444.606010 + Penalty 2207.967695 = -8696236.638315 nChanged 3 SP:Iteration 70Q (5015.938863 sec): 3 clusters Score: Raw -8698444.774641 + Penalty 2207.967695 = -8696236.806945 nChanged 5 SP:Iteration 71Q (5016.052047 sec): 3 clusters Score: Raw -8698445.207820 + Penalty 2207.967695 = -8696237.240125 nChanged 2 SP:Iteration 72Q (5016.165283 sec): 3 clusters Score: Raw -8698445.275601 + Penalty 2207.967695 = -8696237.307906 nChanged 1 SP:Iteration 73Q (5016.278530 sec): 3 clusters Score: Raw -8698445.307502 + Penalty 2207.967695 = -8696237.339807 nChanged 0 SP:Iteration 74F (5016.422322 sec): 3 clusters Score: Raw -8698445.307502 + Penalty 2207.967695 = -8696237.339807 nChanged 0 Trying to split cluster 27 (6133 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5016.435415 sec): 2 clusters Score: Raw -384101.445192 + Penalty 828.536734 = -383272.908458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5016.456048 sec): 3 clusters Score: Raw -380608.324971 + Penalty 1657.073468 = -378951.251503 nChanged 2705 SP:Iteration 1F (5016.475853 sec): 3 clusters Score: Raw -382198.005258 + Penalty 1657.073468 = -380540.931790 nChanged 411 SP:Iteration 2F (5016.495729 sec): 3 clusters Score: Raw -382417.758363 + Penalty 1657.073468 = -380760.684894 nChanged 331 SP:Iteration 3F (5016.515744 sec): 3 clusters Score: Raw -382590.157197 + Penalty 1657.073468 = -380933.083729 nChanged 309 SP:Iteration 4F (5016.535951 sec): 3 clusters Score: Raw -382747.702621 + Penalty 1657.073468 = -381090.629153 nChanged 259 SP:Iteration 5Q (5016.556155 sec): 3 clusters Score: Raw -382870.065572 + Penalty 1657.073468 = -381212.992104 nChanged 227 SP:Iteration 6Q (5016.576178 sec): 3 clusters Score: Raw -382963.893980 + Penalty 1657.073468 = -381306.820512 nChanged 191 SP:Iteration 7Q (5016.596110 sec): 3 clusters Score: Raw -383061.483607 + Penalty 1657.073468 = -381404.410139 nChanged 196 SP:Iteration 8Q (5016.648367 sec): 3 clusters Score: Raw -383162.611307 + Penalty 1657.073468 = -381505.537839 nChanged 203 SP:Iteration 9Q (5016.671907 sec): 3 clusters Score: Raw -383257.885583 + Penalty 1657.073468 = -381600.812115 nChanged 202 SP:Iteration 10Q (5016.725420 sec): 3 clusters Score: Raw -383360.787561 + Penalty 1657.073468 = -381703.714093 nChanged 177 SP:Iteration 11Q (5016.779345 sec): 3 clusters Score: Raw -383446.447399 + Penalty 1657.073468 = -381789.373931 nChanged 168 SP:Iteration 12Q (5016.801608 sec): 3 clusters Score: Raw -383514.988526 + Penalty 1657.073468 = -381857.915058 nChanged 151 SP:Iteration 13Q (5016.821361 sec): 3 clusters Score: Raw -383590.605276 + Penalty 1657.073468 = -381933.531808 nChanged 153 SP:Iteration 14Q (5016.841319 sec): 3 clusters Score: Raw -383665.580478 + Penalty 1657.073468 = -382008.507010 nChanged 153 SP:Iteration 15Q (5016.861094 sec): 3 clusters Score: Raw -383737.971107 + Penalty 1657.073468 = -382080.897639 nChanged 153 SP:Iteration 16Q (5016.880984 sec): 3 clusters Score: Raw -383826.016772 + Penalty 1657.073468 = -382168.943304 nChanged 145 SP:Iteration 17Q (5016.900543 sec): 3 clusters Score: Raw -383932.305257 + Penalty 1657.073468 = -382275.231789 nChanged 114 SP:Iteration 18Q (5016.920306 sec): 3 clusters Score: Raw -384015.572968 + Penalty 1657.073468 = -382358.499499 nChanged 84 SP:Iteration 19Q (5016.939903 sec): 3 clusters Score: Raw -384063.497021 + Penalty 1657.073468 = -382406.423553 nChanged 73 SP:Iteration 20F (5016.960004 sec): 3 clusters Score: Raw -384095.360314 + Penalty 1657.073468 = -382438.286846 nChanged 61 SP:Iteration 21Q (5016.979149 sec): 3 clusters Score: Raw -384111.333570 + Penalty 1657.073468 = -382454.260102 nChanged 41 SP:Iteration 22Q (5016.998542 sec): 3 clusters Score: Raw -384119.498877 + Penalty 1657.073468 = -382462.425409 nChanged 27 SP:Iteration 23Q (5017.023207 sec): 3 clusters Score: Raw -384124.702014 + Penalty 1657.073468 = -382467.628546 nChanged 26 SP:Iteration 24Q (5017.069852 sec): 3 clusters Score: Raw -384130.593748 + Penalty 1657.073468 = -382473.520280 nChanged 18 SP:Iteration 25Q (5017.131818 sec): 3 clusters Score: Raw -384134.551084 + Penalty 1657.073468 = -382477.477616 nChanged 12 SP:Iteration 26Q (5017.174601 sec): 3 clusters Score: Raw -384136.416983 + Penalty 1657.073468 = -382479.343514 nChanged 9 SP:Iteration 27Q (5017.209116 sec): 3 clusters Score: Raw -384137.832635 + Penalty 1657.073468 = -382480.759167 nChanged 7 SP:Iteration 28Q (5017.228233 sec): 3 clusters Score: Raw -384138.970343 + Penalty 1657.073468 = -382481.896875 nChanged 7 SP:Iteration 29Q (5017.247586 sec): 3 clusters Score: Raw -384139.918832 + Penalty 1657.073468 = -382482.845364 nChanged 5 SP:Iteration 30Q (5017.266885 sec): 3 clusters Score: Raw -384140.747745 + Penalty 1657.073468 = -382483.674277 nChanged 6 SP:Iteration 31Q (5017.286036 sec): 3 clusters Score: Raw -384141.376015 + Penalty 1657.073468 = -382484.302547 nChanged 0 SP:Iteration 32F (5017.306130 sec): 3 clusters Score: Raw -384141.376015 + Penalty 1657.073468 = -382484.302547 nChanged 0 Trying to split cluster 28 (9556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5017.327146 sec): 2 clusters Score: Raw -625807.960148 + Penalty 870.667828 = -624937.292320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5017.351604 sec): 3 clusters Score: Raw -620122.328637 + Penalty 1741.335657 = -618380.992981 nChanged 4300 SP:Iteration 1F (5017.375299 sec): 3 clusters Score: Raw -622686.853683 + Penalty 1741.335657 = -620945.518027 nChanged 675 SP:Iteration 2F (5017.398761 sec): 3 clusters Score: Raw -623040.128829 + Penalty 1741.335657 = -621298.793173 nChanged 620 SP:Iteration 3F (5017.422147 sec): 3 clusters Score: Raw -623378.833658 + Penalty 1741.335657 = -621637.498001 nChanged 566 SP:Iteration 4F (5017.445451 sec): 3 clusters Score: Raw -623682.735516 + Penalty 1741.335657 = -621941.399860 nChanged 459 SP:Iteration 5Q (5017.469124 sec): 3 clusters Score: Raw -623926.638054 + Penalty 1741.335657 = -622185.302398 nChanged 426 SP:Iteration 6Q (5017.492705 sec): 3 clusters Score: Raw -624221.233007 + Penalty 1741.335657 = -622479.897350 nChanged 420 SP:Iteration 7Q (5017.516479 sec): 3 clusters Score: Raw -624563.030342 + Penalty 1741.335657 = -622821.694685 nChanged 381 SP:Iteration 8Q (5017.540069 sec): 3 clusters Score: Raw -624850.781801 + Penalty 1741.335657 = -623109.446144 nChanged 344 SP:Iteration 9Q (5017.563407 sec): 3 clusters Score: Raw -625111.414568 + Penalty 1741.335657 = -623370.078911 nChanged 285 SP:Iteration 10Q (5017.586552 sec): 3 clusters Score: Raw -625310.141809 + Penalty 1741.335657 = -623568.806153 nChanged 243 SP:Iteration 11Q (5017.609442 sec): 3 clusters Score: Raw -625481.504053 + Penalty 1741.335657 = -623740.168397 nChanged 217 SP:Iteration 12Q (5017.632285 sec): 3 clusters Score: Raw -625638.997419 + Penalty 1741.335657 = -623897.661763 nChanged 215 SP:Iteration 13Q (5017.654982 sec): 3 clusters Score: Raw -625807.899416 + Penalty 1741.335657 = -624066.563759 nChanged 206 SP:Iteration 14Q (5017.677431 sec): 3 clusters Score: Raw -625943.914721 + Penalty 1741.335657 = -624202.579065 nChanged 157 SP:Iteration 15Q (5017.699688 sec): 3 clusters Score: Raw -626051.477826 + Penalty 1741.335657 = -624310.142170 nChanged 147 SP:Iteration 16Q (5017.721980 sec): 3 clusters Score: Raw -626163.037151 + Penalty 1741.335657 = -624421.701495 nChanged 156 SP:Iteration 17Q (5017.744108 sec): 3 clusters Score: Raw -626276.119792 + Penalty 1741.335657 = -624534.784135 nChanged 130 SP:Iteration 18Q (5017.766173 sec): 3 clusters Score: Raw -626373.244195 + Penalty 1741.335657 = -624631.908539 nChanged 121 SP:Iteration 19Q (5017.788272 sec): 3 clusters Score: Raw -626456.690460 + Penalty 1741.335657 = -624715.354803 nChanged 85 SP:Iteration 20F (5017.811866 sec): 3 clusters Score: Raw -626500.991246 + Penalty 1741.335657 = -624759.655589 nChanged 73 SP:Iteration 21Q (5017.833768 sec): 3 clusters Score: Raw -626547.014168 + Penalty 1741.335657 = -624805.678511 nChanged 73 SP:Iteration 22Q (5017.855775 sec): 3 clusters Score: Raw -626602.207756 + Penalty 1741.335657 = -624860.872099 nChanged 58 SP:Iteration 23Q (5017.877607 sec): 3 clusters Score: Raw -626638.073686 + Penalty 1741.335657 = -624896.738029 nChanged 53 SP:Iteration 24Q (5017.899204 sec): 3 clusters Score: Raw -626667.028676 + Penalty 1741.335657 = -624925.693019 nChanged 36 SP:Iteration 25Q (5017.920742 sec): 3 clusters Score: Raw -626689.654910 + Penalty 1741.335657 = -624948.319254 nChanged 33 SP:Iteration 26Q (5017.942630 sec): 3 clusters Score: Raw -626710.002300 + Penalty 1741.335657 = -624968.666644 nChanged 25 SP:Iteration 27Q (5017.964287 sec): 3 clusters Score: Raw -626722.206812 + Penalty 1741.335657 = -624980.871155 nChanged 23 SP:Iteration 28Q (5017.985974 sec): 3 clusters Score: Raw -626732.529840 + Penalty 1741.335657 = -624991.194184 nChanged 18 SP:Iteration 29Q (5018.007602 sec): 3 clusters Score: Raw -626739.875522 + Penalty 1741.335657 = -624998.539866 nChanged 9 SP:Iteration 30Q (5018.029255 sec): 3 clusters Score: Raw -626742.889583 + Penalty 1741.335657 = -625001.553926 nChanged 11 SP:Iteration 31Q (5018.062721 sec): 3 clusters Score: Raw -626745.436040 + Penalty 1741.335657 = -625004.100383 nChanged 11 SP:Iteration 32Q (5018.094665 sec): 3 clusters Score: Raw -626748.640022 + Penalty 1741.335657 = -625007.304365 nChanged 7 SP:Iteration 33Q (5018.116492 sec): 3 clusters Score: Raw -626750.285118 + Penalty 1741.335657 = -625008.949462 nChanged 6 SP:Iteration 34Q (5018.138077 sec): 3 clusters Score: Raw -626752.602287 + Penalty 1741.335657 = -625011.266631 nChanged 1 SP:Iteration 35Q (5018.159710 sec): 3 clusters Score: Raw -626752.748902 + Penalty 1741.335657 = -625011.413246 nChanged 2 SP:Iteration 36Q (5018.181224 sec): 3 clusters Score: Raw -626753.305982 + Penalty 1741.335657 = -625011.970325 nChanged 1 SP:Iteration 37Q (5018.202792 sec): 3 clusters Score: Raw -626753.420088 + Penalty 1741.335657 = -625012.084432 nChanged 0 SP:Iteration 38F (5018.226212 sec): 3 clusters Score: Raw -626753.420088 + Penalty 1741.335657 = -625012.084432 nChanged 0 Score: Raw -45943219.046727 + Penalty 50812.560966 = -45892406.485762 Splitting cluster 28 changes total score from -45892628.387038 to -45892406.485762 So it's not getting split. Trying to split cluster 29 (9462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5029.713166 sec): 2 clusters Score: Raw -699568.894193 + Penalty 869.728710 = -698699.165483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5029.738159 sec): 3 clusters Score: Raw -693982.348938 + Penalty 1739.457421 = -692242.891517 nChanged 4223 SP:Iteration 1F (5029.761996 sec): 3 clusters Score: Raw -696411.084766 + Penalty 1739.457421 = -694671.627345 nChanged 542 SP:Iteration 2F (5029.785790 sec): 3 clusters Score: Raw -696637.758886 + Penalty 1739.457421 = -694898.301465 nChanged 460 SP:Iteration 3Q (5029.809696 sec): 3 clusters Score: Raw -696813.977527 + Penalty 1739.457421 = -695074.520106 nChanged 422 SP:Iteration 4Q (5029.833739 sec): 3 clusters Score: Raw -697004.147210 + Penalty 1739.457421 = -695264.689789 nChanged 453 SP:Iteration 5Q (5029.857686 sec): 3 clusters Score: Raw -697233.751671 + Penalty 1739.457421 = -695494.294250 nChanged 447 SP:Iteration 6Q (5029.881684 sec): 3 clusters Score: Raw -697477.608715 + Penalty 1739.457421 = -695738.151294 nChanged 426 SP:Iteration 7Q (5029.905521 sec): 3 clusters Score: Raw -697713.571220 + Penalty 1739.457421 = -695974.113800 nChanged 387 SP:Iteration 8Q (5029.929284 sec): 3 clusters Score: Raw -697920.269444 + Penalty 1739.457421 = -696180.812024 nChanged 389 SP:Iteration 9Q (5029.952788 sec): 3 clusters Score: Raw -698155.690977 + Penalty 1739.457421 = -696416.233556 nChanged 361 SP:Iteration 10Q (5029.976157 sec): 3 clusters Score: Raw -698403.631597 + Penalty 1739.457421 = -696664.174176 nChanged 354 SP:Iteration 11Q (5029.999420 sec): 3 clusters Score: Raw -698641.919182 + Penalty 1739.457421 = -696902.461761 nChanged 334 SP:Iteration 12Q (5030.022858 sec): 3 clusters Score: Raw -698865.367479 + Penalty 1739.457421 = -697125.910059 nChanged 295 SP:Iteration 13Q (5030.045970 sec): 3 clusters Score: Raw -699065.314049 + Penalty 1739.457421 = -697325.856628 nChanged 236 SP:Iteration 14Q (5030.068895 sec): 3 clusters Score: Raw -699239.423566 + Penalty 1739.457421 = -697499.966145 nChanged 219 SP:Iteration 15Q (5030.091678 sec): 3 clusters Score: Raw -699396.389612 + Penalty 1739.457421 = -697656.932191 nChanged 200 SP:Iteration 16Q (5030.114393 sec): 3 clusters Score: Raw -699544.152161 + Penalty 1739.457421 = -697804.694740 nChanged 151 SP:Iteration 17Q (5030.137114 sec): 3 clusters Score: Raw -699653.824811 + Penalty 1739.457421 = -697914.367390 nChanged 118 SP:Iteration 18Q (5030.159654 sec): 3 clusters Score: Raw -699755.414960 + Penalty 1739.457421 = -698015.957539 nChanged 118 SP:Iteration 19Q (5030.182101 sec): 3 clusters Score: Raw -699863.045605 + Penalty 1739.457421 = -698123.588184 nChanged 108 SP:Iteration 20F (5030.205853 sec): 3 clusters Score: Raw -699956.521529 + Penalty 1739.457421 = -698217.064108 nChanged 116 SP:Iteration 21Q (5030.228184 sec): 3 clusters Score: Raw -700028.668786 + Penalty 1739.457421 = -698289.211366 nChanged 86 SP:Iteration 22Q (5030.250464 sec): 3 clusters Score: Raw -700069.484853 + Penalty 1739.457421 = -698330.027432 nChanged 81 SP:Iteration 23Q (5030.272850 sec): 3 clusters Score: Raw -700099.619104 + Penalty 1739.457421 = -698360.161683 nChanged 60 SP:Iteration 24Q (5030.294909 sec): 3 clusters Score: Raw -700118.988612 + Penalty 1739.457421 = -698379.531191 nChanged 39 SP:Iteration 25Q (5030.317236 sec): 3 clusters Score: Raw -700132.152652 + Penalty 1739.457421 = -698392.695231 nChanged 40 SP:Iteration 26Q (5030.339564 sec): 3 clusters Score: Raw -700142.938129 + Penalty 1739.457421 = -698403.480708 nChanged 34 SP:Iteration 27Q (5030.361785 sec): 3 clusters Score: Raw -700151.363963 + Penalty 1739.457421 = -698411.906542 nChanged 28 SP:Iteration 28Q (5030.384065 sec): 3 clusters Score: Raw -700158.979023 + Penalty 1739.457421 = -698419.521603 nChanged 22 SP:Iteration 29Q (5030.406135 sec): 3 clusters Score: Raw -700166.443856 + Penalty 1739.457421 = -698426.986435 nChanged 29 SP:Iteration 30Q (5030.428231 sec): 3 clusters Score: Raw -700173.009642 + Penalty 1739.457421 = -698433.552221 nChanged 18 SP:Iteration 31Q (5030.450319 sec): 3 clusters Score: Raw -700180.914086 + Penalty 1739.457421 = -698441.456665 nChanged 22 SP:Iteration 32Q (5030.472406 sec): 3 clusters Score: Raw -700188.067162 + Penalty 1739.457421 = -698448.609741 nChanged 20 SP:Iteration 33Q (5030.494325 sec): 3 clusters Score: Raw -700194.586070 + Penalty 1739.457421 = -698455.128649 nChanged 23 SP:Iteration 34Q (5030.516789 sec): 3 clusters Score: Raw -700204.277150 + Penalty 1739.457421 = -698464.819729 nChanged 33 SP:Iteration 35Q (5030.538778 sec): 3 clusters Score: Raw -700220.142919 + Penalty 1739.457421 = -698480.685499 nChanged 33 SP:Iteration 36Q (5030.560753 sec): 3 clusters Score: Raw -700233.255146 + Penalty 1739.457421 = -698493.797725 nChanged 33 SP:Iteration 37Q (5030.582678 sec): 3 clusters Score: Raw -700242.043564 + Penalty 1739.457421 = -698502.586144 nChanged 24 SP:Iteration 38Q (5030.604651 sec): 3 clusters Score: Raw -700247.340340 + Penalty 1739.457421 = -698507.882920 nChanged 17 SP:Iteration 39Q (5030.626696 sec): 3 clusters Score: Raw -700252.501310 + Penalty 1739.457421 = -698513.043889 nChanged 16 SP:Iteration 40F (5030.650698 sec): 3 clusters Score: Raw -700256.414339 + Penalty 1739.457421 = -698516.956918 nChanged 16 SP:Iteration 41Q (5030.672622 sec): 3 clusters Score: Raw -700259.772468 + Penalty 1739.457421 = -698520.315047 nChanged 11 SP:Iteration 42Q (5030.694703 sec): 3 clusters Score: Raw -700262.471827 + Penalty 1739.457421 = -698523.014407 nChanged 16 SP:Iteration 43Q (5030.716821 sec): 3 clusters Score: Raw -700266.492165 + Penalty 1739.457421 = -698527.034744 nChanged 14 SP:Iteration 44Q (5030.738820 sec): 3 clusters Score: Raw -700269.954802 + Penalty 1739.457421 = -698530.497381 nChanged 16 SP:Iteration 45Q (5030.760888 sec): 3 clusters Score: Raw -700273.288185 + Penalty 1739.457421 = -698533.830764 nChanged 12 SP:Iteration 46Q (5030.782937 sec): 3 clusters Score: Raw -700276.004821 + Penalty 1739.457421 = -698536.547401 nChanged 9 SP:Iteration 47Q (5030.804872 sec): 3 clusters Score: Raw -700277.567215 + Penalty 1739.457421 = -698538.109794 nChanged 7 SP:Iteration 48Q (5030.826853 sec): 3 clusters Score: Raw -700279.319875 + Penalty 1739.457421 = -698539.862455 nChanged 4 SP:Iteration 49Q (5030.848974 sec): 3 clusters Score: Raw -700280.021233 + Penalty 1739.457421 = -698540.563813 nChanged 2 SP:Iteration 50Q (5030.870952 sec): 3 clusters Score: Raw -700280.532972 + Penalty 1739.457421 = -698541.075551 nChanged 2 SP:Iteration 51Q (5030.892908 sec): 3 clusters Score: Raw -700280.833930 + Penalty 1739.457421 = -698541.376509 nChanged 2 SP:Iteration 52Q (5030.914760 sec): 3 clusters Score: Raw -700281.414715 + Penalty 1739.457421 = -698541.957294 nChanged 3 SP:Iteration 53Q (5030.936852 sec): 3 clusters Score: Raw -700281.817474 + Penalty 1739.457421 = -698542.360054 nChanged 1 SP:Iteration 54Q (5030.958897 sec): 3 clusters Score: Raw -700281.980527 + Penalty 1739.457421 = -698542.523106 nChanged 1 SP:Iteration 55Q (5030.980830 sec): 3 clusters Score: Raw -700282.134766 + Penalty 1739.457421 = -698542.677346 nChanged 3 SP:Iteration 56Q (5031.002732 sec): 3 clusters Score: Raw -700282.764387 + Penalty 1739.457421 = -698543.306966 nChanged 2 SP:Iteration 57Q (5031.024721 sec): 3 clusters Score: Raw -700283.154535 + Penalty 1739.457421 = -698543.697114 nChanged 3 SP:Iteration 58Q (5031.046752 sec): 3 clusters Score: Raw -700283.657272 + Penalty 1739.457421 = -698544.199851 nChanged 0 SP:Iteration 59F (5031.070561 sec): 3 clusters Score: Raw -700283.657272 + Penalty 1739.457421 = -698544.199851 nChanged 0 Trying to split cluster 30 (1093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5031.084552 sec): 2 clusters Score: Raw -55773.631568 + Penalty 664.684741 = -55108.946827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5031.089359 sec): 3 clusters Score: Raw -55342.648328 + Penalty 1329.369483 = -54013.278846 nChanged 364 SP:Iteration 1F (5031.093765 sec): 3 clusters Score: Raw -55610.958191 + Penalty 1329.369483 = -54281.588708 nChanged 91 SP:Iteration 2F (5031.098141 sec): 3 clusters Score: Raw -55677.907382 + Penalty 1329.369483 = -54348.537899 nChanged 62 SP:Iteration 3F (5031.102620 sec): 3 clusters Score: Raw -55722.036765 + Penalty 1329.369483 = -54392.667282 nChanged 40 SP:Iteration 4Q (5031.106970 sec): 3 clusters Score: Raw -55760.219418 + Penalty 1329.369483 = -54430.849935 nChanged 38 SP:Iteration 5Q (5031.111328 sec): 3 clusters Score: Raw -55795.473139 + Penalty 1329.369483 = -54466.103656 nChanged 30 SP:Iteration 6Q (5031.115692 sec): 3 clusters Score: Raw -55815.615286 + Penalty 1329.369483 = -54486.245803 nChanged 24 SP:Iteration 7Q (5031.120019 sec): 3 clusters Score: Raw -55835.799386 + Penalty 1329.369483 = -54506.429904 nChanged 15 SP:Iteration 8Q (5031.124311 sec): 3 clusters Score: Raw -55848.219451 + Penalty 1329.369483 = -54518.849968 nChanged 12 SP:Iteration 9Q (5031.128627 sec): 3 clusters Score: Raw -55856.859531 + Penalty 1329.369483 = -54527.490048 nChanged 13 SP:Iteration 10Q (5031.132971 sec): 3 clusters Score: Raw -55863.553170 + Penalty 1329.369483 = -54534.183687 nChanged 10 SP:Iteration 11Q (5031.137307 sec): 3 clusters Score: Raw -55871.468976 + Penalty 1329.369483 = -54542.099493 nChanged 11 SP:Iteration 12Q (5031.141626 sec): 3 clusters Score: Raw -55880.804888 + Penalty 1329.369483 = -54551.435405 nChanged 8 SP:Iteration 13Q (5031.145932 sec): 3 clusters Score: Raw -55888.898903 + Penalty 1329.369483 = -54559.529420 nChanged 14 SP:Iteration 14Q (5031.150246 sec): 3 clusters Score: Raw -55899.629520 + Penalty 1329.369483 = -54570.260037 nChanged 13 SP:Iteration 15Q (5031.154545 sec): 3 clusters Score: Raw -55908.972519 + Penalty 1329.369483 = -54579.603036 nChanged 10 SP:Iteration 16Q (5031.158845 sec): 3 clusters Score: Raw -55915.755511 + Penalty 1329.369483 = -54586.386029 nChanged 8 SP:Iteration 17Q (5031.163107 sec): 3 clusters Score: Raw -55921.210799 + Penalty 1329.369483 = -54591.841317 nChanged 10 SP:Iteration 18Q (5031.167433 sec): 3 clusters Score: Raw -55927.160792 + Penalty 1329.369483 = -54597.791309 nChanged 4 SP:Iteration 19Q (5031.171750 sec): 3 clusters Score: Raw -55929.226968 + Penalty 1329.369483 = -54599.857485 nChanged 2 SP:Iteration 20F (5031.176104 sec): 3 clusters Score: Raw -55930.479387 + Penalty 1329.369483 = -54601.109904 nChanged 0 Trying to split cluster 31 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5031.192186 sec): 2 clusters Score: Raw -191901.435985 + Penalty 750.946872 = -191150.489114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5031.203373 sec): 3 clusters Score: Raw -190495.382591 + Penalty 1501.893744 = -188993.488847 nChanged 1114 SP:Iteration 1F (5031.213711 sec): 3 clusters Score: Raw -191190.448591 + Penalty 1501.893744 = -189688.554847 nChanged 251 SP:Iteration 2F (5031.224072 sec): 3 clusters Score: Raw -191414.241389 + Penalty 1501.893744 = -189912.347645 nChanged 226 SP:Iteration 3F (5031.234312 sec): 3 clusters Score: Raw -191582.854172 + Penalty 1501.893744 = -190080.960428 nChanged 183 SP:Iteration 4F (5031.244547 sec): 3 clusters Score: Raw -191730.773930 + Penalty 1501.893744 = -190228.880186 nChanged 142 SP:Iteration 5F (5031.254669 sec): 3 clusters Score: Raw -191851.306865 + Penalty 1501.893744 = -190349.413121 nChanged 126 SP:Iteration 6Q (5031.264972 sec): 3 clusters Score: Raw -191972.027592 + Penalty 1501.893744 = -190470.133849 nChanged 108 SP:Iteration 7Q (5031.275228 sec): 3 clusters Score: Raw -192055.047497 + Penalty 1501.893744 = -190553.153753 nChanged 71 SP:Iteration 8Q (5031.285323 sec): 3 clusters Score: Raw -192106.168581 + Penalty 1501.893744 = -190604.274837 nChanged 47 SP:Iteration 9Q (5031.295545 sec): 3 clusters Score: Raw -192136.064411 + Penalty 1501.893744 = -190634.170667 nChanged 30 SP:Iteration 10Q (5031.305677 sec): 3 clusters Score: Raw -192157.989601 + Penalty 1501.893744 = -190656.095857 nChanged 25 SP:Iteration 11Q (5031.315740 sec): 3 clusters Score: Raw -192175.925961 + Penalty 1501.893744 = -190674.032217 nChanged 18 SP:Iteration 12Q (5031.325791 sec): 3 clusters Score: Raw -192186.981264 + Penalty 1501.893744 = -190685.087521 nChanged 21 SP:Iteration 13Q (5031.335785 sec): 3 clusters Score: Raw -192198.064995 + Penalty 1501.893744 = -190696.171252 nChanged 22 SP:Iteration 14Q (5031.345680 sec): 3 clusters Score: Raw -192212.519198 + Penalty 1501.893744 = -190710.625455 nChanged 17 SP:Iteration 15Q (5031.355549 sec): 3 clusters Score: Raw -192224.482580 + Penalty 1501.893744 = -190722.588837 nChanged 16 SP:Iteration 16Q (5031.365503 sec): 3 clusters Score: Raw -192231.083522 + Penalty 1501.893744 = -190729.189779 nChanged 5 SP:Iteration 17Q (5031.375395 sec): 3 clusters Score: Raw -192233.247953 + Penalty 1501.893744 = -190731.354209 nChanged 1 SP:Iteration 18Q (5031.385251 sec): 3 clusters Score: Raw -192233.533418 + Penalty 1501.893744 = -190731.639674 nChanged 1 SP:Iteration 19Q (5031.395229 sec): 3 clusters Score: Raw -192234.403830 + Penalty 1501.893744 = -190732.510086 nChanged 4 SP:Iteration 20F (5031.405340 sec): 3 clusters Score: Raw -192236.312148 + Penalty 1501.893744 = -190734.418405 nChanged 1 SP:Iteration 21Q (5031.415267 sec): 3 clusters Score: Raw -192236.789532 + Penalty 1501.893744 = -190734.895788 nChanged 3 SP:Iteration 22Q (5031.425109 sec): 3 clusters Score: Raw -192237.376003 + Penalty 1501.893744 = -190735.482260 nChanged 1 SP:Iteration 23Q (5031.435026 sec): 3 clusters Score: Raw -192237.560282 + Penalty 1501.893744 = -190735.666539 nChanged 0 SP:Iteration 24F (5031.445235 sec): 3 clusters Score: Raw -192237.560282 + Penalty 1501.893744 = -190735.666539 nChanged 0 Trying to split cluster 32 (1984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5031.460560 sec): 2 clusters Score: Raw -107511.182579 + Penalty 721.322677 = -106789.859902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5031.468673 sec): 3 clusters Score: Raw -106574.760773 + Penalty 1442.645355 = -105132.115418 nChanged 741 SP:Iteration 1F (5031.476088 sec): 3 clusters Score: Raw -107016.457459 + Penalty 1442.645355 = -105573.812105 nChanged 152 SP:Iteration 2F (5031.483551 sec): 3 clusters Score: Raw -107144.927986 + Penalty 1442.645355 = -105702.282631 nChanged 129 SP:Iteration 3F (5031.490969 sec): 3 clusters Score: Raw -107247.343775 + Penalty 1442.645355 = -105804.698420 nChanged 96 SP:Iteration 4Q (5031.498301 sec): 3 clusters Score: Raw -107328.707549 + Penalty 1442.645355 = -105886.062194 nChanged 83 SP:Iteration 5Q (5031.505702 sec): 3 clusters Score: Raw -107399.297501 + Penalty 1442.645355 = -105956.652146 nChanged 68 SP:Iteration 6Q (5031.513086 sec): 3 clusters Score: Raw -107444.131215 + Penalty 1442.645355 = -106001.485860 nChanged 51 SP:Iteration 7Q (5031.520452 sec): 3 clusters Score: Raw -107470.341782 + Penalty 1442.645355 = -106027.696427 nChanged 30 SP:Iteration 8Q (5031.527799 sec): 3 clusters Score: Raw -107490.786863 + Penalty 1442.645355 = -106048.141508 nChanged 39 SP:Iteration 9Q (5031.535057 sec): 3 clusters Score: Raw -107512.746844 + Penalty 1442.645355 = -106070.101489 nChanged 30 SP:Iteration 10Q (5031.542324 sec): 3 clusters Score: Raw -107525.281727 + Penalty 1442.645355 = -106082.636373 nChanged 21 SP:Iteration 11Q (5031.549603 sec): 3 clusters Score: Raw -107534.122849 + Penalty 1442.645355 = -106091.477495 nChanged 19 SP:Iteration 12Q (5031.556916 sec): 3 clusters Score: Raw -107540.130739 + Penalty 1442.645355 = -106097.485384 nChanged 15 SP:Iteration 13Q (5031.564215 sec): 3 clusters Score: Raw -107544.747220 + Penalty 1442.645355 = -106102.101865 nChanged 11 SP:Iteration 14Q (5031.571431 sec): 3 clusters Score: Raw -107547.573801 + Penalty 1442.645355 = -106104.928446 nChanged 8 SP:Iteration 15Q (5031.578685 sec): 3 clusters Score: Raw -107550.200614 + Penalty 1442.645355 = -106107.555260 nChanged 9 SP:Iteration 16Q (5031.585971 sec): 3 clusters Score: Raw -107553.520062 + Penalty 1442.645355 = -106110.874707 nChanged 5 SP:Iteration 17Q (5031.593256 sec): 3 clusters Score: Raw -107554.806426 + Penalty 1442.645355 = -106112.161071 nChanged 7 SP:Iteration 18Q (5031.600546 sec): 3 clusters Score: Raw -107557.634108 + Penalty 1442.645355 = -106114.988753 nChanged 10 SP:Iteration 19Q (5031.607829 sec): 3 clusters Score: Raw -107563.490084 + Penalty 1442.645355 = -106120.844729 nChanged 10 SP:Iteration 20F (5031.615223 sec): 3 clusters Score: Raw -107568.245092 + Penalty 1442.645355 = -106125.599737 nChanged 15 SP:Iteration 21Q (5031.622504 sec): 3 clusters Score: Raw -107574.590813 + Penalty 1442.645355 = -106131.945459 nChanged 14 SP:Iteration 22Q (5031.629704 sec): 3 clusters Score: Raw -107578.940305 + Penalty 1442.645355 = -106136.294951 nChanged 11 SP:Iteration 23Q (5031.636983 sec): 3 clusters Score: Raw -107581.859793 + Penalty 1442.645355 = -106139.214439 nChanged 9 SP:Iteration 24Q (5031.644271 sec): 3 clusters Score: Raw -107586.143961 + Penalty 1442.645355 = -106143.498606 nChanged 10 SP:Iteration 25Q (5031.651539 sec): 3 clusters Score: Raw -107592.687658 + Penalty 1442.645355 = -106150.042303 nChanged 12 SP:Iteration 26Q (5031.658784 sec): 3 clusters Score: Raw -107598.782212 + Penalty 1442.645355 = -106156.136857 nChanged 14 SP:Iteration 27Q (5031.666037 sec): 3 clusters Score: Raw -107605.343840 + Penalty 1442.645355 = -106162.698485 nChanged 8 SP:Iteration 28Q (5031.673304 sec): 3 clusters Score: Raw -107608.930196 + Penalty 1442.645355 = -106166.284841 nChanged 8 SP:Iteration 29Q (5031.680551 sec): 3 clusters Score: Raw -107613.140273 + Penalty 1442.645355 = -106170.494919 nChanged 10 SP:Iteration 30Q (5031.687776 sec): 3 clusters Score: Raw -107615.934657 + Penalty 1442.645355 = -106173.289303 nChanged 10 SP:Iteration 31Q (5031.695003 sec): 3 clusters Score: Raw -107621.659666 + Penalty 1442.645355 = -106179.014311 nChanged 9 SP:Iteration 32Q (5031.702200 sec): 3 clusters Score: Raw -107624.854402 + Penalty 1442.645355 = -106182.209047 nChanged 9 SP:Iteration 33Q (5031.709363 sec): 3 clusters Score: Raw -107631.386677 + Penalty 1442.645355 = -106188.741322 nChanged 15 SP:Iteration 34Q (5031.716556 sec): 3 clusters Score: Raw -107642.809031 + Penalty 1442.645355 = -106200.163676 nChanged 15 SP:Iteration 35Q (5031.724489 sec): 3 clusters Score: Raw -107650.079244 + Penalty 1442.645355 = -106207.433889 nChanged 14 SP:Iteration 36Q (5031.731681 sec): 3 clusters Score: Raw -107659.682711 + Penalty 1442.645355 = -106217.037357 nChanged 16 SP:Iteration 37Q (5031.738829 sec): 3 clusters Score: Raw -107671.274299 + Penalty 1442.645355 = -106228.628944 nChanged 32 SP:Iteration 38Q (5031.746024 sec): 3 clusters Score: Raw -107703.956853 + Penalty 1442.645355 = -106261.311498 nChanged 26 SP:Iteration 39Q (5031.753176 sec): 3 clusters Score: Raw -107724.642680 + Penalty 1442.645355 = -106281.997325 nChanged 25 SP:Iteration 40F (5031.760520 sec): 3 clusters Score: Raw -107740.657185 + Penalty 1442.645355 = -106298.011831 nChanged 23 SP:Iteration 41Q (5031.767659 sec): 3 clusters Score: Raw -107754.229972 + Penalty 1442.645355 = -106311.584618 nChanged 19 SP:Iteration 42Q (5031.774826 sec): 3 clusters Score: Raw -107764.037819 + Penalty 1442.645355 = -106321.392464 nChanged 10 SP:Iteration 43Q (5031.781928 sec): 3 clusters Score: Raw -107773.600313 + Penalty 1442.645355 = -106330.954959 nChanged 17 SP:Iteration 44Q (5031.789026 sec): 3 clusters Score: Raw -107790.306104 + Penalty 1442.645355 = -106347.660749 nChanged 15 SP:Iteration 45Q (5031.796040 sec): 3 clusters Score: Raw -107805.332776 + Penalty 1442.645355 = -106362.687421 nChanged 18 SP:Iteration 46Q (5031.803135 sec): 3 clusters Score: Raw -107824.017099 + Penalty 1442.645355 = -106381.371745 nChanged 16 SP:Iteration 47Q (5031.810205 sec): 3 clusters Score: Raw -107849.740536 + Penalty 1442.645355 = -106407.095182 nChanged 16 SP:Iteration 48Q (5031.817248 sec): 3 clusters Score: Raw -107869.070524 + Penalty 1442.645355 = -106426.425170 nChanged 16 SP:Iteration 49Q (5031.824281 sec): 3 clusters Score: Raw -107879.375296 + Penalty 1442.645355 = -106436.729941 nChanged 7 SP:Iteration 50Q (5031.831282 sec): 3 clusters Score: Raw -107888.259626 + Penalty 1442.645355 = -106445.614271 nChanged 16 SP:Iteration 51Q (5031.838341 sec): 3 clusters Score: Raw -107911.647902 + Penalty 1442.645355 = -106469.002547 nChanged 15 SP:Iteration 52Q (5031.845319 sec): 3 clusters Score: Raw -107931.805562 + Penalty 1442.645355 = -106489.160207 nChanged 9 SP:Iteration 53Q (5031.852277 sec): 3 clusters Score: Raw -107944.306394 + Penalty 1442.645355 = -106501.661039 nChanged 8 SP:Iteration 54Q (5031.859230 sec): 3 clusters Score: Raw -107951.034626 + Penalty 1442.645355 = -106508.389271 nChanged 12 SP:Iteration 55Q (5031.866218 sec): 3 clusters Score: Raw -107966.736797 + Penalty 1442.645355 = -106524.091443 nChanged 9 SP:Iteration 56Q (5031.873098 sec): 3 clusters Score: Raw -107974.522769 + Penalty 1442.645355 = -106531.877414 nChanged 7 SP:Iteration 57Q (5031.880037 sec): 3 clusters Score: Raw -107981.619691 + Penalty 1442.645355 = -106538.974337 nChanged 7 SP:Iteration 58Q (5031.886957 sec): 3 clusters Score: Raw -107985.282941 + Penalty 1442.645355 = -106542.637587 nChanged 2 SP:Iteration 59Q (5031.893886 sec): 3 clusters Score: Raw -107987.532485 + Penalty 1442.645355 = -106544.887130 nChanged 1 SP:Iteration 60F (5031.901159 sec): 3 clusters Score: Raw -107987.905423 + Penalty 1442.645355 = -106545.260068 nChanged 0 Trying to split cluster 33 (14152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5031.926452 sec): 2 clusters Score: Raw -1042315.926410 + Penalty 907.973067 = -1041407.953343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5031.957162 sec): 3 clusters Score: Raw -1033725.118922 + Penalty 1815.946135 = -1031909.172788 nChanged 6462 SP:Iteration 1F (5031.986479 sec): 3 clusters Score: Raw -1037343.382066 + Penalty 1815.946135 = -1035527.435931 nChanged 726 SP:Iteration 2F (5032.015672 sec): 3 clusters Score: Raw -1037644.141311 + Penalty 1815.946135 = -1035828.195176 nChanged 734 SP:Iteration 3F (5032.045041 sec): 3 clusters Score: Raw -1037994.618568 + Penalty 1815.946135 = -1036178.672434 nChanged 776 SP:Iteration 4F (5032.074297 sec): 3 clusters Score: Raw -1038428.219133 + Penalty 1815.946135 = -1036612.272999 nChanged 782 SP:Iteration 5F (5032.103712 sec): 3 clusters Score: Raw -1038904.671108 + Penalty 1815.946135 = -1037088.724973 nChanged 784 SP:Iteration 6F (5032.133292 sec): 3 clusters Score: Raw -1039436.198778 + Penalty 1815.946135 = -1037620.252644 nChanged 777 SP:Iteration 7F (5032.162529 sec): 3 clusters Score: Raw -1040011.066820 + Penalty 1815.946135 = -1038195.120686 nChanged 702 SP:Iteration 8Q (5032.191717 sec): 3 clusters Score: Raw -1040428.844814 + Penalty 1815.946135 = -1038612.898679 nChanged 549 SP:Iteration 9Q (5032.220775 sec): 3 clusters Score: Raw -1040648.796487 + Penalty 1815.946135 = -1038832.850352 nChanged 308 SP:Iteration 10Q (5032.249758 sec): 3 clusters Score: Raw -1040735.213845 + Penalty 1815.946135 = -1038919.267711 nChanged 223 SP:Iteration 11Q (5032.278653 sec): 3 clusters Score: Raw -1040794.368568 + Penalty 1815.946135 = -1038978.422434 nChanged 198 SP:Iteration 12Q (5032.307472 sec): 3 clusters Score: Raw -1040845.783025 + Penalty 1815.946135 = -1039029.836890 nChanged 180 SP:Iteration 13Q (5032.372847 sec): 3 clusters Score: Raw -1040892.502116 + Penalty 1815.946135 = -1039076.555981 nChanged 169 SP:Iteration 14Q (5032.431086 sec): 3 clusters Score: Raw -1040939.592565 + Penalty 1815.946135 = -1039123.646430 nChanged 180 SP:Iteration 15Q (5032.459839 sec): 3 clusters Score: Raw -1040988.836085 + Penalty 1815.946135 = -1039172.889950 nChanged 190 SP:Iteration 16Q (5032.488627 sec): 3 clusters Score: Raw -1041046.224819 + Penalty 1815.946135 = -1039230.278684 nChanged 167 SP:Iteration 17Q (5032.517514 sec): 3 clusters Score: Raw -1041090.226727 + Penalty 1815.946135 = -1039274.280593 nChanged 166 SP:Iteration 18Q (5032.546431 sec): 3 clusters Score: Raw -1041134.208584 + Penalty 1815.946135 = -1039318.262449 nChanged 165 SP:Iteration 19Q (5032.574958 sec): 3 clusters Score: Raw -1041174.248226 + Penalty 1815.946135 = -1039358.302092 nChanged 140 SP:Iteration 20F (5032.604430 sec): 3 clusters Score: Raw -1041209.153344 + Penalty 1815.946135 = -1039393.207209 nChanged 132 SP:Iteration 21Q (5032.633409 sec): 3 clusters Score: Raw -1041242.112356 + Penalty 1815.946135 = -1039426.166221 nChanged 133 SP:Iteration 22Q (5032.662268 sec): 3 clusters Score: Raw -1041277.174661 + Penalty 1815.946135 = -1039461.228526 nChanged 129 SP:Iteration 23Q (5032.690855 sec): 3 clusters Score: Raw -1041315.961106 + Penalty 1815.946135 = -1039500.014971 nChanged 147 SP:Iteration 24Q (5032.719635 sec): 3 clusters Score: Raw -1041360.300997 + Penalty 1815.946135 = -1039544.354862 nChanged 156 SP:Iteration 25Q (5032.748304 sec): 3 clusters Score: Raw -1041404.769581 + Penalty 1815.946135 = -1039588.823447 nChanged 161 SP:Iteration 26Q (5032.776863 sec): 3 clusters Score: Raw -1041452.795374 + Penalty 1815.946135 = -1039636.849239 nChanged 139 SP:Iteration 27Q (5032.805315 sec): 3 clusters Score: Raw -1041494.847654 + Penalty 1815.946135 = -1039678.901520 nChanged 137 SP:Iteration 28Q (5032.834049 sec): 3 clusters Score: Raw -1041528.450575 + Penalty 1815.946135 = -1039712.504440 nChanged 129 SP:Iteration 29Q (5032.862402 sec): 3 clusters Score: Raw -1041558.662300 + Penalty 1815.946135 = -1039742.716165 nChanged 125 SP:Iteration 30Q (5032.890911 sec): 3 clusters Score: Raw -1041587.632716 + Penalty 1815.946135 = -1039771.686581 nChanged 115 SP:Iteration 31Q (5032.919301 sec): 3 clusters Score: Raw -1041615.808436 + Penalty 1815.946135 = -1039799.862301 nChanged 120 SP:Iteration 32Q (5032.947864 sec): 3 clusters Score: Raw -1041646.140382 + Penalty 1815.946135 = -1039830.194248 nChanged 120 SP:Iteration 33Q (5032.976157 sec): 3 clusters Score: Raw -1041676.194759 + Penalty 1815.946135 = -1039860.248624 nChanged 119 SP:Iteration 34Q (5033.004470 sec): 3 clusters Score: Raw -1041705.245892 + Penalty 1815.946135 = -1039889.299757 nChanged 113 SP:Iteration 35Q (5033.032766 sec): 3 clusters Score: Raw -1041730.553627 + Penalty 1815.946135 = -1039914.607492 nChanged 108 SP:Iteration 36Q (5033.061003 sec): 3 clusters Score: Raw -1041756.707582 + Penalty 1815.946135 = -1039940.761447 nChanged 122 SP:Iteration 37Q (5033.088971 sec): 3 clusters Score: Raw -1041785.862530 + Penalty 1815.946135 = -1039969.916395 nChanged 100 SP:Iteration 38Q (5033.116993 sec): 3 clusters Score: Raw -1041807.319424 + Penalty 1815.946135 = -1039991.373289 nChanged 101 SP:Iteration 39Q (5033.144962 sec): 3 clusters Score: Raw -1041830.491891 + Penalty 1815.946135 = -1040014.545756 nChanged 114 SP:Iteration 40F (5033.174250 sec): 3 clusters Score: Raw -1041855.459206 + Penalty 1815.946135 = -1040039.513072 nChanged 85 SP:Iteration 41Q (5033.202320 sec): 3 clusters Score: Raw -1041871.863350 + Penalty 1815.946135 = -1040055.917215 nChanged 82 SP:Iteration 42Q (5033.230491 sec): 3 clusters Score: Raw -1041888.854596 + Penalty 1815.946135 = -1040072.908462 nChanged 90 SP:Iteration 43Q (5033.258469 sec): 3 clusters Score: Raw -1041907.702889 + Penalty 1815.946135 = -1040091.756755 nChanged 81 SP:Iteration 44Q (5033.286589 sec): 3 clusters Score: Raw -1041926.124013 + Penalty 1815.946135 = -1040110.177879 nChanged 77 SP:Iteration 45Q (5033.314461 sec): 3 clusters Score: Raw -1041939.765971 + Penalty 1815.946135 = -1040123.819837 nChanged 71 SP:Iteration 46Q (5033.342412 sec): 3 clusters Score: Raw -1041952.815063 + Penalty 1815.946135 = -1040136.868928 nChanged 72 SP:Iteration 47Q (5033.370295 sec): 3 clusters Score: Raw -1041965.266905 + Penalty 1815.946135 = -1040149.320770 nChanged 61 SP:Iteration 48Q (5033.397937 sec): 3 clusters Score: Raw -1041977.399050 + Penalty 1815.946135 = -1040161.452915 nChanged 74 SP:Iteration 49Q (5033.425615 sec): 3 clusters Score: Raw -1041992.791320 + Penalty 1815.946135 = -1040176.845185 nChanged 80 SP:Iteration 50Q (5033.453323 sec): 3 clusters Score: Raw -1042011.247352 + Penalty 1815.946135 = -1040195.301218 nChanged 90 SP:Iteration 51Q (5033.480967 sec): 3 clusters Score: Raw -1042031.400147 + Penalty 1815.946135 = -1040215.454012 nChanged 80 SP:Iteration 52Q (5033.508371 sec): 3 clusters Score: Raw -1042048.620413 + Penalty 1815.946135 = -1040232.674278 nChanged 63 SP:Iteration 53Q (5033.535737 sec): 3 clusters Score: Raw -1042063.445615 + Penalty 1815.946135 = -1040247.499480 nChanged 78 SP:Iteration 54Q (5033.563223 sec): 3 clusters Score: Raw -1042080.071561 + Penalty 1815.946135 = -1040264.125426 nChanged 72 SP:Iteration 55Q (5033.590685 sec): 3 clusters Score: Raw -1042096.245579 + Penalty 1815.946135 = -1040280.299444 nChanged 79 SP:Iteration 56Q (5033.618174 sec): 3 clusters Score: Raw -1042116.969036 + Penalty 1815.946135 = -1040301.022901 nChanged 81 SP:Iteration 57Q (5033.645583 sec): 3 clusters Score: Raw -1042139.260072 + Penalty 1815.946135 = -1040323.313937 nChanged 89 SP:Iteration 58Q (5033.672892 sec): 3 clusters Score: Raw -1042163.362053 + Penalty 1815.946135 = -1040347.415918 nChanged 76 SP:Iteration 59Q (5033.700090 sec): 3 clusters Score: Raw -1042186.646718 + Penalty 1815.946135 = -1040370.700583 nChanged 97 SP:Iteration 60F (5033.729434 sec): 3 clusters Score: Raw -1042219.942953 + Penalty 1815.946135 = -1040403.996818 nChanged 100 SP:Iteration 61Q (5033.756762 sec): 3 clusters Score: Raw -1042253.324492 + Penalty 1815.946135 = -1040437.378357 nChanged 107 SP:Iteration 62Q (5033.783923 sec): 3 clusters Score: Raw -1042286.997316 + Penalty 1815.946135 = -1040471.051182 nChanged 95 SP:Iteration 63Q (5033.811099 sec): 3 clusters Score: Raw -1042315.987332 + Penalty 1815.946135 = -1040500.041198 nChanged 72 SP:Iteration 64Q (5033.838199 sec): 3 clusters Score: Raw -1042337.251765 + Penalty 1815.946135 = -1040521.305630 nChanged 74 SP:Iteration 65Q (5033.865060 sec): 3 clusters Score: Raw -1042358.608378 + Penalty 1815.946135 = -1040542.662243 nChanged 66 SP:Iteration 66Q (5033.891912 sec): 3 clusters Score: Raw -1042378.253723 + Penalty 1815.946135 = -1040562.307589 nChanged 53 SP:Iteration 67Q (5033.918585 sec): 3 clusters Score: Raw -1042393.094088 + Penalty 1815.946135 = -1040577.147953 nChanged 47 SP:Iteration 68Q (5033.945321 sec): 3 clusters Score: Raw -1042405.783537 + Penalty 1815.946135 = -1040589.837402 nChanged 35 SP:Iteration 69Q (5033.971766 sec): 3 clusters Score: Raw -1042415.666305 + Penalty 1815.946135 = -1040599.720170 nChanged 36 SP:Iteration 70Q (5033.998294 sec): 3 clusters Score: Raw -1042427.095390 + Penalty 1815.946135 = -1040611.149255 nChanged 36 SP:Iteration 71Q (5034.024904 sec): 3 clusters Score: Raw -1042434.716221 + Penalty 1815.946135 = -1040618.770086 nChanged 27 SP:Iteration 72Q (5034.051331 sec): 3 clusters Score: Raw -1042441.836192 + Penalty 1815.946135 = -1040625.890057 nChanged 26 SP:Iteration 73Q (5034.077650 sec): 3 clusters Score: Raw -1042450.250826 + Penalty 1815.946135 = -1040634.304691 nChanged 31 SP:Iteration 74Q (5034.103920 sec): 3 clusters Score: Raw -1042457.852170 + Penalty 1815.946135 = -1040641.906035 nChanged 24 SP:Iteration 75Q (5034.130215 sec): 3 clusters Score: Raw -1042463.677603 + Penalty 1815.946135 = -1040647.731468 nChanged 21 SP:Iteration 76Q (5034.156530 sec): 3 clusters Score: Raw -1042469.535993 + Penalty 1815.946135 = -1040653.589858 nChanged 22 SP:Iteration 77Q (5034.182860 sec): 3 clusters Score: Raw -1042474.970396 + Penalty 1815.946135 = -1040659.024261 nChanged 16 SP:Iteration 78Q (5034.209089 sec): 3 clusters Score: Raw -1042478.239533 + Penalty 1815.946135 = -1040662.293398 nChanged 11 SP:Iteration 79Q (5034.235216 sec): 3 clusters Score: Raw -1042480.017749 + Penalty 1815.946135 = -1040664.071615 nChanged 15 SP:Iteration 80F (5034.264383 sec): 3 clusters Score: Raw -1042482.683863 + Penalty 1815.946135 = -1040666.737729 nChanged 13 SP:Iteration 81Q (5034.290776 sec): 3 clusters Score: Raw -1042485.310199 + Penalty 1815.946135 = -1040669.364064 nChanged 17 SP:Iteration 82Q (5034.317032 sec): 3 clusters Score: Raw -1042490.010310 + Penalty 1815.946135 = -1040674.064175 nChanged 18 SP:Iteration 83Q (5034.343339 sec): 3 clusters Score: Raw -1042495.303969 + Penalty 1815.946135 = -1040679.357834 nChanged 21 SP:Iteration 84Q (5034.369607 sec): 3 clusters Score: Raw -1042500.734475 + Penalty 1815.946135 = -1040684.788340 nChanged 17 SP:Iteration 85Q (5034.395984 sec): 3 clusters Score: Raw -1042504.318043 + Penalty 1815.946135 = -1040688.371909 nChanged 9 SP:Iteration 86Q (5034.422293 sec): 3 clusters Score: Raw -1042506.710764 + Penalty 1815.946135 = -1040690.764629 nChanged 11 SP:Iteration 87Q (5034.448444 sec): 3 clusters Score: Raw -1042509.192379 + Penalty 1815.946135 = -1040693.246244 nChanged 14 SP:Iteration 88Q (5034.474614 sec): 3 clusters Score: Raw -1042512.071820 + Penalty 1815.946135 = -1040696.125686 nChanged 16 SP:Iteration 89Q (5034.500946 sec): 3 clusters Score: Raw -1042515.474076 + Penalty 1815.946135 = -1040699.527941 nChanged 6 SP:Iteration 90Q (5034.527202 sec): 3 clusters Score: Raw -1042516.896354 + Penalty 1815.946135 = -1040700.950219 nChanged 5 SP:Iteration 91Q (5034.553334 sec): 3 clusters Score: Raw -1042518.089432 + Penalty 1815.946135 = -1040702.143297 nChanged 5 SP:Iteration 92Q (5034.579422 sec): 3 clusters Score: Raw -1042518.988966 + Penalty 1815.946135 = -1040703.042831 nChanged 4 SP:Iteration 93Q (5034.605557 sec): 3 clusters Score: Raw -1042519.519993 + Penalty 1815.946135 = -1040703.573858 nChanged 2 SP:Iteration 94Q (5034.631660 sec): 3 clusters Score: Raw -1042519.973237 + Penalty 1815.946135 = -1040704.027102 nChanged 3 SP:Iteration 95Q (5034.657794 sec): 3 clusters Score: Raw -1042520.681337 + Penalty 1815.946135 = -1040704.735203 nChanged 5 SP:Iteration 96Q (5034.683931 sec): 3 clusters Score: Raw -1042521.605247 + Penalty 1815.946135 = -1040705.659112 nChanged 7 SP:Iteration 97Q (5034.710062 sec): 3 clusters Score: Raw -1042523.002157 + Penalty 1815.946135 = -1040707.056023 nChanged 7 SP:Iteration 98Q (5034.736288 sec): 3 clusters Score: Raw -1042524.657462 + Penalty 1815.946135 = -1040708.711328 nChanged 9 SP:Iteration 99Q (5034.762359 sec): 3 clusters Score: Raw -1042526.351437 + Penalty 1815.946135 = -1040710.405302 nChanged 7 SP:Iteration 100F (5034.791641 sec): 3 clusters Score: Raw -1042527.825495 + Penalty 1815.946135 = -1040711.879361 nChanged 13 SP:Iteration 101Q (5034.817959 sec): 3 clusters Score: Raw -1042530.832997 + Penalty 1815.946135 = -1040714.886862 nChanged 9 SP:Iteration 102Q (5034.844147 sec): 3 clusters Score: Raw -1042532.655743 + Penalty 1815.946135 = -1040716.709608 nChanged 8 SP:Iteration 103Q (5034.870172 sec): 3 clusters Score: Raw -1042533.776880 + Penalty 1815.946135 = -1040717.830745 nChanged 2 SP:Iteration 104Q (5034.896321 sec): 3 clusters Score: Raw -1042534.364706 + Penalty 1815.946135 = -1040718.418572 nChanged 4 SP:Iteration 105Q (5034.922504 sec): 3 clusters Score: Raw -1042535.141633 + Penalty 1815.946135 = -1040719.195498 nChanged 2 SP:Iteration 106Q (5034.949659 sec): 3 clusters Score: Raw -1042535.574279 + Penalty 1815.946135 = -1040719.628144 nChanged 4 SP:Iteration 107Q (5034.975610 sec): 3 clusters Score: Raw -1042536.287279 + Penalty 1815.946135 = -1040720.341144 nChanged 4 SP:Iteration 108Q (5035.001640 sec): 3 clusters Score: Raw -1042536.538527 + Penalty 1815.946135 = -1040720.592392 nChanged 2 SP:Iteration 109Q (5035.027688 sec): 3 clusters Score: Raw -1042536.810647 + Penalty 1815.946135 = -1040720.864512 nChanged 3 SP:Iteration 110Q (5035.053826 sec): 3 clusters Score: Raw -1042537.356135 + Penalty 1815.946135 = -1040721.410001 nChanged 3 SP:Iteration 111Q (5035.080037 sec): 3 clusters Score: Raw -1042538.131368 + Penalty 1815.946135 = -1040722.185233 nChanged 7 SP:Iteration 112Q (5035.106013 sec): 3 clusters Score: Raw -1042539.477795 + Penalty 1815.946135 = -1040723.531661 nChanged 5 SP:Iteration 113Q (5035.131960 sec): 3 clusters Score: Raw -1042540.713756 + Penalty 1815.946135 = -1040724.767621 nChanged 5 SP:Iteration 114Q (5035.158097 sec): 3 clusters Score: Raw -1042542.004536 + Penalty 1815.946135 = -1040726.058401 nChanged 7 SP:Iteration 115Q (5035.184267 sec): 3 clusters Score: Raw -1042543.365679 + Penalty 1815.946135 = -1040727.419544 nChanged 5 SP:Iteration 116Q (5035.210311 sec): 3 clusters Score: Raw -1042544.482223 + Penalty 1815.946135 = -1040728.536088 nChanged 3 SP:Iteration 117Q (5035.236340 sec): 3 clusters Score: Raw -1042544.947074 + Penalty 1815.946135 = -1040729.000940 nChanged 1 SP:Iteration 118Q (5035.262450 sec): 3 clusters Score: Raw -1042545.087608 + Penalty 1815.946135 = -1040729.141474 nChanged 4 SP:Iteration 119Q (5035.288546 sec): 3 clusters Score: Raw -1042545.591410 + Penalty 1815.946135 = -1040729.645275 nChanged 1 SP:Iteration 120F (5035.317863 sec): 3 clusters Score: Raw -1042545.803111 + Penalty 1815.946135 = -1040729.856976 nChanged 2 SP:Iteration 121Q (5035.344128 sec): 3 clusters Score: Raw -1042546.190897 + Penalty 1815.946135 = -1040730.244763 nChanged 1 SP:Iteration 122Q (5035.370235 sec): 3 clusters Score: Raw -1042546.238730 + Penalty 1815.946135 = -1040730.292595 nChanged 0 SP:Iteration 123F (5035.399513 sec): 3 clusters Score: Raw -1042546.238730 + Penalty 1815.946135 = -1040730.292595 nChanged 0 Trying to split cluster 34 (859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5035.413176 sec): 2 clusters Score: Raw -52533.451374 + Penalty 641.798048 = -51891.653326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5035.417184 sec): 3 clusters Score: Raw -52205.278951 + Penalty 1283.596095 = -50921.682856 nChanged 310 SP:Iteration 1F (5035.420822 sec): 3 clusters Score: Raw -52497.077399 + Penalty 1283.596095 = -51213.481304 nChanged 79 SP:Iteration 2F (5035.424475 sec): 3 clusters Score: Raw -52556.264571 + Penalty 1283.596095 = -51272.668475 nChanged 38 SP:Iteration 3Q (5035.428109 sec): 3 clusters Score: Raw -52600.237478 + Penalty 1283.596095 = -51316.641383 nChanged 35 SP:Iteration 4Q (5035.431820 sec): 3 clusters Score: Raw -52638.714544 + Penalty 1283.596095 = -51355.118449 nChanged 30 SP:Iteration 5Q (5035.435399 sec): 3 clusters Score: Raw -52676.020973 + Penalty 1283.596095 = -51392.424878 nChanged 25 SP:Iteration 6Q (5035.438974 sec): 3 clusters Score: Raw -52702.470923 + Penalty 1283.596095 = -51418.874828 nChanged 17 SP:Iteration 7Q (5035.442618 sec): 3 clusters Score: Raw -52718.026847 + Penalty 1283.596095 = -51434.430752 nChanged 13 SP:Iteration 8Q (5035.446211 sec): 3 clusters Score: Raw -52732.426752 + Penalty 1283.596095 = -51448.830657 nChanged 8 SP:Iteration 9Q (5035.449729 sec): 3 clusters Score: Raw -52741.249153 + Penalty 1283.596095 = -51457.653058 nChanged 10 SP:Iteration 10Q (5035.453332 sec): 3 clusters Score: Raw -52751.163504 + Penalty 1283.596095 = -51467.567409 nChanged 8 SP:Iteration 11Q (5035.456929 sec): 3 clusters Score: Raw -52761.324043 + Penalty 1283.596095 = -51477.727948 nChanged 8 SP:Iteration 12Q (5035.460504 sec): 3 clusters Score: Raw -52772.667910 + Penalty 1283.596095 = -51489.071815 nChanged 9 SP:Iteration 13Q (5035.464092 sec): 3 clusters Score: Raw -52782.519767 + Penalty 1283.596095 = -51498.923672 nChanged 5 SP:Iteration 14Q (5035.467691 sec): 3 clusters Score: Raw -52786.926747 + Penalty 1283.596095 = -51503.330652 nChanged 4 SP:Iteration 15Q (5035.471242 sec): 3 clusters Score: Raw -52790.635362 + Penalty 1283.596095 = -51507.039267 nChanged 2 SP:Iteration 16Q (5035.474784 sec): 3 clusters Score: Raw -52791.811447 + Penalty 1283.596095 = -51508.215352 nChanged 1 SP:Iteration 17Q (5035.478293 sec): 3 clusters Score: Raw -52792.226171 + Penalty 1283.596095 = -51508.630076 nChanged 1 SP:Iteration 18Q (5035.481864 sec): 3 clusters Score: Raw -52794.928018 + Penalty 1283.596095 = -51511.331923 nChanged 3 SP:Iteration 19Q (5035.485412 sec): 3 clusters Score: Raw -52796.918981 + Penalty 1283.596095 = -51513.322886 nChanged 2 SP:Iteration 20F (5035.489021 sec): 3 clusters Score: Raw -52798.252276 + Penalty 1283.596095 = -51514.656181 nChanged 1 SP:Iteration 21Q (5035.492545 sec): 3 clusters Score: Raw -52799.423579 + Penalty 1283.596095 = -51515.827484 nChanged 2 SP:Iteration 22Q (5035.496126 sec): 3 clusters Score: Raw -52800.539379 + Penalty 1283.596095 = -51516.943284 nChanged 2 SP:Iteration 23Q (5035.499676 sec): 3 clusters Score: Raw -52802.101150 + Penalty 1283.596095 = -51518.505055 nChanged 2 SP:Iteration 24Q (5035.503191 sec): 3 clusters Score: Raw -52802.978655 + Penalty 1283.596095 = -51519.382560 nChanged 1 SP:Iteration 25Q (5035.506726 sec): 3 clusters Score: Raw -52803.121558 + Penalty 1283.596095 = -51519.525463 nChanged 1 SP:Iteration 26Q (5035.510265 sec): 3 clusters Score: Raw -52803.705934 + Penalty 1283.596095 = -51520.109839 nChanged 0 SP:Iteration 27F (5035.513862 sec): 3 clusters Score: Raw -52803.705934 + Penalty 1283.596095 = -51520.109839 nChanged 0 Trying to split cluster 35 (2905 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5035.530121 sec): 2 clusters Score: Raw -182339.306312 + Penalty 757.547924 = -181581.758389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5035.541656 sec): 3 clusters Score: Raw -180826.841158 + Penalty 1515.095847 = -179311.745311 nChanged 1157 SP:Iteration 1F (5035.552136 sec): 3 clusters Score: Raw -181485.518317 + Penalty 1515.095847 = -179970.422470 nChanged 250 SP:Iteration 2F (5035.562710 sec): 3 clusters Score: Raw -181645.320630 + Penalty 1515.095847 = -180130.224783 nChanged 193 SP:Iteration 3F (5035.573153 sec): 3 clusters Score: Raw -181755.870157 + Penalty 1515.095847 = -180240.774310 nChanged 142 SP:Iteration 4Q (5035.583761 sec): 3 clusters Score: Raw -181839.202935 + Penalty 1515.095847 = -180324.107088 nChanged 128 SP:Iteration 5Q (5035.594258 sec): 3 clusters Score: Raw -181908.466787 + Penalty 1515.095847 = -180393.370939 nChanged 93 SP:Iteration 6Q (5035.604847 sec): 3 clusters Score: Raw -181957.200354 + Penalty 1515.095847 = -180442.104507 nChanged 71 SP:Iteration 7Q (5035.615438 sec): 3 clusters Score: Raw -181993.727133 + Penalty 1515.095847 = -180478.631286 nChanged 64 SP:Iteration 8Q (5035.626002 sec): 3 clusters Score: Raw -182024.949261 + Penalty 1515.095847 = -180509.853414 nChanged 60 SP:Iteration 9Q (5035.636567 sec): 3 clusters Score: Raw -182064.193171 + Penalty 1515.095847 = -180549.097324 nChanged 65 SP:Iteration 10Q (5035.647089 sec): 3 clusters Score: Raw -182111.422888 + Penalty 1515.095847 = -180596.327041 nChanged 58 SP:Iteration 11Q (5035.657557 sec): 3 clusters Score: Raw -182153.230638 + Penalty 1515.095847 = -180638.134791 nChanged 55 SP:Iteration 12Q (5035.667956 sec): 3 clusters Score: Raw -182188.562065 + Penalty 1515.095847 = -180673.466218 nChanged 44 SP:Iteration 13Q (5035.678428 sec): 3 clusters Score: Raw -182218.135167 + Penalty 1515.095847 = -180703.039320 nChanged 55 SP:Iteration 14Q (5035.688852 sec): 3 clusters Score: Raw -182256.915859 + Penalty 1515.095847 = -180741.820012 nChanged 46 SP:Iteration 15Q (5035.699223 sec): 3 clusters Score: Raw -182288.137817 + Penalty 1515.095847 = -180773.041970 nChanged 40 SP:Iteration 16Q (5035.709566 sec): 3 clusters Score: Raw -182311.827998 + Penalty 1515.095847 = -180796.732150 nChanged 31 SP:Iteration 17Q (5035.719881 sec): 3 clusters Score: Raw -182326.668937 + Penalty 1515.095847 = -180811.573089 nChanged 20 SP:Iteration 18Q (5035.730193 sec): 3 clusters Score: Raw -182339.838148 + Penalty 1515.095847 = -180824.742300 nChanged 19 SP:Iteration 19Q (5035.740464 sec): 3 clusters Score: Raw -182352.030979 + Penalty 1515.095847 = -180836.935131 nChanged 20 SP:Iteration 20F (5035.750914 sec): 3 clusters Score: Raw -182365.560879 + Penalty 1515.095847 = -180850.465032 nChanged 21 SP:Iteration 21Q (5035.761147 sec): 3 clusters Score: Raw -182384.340506 + Penalty 1515.095847 = -180869.244659 nChanged 23 SP:Iteration 22Q (5035.771366 sec): 3 clusters Score: Raw -182397.323554 + Penalty 1515.095847 = -180882.227707 nChanged 7 SP:Iteration 23Q (5035.781439 sec): 3 clusters Score: Raw -182403.653190 + Penalty 1515.095847 = -180888.557343 nChanged 7 SP:Iteration 24Q (5035.791601 sec): 3 clusters Score: Raw -182411.321524 + Penalty 1515.095847 = -180896.225677 nChanged 5 SP:Iteration 25Q (5035.802317 sec): 3 clusters Score: Raw -182416.837404 + Penalty 1515.095847 = -180901.741557 nChanged 11 SP:Iteration 26Q (5035.812345 sec): 3 clusters Score: Raw -182423.123008 + Penalty 1515.095847 = -180908.027160 nChanged 12 SP:Iteration 27Q (5035.822438 sec): 3 clusters Score: Raw -182429.509769 + Penalty 1515.095847 = -180914.413922 nChanged 6 SP:Iteration 28Q (5035.832523 sec): 3 clusters Score: Raw -182432.368964 + Penalty 1515.095847 = -180917.273117 nChanged 6 SP:Iteration 29Q (5035.842635 sec): 3 clusters Score: Raw -182435.434349 + Penalty 1515.095847 = -180920.338502 nChanged 3 SP:Iteration 30Q (5035.852721 sec): 3 clusters Score: Raw -182436.181241 + Penalty 1515.095847 = -180921.085394 nChanged 2 SP:Iteration 31Q (5035.862781 sec): 3 clusters Score: Raw -182437.347670 + Penalty 1515.095847 = -180922.251823 nChanged 1 SP:Iteration 32Q (5035.872830 sec): 3 clusters Score: Raw -182437.880003 + Penalty 1515.095847 = -180922.784155 nChanged 2 SP:Iteration 33Q (5035.882952 sec): 3 clusters Score: Raw -182438.920873 + Penalty 1515.095847 = -180923.825026 nChanged 2 SP:Iteration 34Q (5035.893029 sec): 3 clusters Score: Raw -182439.492043 + Penalty 1515.095847 = -180924.396196 nChanged 1 SP:Iteration 35Q (5035.903102 sec): 3 clusters Score: Raw -182439.730746 + Penalty 1515.095847 = -180924.634899 nChanged 0 SP:Iteration 36F (5035.913691 sec): 3 clusters Score: Raw -182439.730746 + Penalty 1515.095847 = -180924.634899 nChanged 0 Trying to split cluster 36 (3136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5035.929714 sec): 2 clusters Score: Raw -220068.215129 + Penalty 764.816821 = -219303.398308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5035.942130 sec): 3 clusters Score: Raw -218430.839378 + Penalty 1529.633642 = -216901.205736 nChanged 1300 SP:Iteration 1F (5035.953637 sec): 3 clusters Score: Raw -219223.463857 + Penalty 1529.633642 = -217693.830215 nChanged 275 SP:Iteration 2F (5035.964961 sec): 3 clusters Score: Raw -219474.813654 + Penalty 1529.633642 = -217945.180012 nChanged 254 SP:Iteration 3F (5035.976282 sec): 3 clusters Score: Raw -219712.685184 + Penalty 1529.633642 = -218183.051542 nChanged 214 SP:Iteration 4F (5035.987592 sec): 3 clusters Score: Raw -219899.439301 + Penalty 1529.633642 = -218369.805659 nChanged 182 SP:Iteration 5F (5035.998877 sec): 3 clusters Score: Raw -220046.688795 + Penalty 1529.633642 = -218517.055152 nChanged 141 SP:Iteration 6Q (5036.010135 sec): 3 clusters Score: Raw -220143.880121 + Penalty 1529.633642 = -218614.246479 nChanged 116 SP:Iteration 7Q (5036.021339 sec): 3 clusters Score: Raw -220208.903853 + Penalty 1529.633642 = -218679.270211 nChanged 87 SP:Iteration 8Q (5036.032449 sec): 3 clusters Score: Raw -220254.778101 + Penalty 1529.633642 = -218725.144459 nChanged 75 SP:Iteration 9Q (5036.043610 sec): 3 clusters Score: Raw -220306.031725 + Penalty 1529.633642 = -218776.398082 nChanged 75 SP:Iteration 10Q (5036.054668 sec): 3 clusters Score: Raw -220354.342108 + Penalty 1529.633642 = -218824.708466 nChanged 59 SP:Iteration 11Q (5036.065734 sec): 3 clusters Score: Raw -220386.912149 + Penalty 1529.633642 = -218857.278507 nChanged 51 SP:Iteration 12Q (5036.076843 sec): 3 clusters Score: Raw -220407.935942 + Penalty 1529.633642 = -218878.302300 nChanged 47 SP:Iteration 13Q (5036.087839 sec): 3 clusters Score: Raw -220425.406888 + Penalty 1529.633642 = -218895.773245 nChanged 44 SP:Iteration 14Q (5036.098983 sec): 3 clusters Score: Raw -220448.783216 + Penalty 1529.633642 = -218919.149574 nChanged 52 SP:Iteration 15Q (5036.110076 sec): 3 clusters Score: Raw -220471.850039 + Penalty 1529.633642 = -218942.216397 nChanged 35 SP:Iteration 16Q (5036.121145 sec): 3 clusters Score: Raw -220484.753979 + Penalty 1529.633642 = -218955.120337 nChanged 27 SP:Iteration 17Q (5036.132198 sec): 3 clusters Score: Raw -220494.452087 + Penalty 1529.633642 = -218964.818445 nChanged 19 SP:Iteration 18Q (5036.143240 sec): 3 clusters Score: Raw -220503.970457 + Penalty 1529.633642 = -218974.336815 nChanged 30 SP:Iteration 19Q (5036.154253 sec): 3 clusters Score: Raw -220519.714683 + Penalty 1529.633642 = -218990.081040 nChanged 35 SP:Iteration 20F (5036.165587 sec): 3 clusters Score: Raw -220534.375650 + Penalty 1529.633642 = -219004.742007 nChanged 28 SP:Iteration 21Q (5036.176597 sec): 3 clusters Score: Raw -220544.012253 + Penalty 1529.633642 = -219014.378610 nChanged 27 SP:Iteration 22Q (5036.187597 sec): 3 clusters Score: Raw -220559.207268 + Penalty 1529.633642 = -219029.573626 nChanged 24 SP:Iteration 23Q (5036.198603 sec): 3 clusters Score: Raw -220568.404821 + Penalty 1529.633642 = -219038.771179 nChanged 19 SP:Iteration 24Q (5036.209559 sec): 3 clusters Score: Raw -220574.995844 + Penalty 1529.633642 = -219045.362202 nChanged 14 SP:Iteration 25Q (5036.220517 sec): 3 clusters Score: Raw -220578.568423 + Penalty 1529.633642 = -219048.934780 nChanged 11 SP:Iteration 26Q (5036.231393 sec): 3 clusters Score: Raw -220581.211546 + Penalty 1529.633642 = -219051.577904 nChanged 13 SP:Iteration 27Q (5036.242354 sec): 3 clusters Score: Raw -220584.565980 + Penalty 1529.633642 = -219054.932338 nChanged 9 SP:Iteration 28Q (5036.253225 sec): 3 clusters Score: Raw -220587.363248 + Penalty 1529.633642 = -219057.729606 nChanged 15 SP:Iteration 29Q (5036.264182 sec): 3 clusters Score: Raw -220591.899334 + Penalty 1529.633642 = -219062.265692 nChanged 12 SP:Iteration 30Q (5036.275086 sec): 3 clusters Score: Raw -220597.420665 + Penalty 1529.633642 = -219067.787023 nChanged 15 SP:Iteration 31Q (5036.285947 sec): 3 clusters Score: Raw -220601.762005 + Penalty 1529.633642 = -219072.128362 nChanged 10 SP:Iteration 32Q (5036.296782 sec): 3 clusters Score: Raw -220603.653358 + Penalty 1529.633642 = -219074.019716 nChanged 13 SP:Iteration 33Q (5036.307692 sec): 3 clusters Score: Raw -220607.417005 + Penalty 1529.633642 = -219077.783363 nChanged 14 SP:Iteration 34Q (5036.318627 sec): 3 clusters Score: Raw -220611.855949 + Penalty 1529.633642 = -219082.222307 nChanged 13 SP:Iteration 35Q (5036.329419 sec): 3 clusters Score: Raw -220615.473052 + Penalty 1529.633642 = -219085.839410 nChanged 13 SP:Iteration 36Q (5036.340280 sec): 3 clusters Score: Raw -220618.704437 + Penalty 1529.633642 = -219089.070794 nChanged 8 SP:Iteration 37Q (5036.351059 sec): 3 clusters Score: Raw -220621.418801 + Penalty 1529.633642 = -219091.785159 nChanged 9 SP:Iteration 38Q (5036.361969 sec): 3 clusters Score: Raw -220624.057579 + Penalty 1529.633642 = -219094.423936 nChanged 7 SP:Iteration 39Q (5036.372779 sec): 3 clusters Score: Raw -220625.272947 + Penalty 1529.633642 = -219095.639304 nChanged 6 SP:Iteration 40F (5036.384105 sec): 3 clusters Score: Raw -220626.348164 + Penalty 1529.633642 = -219096.714521 nChanged 4 SP:Iteration 41Q (5036.395006 sec): 3 clusters Score: Raw -220627.138877 + Penalty 1529.633642 = -219097.505234 nChanged 1 SP:Iteration 42Q (5036.405892 sec): 3 clusters Score: Raw -220627.442130 + Penalty 1529.633642 = -219097.808487 nChanged 0 SP:Iteration 43F (5036.417203 sec): 3 clusters Score: Raw -220627.442130 + Penalty 1529.633642 = -219097.808487 nChanged 0 Trying to split cluster 37 (4051 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5036.433966 sec): 2 clusters Score: Raw -288429.365124 + Penalty 789.138309 = -287640.226815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5036.449889 sec): 3 clusters Score: Raw -286269.473851 + Penalty 1578.276618 = -284691.197233 nChanged 1691 SP:Iteration 1F (5036.464470 sec): 3 clusters Score: Raw -287248.438544 + Penalty 1578.276618 = -285670.161926 nChanged 302 SP:Iteration 2F (5036.478924 sec): 3 clusters Score: Raw -287440.566928 + Penalty 1578.276618 = -285862.290309 nChanged 254 SP:Iteration 3F (5036.493343 sec): 3 clusters Score: Raw -287608.132336 + Penalty 1578.276618 = -286029.855717 nChanged 249 SP:Iteration 4F (5036.507946 sec): 3 clusters Score: Raw -287767.647677 + Penalty 1578.276618 = -286189.371059 nChanged 208 SP:Iteration 5F (5036.522527 sec): 3 clusters Score: Raw -287930.910329 + Penalty 1578.276618 = -286352.633710 nChanged 218 SP:Iteration 6F (5036.537105 sec): 3 clusters Score: Raw -288103.942587 + Penalty 1578.276618 = -286525.665969 nChanged 186 SP:Iteration 7Q (5036.551503 sec): 3 clusters Score: Raw -288266.012703 + Penalty 1578.276618 = -286687.736085 nChanged 193 SP:Iteration 8Q (5036.565876 sec): 3 clusters Score: Raw -288400.758256 + Penalty 1578.276618 = -286822.481638 nChanged 126 SP:Iteration 9Q (5036.580398 sec): 3 clusters Score: Raw -288470.970520 + Penalty 1578.276618 = -286892.693901 nChanged 93 SP:Iteration 10Q (5036.594811 sec): 3 clusters Score: Raw -288512.284174 + Penalty 1578.276618 = -286934.007556 nChanged 54 SP:Iteration 11Q (5036.609264 sec): 3 clusters Score: Raw -288531.882135 + Penalty 1578.276618 = -286953.605517 nChanged 43 SP:Iteration 12Q (5036.623636 sec): 3 clusters Score: Raw -288550.222936 + Penalty 1578.276618 = -286971.946318 nChanged 33 SP:Iteration 13Q (5036.638018 sec): 3 clusters Score: Raw -288563.363260 + Penalty 1578.276618 = -286985.086642 nChanged 24 SP:Iteration 14Q (5036.652345 sec): 3 clusters Score: Raw -288573.077145 + Penalty 1578.276618 = -286994.800527 nChanged 31 SP:Iteration 15Q (5036.666675 sec): 3 clusters Score: Raw -288582.217720 + Penalty 1578.276618 = -287003.941101 nChanged 20 SP:Iteration 16Q (5036.680798 sec): 3 clusters Score: Raw -288586.052286 + Penalty 1578.276618 = -287007.775668 nChanged 5 SP:Iteration 17Q (5036.695099 sec): 3 clusters Score: Raw -288586.753733 + Penalty 1578.276618 = -287008.477115 nChanged 5 SP:Iteration 18Q (5036.709293 sec): 3 clusters Score: Raw -288587.722395 + Penalty 1578.276618 = -287009.445777 nChanged 4 SP:Iteration 19Q (5036.723430 sec): 3 clusters Score: Raw -288588.286757 + Penalty 1578.276618 = -287010.010138 nChanged 1 SP:Iteration 20F (5036.737973 sec): 3 clusters Score: Raw -288588.439132 + Penalty 1578.276618 = -287010.162514 nChanged 2 SP:Iteration 21Q (5036.752117 sec): 3 clusters Score: Raw -288588.873361 + Penalty 1578.276618 = -287010.596743 nChanged 5 SP:Iteration 22Q (5036.766434 sec): 3 clusters Score: Raw -288589.493880 + Penalty 1578.276618 = -287011.217262 nChanged 5 SP:Iteration 23Q (5036.780583 sec): 3 clusters Score: Raw -288590.314171 + Penalty 1578.276618 = -287012.037553 nChanged 2 SP:Iteration 24Q (5036.794872 sec): 3 clusters Score: Raw -288590.891215 + Penalty 1578.276618 = -287012.614597 nChanged 0 SP:Iteration 25F (5036.809393 sec): 3 clusters Score: Raw -288590.891215 + Penalty 1578.276618 = -287012.614597 nChanged 0 Trying to split cluster 38 (1566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5036.824086 sec): 2 clusters Score: Raw -124545.520319 + Penalty 698.846588 = -123846.673730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5036.830574 sec): 3 clusters Score: Raw -123831.983089 + Penalty 1397.693177 = -122434.289913 nChanged 551 SP:Iteration 1F (5036.836570 sec): 3 clusters Score: Raw -124154.969429 + Penalty 1397.693177 = -122757.276253 nChanged 134 SP:Iteration 2F (5036.842640 sec): 3 clusters Score: Raw -124248.727994 + Penalty 1397.693177 = -122851.034818 nChanged 83 SP:Iteration 3F (5036.848580 sec): 3 clusters Score: Raw -124288.247070 + Penalty 1397.693177 = -122890.553893 nChanged 49 SP:Iteration 4Q (5036.854590 sec): 3 clusters Score: Raw -124316.730734 + Penalty 1397.693177 = -122919.037558 nChanged 45 SP:Iteration 5Q (5036.860615 sec): 3 clusters Score: Raw -124343.932621 + Penalty 1397.693177 = -122946.239445 nChanged 34 SP:Iteration 6Q (5036.866562 sec): 3 clusters Score: Raw -124363.415916 + Penalty 1397.693177 = -122965.722739 nChanged 35 SP:Iteration 7Q (5036.872500 sec): 3 clusters Score: Raw -124379.308580 + Penalty 1397.693177 = -122981.615404 nChanged 25 SP:Iteration 8Q (5036.878480 sec): 3 clusters Score: Raw -124390.874552 + Penalty 1397.693177 = -122993.181375 nChanged 25 SP:Iteration 9Q (5036.884470 sec): 3 clusters Score: Raw -124404.716135 + Penalty 1397.693177 = -123007.022958 nChanged 26 SP:Iteration 10Q (5036.890447 sec): 3 clusters Score: Raw -124418.333041 + Penalty 1397.693177 = -123020.639865 nChanged 18 SP:Iteration 11Q (5036.896458 sec): 3 clusters Score: Raw -124426.601415 + Penalty 1397.693177 = -123028.908238 nChanged 18 SP:Iteration 12Q (5036.902379 sec): 3 clusters Score: Raw -124433.009491 + Penalty 1397.693177 = -123035.316314 nChanged 19 SP:Iteration 13Q (5036.908298 sec): 3 clusters Score: Raw -124440.303735 + Penalty 1397.693177 = -123042.610559 nChanged 7 SP:Iteration 14Q (5036.914235 sec): 3 clusters Score: Raw -124441.869603 + Penalty 1397.693177 = -123044.176426 nChanged 5 SP:Iteration 15Q (5036.920210 sec): 3 clusters Score: Raw -124443.537490 + Penalty 1397.693177 = -123045.844313 nChanged 3 SP:Iteration 16Q (5036.926171 sec): 3 clusters Score: Raw -124444.088899 + Penalty 1397.693177 = -123046.395722 nChanged 2 SP:Iteration 17Q (5036.932102 sec): 3 clusters Score: Raw -124444.380921 + Penalty 1397.693177 = -123046.687744 nChanged 1 SP:Iteration 18Q (5036.938101 sec): 3 clusters Score: Raw -124444.699479 + Penalty 1397.693177 = -123047.006302 nChanged 2 SP:Iteration 19Q (5036.944053 sec): 3 clusters Score: Raw -124445.646301 + Penalty 1397.693177 = -123047.953125 nChanged 2 SP:Iteration 20F (5036.950003 sec): 3 clusters Score: Raw -124445.891373 + Penalty 1397.693177 = -123048.198197 nChanged 0 Trying to split cluster 39 (2639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5036.965727 sec): 2 clusters Score: Raw -205702.386794 + Penalty 748.424757 = -204953.962037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5036.976182 sec): 3 clusters Score: Raw -204365.268598 + Penalty 1496.849514 = -202868.419084 nChanged 1058 SP:Iteration 1F (5036.985948 sec): 3 clusters Score: Raw -204955.362087 + Penalty 1496.849514 = -203458.512573 nChanged 193 SP:Iteration 2F (5036.995612 sec): 3 clusters Score: Raw -205056.493465 + Penalty 1496.849514 = -203559.643951 nChanged 126 SP:Iteration 3Q (5037.005282 sec): 3 clusters Score: Raw -205120.010676 + Penalty 1496.849514 = -203623.161162 nChanged 101 SP:Iteration 4Q (5037.015004 sec): 3 clusters Score: Raw -205161.013644 + Penalty 1496.849514 = -203664.164130 nChanged 78 SP:Iteration 5Q (5037.024663 sec): 3 clusters Score: Raw -205192.089449 + Penalty 1496.849514 = -203695.239935 nChanged 62 SP:Iteration 6Q (5037.034343 sec): 3 clusters Score: Raw -205225.649139 + Penalty 1496.849514 = -203728.799625 nChanged 76 SP:Iteration 7Q (5037.044084 sec): 3 clusters Score: Raw -205277.086252 + Penalty 1496.849514 = -203780.236738 nChanged 90 SP:Iteration 8Q (5037.053756 sec): 3 clusters Score: Raw -205330.852866 + Penalty 1496.849514 = -203834.003353 nChanged 90 SP:Iteration 9Q (5037.063377 sec): 3 clusters Score: Raw -205392.348373 + Penalty 1496.849514 = -203895.498859 nChanged 82 SP:Iteration 10Q (5037.072994 sec): 3 clusters Score: Raw -205441.374054 + Penalty 1496.849514 = -203944.524540 nChanged 63 SP:Iteration 11Q (5037.082717 sec): 3 clusters Score: Raw -205480.519300 + Penalty 1496.849514 = -203983.669786 nChanged 49 SP:Iteration 12Q (5037.092383 sec): 3 clusters Score: Raw -205508.308554 + Penalty 1496.849514 = -204011.459040 nChanged 47 SP:Iteration 13Q (5037.102015 sec): 3 clusters Score: Raw -205533.765161 + Penalty 1496.849514 = -204036.915647 nChanged 42 SP:Iteration 14Q (5037.111634 sec): 3 clusters Score: Raw -205561.767957 + Penalty 1496.849514 = -204064.918443 nChanged 38 SP:Iteration 15Q (5037.121246 sec): 3 clusters Score: Raw -205581.864948 + Penalty 1496.849514 = -204085.015434 nChanged 39 SP:Iteration 16Q (5037.130832 sec): 3 clusters Score: Raw -205599.283862 + Penalty 1496.849514 = -204102.434348 nChanged 27 SP:Iteration 17Q (5037.140436 sec): 3 clusters Score: Raw -205611.663407 + Penalty 1496.849514 = -204114.813893 nChanged 19 SP:Iteration 18Q (5037.149997 sec): 3 clusters Score: Raw -205617.721444 + Penalty 1496.849514 = -204120.871930 nChanged 16 SP:Iteration 19Q (5037.159452 sec): 3 clusters Score: Raw -205621.441903 + Penalty 1496.849514 = -204124.592389 nChanged 12 SP:Iteration 20F (5037.169133 sec): 3 clusters Score: Raw -205625.559905 + Penalty 1496.849514 = -204128.710391 nChanged 11 SP:Iteration 21Q (5037.178721 sec): 3 clusters Score: Raw -205628.152706 + Penalty 1496.849514 = -204131.303192 nChanged 11 SP:Iteration 22Q (5037.188252 sec): 3 clusters Score: Raw -205630.665741 + Penalty 1496.849514 = -204133.816227 nChanged 9 SP:Iteration 23Q (5037.197790 sec): 3 clusters Score: Raw -205633.632168 + Penalty 1496.849514 = -204136.782654 nChanged 10 SP:Iteration 24Q (5037.207334 sec): 3 clusters Score: Raw -205635.949419 + Penalty 1496.849514 = -204139.099905 nChanged 8 SP:Iteration 25Q (5037.216848 sec): 3 clusters Score: Raw -205637.591395 + Penalty 1496.849514 = -204140.741881 nChanged 7 SP:Iteration 26Q (5037.226303 sec): 3 clusters Score: Raw -205638.670870 + Penalty 1496.849514 = -204141.821356 nChanged 6 SP:Iteration 27Q (5037.235819 sec): 3 clusters Score: Raw -205639.609686 + Penalty 1496.849514 = -204142.760172 nChanged 10 SP:Iteration 28Q (5037.245352 sec): 3 clusters Score: Raw -205642.022211 + Penalty 1496.849514 = -204145.172697 nChanged 10 SP:Iteration 29Q (5037.254855 sec): 3 clusters Score: Raw -205645.245619 + Penalty 1496.849514 = -204148.396105 nChanged 12 SP:Iteration 30Q (5037.264301 sec): 3 clusters Score: Raw -205649.211794 + Penalty 1496.849514 = -204152.362280 nChanged 12 SP:Iteration 31Q (5037.273818 sec): 3 clusters Score: Raw -205652.977262 + Penalty 1496.849514 = -204156.127748 nChanged 14 SP:Iteration 32Q (5037.283314 sec): 3 clusters Score: Raw -205658.004674 + Penalty 1496.849514 = -204161.155160 nChanged 17 SP:Iteration 33Q (5037.292700 sec): 3 clusters Score: Raw -205665.402904 + Penalty 1496.849514 = -204168.553390 nChanged 20 SP:Iteration 34Q (5037.302188 sec): 3 clusters Score: Raw -205673.867076 + Penalty 1496.849514 = -204177.017562 nChanged 15 SP:Iteration 35Q (5037.311666 sec): 3 clusters Score: Raw -205679.146825 + Penalty 1496.849514 = -204182.297311 nChanged 15 SP:Iteration 36Q (5037.321108 sec): 3 clusters Score: Raw -205685.003330 + Penalty 1496.849514 = -204188.153816 nChanged 12 SP:Iteration 37Q (5037.330439 sec): 3 clusters Score: Raw -205690.270516 + Penalty 1496.849514 = -204193.421002 nChanged 14 SP:Iteration 38Q (5037.339895 sec): 3 clusters Score: Raw -205694.325221 + Penalty 1496.849514 = -204197.475707 nChanged 16 SP:Iteration 39Q (5037.349323 sec): 3 clusters Score: Raw -205699.930816 + Penalty 1496.849514 = -204203.081302 nChanged 14 SP:Iteration 40F (5037.358946 sec): 3 clusters Score: Raw -205705.205706 + Penalty 1496.849514 = -204208.356192 nChanged 13 SP:Iteration 41Q (5037.368425 sec): 3 clusters Score: Raw -205710.354094 + Penalty 1496.849514 = -204213.504580 nChanged 18 SP:Iteration 42Q (5037.377843 sec): 3 clusters Score: Raw -205720.287089 + Penalty 1496.849514 = -204223.437575 nChanged 15 SP:Iteration 43Q (5037.387243 sec): 3 clusters Score: Raw -205727.622299 + Penalty 1496.849514 = -204230.772786 nChanged 7 SP:Iteration 44Q (5037.396558 sec): 3 clusters Score: Raw -205731.547482 + Penalty 1496.849514 = -204234.697968 nChanged 9 SP:Iteration 45Q (5037.405859 sec): 3 clusters Score: Raw -205735.788211 + Penalty 1496.849514 = -204238.938697 nChanged 10 SP:Iteration 46Q (5037.415242 sec): 3 clusters Score: Raw -205739.984590 + Penalty 1496.849514 = -204243.135076 nChanged 13 SP:Iteration 47Q (5037.424629 sec): 3 clusters Score: Raw -205745.965971 + Penalty 1496.849514 = -204249.116457 nChanged 9 SP:Iteration 48Q (5037.434024 sec): 3 clusters Score: Raw -205750.686994 + Penalty 1496.849514 = -204253.837480 nChanged 12 SP:Iteration 49Q (5037.443376 sec): 3 clusters Score: Raw -205757.565606 + Penalty 1496.849514 = -204260.716092 nChanged 13 SP:Iteration 50Q (5037.452746 sec): 3 clusters Score: Raw -205763.597924 + Penalty 1496.849514 = -204266.748410 nChanged 13 SP:Iteration 51Q (5037.462121 sec): 3 clusters Score: Raw -205770.372631 + Penalty 1496.849514 = -204273.523118 nChanged 11 SP:Iteration 52Q (5037.471497 sec): 3 clusters Score: Raw -205775.979254 + Penalty 1496.849514 = -204279.129740 nChanged 16 SP:Iteration 53Q (5037.480849 sec): 3 clusters Score: Raw -205781.793775 + Penalty 1496.849514 = -204284.944261 nChanged 9 SP:Iteration 54Q (5037.490211 sec): 3 clusters Score: Raw -205785.035771 + Penalty 1496.849514 = -204288.186257 nChanged 7 SP:Iteration 55Q (5037.499532 sec): 3 clusters Score: Raw -205786.608587 + Penalty 1496.849514 = -204289.759073 nChanged 6 SP:Iteration 56Q (5037.508904 sec): 3 clusters Score: Raw -205788.605755 + Penalty 1496.849514 = -204291.756241 nChanged 4 SP:Iteration 57Q (5037.518248 sec): 3 clusters Score: Raw -205789.548178 + Penalty 1496.849514 = -204292.698664 nChanged 2 SP:Iteration 58Q (5037.527494 sec): 3 clusters Score: Raw -205790.035173 + Penalty 1496.849514 = -204293.185659 nChanged 3 SP:Iteration 59Q (5037.536847 sec): 3 clusters Score: Raw -205790.953629 + Penalty 1496.849514 = -204294.104115 nChanged 2 SP:Iteration 60F (5037.546495 sec): 3 clusters Score: Raw -205791.716840 + Penalty 1496.849514 = -204294.867327 nChanged 2 SP:Iteration 61Q (5037.555767 sec): 3 clusters Score: Raw -205793.599237 + Penalty 1496.849514 = -204296.749723 nChanged 6 SP:Iteration 62Q (5037.565153 sec): 3 clusters Score: Raw -205795.818553 + Penalty 1496.849514 = -204298.969039 nChanged 7 SP:Iteration 63Q (5037.574509 sec): 3 clusters Score: Raw -205798.965681 + Penalty 1496.849514 = -204302.116167 nChanged 10 SP:Iteration 64Q (5037.583887 sec): 3 clusters Score: Raw -205806.596811 + Penalty 1496.849514 = -204309.747297 nChanged 13 SP:Iteration 65Q (5037.593226 sec): 3 clusters Score: Raw -205815.157425 + Penalty 1496.849514 = -204318.307911 nChanged 15 SP:Iteration 66Q (5037.602470 sec): 3 clusters Score: Raw -205825.821206 + Penalty 1496.849514 = -204328.971693 nChanged 19 SP:Iteration 67Q (5037.611771 sec): 3 clusters Score: Raw -205834.312974 + Penalty 1496.849514 = -204337.463460 nChanged 15 SP:Iteration 68Q (5037.621093 sec): 3 clusters Score: Raw -205842.295416 + Penalty 1496.849514 = -204345.445902 nChanged 12 SP:Iteration 69Q (5037.630406 sec): 3 clusters Score: Raw -205850.107375 + Penalty 1496.849514 = -204353.257862 nChanged 16 SP:Iteration 70Q (5037.639702 sec): 3 clusters Score: Raw -205860.106605 + Penalty 1496.849514 = -204363.257091 nChanged 13 SP:Iteration 71Q (5037.648981 sec): 3 clusters Score: Raw -205866.248133 + Penalty 1496.849514 = -204369.398619 nChanged 11 SP:Iteration 72Q (5037.658314 sec): 3 clusters Score: Raw -205870.687884 + Penalty 1496.849514 = -204373.838370 nChanged 9 SP:Iteration 73Q (5037.667501 sec): 3 clusters Score: Raw -205875.744699 + Penalty 1496.849514 = -204378.895185 nChanged 15 SP:Iteration 74Q (5037.676778 sec): 3 clusters Score: Raw -205884.716712 + Penalty 1496.849514 = -204387.867198 nChanged 16 SP:Iteration 75Q (5037.686075 sec): 3 clusters Score: Raw -205897.828449 + Penalty 1496.849514 = -204400.978935 nChanged 20 SP:Iteration 76Q (5037.695338 sec): 3 clusters Score: Raw -205911.717493 + Penalty 1496.849514 = -204414.867979 nChanged 26 SP:Iteration 77Q (5037.704611 sec): 3 clusters Score: Raw -205926.550184 + Penalty 1496.849514 = -204429.700670 nChanged 20 SP:Iteration 78Q (5037.713854 sec): 3 clusters Score: Raw -205938.781507 + Penalty 1496.849514 = -204441.931993 nChanged 11 SP:Iteration 79Q (5037.723032 sec): 3 clusters Score: Raw -205947.281622 + Penalty 1496.849514 = -204450.432108 nChanged 16 SP:Iteration 80F (5037.732668 sec): 3 clusters Score: Raw -205959.209712 + Penalty 1496.849514 = -204462.360198 nChanged 14 SP:Iteration 81Q (5037.741906 sec): 3 clusters Score: Raw -205969.927265 + Penalty 1496.849514 = -204473.077751 nChanged 16 SP:Iteration 82Q (5037.751166 sec): 3 clusters Score: Raw -205977.943400 + Penalty 1496.849514 = -204481.093886 nChanged 13 SP:Iteration 83Q (5037.760406 sec): 3 clusters Score: Raw -205984.280742 + Penalty 1496.849514 = -204487.431228 nChanged 8 SP:Iteration 84Q (5037.769626 sec): 3 clusters Score: Raw -205988.206854 + Penalty 1496.849514 = -204491.357340 nChanged 6 SP:Iteration 85Q (5037.778729 sec): 3 clusters Score: Raw -205990.170812 + Penalty 1496.849514 = -204493.321298 nChanged 3 SP:Iteration 86Q (5037.787964 sec): 3 clusters Score: Raw -205991.803795 + Penalty 1496.849514 = -204494.954281 nChanged 4 SP:Iteration 87Q (5037.797167 sec): 3 clusters Score: Raw -205993.057178 + Penalty 1496.849514 = -204496.207664 nChanged 5 SP:Iteration 88Q (5037.806357 sec): 3 clusters Score: Raw -205994.321150 + Penalty 1496.849514 = -204497.471636 nChanged 2 SP:Iteration 89Q (5037.815571 sec): 3 clusters Score: Raw -205995.008846 + Penalty 1496.849514 = -204498.159332 nChanged 2 SP:Iteration 90Q (5037.824770 sec): 3 clusters Score: Raw -205996.236681 + Penalty 1496.849514 = -204499.387167 nChanged 2 SP:Iteration 91Q (5037.833969 sec): 3 clusters Score: Raw -205997.525651 + Penalty 1496.849514 = -204500.676137 nChanged 6 SP:Iteration 92Q (5037.843081 sec): 3 clusters Score: Raw -205999.548941 + Penalty 1496.849514 = -204502.699427 nChanged 3 SP:Iteration 93Q (5037.852228 sec): 3 clusters Score: Raw -206000.636101 + Penalty 1496.849514 = -204503.786587 nChanged 5 SP:Iteration 94Q (5037.861438 sec): 3 clusters Score: Raw -206002.316064 + Penalty 1496.849514 = -204505.466550 nChanged 3 SP:Iteration 95Q (5037.870637 sec): 3 clusters Score: Raw -206002.977496 + Penalty 1496.849514 = -204506.127982 nChanged 2 SP:Iteration 96Q (5037.879841 sec): 3 clusters Score: Raw -206003.625836 + Penalty 1496.849514 = -204506.776322 nChanged 0 SP:Iteration 97F (5037.889394 sec): 3 clusters Score: Raw -206003.625836 + Penalty 1496.849514 = -204506.776322 nChanged 0 Iteration 99Q (5044.264031 sec): 40 clusters Score: Raw -45942348.097534 + Penalty 49542.246942 = -45892805.850592 nChanged 1888 Iteration 100F (5055.487592 sec): 40 clusters Score: Raw -45942583.664228 + Penalty 49542.246942 = -45893041.417286 nChanged 1895 Iteration 101Q (5060.786189 sec): 40 clusters Score: Raw -45942779.154837 + Penalty 49542.246942 = -45893236.907895 nChanged 1908 Iteration 102Q (5066.096050 sec): 40 clusters Score: Raw -45942963.785219 + Penalty 49542.246942 = -45893421.538278 nChanged 1803 Iteration 103Q (5071.395946 sec): 40 clusters Score: Raw -45943142.425658 + Penalty 49542.246942 = -45893600.178717 nChanged 1843 Iteration 104Q (5076.693626 sec): 40 clusters Score: Raw -45943322.325590 + Penalty 49542.246942 = -45893780.078648 nChanged 1830 Iteration 105Q (5081.989699 sec): 40 clusters Score: Raw -45943500.081017 + Penalty 49542.246942 = -45893957.834075 nChanged 1829 Iteration 106Q (5087.285850 sec): 40 clusters Score: Raw -45943685.744303 + Penalty 49542.246942 = -45894143.497361 nChanged 1841 Iteration 107Q (5092.577639 sec): 40 clusters Score: Raw -45943877.318946 + Penalty 49542.246942 = -45894335.072004 nChanged 1804 Iteration 108Q (5097.865253 sec): 40 clusters Score: Raw -45944055.536421 + Penalty 49542.246942 = -45894513.289479 nChanged 1761 Iteration 109Q (5103.165939 sec): 40 clusters Score: Raw -45944230.785318 + Penalty 49542.246942 = -45894688.538376 nChanged 1691 Iteration 110Q (5108.454633 sec): 40 clusters Score: Raw -45944390.778977 + Penalty 49542.246942 = -45894848.532035 nChanged 1637 Iteration 111Q (5113.744311 sec): 40 clusters Score: Raw -45944536.118389 + Penalty 49542.246942 = -45894993.871447 nChanged 1540 Iteration 112Q (5119.060951 sec): 40 clusters Score: Raw -45944674.603071 + Penalty 49542.246942 = -45895132.356130 nChanged 1549 Iteration 113Q (5124.344544 sec): 40 clusters Score: Raw -45944813.122958 + Penalty 49542.246942 = -45895270.876017 nChanged 1494 Iteration 114Q (5129.623719 sec): 40 clusters Score: Raw -45944943.133517 + Penalty 49542.246942 = -45895400.886575 nChanged 1510 Iteration 115Q (5134.924176 sec): 40 clusters Score: Raw -45945070.510475 + Penalty 49542.246942 = -45895528.263534 nChanged 1509 Iteration 116Q (5140.201806 sec): 40 clusters Score: Raw -45945201.324634 + Penalty 49542.246942 = -45895659.077693 nChanged 1484 Iteration 117Q (5145.493393 sec): 40 clusters Score: Raw -45945330.896602 + Penalty 49542.246942 = -45895788.649661 nChanged 1486 Iteration 118Q (5150.770179 sec): 40 clusters Score: Raw -45945473.156020 + Penalty 49542.246942 = -45895930.909079 nChanged 1534 Iteration 119Q (5156.067972 sec): 40 clusters Score: Raw -45945628.431717 + Penalty 49542.246942 = -45896086.184775 nChanged 1489 Iteration 120F (5167.097017 sec): 40 clusters Score: Raw -45945787.238538 + Penalty 49542.246942 = -45896244.991597 nChanged 1522 Iteration 121Q (5172.396449 sec): 40 clusters Score: Raw -45945948.093367 + Penalty 49542.246942 = -45896405.846425 nChanged 1457 Iteration 122Q (5177.700925 sec): 40 clusters Score: Raw -45946092.391056 + Penalty 49542.246942 = -45896550.144115 nChanged 1431 Iteration 123Q (5183.003191 sec): 40 clusters Score: Raw -45946229.348993 + Penalty 49542.246942 = -45896687.102052 nChanged 1366 Iteration 124Q (5188.298554 sec): 40 clusters Score: Raw -45946361.294325 + Penalty 49542.246942 = -45896819.047384 nChanged 1371 Iteration 125Q (5193.600790 sec): 40 clusters Score: Raw -45946484.407445 + Penalty 49542.246942 = -45896942.160503 nChanged 1317 Iteration 126Q (5198.891613 sec): 40 clusters Score: Raw -45946595.781774 + Penalty 49542.246942 = -45897053.534832 nChanged 1239 Iteration 127Q (5204.203971 sec): 40 clusters Score: Raw -45946692.345345 + Penalty 49542.246942 = -45897150.098404 nChanged 1157 Iteration 128Q (5209.493438 sec): 40 clusters Score: Raw -45946781.949001 + Penalty 49542.246942 = -45897239.702060 nChanged 1169 Iteration 129Q (5214.785135 sec): 40 clusters Score: Raw -45946867.401728 + Penalty 49542.246942 = -45897325.154786 nChanged 1113 Iteration 130Q (5220.078672 sec): 40 clusters Score: Raw -45946950.006838 + Penalty 49542.246942 = -45897407.759896 nChanged 1045 Iteration 131Q (5225.365158 sec): 40 clusters Score: Raw -45947021.207985 + Penalty 49542.246942 = -45897478.961043 nChanged 985 Iteration 132Q (5230.662141 sec): 40 clusters Score: Raw -45947090.295946 + Penalty 49542.246942 = -45897548.049004 nChanged 982 Iteration 133Q (5235.959035 sec): 40 clusters Score: Raw -45947155.003253 + Penalty 49542.246942 = -45897612.756311 nChanged 963 Iteration 134Q (5241.247738 sec): 40 clusters Score: Raw -45947218.828052 + Penalty 49542.246942 = -45897676.581111 nChanged 939 Iteration 135Q (5246.526030 sec): 40 clusters Score: Raw -45947278.745314 + Penalty 49542.246942 = -45897736.498372 nChanged 865 Iteration 136Q (5251.808672 sec): 40 clusters Score: Raw -45947333.261575 + Penalty 49542.246942 = -45897791.014633 nChanged 829 Iteration 137Q (5257.088597 sec): 40 clusters Score: Raw -45947387.439978 + Penalty 49542.246942 = -45897845.193037 nChanged 767 Iteration 138Q (5262.368731 sec): 40 clusters Score: Raw -45947437.898540 + Penalty 49542.246942 = -45897895.651599 nChanged 754 Writing temp clu file Because OldScore, -45897845.193037, is greater than current (better) Score,-45897895.651599 Compute initial score before splitting: Score: Raw -45947437.898540 + Penalty 49542.246942 = -45897895.651599 Trying to split cluster 1 (8092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5262.488189 sec): 2 clusters Score: Raw -609140.932048 + Penalty 854.869964 = -608286.062084 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5262.511274 sec): 3 clusters Score: Raw -604388.048637 + Penalty 1709.739928 = -602678.308710 nChanged 3586 SP:Iteration 1F (5262.533784 sec): 3 clusters Score: Raw -606384.853246 + Penalty 1709.739928 = -604675.113319 nChanged 571 SP:Iteration 2F (5262.556025 sec): 3 clusters Score: Raw -606680.702069 + Penalty 1709.739928 = -604970.962142 nChanged 549 SP:Iteration 3F (5262.578235 sec): 3 clusters Score: Raw -606962.403514 + Penalty 1709.739928 = -605252.663586 nChanged 488 SP:Iteration 4F (5262.600489 sec): 3 clusters Score: Raw -607228.294808 + Penalty 1709.739928 = -605518.554880 nChanged 450 SP:Iteration 5F (5262.622809 sec): 3 clusters Score: Raw -607464.556488 + Penalty 1709.739928 = -605754.816561 nChanged 413 SP:Iteration 6F (5262.645069 sec): 3 clusters Score: Raw -607697.704612 + Penalty 1709.739928 = -605987.964684 nChanged 380 SP:Iteration 7Q (5262.667456 sec): 3 clusters Score: Raw -607931.637511 + Penalty 1709.739928 = -606221.897583 nChanged 345 SP:Iteration 8Q (5262.689885 sec): 3 clusters Score: Raw -608164.129884 + Penalty 1709.739928 = -606454.389956 nChanged 321 SP:Iteration 9Q (5262.712565 sec): 3 clusters Score: Raw -608407.613658 + Penalty 1709.739928 = -606697.873730 nChanged 300 SP:Iteration 10Q (5262.734695 sec): 3 clusters Score: Raw -608642.980351 + Penalty 1709.739928 = -606933.240423 nChanged 213 SP:Iteration 11Q (5262.756884 sec): 3 clusters Score: Raw -608809.041230 + Penalty 1709.739928 = -607099.301302 nChanged 161 SP:Iteration 12Q (5262.778594 sec): 3 clusters Score: Raw -608943.552508 + Penalty 1709.739928 = -607233.812580 nChanged 121 SP:Iteration 13Q (5262.800157 sec): 3 clusters Score: Raw -609049.203464 + Penalty 1709.739928 = -607339.463536 nChanged 70 SP:Iteration 14Q (5262.821413 sec): 3 clusters Score: Raw -609108.850622 + Penalty 1709.739928 = -607399.110694 nChanged 47 SP:Iteration 15Q (5262.842319 sec): 3 clusters Score: Raw -609141.013674 + Penalty 1709.739928 = -607431.273746 nChanged 27 SP:Iteration 16Q (5262.863092 sec): 3 clusters Score: Raw -609165.848649 + Penalty 1709.739928 = -607456.108721 nChanged 19 SP:Iteration 17Q (5262.883538 sec): 3 clusters Score: Raw -609182.541660 + Penalty 1709.739928 = -607472.801732 nChanged 10 SP:Iteration 18Q (5262.904168 sec): 3 clusters Score: Raw -609191.839318 + Penalty 1709.739928 = -607482.099390 nChanged 9 SP:Iteration 19Q (5262.924702 sec): 3 clusters Score: Raw -609197.927151 + Penalty 1709.739928 = -607488.187223 nChanged 6 SP:Iteration 20F (5262.946905 sec): 3 clusters Score: Raw -609202.516620 + Penalty 1709.739928 = -607492.776693 nChanged 5 SP:Iteration 21Q (5262.967307 sec): 3 clusters Score: Raw -609206.749666 + Penalty 1709.739928 = -607497.009739 nChanged 3 SP:Iteration 22Q (5262.987882 sec): 3 clusters Score: Raw -609208.778248 + Penalty 1709.739928 = -607499.038320 nChanged 3 SP:Iteration 23Q (5263.008340 sec): 3 clusters Score: Raw -609210.748915 + Penalty 1709.739928 = -607501.008987 nChanged 2 SP:Iteration 24Q (5263.028769 sec): 3 clusters Score: Raw -609212.077574 + Penalty 1709.739928 = -607502.337646 nChanged 2 SP:Iteration 25Q (5263.049234 sec): 3 clusters Score: Raw -609212.689618 + Penalty 1709.739928 = -607502.949690 nChanged 0 SP:Iteration 26F (5263.071502 sec): 3 clusters Score: Raw -609212.689618 + Penalty 1709.739928 = -607502.949690 nChanged 0 Trying to split cluster 2 (6283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5263.089886 sec): 2 clusters Score: Raw -381491.302170 + Penalty 830.832271 = -380660.469899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5263.110716 sec): 3 clusters Score: Raw -377879.072805 + Penalty 1661.664542 = -376217.408263 nChanged 2712 SP:Iteration 1F (5263.131112 sec): 3 clusters Score: Raw -379354.597967 + Penalty 1661.664542 = -377692.933425 nChanged 432 SP:Iteration 2F (5263.151591 sec): 3 clusters Score: Raw -379613.961315 + Penalty 1661.664542 = -377952.296774 nChanged 441 SP:Iteration 3F (5263.171709 sec): 3 clusters Score: Raw -379928.867109 + Penalty 1661.664542 = -378267.202567 nChanged 431 SP:Iteration 4F (5263.221492 sec): 3 clusters Score: Raw -380282.980491 + Penalty 1661.664542 = -378621.315949 nChanged 386 SP:Iteration 5F (5263.241594 sec): 3 clusters Score: Raw -380586.329910 + Penalty 1661.664542 = -378924.665368 nChanged 302 SP:Iteration 6Q (5263.261920 sec): 3 clusters Score: Raw -380769.966339 + Penalty 1661.664542 = -379108.301797 nChanged 244 SP:Iteration 7Q (5263.282069 sec): 3 clusters Score: Raw -380903.086501 + Penalty 1661.664542 = -379241.421959 nChanged 204 SP:Iteration 8Q (5263.302174 sec): 3 clusters Score: Raw -381018.609259 + Penalty 1661.664542 = -379356.944717 nChanged 174 SP:Iteration 9Q (5263.322167 sec): 3 clusters Score: Raw -381108.177939 + Penalty 1661.664542 = -379446.513397 nChanged 145 SP:Iteration 10Q (5263.342482 sec): 3 clusters Score: Raw -381185.431421 + Penalty 1661.664542 = -379523.766879 nChanged 122 SP:Iteration 11Q (5263.362735 sec): 3 clusters Score: Raw -381244.890351 + Penalty 1661.664542 = -379583.225809 nChanged 120 SP:Iteration 12Q (5263.382932 sec): 3 clusters Score: Raw -381303.018885 + Penalty 1661.664542 = -379641.354343 nChanged 119 SP:Iteration 13Q (5263.402938 sec): 3 clusters Score: Raw -381356.320693 + Penalty 1661.664542 = -379694.656151 nChanged 90 SP:Iteration 14Q (5263.422568 sec): 3 clusters Score: Raw -381390.350003 + Penalty 1661.664542 = -379728.685461 nChanged 80 SP:Iteration 15Q (5263.442235 sec): 3 clusters Score: Raw -381420.328643 + Penalty 1661.664542 = -379758.664101 nChanged 64 SP:Iteration 16Q (5263.461774 sec): 3 clusters Score: Raw -381447.217124 + Penalty 1661.664542 = -379785.552582 nChanged 72 SP:Iteration 17Q (5263.481554 sec): 3 clusters Score: Raw -381472.774857 + Penalty 1661.664542 = -379811.110315 nChanged 59 SP:Iteration 18Q (5263.501289 sec): 3 clusters Score: Raw -381489.050459 + Penalty 1661.664542 = -379827.385917 nChanged 43 SP:Iteration 19Q (5263.520996 sec): 3 clusters Score: Raw -381503.171197 + Penalty 1661.664542 = -379841.506655 nChanged 49 SP:Iteration 20F (5263.541566 sec): 3 clusters Score: Raw -381520.647727 + Penalty 1661.664542 = -379858.983185 nChanged 41 SP:Iteration 21Q (5263.560849 sec): 3 clusters Score: Raw -381533.912484 + Penalty 1661.664542 = -379872.247942 nChanged 37 SP:Iteration 22Q (5263.580378 sec): 3 clusters Score: Raw -381552.601315 + Penalty 1661.664542 = -379890.936773 nChanged 46 SP:Iteration 23Q (5263.599989 sec): 3 clusters Score: Raw -381575.596348 + Penalty 1661.664542 = -379913.931806 nChanged 46 SP:Iteration 24Q (5263.619372 sec): 3 clusters Score: Raw -381596.573633 + Penalty 1661.664542 = -379934.909091 nChanged 47 SP:Iteration 25Q (5263.638874 sec): 3 clusters Score: Raw -381616.516520 + Penalty 1661.664542 = -379954.851978 nChanged 47 SP:Iteration 26Q (5263.658177 sec): 3 clusters Score: Raw -381638.047836 + Penalty 1661.664542 = -379976.383294 nChanged 42 SP:Iteration 27Q (5263.677655 sec): 3 clusters Score: Raw -381655.539123 + Penalty 1661.664542 = -379993.874581 nChanged 39 SP:Iteration 28Q (5263.696866 sec): 3 clusters Score: Raw -381672.049494 + Penalty 1661.664542 = -380010.384952 nChanged 41 SP:Iteration 29Q (5263.716046 sec): 3 clusters Score: Raw -381689.997917 + Penalty 1661.664542 = -380028.333375 nChanged 31 SP:Iteration 30Q (5263.735521 sec): 3 clusters Score: Raw -381702.843256 + Penalty 1661.664542 = -380041.178714 nChanged 23 SP:Iteration 31Q (5263.754761 sec): 3 clusters Score: Raw -381709.773506 + Penalty 1661.664542 = -380048.108964 nChanged 21 SP:Iteration 32Q (5263.774180 sec): 3 clusters Score: Raw -381716.494760 + Penalty 1661.664542 = -380054.830218 nChanged 15 SP:Iteration 33Q (5263.793543 sec): 3 clusters Score: Raw -381721.452245 + Penalty 1661.664542 = -380059.787703 nChanged 14 SP:Iteration 34Q (5263.812780 sec): 3 clusters Score: Raw -381725.782798 + Penalty 1661.664542 = -380064.118256 nChanged 8 SP:Iteration 35Q (5263.832015 sec): 3 clusters Score: Raw -381727.396826 + Penalty 1661.664542 = -380065.732285 nChanged 4 SP:Iteration 36Q (5263.850950 sec): 3 clusters Score: Raw -381727.989531 + Penalty 1661.664542 = -380066.324989 nChanged 2 SP:Iteration 37Q (5263.870173 sec): 3 clusters Score: Raw -381728.157764 + Penalty 1661.664542 = -380066.493222 nChanged 1 SP:Iteration 38Q (5263.889413 sec): 3 clusters Score: Raw -381728.190911 + Penalty 1661.664542 = -380066.526369 nChanged 0 SP:Iteration 39F (5263.909861 sec): 3 clusters Score: Raw -381728.190911 + Penalty 1661.664542 = -380066.526369 nChanged 0 Trying to split cluster 3 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5263.923843 sec): 2 clusters Score: Raw -64222.697981 + Penalty 648.624777 = -63574.073204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5263.927982 sec): 3 clusters Score: Raw -63903.534208 + Penalty 1297.249555 = -62606.284653 nChanged 328 SP:Iteration 1F (5263.931756 sec): 3 clusters Score: Raw -64182.121365 + Penalty 1297.249555 = -62884.871811 nChanged 100 SP:Iteration 2F (5263.935526 sec): 3 clusters Score: Raw -64276.247167 + Penalty 1297.249555 = -62978.997612 nChanged 58 SP:Iteration 3F (5263.939278 sec): 3 clusters Score: Raw -64339.813700 + Penalty 1297.249555 = -63042.564145 nChanged 51 SP:Iteration 4F (5263.943061 sec): 3 clusters Score: Raw -64422.312545 + Penalty 1297.249555 = -63125.062990 nChanged 53 SP:Iteration 5F (5263.946844 sec): 3 clusters Score: Raw -64516.414868 + Penalty 1297.249555 = -63219.165313 nChanged 47 SP:Iteration 6F (5263.950614 sec): 3 clusters Score: Raw -64578.437892 + Penalty 1297.249555 = -63281.188338 nChanged 43 SP:Iteration 7Q (5263.954366 sec): 3 clusters Score: Raw -64625.090332 + Penalty 1297.249555 = -63327.840778 nChanged 29 SP:Iteration 8Q (5263.958069 sec): 3 clusters Score: Raw -64674.062640 + Penalty 1297.249555 = -63376.813086 nChanged 25 SP:Iteration 9Q (5263.961786 sec): 3 clusters Score: Raw -64702.874443 + Penalty 1297.249555 = -63405.624888 nChanged 18 SP:Iteration 10Q (5263.965502 sec): 3 clusters Score: Raw -64722.999765 + Penalty 1297.249555 = -63425.750210 nChanged 14 SP:Iteration 11Q (5263.969953 sec): 3 clusters Score: Raw -64739.174798 + Penalty 1297.249555 = -63441.925244 nChanged 11 SP:Iteration 12Q (5263.973616 sec): 3 clusters Score: Raw -64746.085625 + Penalty 1297.249555 = -63448.836070 nChanged 7 SP:Iteration 13Q (5263.977286 sec): 3 clusters Score: Raw -64750.139782 + Penalty 1297.249555 = -63452.890228 nChanged 6 SP:Iteration 14Q (5263.980974 sec): 3 clusters Score: Raw -64757.073102 + Penalty 1297.249555 = -63459.823547 nChanged 4 SP:Iteration 15Q (5263.984686 sec): 3 clusters Score: Raw -64759.170293 + Penalty 1297.249555 = -63461.920738 nChanged 2 SP:Iteration 16Q (5263.988378 sec): 3 clusters Score: Raw -64759.736153 + Penalty 1297.249555 = -63462.486598 nChanged 1 SP:Iteration 17Q (5263.992084 sec): 3 clusters Score: Raw -64760.081147 + Penalty 1297.249555 = -63462.831593 nChanged 2 SP:Iteration 18Q (5263.995778 sec): 3 clusters Score: Raw -64761.101534 + Penalty 1297.249555 = -63463.851979 nChanged 2 SP:Iteration 19Q (5263.999468 sec): 3 clusters Score: Raw -64763.218420 + Penalty 1297.249555 = -63465.968866 nChanged 2 SP:Iteration 20F (5264.003200 sec): 3 clusters Score: Raw -64765.780022 + Penalty 1297.249555 = -63468.530468 nChanged 3 SP:Iteration 21Q (5264.006870 sec): 3 clusters Score: Raw -64767.797299 + Penalty 1297.249555 = -63470.547744 nChanged 2 SP:Iteration 22Q (5264.010539 sec): 3 clusters Score: Raw -64769.701757 + Penalty 1297.249555 = -63472.452202 nChanged 3 SP:Iteration 23Q (5264.014256 sec): 3 clusters Score: Raw -64772.286839 + Penalty 1297.249555 = -63475.037284 nChanged 0 SP:Iteration 24F (5264.017977 sec): 3 clusters Score: Raw -64772.286839 + Penalty 1297.249555 = -63475.037284 nChanged 0 Trying to split cluster 4 (15717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5264.045210 sec): 2 clusters Score: Raw -1226217.129883 + Penalty 917.937330 = -1225299.192553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5264.078342 sec): 3 clusters Score: Raw -1216593.806000 + Penalty 1835.874660 = -1214757.931341 nChanged 7207 SP:Iteration 1F (5264.109690 sec): 3 clusters Score: Raw -1220773.254213 + Penalty 1835.874660 = -1218937.379553 nChanged 856 SP:Iteration 2F (5264.141392 sec): 3 clusters Score: Raw -1221100.791181 + Penalty 1835.874660 = -1219264.916521 nChanged 835 SP:Iteration 3F (5264.172710 sec): 3 clusters Score: Raw -1221487.541620 + Penalty 1835.874660 = -1219651.666960 nChanged 883 SP:Iteration 4F (5264.204178 sec): 3 clusters Score: Raw -1221991.946507 + Penalty 1835.874660 = -1220156.071847 nChanged 1051 SP:Iteration 5F (5264.235674 sec): 3 clusters Score: Raw -1222723.291100 + Penalty 1835.874660 = -1220887.416440 nChanged 1025 SP:Iteration 6F (5264.266992 sec): 3 clusters Score: Raw -1223566.667851 + Penalty 1835.874660 = -1221730.793191 nChanged 931 SP:Iteration 7F (5264.298451 sec): 3 clusters Score: Raw -1224457.265838 + Penalty 1835.874660 = -1222621.391179 nChanged 786 SP:Iteration 8F (5264.329916 sec): 3 clusters Score: Raw -1225170.524665 + Penalty 1835.874660 = -1223334.650006 nChanged 555 SP:Iteration 9Q (5264.360359 sec): 3 clusters Score: Raw -1225690.198035 + Penalty 1835.874660 = -1223854.323375 nChanged 408 SP:Iteration 10Q (5264.389897 sec): 3 clusters Score: Raw -1226030.407325 + Penalty 1835.874660 = -1224194.532666 nChanged 291 SP:Iteration 11Q (5264.419030 sec): 3 clusters Score: Raw -1226207.101583 + Penalty 1835.874660 = -1224371.226924 nChanged 194 SP:Iteration 12Q (5264.447616 sec): 3 clusters Score: Raw -1226286.305309 + Penalty 1835.874660 = -1224450.430649 nChanged 138 SP:Iteration 13Q (5264.476166 sec): 3 clusters Score: Raw -1226339.109209 + Penalty 1835.874660 = -1224503.234549 nChanged 111 SP:Iteration 14Q (5264.504656 sec): 3 clusters Score: Raw -1226368.205518 + Penalty 1835.874660 = -1224532.330858 nChanged 80 SP:Iteration 15Q (5264.533014 sec): 3 clusters Score: Raw -1226386.422954 + Penalty 1835.874660 = -1224550.548295 nChanged 73 SP:Iteration 16Q (5264.561426 sec): 3 clusters Score: Raw -1226399.585898 + Penalty 1835.874660 = -1224563.711238 nChanged 50 SP:Iteration 17Q (5264.589732 sec): 3 clusters Score: Raw -1226407.464302 + Penalty 1835.874660 = -1224571.589643 nChanged 35 SP:Iteration 18Q (5264.618043 sec): 3 clusters Score: Raw -1226411.851531 + Penalty 1835.874660 = -1224575.976872 nChanged 32 SP:Iteration 19Q (5264.646371 sec): 3 clusters Score: Raw -1226415.634531 + Penalty 1835.874660 = -1224579.759871 nChanged 24 SP:Iteration 20F (5264.677757 sec): 3 clusters Score: Raw -1226418.044039 + Penalty 1835.874660 = -1224582.169380 nChanged 15 SP:Iteration 21Q (5264.706200 sec): 3 clusters Score: Raw -1226419.330095 + Penalty 1835.874660 = -1224583.455436 nChanged 9 SP:Iteration 22Q (5264.768620 sec): 3 clusters Score: Raw -1226420.271148 + Penalty 1835.874660 = -1224584.396488 nChanged 10 SP:Iteration 23Q (5264.796934 sec): 3 clusters Score: Raw -1226420.724059 + Penalty 1835.874660 = -1224584.849399 nChanged 7 SP:Iteration 24Q (5264.825365 sec): 3 clusters Score: Raw -1226421.288062 + Penalty 1835.874660 = -1224585.413402 nChanged 4 SP:Iteration 25Q (5264.853564 sec): 3 clusters Score: Raw -1226421.614745 + Penalty 1835.874660 = -1224585.740086 nChanged 6 SP:Iteration 26Q (5264.881794 sec): 3 clusters Score: Raw -1226422.400181 + Penalty 1835.874660 = -1224586.525521 nChanged 8 SP:Iteration 27Q (5264.910434 sec): 3 clusters Score: Raw -1226422.858795 + Penalty 1835.874660 = -1224586.984136 nChanged 4 SP:Iteration 28Q (5264.938818 sec): 3 clusters Score: Raw -1226423.116264 + Penalty 1835.874660 = -1224587.241604 nChanged 4 SP:Iteration 29Q (5264.976417 sec): 3 clusters Score: Raw -1226423.272172 + Penalty 1835.874660 = -1224587.397512 nChanged 3 SP:Iteration 30Q (5265.004942 sec): 3 clusters Score: Raw -1226423.439624 + Penalty 1835.874660 = -1224587.564964 nChanged 5 SP:Iteration 31Q (5265.033262 sec): 3 clusters Score: Raw -1226423.715548 + Penalty 1835.874660 = -1224587.840888 nChanged 4 SP:Iteration 32Q (5265.061638 sec): 3 clusters Score: Raw -1226424.073392 + Penalty 1835.874660 = -1224588.198732 nChanged 4 SP:Iteration 33Q (5265.089912 sec): 3 clusters Score: Raw -1226424.339926 + Penalty 1835.874660 = -1224588.465266 nChanged 3 SP:Iteration 34Q (5265.118215 sec): 3 clusters Score: Raw -1226424.467091 + Penalty 1835.874660 = -1224588.592431 nChanged 3 SP:Iteration 35Q (5265.146717 sec): 3 clusters Score: Raw -1226424.571988 + Penalty 1835.874660 = -1224588.697328 nChanged 2 SP:Iteration 36Q (5265.174984 sec): 3 clusters Score: Raw -1226424.630216 + Penalty 1835.874660 = -1224588.755556 nChanged 1 SP:Iteration 37Q (5265.203598 sec): 3 clusters Score: Raw -1226424.672588 + Penalty 1835.874660 = -1224588.797928 nChanged 1 SP:Iteration 38Q (5265.232109 sec): 3 clusters Score: Raw -1226424.700271 + Penalty 1835.874660 = -1224588.825612 nChanged 0 SP:Iteration 39F (5265.263310 sec): 3 clusters Score: Raw -1226424.700271 + Penalty 1835.874660 = -1224588.825612 nChanged 0 Trying to split cluster 5 (1625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5265.277351 sec): 2 clusters Score: Raw -106063.068353 + Penalty 702.359994 = -105360.708359 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5265.284296 sec): 3 clusters Score: Raw -105301.099137 + Penalty 1404.719988 = -103896.379149 nChanged 632 SP:Iteration 1F (5265.290659 sec): 3 clusters Score: Raw -105687.732435 + Penalty 1404.719988 = -104283.012447 nChanged 151 SP:Iteration 2F (5265.296883 sec): 3 clusters Score: Raw -105801.896995 + Penalty 1404.719988 = -104397.177007 nChanged 103 SP:Iteration 3F (5265.303198 sec): 3 clusters Score: Raw -105882.228211 + Penalty 1404.719988 = -104477.508223 nChanged 93 SP:Iteration 4F (5265.309517 sec): 3 clusters Score: Raw -105943.797882 + Penalty 1404.719988 = -104539.077894 nChanged 67 SP:Iteration 5Q (5265.315836 sec): 3 clusters Score: Raw -105990.952301 + Penalty 1404.719988 = -104586.232313 nChanged 54 SP:Iteration 6Q (5265.322143 sec): 3 clusters Score: Raw -106026.688040 + Penalty 1404.719988 = -104621.968052 nChanged 39 SP:Iteration 7Q (5265.328445 sec): 3 clusters Score: Raw -106050.464670 + Penalty 1404.719988 = -104645.744682 nChanged 33 SP:Iteration 8Q (5265.334747 sec): 3 clusters Score: Raw -106075.088021 + Penalty 1404.719988 = -104670.368033 nChanged 31 SP:Iteration 9Q (5265.341012 sec): 3 clusters Score: Raw -106094.102400 + Penalty 1404.719988 = -104689.382412 nChanged 34 SP:Iteration 10Q (5265.347317 sec): 3 clusters Score: Raw -106122.263000 + Penalty 1404.719988 = -104717.543012 nChanged 37 SP:Iteration 11Q (5265.353627 sec): 3 clusters Score: Raw -106153.451982 + Penalty 1404.719988 = -104748.731994 nChanged 34 SP:Iteration 12Q (5265.359890 sec): 3 clusters Score: Raw -106178.625925 + Penalty 1404.719988 = -104773.905937 nChanged 25 SP:Iteration 13Q (5265.366181 sec): 3 clusters Score: Raw -106197.317854 + Penalty 1404.719988 = -104792.597866 nChanged 20 SP:Iteration 14Q (5265.372460 sec): 3 clusters Score: Raw -106210.186881 + Penalty 1404.719988 = -104805.466893 nChanged 26 SP:Iteration 15Q (5265.378716 sec): 3 clusters Score: Raw -106237.469218 + Penalty 1404.719988 = -104832.749230 nChanged 27 SP:Iteration 16Q (5265.384908 sec): 3 clusters Score: Raw -106264.950151 + Penalty 1404.719988 = -104860.230163 nChanged 25 SP:Iteration 17Q (5265.391087 sec): 3 clusters Score: Raw -106283.643144 + Penalty 1404.719988 = -104878.923156 nChanged 24 SP:Iteration 18Q (5265.397284 sec): 3 clusters Score: Raw -106307.718941 + Penalty 1404.719988 = -104902.998953 nChanged 16 SP:Iteration 19Q (5265.403427 sec): 3 clusters Score: Raw -106318.263441 + Penalty 1404.719988 = -104913.543453 nChanged 15 SP:Iteration 20F (5265.409669 sec): 3 clusters Score: Raw -106327.134002 + Penalty 1404.719988 = -104922.414014 nChanged 9 SP:Iteration 21Q (5265.415853 sec): 3 clusters Score: Raw -106334.983939 + Penalty 1404.719988 = -104930.263951 nChanged 8 SP:Iteration 22Q (5265.422029 sec): 3 clusters Score: Raw -106343.126117 + Penalty 1404.719988 = -104938.406129 nChanged 12 SP:Iteration 23Q (5265.428170 sec): 3 clusters Score: Raw -106352.073906 + Penalty 1404.719988 = -104947.353918 nChanged 12 SP:Iteration 24Q (5265.434384 sec): 3 clusters Score: Raw -106359.541386 + Penalty 1404.719988 = -104954.821398 nChanged 7 SP:Iteration 25Q (5265.440548 sec): 3 clusters Score: Raw -106361.719483 + Penalty 1404.719988 = -104956.999495 nChanged 5 SP:Iteration 26Q (5265.446710 sec): 3 clusters Score: Raw -106364.246559 + Penalty 1404.719988 = -104959.526571 nChanged 3 SP:Iteration 27Q (5265.452814 sec): 3 clusters Score: Raw -106365.184947 + Penalty 1404.719988 = -104960.464959 nChanged 3 SP:Iteration 28Q (5265.458914 sec): 3 clusters Score: Raw -106365.760096 + Penalty 1404.719988 = -104961.040108 nChanged 1 SP:Iteration 29Q (5265.465072 sec): 3 clusters Score: Raw -106366.266328 + Penalty 1404.719988 = -104961.546340 nChanged 0 SP:Iteration 30F (5265.471372 sec): 3 clusters Score: Raw -106366.266328 + Penalty 1404.719988 = -104961.546340 nChanged 0 Trying to split cluster 6 (16809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5265.500188 sec): 2 clusters Score: Raw -1238121.378336 + Penalty 924.318625 = -1237197.059711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5265.533927 sec): 3 clusters Score: Raw -1227862.151469 + Penalty 1848.637250 = -1226013.514220 nChanged 7774 SP:Iteration 1F (5265.566209 sec): 3 clusters Score: Raw -1232315.782293 + Penalty 1848.637250 = -1230467.145043 nChanged 1018 SP:Iteration 2F (5265.598563 sec): 3 clusters Score: Raw -1232781.683107 + Penalty 1848.637250 = -1230933.045857 nChanged 1039 SP:Iteration 3F (5265.630600 sec): 3 clusters Score: Raw -1233380.463510 + Penalty 1848.637250 = -1231531.826260 nChanged 1117 SP:Iteration 4F (5265.662749 sec): 3 clusters Score: Raw -1234091.046323 + Penalty 1848.637250 = -1232242.409073 nChanged 1136 SP:Iteration 5F (5265.694755 sec): 3 clusters Score: Raw -1234850.464875 + Penalty 1848.637250 = -1233001.827625 nChanged 1017 SP:Iteration 6F (5265.726998 sec): 3 clusters Score: Raw -1235494.734825 + Penalty 1848.637250 = -1233646.097575 nChanged 845 SP:Iteration 7F (5265.759258 sec): 3 clusters Score: Raw -1236045.004591 + Penalty 1848.637250 = -1234196.367341 nChanged 747 SP:Iteration 8Q (5265.791476 sec): 3 clusters Score: Raw -1236526.021297 + Penalty 1848.637250 = -1234677.384047 nChanged 658 SP:Iteration 9Q (5265.823418 sec): 3 clusters Score: Raw -1236903.005181 + Penalty 1848.637250 = -1235054.367931 nChanged 478 SP:Iteration 10Q (5265.855287 sec): 3 clusters Score: Raw -1237166.743479 + Penalty 1848.637250 = -1235318.106229 nChanged 391 SP:Iteration 11Q (5265.886873 sec): 3 clusters Score: Raw -1237367.283676 + Penalty 1848.637250 = -1235518.646426 nChanged 316 SP:Iteration 12Q (5265.918283 sec): 3 clusters Score: Raw -1237509.865117 + Penalty 1848.637250 = -1235661.227867 nChanged 258 SP:Iteration 13Q (5265.949653 sec): 3 clusters Score: Raw -1237627.924986 + Penalty 1848.637250 = -1235779.287737 nChanged 220 SP:Iteration 14Q (5265.980954 sec): 3 clusters Score: Raw -1237717.777085 + Penalty 1848.637250 = -1235869.139835 nChanged 186 SP:Iteration 15Q (5266.011787 sec): 3 clusters Score: Raw -1237790.431906 + Penalty 1848.637250 = -1235941.794656 nChanged 168 SP:Iteration 16Q (5266.042717 sec): 3 clusters Score: Raw -1237848.622821 + Penalty 1848.637250 = -1235999.985571 nChanged 148 SP:Iteration 17Q (5266.073780 sec): 3 clusters Score: Raw -1237891.313905 + Penalty 1848.637250 = -1236042.676655 nChanged 135 SP:Iteration 18Q (5266.104595 sec): 3 clusters Score: Raw -1237929.423209 + Penalty 1848.637250 = -1236080.785959 nChanged 124 SP:Iteration 19Q (5266.135154 sec): 3 clusters Score: Raw -1237960.615889 + Penalty 1848.637250 = -1236111.978639 nChanged 95 SP:Iteration 20F (5266.167229 sec): 3 clusters Score: Raw -1237979.630504 + Penalty 1848.637250 = -1236130.993254 nChanged 86 SP:Iteration 21Q (5266.198009 sec): 3 clusters Score: Raw -1237999.851371 + Penalty 1848.637250 = -1236151.214121 nChanged 93 SP:Iteration 22Q (5266.228470 sec): 3 clusters Score: Raw -1238018.214593 + Penalty 1848.637250 = -1236169.577344 nChanged 64 SP:Iteration 23Q (5266.259045 sec): 3 clusters Score: Raw -1238026.758564 + Penalty 1848.637250 = -1236178.121314 nChanged 48 SP:Iteration 24Q (5266.289713 sec): 3 clusters Score: Raw -1238033.131341 + Penalty 1848.637250 = -1236184.494091 nChanged 39 SP:Iteration 25Q (5266.320290 sec): 3 clusters Score: Raw -1238037.651719 + Penalty 1848.637250 = -1236189.014469 nChanged 42 SP:Iteration 26Q (5266.350808 sec): 3 clusters Score: Raw -1238042.500700 + Penalty 1848.637250 = -1236193.863450 nChanged 49 SP:Iteration 27Q (5266.381173 sec): 3 clusters Score: Raw -1238049.166027 + Penalty 1848.637250 = -1236200.528777 nChanged 53 SP:Iteration 28Q (5266.411364 sec): 3 clusters Score: Raw -1238056.126234 + Penalty 1848.637250 = -1236207.488984 nChanged 40 SP:Iteration 29Q (5266.441640 sec): 3 clusters Score: Raw -1238061.985286 + Penalty 1848.637250 = -1236213.348036 nChanged 45 SP:Iteration 30Q (5266.471786 sec): 3 clusters Score: Raw -1238067.055992 + Penalty 1848.637250 = -1236218.418742 nChanged 58 SP:Iteration 31Q (5266.502011 sec): 3 clusters Score: Raw -1238075.247237 + Penalty 1848.637250 = -1236226.609987 nChanged 65 SP:Iteration 32Q (5266.532158 sec): 3 clusters Score: Raw -1238085.641269 + Penalty 1848.637250 = -1236237.004019 nChanged 63 SP:Iteration 33Q (5266.562092 sec): 3 clusters Score: Raw -1238095.038595 + Penalty 1848.637250 = -1236246.401345 nChanged 55 SP:Iteration 34Q (5266.592163 sec): 3 clusters Score: Raw -1238103.253187 + Penalty 1848.637250 = -1236254.615938 nChanged 57 SP:Iteration 35Q (5266.622109 sec): 3 clusters Score: Raw -1238111.681069 + Penalty 1848.637250 = -1236263.043819 nChanged 59 SP:Iteration 36Q (5266.652060 sec): 3 clusters Score: Raw -1238121.102036 + Penalty 1848.637250 = -1236272.464786 nChanged 66 SP:Iteration 37Q (5266.681854 sec): 3 clusters Score: Raw -1238132.045539 + Penalty 1848.637250 = -1236283.408289 nChanged 75 SP:Iteration 38Q (5266.711764 sec): 3 clusters Score: Raw -1238144.150137 + Penalty 1848.637250 = -1236295.512887 nChanged 77 SP:Iteration 39Q (5266.741703 sec): 3 clusters Score: Raw -1238159.512201 + Penalty 1848.637250 = -1236310.874951 nChanged 81 SP:Iteration 40F (5266.773798 sec): 3 clusters Score: Raw -1238175.714539 + Penalty 1848.637250 = -1236327.077289 nChanged 82 SP:Iteration 41Q (5266.803840 sec): 3 clusters Score: Raw -1238193.614969 + Penalty 1848.637250 = -1236344.977720 nChanged 101 SP:Iteration 42Q (5266.833456 sec): 3 clusters Score: Raw -1238214.425226 + Penalty 1848.637250 = -1236365.787976 nChanged 74 SP:Iteration 43Q (5266.863098 sec): 3 clusters Score: Raw -1238228.672114 + Penalty 1848.637250 = -1236380.034864 nChanged 75 SP:Iteration 44Q (5266.892546 sec): 3 clusters Score: Raw -1238241.463608 + Penalty 1848.637250 = -1236392.826358 nChanged 73 SP:Iteration 45Q (5266.922155 sec): 3 clusters Score: Raw -1238254.346333 + Penalty 1848.637250 = -1236405.709083 nChanged 70 SP:Iteration 46Q (5266.951693 sec): 3 clusters Score: Raw -1238267.940564 + Penalty 1848.637250 = -1236419.303314 nChanged 65 SP:Iteration 47Q (5266.981107 sec): 3 clusters Score: Raw -1238278.573656 + Penalty 1848.637250 = -1236429.936406 nChanged 57 SP:Iteration 48Q (5267.010576 sec): 3 clusters Score: Raw -1238288.063811 + Penalty 1848.637250 = -1236439.426561 nChanged 53 SP:Iteration 49Q (5267.039876 sec): 3 clusters Score: Raw -1238297.788361 + Penalty 1848.637250 = -1236449.151111 nChanged 45 SP:Iteration 50Q (5267.069282 sec): 3 clusters Score: Raw -1238306.223073 + Penalty 1848.637250 = -1236457.585824 nChanged 53 SP:Iteration 51Q (5267.098413 sec): 3 clusters Score: Raw -1238317.212722 + Penalty 1848.637250 = -1236468.575472 nChanged 47 SP:Iteration 52Q (5267.127775 sec): 3 clusters Score: Raw -1238324.105604 + Penalty 1848.637250 = -1236475.468354 nChanged 34 SP:Iteration 53Q (5267.156943 sec): 3 clusters Score: Raw -1238328.386097 + Penalty 1848.637250 = -1236479.748847 nChanged 30 SP:Iteration 54Q (5267.186187 sec): 3 clusters Score: Raw -1238331.781235 + Penalty 1848.637250 = -1236483.143985 nChanged 21 SP:Iteration 55Q (5267.215375 sec): 3 clusters Score: Raw -1238334.208871 + Penalty 1848.637250 = -1236485.571621 nChanged 22 SP:Iteration 56Q (5267.244524 sec): 3 clusters Score: Raw -1238336.267556 + Penalty 1848.637250 = -1236487.630306 nChanged 18 SP:Iteration 57Q (5267.273661 sec): 3 clusters Score: Raw -1238338.302139 + Penalty 1848.637250 = -1236489.664889 nChanged 17 SP:Iteration 58Q (5267.302687 sec): 3 clusters Score: Raw -1238339.982490 + Penalty 1848.637250 = -1236491.345241 nChanged 15 SP:Iteration 59Q (5267.331646 sec): 3 clusters Score: Raw -1238341.212935 + Penalty 1848.637250 = -1236492.575686 nChanged 9 SP:Iteration 60F (5267.363973 sec): 3 clusters Score: Raw -1238342.038063 + Penalty 1848.637250 = -1236493.400813 nChanged 11 SP:Iteration 61Q (5267.393533 sec): 3 clusters Score: Raw -1238342.786482 + Penalty 1848.637250 = -1236494.149232 nChanged 5 SP:Iteration 62Q (5267.422705 sec): 3 clusters Score: Raw -1238343.023800 + Penalty 1848.637250 = -1236494.386550 nChanged 5 SP:Iteration 63Q (5267.486838 sec): 3 clusters Score: Raw -1238343.317452 + Penalty 1848.637250 = -1236494.680202 nChanged 4 SP:Iteration 64Q (5267.507977 sec): 3 clusters Score: Raw -1238343.505373 + Penalty 1848.637250 = -1236494.868123 nChanged 3 SP:Iteration 65Q (5267.537153 sec): 3 clusters Score: Raw -1238343.850336 + Penalty 1848.637250 = -1236495.213086 nChanged 4 SP:Iteration 66Q (5267.566438 sec): 3 clusters Score: Raw -1238344.355158 + Penalty 1848.637250 = -1236495.717908 nChanged 7 SP:Iteration 67Q (5267.595951 sec): 3 clusters Score: Raw -1238345.095221 + Penalty 1848.637250 = -1236496.457971 nChanged 10 SP:Iteration 68Q (5267.625226 sec): 3 clusters Score: Raw -1238346.346734 + Penalty 1848.637250 = -1236497.709485 nChanged 10 SP:Iteration 69Q (5267.689198 sec): 3 clusters Score: Raw -1238347.595423 + Penalty 1848.637250 = -1236498.958173 nChanged 12 SP:Iteration 70Q (5267.755072 sec): 3 clusters Score: Raw -1238349.055144 + Penalty 1848.637250 = -1236500.417894 nChanged 13 SP:Iteration 71Q (5267.783002 sec): 3 clusters Score: Raw -1238350.265813 + Penalty 1848.637250 = -1236501.628563 nChanged 9 SP:Iteration 72Q (5267.812414 sec): 3 clusters Score: Raw -1238350.920292 + Penalty 1848.637250 = -1236502.283042 nChanged 11 SP:Iteration 73Q (5267.841991 sec): 3 clusters Score: Raw -1238351.912652 + Penalty 1848.637250 = -1236503.275403 nChanged 13 SP:Iteration 74Q (5267.871066 sec): 3 clusters Score: Raw -1238352.751922 + Penalty 1848.637250 = -1236504.114672 nChanged 9 SP:Iteration 75Q (5267.900771 sec): 3 clusters Score: Raw -1238353.517416 + Penalty 1848.637250 = -1236504.880166 nChanged 7 SP:Iteration 76Q (5267.929904 sec): 3 clusters Score: Raw -1238353.918976 + Penalty 1848.637250 = -1236505.281726 nChanged 4 SP:Iteration 77Q (5267.959291 sec): 3 clusters Score: Raw -1238354.098776 + Penalty 1848.637250 = -1236505.461526 nChanged 2 SP:Iteration 78Q (5267.988257 sec): 3 clusters Score: Raw -1238354.272231 + Penalty 1848.637250 = -1236505.634981 nChanged 3 SP:Iteration 79Q (5268.017324 sec): 3 clusters Score: Raw -1238354.520744 + Penalty 1848.637250 = -1236505.883494 nChanged 1 SP:Iteration 80F (5268.049588 sec): 3 clusters Score: Raw -1238354.582239 + Penalty 1848.637250 = -1236505.944989 nChanged 0 Trying to split cluster 7 (16427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5268.075545 sec): 2 clusters Score: Raw -1271914.757443 + Penalty 922.134752 = -1270992.622691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5268.107572 sec): 3 clusters Score: Raw -1261775.456728 + Penalty 1844.269504 = -1259931.187223 nChanged 7719 SP:Iteration 1F (5268.137841 sec): 3 clusters Score: Raw -1266357.281344 + Penalty 1844.269504 = -1264513.011839 nChanged 969 SP:Iteration 2F (5268.168482 sec): 3 clusters Score: Raw -1266849.532113 + Penalty 1844.269504 = -1265005.262608 nChanged 1008 SP:Iteration 3F (5268.199005 sec): 3 clusters Score: Raw -1267407.099417 + Penalty 1844.269504 = -1265562.829913 nChanged 998 SP:Iteration 4F (5268.229461 sec): 3 clusters Score: Raw -1268059.869791 + Penalty 1844.269504 = -1266215.600287 nChanged 1081 SP:Iteration 5F (5268.260003 sec): 3 clusters Score: Raw -1268797.008195 + Penalty 1844.269504 = -1266952.738690 nChanged 1018 SP:Iteration 6F (5268.290460 sec): 3 clusters Score: Raw -1269497.612115 + Penalty 1844.269504 = -1267653.342611 nChanged 830 SP:Iteration 7F (5268.320847 sec): 3 clusters Score: Raw -1270014.995676 + Penalty 1844.269504 = -1268170.726172 nChanged 634 SP:Iteration 8Q (5268.351323 sec): 3 clusters Score: Raw -1270310.165318 + Penalty 1844.269504 = -1268465.895813 nChanged 479 SP:Iteration 9Q (5268.381536 sec): 3 clusters Score: Raw -1270489.034401 + Penalty 1844.269504 = -1268644.764897 nChanged 369 SP:Iteration 10Q (5268.411918 sec): 3 clusters Score: Raw -1270612.426001 + Penalty 1844.269504 = -1268768.156497 nChanged 304 SP:Iteration 11Q (5268.442019 sec): 3 clusters Score: Raw -1270710.721804 + Penalty 1844.269504 = -1268866.452300 nChanged 284 SP:Iteration 12Q (5268.472366 sec): 3 clusters Score: Raw -1270794.410648 + Penalty 1844.269504 = -1268950.141144 nChanged 244 SP:Iteration 13Q (5268.502428 sec): 3 clusters Score: Raw -1270875.878396 + Penalty 1844.269504 = -1269031.608891 nChanged 248 SP:Iteration 14Q (5268.532596 sec): 3 clusters Score: Raw -1270968.092838 + Penalty 1844.269504 = -1269123.823334 nChanged 284 SP:Iteration 15Q (5268.562604 sec): 3 clusters Score: Raw -1271097.313507 + Penalty 1844.269504 = -1269253.044003 nChanged 294 SP:Iteration 16Q (5268.592672 sec): 3 clusters Score: Raw -1271248.769271 + Penalty 1844.269504 = -1269404.499767 nChanged 314 SP:Iteration 17Q (5268.622557 sec): 3 clusters Score: Raw -1271412.125709 + Penalty 1844.269504 = -1269567.856205 nChanged 294 SP:Iteration 18Q (5268.652419 sec): 3 clusters Score: Raw -1271559.738886 + Penalty 1844.269504 = -1269715.469381 nChanged 278 SP:Iteration 19Q (5268.695485 sec): 3 clusters Score: Raw -1271710.579360 + Penalty 1844.269504 = -1269866.309856 nChanged 263 SP:Iteration 20F (5268.725305 sec): 3 clusters Score: Raw -1271843.735041 + Penalty 1844.269504 = -1269999.465536 nChanged 222 SP:Iteration 21Q (5268.755021 sec): 3 clusters Score: Raw -1271941.290777 + Penalty 1844.269504 = -1270097.021273 nChanged 170 SP:Iteration 22Q (5268.784603 sec): 3 clusters Score: Raw -1272004.188333 + Penalty 1844.269504 = -1270159.918829 nChanged 148 SP:Iteration 23Q (5268.814027 sec): 3 clusters Score: Raw -1272047.134761 + Penalty 1844.269504 = -1270202.865257 nChanged 122 SP:Iteration 24Q (5268.843429 sec): 3 clusters Score: Raw -1272077.192895 + Penalty 1844.269504 = -1270232.923391 nChanged 95 SP:Iteration 25Q (5268.872702 sec): 3 clusters Score: Raw -1272098.579173 + Penalty 1844.269504 = -1270254.309669 nChanged 92 SP:Iteration 26Q (5268.901900 sec): 3 clusters Score: Raw -1272121.777715 + Penalty 1844.269504 = -1270277.508211 nChanged 73 SP:Iteration 27Q (5268.931027 sec): 3 clusters Score: Raw -1272138.159292 + Penalty 1844.269504 = -1270293.889787 nChanged 72 SP:Iteration 28Q (5268.960012 sec): 3 clusters Score: Raw -1272151.020441 + Penalty 1844.269504 = -1270306.750937 nChanged 74 SP:Iteration 29Q (5268.988918 sec): 3 clusters Score: Raw -1272162.161736 + Penalty 1844.269504 = -1270317.892231 nChanged 59 SP:Iteration 30Q (5269.018000 sec): 3 clusters Score: Raw -1272171.918971 + Penalty 1844.269504 = -1270327.649466 nChanged 52 SP:Iteration 31Q (5269.046691 sec): 3 clusters Score: Raw -1272179.988945 + Penalty 1844.269504 = -1270335.719441 nChanged 49 SP:Iteration 32Q (5269.075609 sec): 3 clusters Score: Raw -1272187.887118 + Penalty 1844.269504 = -1270343.617613 nChanged 51 SP:Iteration 33Q (5269.104290 sec): 3 clusters Score: Raw -1272194.852023 + Penalty 1844.269504 = -1270350.582519 nChanged 34 SP:Iteration 34Q (5269.132906 sec): 3 clusters Score: Raw -1272198.313315 + Penalty 1844.269504 = -1270354.043811 nChanged 26 SP:Iteration 35Q (5269.161605 sec): 3 clusters Score: Raw -1272200.846584 + Penalty 1844.269504 = -1270356.577079 nChanged 26 SP:Iteration 36Q (5269.190431 sec): 3 clusters Score: Raw -1272204.086828 + Penalty 1844.269504 = -1270359.817324 nChanged 28 SP:Iteration 37Q (5269.219027 sec): 3 clusters Score: Raw -1272208.118026 + Penalty 1844.269504 = -1270363.848522 nChanged 34 SP:Iteration 38Q (5269.247463 sec): 3 clusters Score: Raw -1272212.453438 + Penalty 1844.269504 = -1270368.183933 nChanged 35 SP:Iteration 39Q (5269.275938 sec): 3 clusters Score: Raw -1272216.858160 + Penalty 1844.269504 = -1270372.588655 nChanged 35 SP:Iteration 40F (5269.306249 sec): 3 clusters Score: Raw -1272221.337661 + Penalty 1844.269504 = -1270377.068156 nChanged 36 SP:Iteration 41Q (5269.334920 sec): 3 clusters Score: Raw -1272225.839487 + Penalty 1844.269504 = -1270381.569982 nChanged 23 SP:Iteration 42Q (5269.363469 sec): 3 clusters Score: Raw -1272228.215700 + Penalty 1844.269504 = -1270383.946196 nChanged 22 SP:Iteration 43Q (5269.392035 sec): 3 clusters Score: Raw -1272230.636893 + Penalty 1844.269504 = -1270386.367389 nChanged 26 SP:Iteration 44Q (5269.420724 sec): 3 clusters Score: Raw -1272233.760964 + Penalty 1844.269504 = -1270389.491459 nChanged 20 SP:Iteration 45Q (5269.449207 sec): 3 clusters Score: Raw -1272235.832523 + Penalty 1844.269504 = -1270391.563019 nChanged 23 SP:Iteration 46Q (5269.477668 sec): 3 clusters Score: Raw -1272238.707647 + Penalty 1844.269504 = -1270394.438142 nChanged 19 SP:Iteration 47Q (5269.506067 sec): 3 clusters Score: Raw -1272240.814463 + Penalty 1844.269504 = -1270396.544959 nChanged 17 SP:Iteration 48Q (5269.534563 sec): 3 clusters Score: Raw -1272242.333335 + Penalty 1844.269504 = -1270398.063831 nChanged 8 SP:Iteration 49Q (5269.563049 sec): 3 clusters Score: Raw -1272242.809428 + Penalty 1844.269504 = -1270398.539924 nChanged 8 SP:Iteration 50Q (5269.591560 sec): 3 clusters Score: Raw -1272243.497664 + Penalty 1844.269504 = -1270399.228160 nChanged 7 SP:Iteration 51Q (5269.619960 sec): 3 clusters Score: Raw -1272243.974322 + Penalty 1844.269504 = -1270399.704818 nChanged 5 SP:Iteration 52Q (5269.648383 sec): 3 clusters Score: Raw -1272244.315880 + Penalty 1844.269504 = -1270400.046375 nChanged 6 SP:Iteration 53Q (5269.676858 sec): 3 clusters Score: Raw -1272244.692142 + Penalty 1844.269504 = -1270400.422638 nChanged 8 SP:Iteration 54Q (5269.705361 sec): 3 clusters Score: Raw -1272245.372402 + Penalty 1844.269504 = -1270401.102898 nChanged 7 SP:Iteration 55Q (5269.733773 sec): 3 clusters Score: Raw -1272245.786216 + Penalty 1844.269504 = -1270401.516712 nChanged 7 SP:Iteration 56Q (5269.762549 sec): 3 clusters Score: Raw -1272246.368859 + Penalty 1844.269504 = -1270402.099355 nChanged 3 SP:Iteration 57Q (5269.791102 sec): 3 clusters Score: Raw -1272246.557619 + Penalty 1844.269504 = -1270402.288115 nChanged 3 SP:Iteration 58Q (5269.819774 sec): 3 clusters Score: Raw -1272246.709347 + Penalty 1844.269504 = -1270402.439842 nChanged 0 SP:Iteration 59F (5269.850108 sec): 3 clusters Score: Raw -1272246.709347 + Penalty 1844.269504 = -1270402.439842 nChanged 0 Trying to split cluster 8 (44585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5269.903138 sec): 2 clusters Score: Raw -3136778.002408 + Penalty 1016.989512 = -3135761.012896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5269.971523 sec): 3 clusters Score: Raw -3107843.872973 + Penalty 2033.979024 = -3105809.893949 nChanged 21276 SP:Iteration 1F (5270.033612 sec): 3 clusters Score: Raw -3120016.391350 + Penalty 2033.979024 = -3117982.412326 nChanged 2046 SP:Iteration 2Q (5270.099703 sec): 3 clusters Score: Raw -3120776.056119 + Penalty 2033.979024 = -3118742.077095 nChanged 2215 SP:Iteration 3Q (5270.164721 sec): 3 clusters Score: Raw -3121770.393711 + Penalty 2033.979024 = -3119736.414687 nChanged 2505 SP:Iteration 4F (5270.225752 sec): 3 clusters Score: Raw -3123081.861982 + Penalty 2033.979024 = -3121047.882958 nChanged 2637 SP:Iteration 5F (5270.287841 sec): 3 clusters Score: Raw -3124576.945197 + Penalty 2033.979024 = -3122542.966173 nChanged 2630 SP:Iteration 6F (5270.350068 sec): 3 clusters Score: Raw -3126133.801532 + Penalty 2033.979024 = -3124099.822508 nChanged 2488 SP:Iteration 7F (5270.412016 sec): 3 clusters Score: Raw -3127468.102812 + Penalty 2033.979024 = -3125434.123787 nChanged 2187 SP:Iteration 8Q (5270.477144 sec): 3 clusters Score: Raw -3128484.944603 + Penalty 2033.979024 = -3126450.965579 nChanged 1849 SP:Iteration 9Q (5270.540908 sec): 3 clusters Score: Raw -3129281.258330 + Penalty 2033.979024 = -3127247.279306 nChanged 1657 SP:Iteration 10Q (5270.604393 sec): 3 clusters Score: Raw -3129936.831545 + Penalty 2033.979024 = -3127902.852521 nChanged 1449 SP:Iteration 11Q (5270.667456 sec): 3 clusters Score: Raw -3130437.125573 + Penalty 2033.979024 = -3128403.146549 nChanged 1178 SP:Iteration 12Q (5270.730217 sec): 3 clusters Score: Raw -3130780.676529 + Penalty 2033.979024 = -3128746.697505 nChanged 965 SP:Iteration 13Q (5270.792540 sec): 3 clusters Score: Raw -3131035.646335 + Penalty 2033.979024 = -3129001.667311 nChanged 864 SP:Iteration 14Q (5270.855006 sec): 3 clusters Score: Raw -3131255.320679 + Penalty 2033.979024 = -3129221.341655 nChanged 772 SP:Iteration 15Q (5270.916844 sec): 3 clusters Score: Raw -3131453.538888 + Penalty 2033.979024 = -3129419.559864 nChanged 774 SP:Iteration 16Q (5270.978596 sec): 3 clusters Score: Raw -3131663.525082 + Penalty 2033.979024 = -3129629.546058 nChanged 756 SP:Iteration 17Q (5271.040079 sec): 3 clusters Score: Raw -3131874.766252 + Penalty 2033.979024 = -3129840.787228 nChanged 780 SP:Iteration 18Q (5271.101465 sec): 3 clusters Score: Raw -3132116.996153 + Penalty 2033.979024 = -3130083.017129 nChanged 765 SP:Iteration 19Q (5271.162443 sec): 3 clusters Score: Raw -3132348.466256 + Penalty 2033.979024 = -3130314.487232 nChanged 775 SP:Iteration 20F (5271.223641 sec): 3 clusters Score: Raw -3132602.023096 + Penalty 2033.979024 = -3130568.044072 nChanged 774 SP:Iteration 21Q (5271.284807 sec): 3 clusters Score: Raw -3132864.027934 + Penalty 2033.979024 = -3130830.048910 nChanged 756 SP:Iteration 22Q (5271.345007 sec): 3 clusters Score: Raw -3133138.841334 + Penalty 2033.979024 = -3131104.862310 nChanged 784 SP:Iteration 23Q (5271.404899 sec): 3 clusters Score: Raw -3133457.070482 + Penalty 2033.979024 = -3131423.091458 nChanged 839 SP:Iteration 24Q (5271.464359 sec): 3 clusters Score: Raw -3133811.927550 + Penalty 2033.979024 = -3131777.948526 nChanged 789 SP:Iteration 25Q (5271.523491 sec): 3 clusters Score: Raw -3134130.703130 + Penalty 2033.979024 = -3132096.724106 nChanged 746 SP:Iteration 26Q (5271.582266 sec): 3 clusters Score: Raw -3134433.029663 + Penalty 2033.979024 = -3132399.050639 nChanged 750 SP:Iteration 27Q (5271.640702 sec): 3 clusters Score: Raw -3134746.626982 + Penalty 2033.979024 = -3132712.647957 nChanged 697 SP:Iteration 28Q (5271.698699 sec): 3 clusters Score: Raw -3135039.886272 + Penalty 2033.979024 = -3133005.907248 nChanged 666 SP:Iteration 29Q (5271.756385 sec): 3 clusters Score: Raw -3135318.193955 + Penalty 2033.979024 = -3133284.214931 nChanged 583 SP:Iteration 30Q (5271.813421 sec): 3 clusters Score: Raw -3135569.245857 + Penalty 2033.979024 = -3133535.266833 nChanged 563 SP:Iteration 31Q (5271.869984 sec): 3 clusters Score: Raw -3135828.928903 + Penalty 2033.979024 = -3133794.949879 nChanged 507 SP:Iteration 32Q (5271.926411 sec): 3 clusters Score: Raw -3136081.486416 + Penalty 2033.979024 = -3134047.507392 nChanged 460 SP:Iteration 33Q (5271.982282 sec): 3 clusters Score: Raw -3136318.561060 + Penalty 2033.979024 = -3134284.582036 nChanged 411 SP:Iteration 34Q (5272.037790 sec): 3 clusters Score: Raw -3136523.321751 + Penalty 2033.979024 = -3134489.342727 nChanged 314 SP:Iteration 35Q (5272.092957 sec): 3 clusters Score: Raw -3136675.151837 + Penalty 2033.979024 = -3134641.172813 nChanged 246 SP:Iteration 36Q (5272.147569 sec): 3 clusters Score: Raw -3136787.867168 + Penalty 2033.979024 = -3134753.888143 nChanged 181 SP:Iteration 37Q (5272.202145 sec): 3 clusters Score: Raw -3136862.739049 + Penalty 2033.979024 = -3134828.760025 nChanged 145 SP:Iteration 38Q (5272.256190 sec): 3 clusters Score: Raw -3136913.193938 + Penalty 2033.979024 = -3134879.214914 nChanged 112 SP:Iteration 39Q (5272.309776 sec): 3 clusters Score: Raw -3136947.483959 + Penalty 2033.979024 = -3134913.504934 nChanged 88 SP:Iteration 40F (5272.371134 sec): 3 clusters Score: Raw -3136975.105068 + Penalty 2033.979024 = -3134941.126044 nChanged 72 SP:Iteration 41Q (5272.424446 sec): 3 clusters Score: Raw -3136999.451751 + Penalty 2033.979024 = -3134965.472726 nChanged 62 SP:Iteration 42Q (5272.477596 sec): 3 clusters Score: Raw -3137020.715176 + Penalty 2033.979024 = -3134986.736152 nChanged 58 SP:Iteration 43Q (5272.530882 sec): 3 clusters Score: Raw -3137040.503712 + Penalty 2033.979024 = -3135006.524688 nChanged 38 SP:Iteration 44Q (5272.583964 sec): 3 clusters Score: Raw -3137053.006760 + Penalty 2033.979024 = -3135019.027736 nChanged 36 SP:Iteration 45Q (5272.637145 sec): 3 clusters Score: Raw -3137061.865396 + Penalty 2033.979024 = -3135027.886372 nChanged 30 SP:Iteration 46Q (5272.690051 sec): 3 clusters Score: Raw -3137070.063254 + Penalty 2033.979024 = -3135036.084229 nChanged 25 SP:Iteration 47Q (5272.743166 sec): 3 clusters Score: Raw -3137076.242442 + Penalty 2033.979024 = -3135042.263418 nChanged 20 SP:Iteration 48Q (5272.795929 sec): 3 clusters Score: Raw -3137082.243856 + Penalty 2033.979024 = -3135048.264832 nChanged 18 SP:Iteration 49Q (5272.849251 sec): 3 clusters Score: Raw -3137086.641355 + Penalty 2033.979024 = -3135052.662331 nChanged 18 SP:Iteration 50Q (5272.901280 sec): 3 clusters Score: Raw -3137090.414926 + Penalty 2033.979024 = -3135056.435902 nChanged 8 SP:Iteration 51Q (5272.954858 sec): 3 clusters Score: Raw -3137092.345339 + Penalty 2033.979024 = -3135058.366315 nChanged 10 SP:Iteration 52Q (5273.008187 sec): 3 clusters Score: Raw -3137094.140331 + Penalty 2033.979024 = -3135060.161307 nChanged 5 SP:Iteration 53Q (5273.061374 sec): 3 clusters Score: Raw -3137095.042982 + Penalty 2033.979024 = -3135061.063957 nChanged 6 SP:Iteration 54Q (5273.114246 sec): 3 clusters Score: Raw -3137096.374234 + Penalty 2033.979024 = -3135062.395210 nChanged 9 SP:Iteration 55Q (5273.167414 sec): 3 clusters Score: Raw -3137098.238958 + Penalty 2033.979024 = -3135064.259934 nChanged 6 SP:Iteration 56Q (5273.220205 sec): 3 clusters Score: Raw -3137100.157263 + Penalty 2033.979024 = -3135066.178239 nChanged 12 SP:Iteration 57Q (5273.273388 sec): 3 clusters Score: Raw -3137104.055447 + Penalty 2033.979024 = -3135070.076423 nChanged 10 SP:Iteration 58Q (5273.326389 sec): 3 clusters Score: Raw -3137106.872150 + Penalty 2033.979024 = -3135072.893126 nChanged 9 SP:Iteration 59Q (5273.379314 sec): 3 clusters Score: Raw -3137108.876920 + Penalty 2033.979024 = -3135074.897896 nChanged 7 SP:Iteration 60F (5273.440586 sec): 3 clusters Score: Raw -3137110.381147 + Penalty 2033.979024 = -3135076.402122 nChanged 5 SP:Iteration 61Q (5273.493200 sec): 3 clusters Score: Raw -3137112.082754 + Penalty 2033.979024 = -3135078.103730 nChanged 5 SP:Iteration 62Q (5273.545996 sec): 3 clusters Score: Raw -3137113.144798 + Penalty 2033.979024 = -3135079.165774 nChanged 6 SP:Iteration 63Q (5273.599041 sec): 3 clusters Score: Raw -3137114.278560 + Penalty 2033.979024 = -3135080.299535 nChanged 2 SP:Iteration 64Q (5273.651948 sec): 3 clusters Score: Raw -3137114.737995 + Penalty 2033.979024 = -3135080.758971 nChanged 3 SP:Iteration 65Q (5273.704984 sec): 3 clusters Score: Raw -3137115.318842 + Penalty 2033.979024 = -3135081.339818 nChanged 3 SP:Iteration 66Q (5273.757829 sec): 3 clusters Score: Raw -3137116.255470 + Penalty 2033.979024 = -3135082.276446 nChanged 6 SP:Iteration 67Q (5273.810925 sec): 3 clusters Score: Raw -3137117.421445 + Penalty 2033.979024 = -3135083.442420 nChanged 4 SP:Iteration 68Q (5273.863720 sec): 3 clusters Score: Raw -3137117.935515 + Penalty 2033.979024 = -3135083.956491 nChanged 1 SP:Iteration 69Q (5273.916892 sec): 3 clusters Score: Raw -3137118.122870 + Penalty 2033.979024 = -3135084.143846 nChanged 1 SP:Iteration 70Q (5273.969626 sec): 3 clusters Score: Raw -3137118.473936 + Penalty 2033.979024 = -3135084.494912 nChanged 1 SP:Iteration 71Q (5274.022675 sec): 3 clusters Score: Raw -3137118.603310 + Penalty 2033.979024 = -3135084.624286 nChanged 1 SP:Iteration 72Q (5274.075361 sec): 3 clusters Score: Raw -3137118.687063 + Penalty 2033.979024 = -3135084.708039 nChanged 0 SP:Iteration 73F (5274.136933 sec): 3 clusters Score: Raw -3137118.687063 + Penalty 2033.979024 = -3135084.708039 nChanged 0 Trying to split cluster 9 (30859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5274.170643 sec): 2 clusters Score: Raw -2323953.197314 + Penalty 982.032453 = -2322971.164860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5274.224333 sec): 3 clusters Score: Raw -2304334.620760 + Penalty 1964.064907 = -2302370.555853 nChanged 14467 SP:Iteration 1F (5274.273098 sec): 3 clusters Score: Raw -2312862.915009 + Penalty 1964.064907 = -2310898.850102 nChanged 1654 SP:Iteration 2F (5274.322236 sec): 3 clusters Score: Raw -2313569.079391 + Penalty 1964.064907 = -2311605.014484 nChanged 1829 SP:Iteration 3F (5274.372564 sec): 3 clusters Score: Raw -2314552.419520 + Penalty 1964.064907 = -2312588.354613 nChanged 2141 SP:Iteration 4F (5274.420241 sec): 3 clusters Score: Raw -2315919.936795 + Penalty 1964.064907 = -2313955.871888 nChanged 2286 SP:Iteration 5F (5274.469654 sec): 3 clusters Score: Raw -2317710.950271 + Penalty 1964.064907 = -2315746.885364 nChanged 2306 SP:Iteration 6F (5274.519919 sec): 3 clusters Score: Raw -2319772.451932 + Penalty 1964.064907 = -2317808.387025 nChanged 1920 SP:Iteration 7F (5274.569826 sec): 3 clusters Score: Raw -2321575.982786 + Penalty 1964.064907 = -2319611.917879 nChanged 1268 SP:Iteration 8Q (5274.618378 sec): 3 clusters Score: Raw -2322713.424640 + Penalty 1964.064907 = -2320749.359733 nChanged 741 SP:Iteration 9Q (5274.664894 sec): 3 clusters Score: Raw -2323322.446873 + Penalty 1964.064907 = -2321358.381966 nChanged 428 SP:Iteration 10Q (5274.735275 sec): 3 clusters Score: Raw -2323636.537574 + Penalty 1964.064907 = -2321672.472667 nChanged 227 SP:Iteration 11Q (5274.777838 sec): 3 clusters Score: Raw -2323789.809492 + Penalty 1964.064907 = -2321825.744585 nChanged 123 SP:Iteration 12Q (5274.821051 sec): 3 clusters Score: Raw -2323870.167091 + Penalty 1964.064907 = -2321906.102184 nChanged 91 SP:Iteration 13Q (5274.862433 sec): 3 clusters Score: Raw -2323938.652419 + Penalty 1964.064907 = -2321974.587512 nChanged 62 SP:Iteration 14Q (5274.904222 sec): 3 clusters Score: Raw -2323983.371882 + Penalty 1964.064907 = -2322019.306975 nChanged 36 SP:Iteration 15Q (5274.945059 sec): 3 clusters Score: Raw -2324007.469546 + Penalty 1964.064907 = -2322043.404639 nChanged 28 SP:Iteration 16Q (5274.986954 sec): 3 clusters Score: Raw -2324028.647118 + Penalty 1964.064907 = -2322064.582211 nChanged 26 SP:Iteration 17Q (5275.028472 sec): 3 clusters Score: Raw -2324045.120842 + Penalty 1964.064907 = -2322081.055935 nChanged 15 SP:Iteration 18Q (5275.070356 sec): 3 clusters Score: Raw -2324055.745271 + Penalty 1964.064907 = -2322091.680364 nChanged 12 SP:Iteration 19Q (5275.111524 sec): 3 clusters Score: Raw -2324067.923619 + Penalty 1964.064907 = -2322103.858712 nChanged 10 SP:Iteration 20F (5275.159518 sec): 3 clusters Score: Raw -2324077.405988 + Penalty 1964.064907 = -2322113.341081 nChanged 12 SP:Iteration 21Q (5275.201620 sec): 3 clusters Score: Raw -2324088.953359 + Penalty 1964.064907 = -2322124.888452 nChanged 7 SP:Iteration 22Q (5275.243866 sec): 3 clusters Score: Raw -2324097.410682 + Penalty 1964.064907 = -2322133.345775 nChanged 8 SP:Iteration 23Q (5275.285636 sec): 3 clusters Score: Raw -2324105.802323 + Penalty 1964.064907 = -2322141.737416 nChanged 3 SP:Iteration 24Q (5275.326620 sec): 3 clusters Score: Raw -2324110.588582 + Penalty 1964.064907 = -2322146.523675 nChanged 2 SP:Iteration 25Q (5275.368090 sec): 3 clusters Score: Raw -2324113.500494 + Penalty 1964.064907 = -2322149.435587 nChanged 2 SP:Iteration 26Q (5275.409868 sec): 3 clusters Score: Raw -2324114.755717 + Penalty 1964.064907 = -2322150.690810 nChanged 1 SP:Iteration 27Q (5275.451011 sec): 3 clusters Score: Raw -2324117.688469 + Penalty 1964.064907 = -2322153.623562 nChanged 3 SP:Iteration 28Q (5275.492525 sec): 3 clusters Score: Raw -2324119.088852 + Penalty 1964.064907 = -2322155.023945 nChanged 0 SP:Iteration 29F (5275.542073 sec): 3 clusters Score: Raw -2324119.088852 + Penalty 1964.064907 = -2322155.023945 nChanged 0 Trying to split cluster 10 (333 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5275.553267 sec): 2 clusters Score: Raw -14650.600233 + Penalty 551.773537 = -14098.826696 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5275.555266 sec): 3 clusters Score: Raw -14632.383397 + Penalty 1103.547073 = -13528.836324 nChanged 93 SP:Iteration 1F (5275.557023 sec): 3 clusters Score: Raw -14791.436530 + Penalty 1103.547073 = -13687.889457 nChanged 29 SP:Iteration 2F (5275.558882 sec): 3 clusters Score: Raw -14842.540289 + Penalty 1103.547073 = -13738.993216 nChanged 11 SP:Iteration 3Q (5275.560614 sec): 3 clusters Score: Raw -14860.547571 + Penalty 1103.547073 = -13757.000498 nChanged 8 SP:Iteration 4Q (5275.562315 sec): 3 clusters Score: Raw -14876.480960 + Penalty 1103.547073 = -13772.933887 nChanged 3 SP:Iteration 5Q (5275.564025 sec): 3 clusters Score: Raw -14884.938481 + Penalty 1103.547073 = -13781.391408 nChanged 2 SP:Iteration 6Q (5275.565734 sec): 3 clusters Score: Raw -14889.148648 + Penalty 1103.547073 = -13785.601575 nChanged 0 SP:Iteration 7F (5275.567446 sec): 3 clusters Score: Raw -14889.148648 + Penalty 1103.547073 = -13785.601575 nChanged 0 Trying to split cluster 11 (16588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5275.596567 sec): 2 clusters Score: Raw -1124564.450698 + Penalty 923.061308 = -1123641.389390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5275.630294 sec): 3 clusters Score: Raw -1114395.274307 + Penalty 1846.122616 = -1112549.151691 nChanged 7743 SP:Iteration 1F (5275.662288 sec): 3 clusters Score: Raw -1118618.728232 + Penalty 1846.122616 = -1116772.605616 nChanged 879 SP:Iteration 2F (5275.694200 sec): 3 clusters Score: Raw -1119005.590057 + Penalty 1846.122616 = -1117159.467441 nChanged 876 SP:Iteration 3F (5275.726433 sec): 3 clusters Score: Raw -1119431.602059 + Penalty 1846.122616 = -1117585.479443 nChanged 877 SP:Iteration 4F (5275.758313 sec): 3 clusters Score: Raw -1119885.411168 + Penalty 1846.122616 = -1118039.288552 nChanged 930 SP:Iteration 5F (5275.790267 sec): 3 clusters Score: Raw -1120408.142610 + Penalty 1846.122616 = -1118562.019994 nChanged 939 SP:Iteration 6F (5275.822142 sec): 3 clusters Score: Raw -1120974.266029 + Penalty 1846.122616 = -1119128.143413 nChanged 917 SP:Iteration 7F (5275.854066 sec): 3 clusters Score: Raw -1121560.232516 + Penalty 1846.122616 = -1119714.109900 nChanged 854 SP:Iteration 8F (5275.885953 sec): 3 clusters Score: Raw -1122174.941137 + Penalty 1846.122616 = -1120328.818520 nChanged 763 SP:Iteration 9Q (5275.917455 sec): 3 clusters Score: Raw -1122711.721992 + Penalty 1846.122616 = -1120865.599376 nChanged 655 SP:Iteration 10Q (5275.948258 sec): 3 clusters Score: Raw -1123162.851421 + Penalty 1846.122616 = -1121316.728805 nChanged 582 SP:Iteration 11Q (5275.978837 sec): 3 clusters Score: Raw -1123554.020564 + Penalty 1846.122616 = -1121707.897948 nChanged 477 SP:Iteration 12Q (5276.009023 sec): 3 clusters Score: Raw -1123822.895641 + Penalty 1846.122616 = -1121976.773025 nChanged 390 SP:Iteration 13Q (5276.039209 sec): 3 clusters Score: Raw -1124040.473439 + Penalty 1846.122616 = -1122194.350823 nChanged 358 SP:Iteration 14Q (5276.068521 sec): 3 clusters Score: Raw -1124232.664204 + Penalty 1846.122616 = -1122386.541588 nChanged 305 SP:Iteration 15Q (5276.097867 sec): 3 clusters Score: Raw -1124395.529387 + Penalty 1846.122616 = -1122549.406771 nChanged 252 SP:Iteration 16Q (5276.126926 sec): 3 clusters Score: Raw -1124510.377241 + Penalty 1846.122616 = -1122664.254624 nChanged 179 SP:Iteration 17Q (5276.155797 sec): 3 clusters Score: Raw -1124595.437683 + Penalty 1846.122616 = -1122749.315067 nChanged 161 SP:Iteration 18Q (5276.184470 sec): 3 clusters Score: Raw -1124660.111612 + Penalty 1846.122616 = -1122813.988996 nChanged 135 SP:Iteration 19Q (5276.213134 sec): 3 clusters Score: Raw -1124705.656183 + Penalty 1846.122616 = -1122859.533567 nChanged 86 SP:Iteration 20F (5276.244884 sec): 3 clusters Score: Raw -1124734.982895 + Penalty 1846.122616 = -1122888.860278 nChanged 79 SP:Iteration 21Q (5276.273350 sec): 3 clusters Score: Raw -1124760.293014 + Penalty 1846.122616 = -1122914.170398 nChanged 58 SP:Iteration 22Q (5276.301488 sec): 3 clusters Score: Raw -1124774.871538 + Penalty 1846.122616 = -1122928.748922 nChanged 44 SP:Iteration 23Q (5276.329859 sec): 3 clusters Score: Raw -1124785.941437 + Penalty 1846.122616 = -1122939.818821 nChanged 42 SP:Iteration 24Q (5276.358223 sec): 3 clusters Score: Raw -1124797.502100 + Penalty 1846.122616 = -1122951.379484 nChanged 34 SP:Iteration 25Q (5276.386277 sec): 3 clusters Score: Raw -1124804.872201 + Penalty 1846.122616 = -1122958.749585 nChanged 32 SP:Iteration 26Q (5276.414489 sec): 3 clusters Score: Raw -1124815.017334 + Penalty 1846.122616 = -1122968.894718 nChanged 30 SP:Iteration 27Q (5276.442628 sec): 3 clusters Score: Raw -1124823.655567 + Penalty 1846.122616 = -1122977.532951 nChanged 29 SP:Iteration 28Q (5276.472509 sec): 3 clusters Score: Raw -1124829.874343 + Penalty 1846.122616 = -1122983.751727 nChanged 25 SP:Iteration 29Q (5276.500637 sec): 3 clusters Score: Raw -1124838.353934 + Penalty 1846.122616 = -1122992.231318 nChanged 31 SP:Iteration 30Q (5276.528591 sec): 3 clusters Score: Raw -1124852.474359 + Penalty 1846.122616 = -1123006.351742 nChanged 31 SP:Iteration 31Q (5276.556725 sec): 3 clusters Score: Raw -1124864.783056 + Penalty 1846.122616 = -1123018.660440 nChanged 31 SP:Iteration 32Q (5276.584806 sec): 3 clusters Score: Raw -1124877.859468 + Penalty 1846.122616 = -1123031.736852 nChanged 32 SP:Iteration 33Q (5276.612842 sec): 3 clusters Score: Raw -1124891.696848 + Penalty 1846.122616 = -1123045.574232 nChanged 27 SP:Iteration 34Q (5276.640792 sec): 3 clusters Score: Raw -1124899.379709 + Penalty 1846.122616 = -1123053.257093 nChanged 22 SP:Iteration 35Q (5276.668719 sec): 3 clusters Score: Raw -1124904.716443 + Penalty 1846.122616 = -1123058.593827 nChanged 20 SP:Iteration 36Q (5276.696524 sec): 3 clusters Score: Raw -1124909.191373 + Penalty 1846.122616 = -1123063.068757 nChanged 14 SP:Iteration 37Q (5276.724370 sec): 3 clusters Score: Raw -1124912.318751 + Penalty 1846.122616 = -1123066.196135 nChanged 6 SP:Iteration 38Q (5276.752196 sec): 3 clusters Score: Raw -1124913.597512 + Penalty 1846.122616 = -1123067.474896 nChanged 7 SP:Iteration 39Q (5276.780277 sec): 3 clusters Score: Raw -1124915.590377 + Penalty 1846.122616 = -1123069.467761 nChanged 10 SP:Iteration 40F (5276.812278 sec): 3 clusters Score: Raw -1124918.119104 + Penalty 1846.122616 = -1123071.996488 nChanged 9 SP:Iteration 41Q (5276.840361 sec): 3 clusters Score: Raw -1124920.399784 + Penalty 1846.122616 = -1123074.277168 nChanged 7 SP:Iteration 42Q (5276.868214 sec): 3 clusters Score: Raw -1124922.021510 + Penalty 1846.122616 = -1123075.898894 nChanged 11 SP:Iteration 43Q (5276.895896 sec): 3 clusters Score: Raw -1124924.899481 + Penalty 1846.122616 = -1123078.776865 nChanged 12 SP:Iteration 44Q (5276.923740 sec): 3 clusters Score: Raw -1124927.733699 + Penalty 1846.122616 = -1123081.611083 nChanged 15 SP:Iteration 45Q (5276.951410 sec): 3 clusters Score: Raw -1124931.283495 + Penalty 1846.122616 = -1123085.160879 nChanged 10 SP:Iteration 46Q (5276.979160 sec): 3 clusters Score: Raw -1124933.433174 + Penalty 1846.122616 = -1123087.310558 nChanged 8 SP:Iteration 47Q (5277.007115 sec): 3 clusters Score: Raw -1124934.977265 + Penalty 1846.122616 = -1123088.854649 nChanged 11 SP:Iteration 48Q (5277.034978 sec): 3 clusters Score: Raw -1124937.377873 + Penalty 1846.122616 = -1123091.255257 nChanged 12 SP:Iteration 49Q (5277.062839 sec): 3 clusters Score: Raw -1124939.201685 + Penalty 1846.122616 = -1123093.079069 nChanged 7 SP:Iteration 50Q (5277.090610 sec): 3 clusters Score: Raw -1124940.378994 + Penalty 1846.122616 = -1123094.256378 nChanged 3 SP:Iteration 51Q (5277.118569 sec): 3 clusters Score: Raw -1124940.897147 + Penalty 1846.122616 = -1123094.774531 nChanged 3 SP:Iteration 52Q (5277.146214 sec): 3 clusters Score: Raw -1124941.379119 + Penalty 1846.122616 = -1123095.256503 nChanged 1 SP:Iteration 53Q (5277.174036 sec): 3 clusters Score: Raw -1124941.479613 + Penalty 1846.122616 = -1123095.356997 nChanged 2 SP:Iteration 54Q (5277.201759 sec): 3 clusters Score: Raw -1124941.563068 + Penalty 1846.122616 = -1123095.440452 nChanged 1 SP:Iteration 55Q (5277.229479 sec): 3 clusters Score: Raw -1124941.642836 + Penalty 1846.122616 = -1123095.520220 nChanged 1 SP:Iteration 56Q (5277.257263 sec): 3 clusters Score: Raw -1124941.808441 + Penalty 1846.122616 = -1123095.685825 nChanged 0 SP:Iteration 57F (5277.289247 sec): 3 clusters Score: Raw -1124941.808441 + Penalty 1846.122616 = -1123095.685825 nChanged 0 Trying to split cluster 12 (7295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5277.308216 sec): 2 clusters Score: Raw -515003.059809 + Penalty 845.019724 = -514158.040085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5277.330687 sec): 3 clusters Score: Raw -510804.302768 + Penalty 1690.039448 = -509114.263320 nChanged 3168 SP:Iteration 1F (5277.352383 sec): 3 clusters Score: Raw -512546.401698 + Penalty 1690.039448 = -510856.362251 nChanged 531 SP:Iteration 2F (5277.393689 sec): 3 clusters Score: Raw -512839.033051 + Penalty 1690.039448 = -511148.993604 nChanged 485 SP:Iteration 3F (5277.414999 sec): 3 clusters Score: Raw -513118.643304 + Penalty 1690.039448 = -511428.603857 nChanged 461 SP:Iteration 4F (5277.436734 sec): 3 clusters Score: Raw -513412.436591 + Penalty 1690.039448 = -511722.397143 nChanged 463 SP:Iteration 5F (5277.458335 sec): 3 clusters Score: Raw -513725.656406 + Penalty 1690.039448 = -512035.616958 nChanged 413 SP:Iteration 6F (5277.479895 sec): 3 clusters Score: Raw -514031.318357 + Penalty 1690.039448 = -512341.278909 nChanged 372 SP:Iteration 7F (5277.501725 sec): 3 clusters Score: Raw -514335.167371 + Penalty 1690.039448 = -512645.127923 nChanged 299 SP:Iteration 8Q (5277.523042 sec): 3 clusters Score: Raw -514576.321955 + Penalty 1690.039448 = -512886.282508 nChanged 219 SP:Iteration 9Q (5277.544480 sec): 3 clusters Score: Raw -514778.755530 + Penalty 1690.039448 = -513088.716083 nChanged 135 SP:Iteration 10Q (5277.565371 sec): 3 clusters Score: Raw -514910.163824 + Penalty 1690.039448 = -513220.124377 nChanged 78 SP:Iteration 11Q (5277.585917 sec): 3 clusters Score: Raw -514992.874518 + Penalty 1690.039448 = -513302.835070 nChanged 54 SP:Iteration 12Q (5277.606153 sec): 3 clusters Score: Raw -515048.322256 + Penalty 1690.039448 = -513358.282808 nChanged 23 SP:Iteration 13Q (5277.626536 sec): 3 clusters Score: Raw -515069.411636 + Penalty 1690.039448 = -513379.372189 nChanged 13 SP:Iteration 14Q (5277.646731 sec): 3 clusters Score: Raw -515083.383532 + Penalty 1690.039448 = -513393.344084 nChanged 9 SP:Iteration 15Q (5277.666805 sec): 3 clusters Score: Raw -515093.245783 + Penalty 1690.039448 = -513403.206336 nChanged 7 SP:Iteration 16Q (5277.686759 sec): 3 clusters Score: Raw -515100.365917 + Penalty 1690.039448 = -513410.326469 nChanged 7 SP:Iteration 17Q (5277.706920 sec): 3 clusters Score: Raw -515107.090417 + Penalty 1690.039448 = -513417.050969 nChanged 4 SP:Iteration 18Q (5277.726904 sec): 3 clusters Score: Raw -515113.278750 + Penalty 1690.039448 = -513423.239302 nChanged 6 SP:Iteration 19Q (5277.746956 sec): 3 clusters Score: Raw -515121.606948 + Penalty 1690.039448 = -513431.567500 nChanged 5 SP:Iteration 20F (5277.768502 sec): 3 clusters Score: Raw -515130.623674 + Penalty 1690.039448 = -513440.584226 nChanged 4 SP:Iteration 21Q (5277.788695 sec): 3 clusters Score: Raw -515137.010847 + Penalty 1690.039448 = -513446.971399 nChanged 4 SP:Iteration 22Q (5277.808452 sec): 3 clusters Score: Raw -515142.377823 + Penalty 1690.039448 = -513452.338375 nChanged 0 SP:Iteration 23F (5277.830070 sec): 3 clusters Score: Raw -515142.377823 + Penalty 1690.039448 = -513452.338375 nChanged 0 Trying to split cluster 13 (62794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5277.908173 sec): 2 clusters Score: Raw -4674517.602696 + Penalty 1049.523407 = -4673468.079290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5277.999958 sec): 3 clusters Score: Raw -4633496.707880 + Penalty 2099.046813 = -4631397.661067 nChanged 30035 SP:Iteration 1F (5278.088803 sec): 3 clusters Score: Raw -4651131.578659 + Penalty 2099.046813 = -4649032.531846 nChanged 2958 SP:Iteration 2Q (5278.175973 sec): 3 clusters Score: Raw -4652280.779504 + Penalty 2099.046813 = -4650181.732690 nChanged 3728 SP:Iteration 3F (5278.263056 sec): 3 clusters Score: Raw -4654145.772016 + Penalty 2099.046813 = -4652046.725202 nChanged 4453 SP:Iteration 4F (5278.344697 sec): 3 clusters Score: Raw -4656923.097222 + Penalty 2099.046813 = -4654824.050409 nChanged 5052 SP:Iteration 5F (5278.448180 sec): 3 clusters Score: Raw -4660823.320492 + Penalty 2099.046813 = -4658724.273679 nChanged 5141 SP:Iteration 6F (5278.540737 sec): 3 clusters Score: Raw -4665415.430322 + Penalty 2099.046813 = -4663316.383509 nChanged 4351 SP:Iteration 7F (5278.645953 sec): 3 clusters Score: Raw -4669619.131682 + Penalty 2099.046813 = -4667520.084869 nChanged 2875 SP:Iteration 8Q (5278.735314 sec): 3 clusters Score: Raw -4672412.406548 + Penalty 2099.046813 = -4670313.359735 nChanged 1505 SP:Iteration 9Q (5278.816707 sec): 3 clusters Score: Raw -4673832.356877 + Penalty 2099.046813 = -4671733.310063 nChanged 595 SP:Iteration 10Q (5278.891048 sec): 3 clusters Score: Raw -4674354.614383 + Penalty 2099.046813 = -4672255.567570 nChanged 210 SP:Iteration 11Q (5278.961734 sec): 3 clusters Score: Raw -4674561.008811 + Penalty 2099.046813 = -4672461.961997 nChanged 72 SP:Iteration 12Q (5279.033932 sec): 3 clusters Score: Raw -4674636.832182 + Penalty 2099.046813 = -4672537.785369 nChanged 39 SP:Iteration 13Q (5279.105131 sec): 3 clusters Score: Raw -4674673.119456 + Penalty 2099.046813 = -4672574.072643 nChanged 28 SP:Iteration 14Q (5279.176119 sec): 3 clusters Score: Raw -4674692.665321 + Penalty 2099.046813 = -4672593.618508 nChanged 15 SP:Iteration 15Q (5279.246882 sec): 3 clusters Score: Raw -4674705.605724 + Penalty 2099.046813 = -4672606.558911 nChanged 15 SP:Iteration 16Q (5279.317555 sec): 3 clusters Score: Raw -4674716.864895 + Penalty 2099.046813 = -4672617.818082 nChanged 14 SP:Iteration 17Q (5279.388268 sec): 3 clusters Score: Raw -4674729.289228 + Penalty 2099.046813 = -4672630.242414 nChanged 16 SP:Iteration 18Q (5279.458764 sec): 3 clusters Score: Raw -4674739.787926 + Penalty 2099.046813 = -4672640.741113 nChanged 6 SP:Iteration 19Q (5279.529187 sec): 3 clusters Score: Raw -4674744.900918 + Penalty 2099.046813 = -4672645.854105 nChanged 7 SP:Iteration 20F (5279.610713 sec): 3 clusters Score: Raw -4674749.838172 + Penalty 2099.046813 = -4672650.791358 nChanged 6 SP:Iteration 21Q (5279.681091 sec): 3 clusters Score: Raw -4674753.991177 + Penalty 2099.046813 = -4672654.944364 nChanged 7 SP:Iteration 22Q (5279.751466 sec): 3 clusters Score: Raw -4674758.187079 + Penalty 2099.046813 = -4672659.140266 nChanged 4 SP:Iteration 23Q (5279.821902 sec): 3 clusters Score: Raw -4674761.494427 + Penalty 2099.046813 = -4672662.447614 nChanged 5 SP:Iteration 24Q (5279.892505 sec): 3 clusters Score: Raw -4674765.238680 + Penalty 2099.046813 = -4672666.191866 nChanged 4 SP:Iteration 25Q (5279.962967 sec): 3 clusters Score: Raw -4674767.211694 + Penalty 2099.046813 = -4672668.164881 nChanged 6 SP:Iteration 26Q (5280.033373 sec): 3 clusters Score: Raw -4674772.791077 + Penalty 2099.046813 = -4672673.744263 nChanged 5 SP:Iteration 27Q (5280.103728 sec): 3 clusters Score: Raw -4674775.771483 + Penalty 2099.046813 = -4672676.724670 nChanged 5 SP:Iteration 28Q (5280.174109 sec): 3 clusters Score: Raw -4674781.380556 + Penalty 2099.046813 = -4672682.333743 nChanged 6 SP:Iteration 29Q (5280.244448 sec): 3 clusters Score: Raw -4674787.090826 + Penalty 2099.046813 = -4672688.044013 nChanged 0 SP:Iteration 30F (5280.326030 sec): 3 clusters Score: Raw -4674787.090826 + Penalty 2099.046813 = -4672688.044013 nChanged 0 Trying to split cluster 14 (8393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5280.337805 sec): 2 clusters Score: Raw -605234.878319 + Penalty 858.339564 = -604376.538755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5280.378963 sec): 3 clusters Score: Raw -600385.811938 + Penalty 1716.679128 = -598669.132810 nChanged 3658 SP:Iteration 1F (5280.401810 sec): 3 clusters Score: Raw -602572.083336 + Penalty 1716.679128 = -600855.404209 nChanged 643 SP:Iteration 2F (5280.424438 sec): 3 clusters Score: Raw -602963.111544 + Penalty 1716.679128 = -601246.432416 nChanged 580 SP:Iteration 3F (5280.447204 sec): 3 clusters Score: Raw -603298.474907 + Penalty 1716.679128 = -601581.795779 nChanged 511 SP:Iteration 4F (5280.469931 sec): 3 clusters Score: Raw -603594.657445 + Penalty 1716.679128 = -601877.978318 nChanged 452 SP:Iteration 5F (5280.492854 sec): 3 clusters Score: Raw -603898.253337 + Penalty 1716.679128 = -602181.574210 nChanged 446 SP:Iteration 6F (5280.515571 sec): 3 clusters Score: Raw -604207.359637 + Penalty 1716.679128 = -602490.680510 nChanged 372 SP:Iteration 7Q (5280.538293 sec): 3 clusters Score: Raw -604427.456010 + Penalty 1716.679128 = -602710.776882 nChanged 275 SP:Iteration 8Q (5280.560663 sec): 3 clusters Score: Raw -604599.020709 + Penalty 1716.679128 = -602882.341581 nChanged 247 SP:Iteration 9Q (5280.582961 sec): 3 clusters Score: Raw -604760.656225 + Penalty 1716.679128 = -603043.977098 nChanged 230 SP:Iteration 10Q (5280.605146 sec): 3 clusters Score: Raw -604923.807498 + Penalty 1716.679128 = -603207.128370 nChanged 207 SP:Iteration 11Q (5280.627351 sec): 3 clusters Score: Raw -605079.481759 + Penalty 1716.679128 = -603362.802631 nChanged 195 SP:Iteration 12Q (5280.649579 sec): 3 clusters Score: Raw -605196.120526 + Penalty 1716.679128 = -603479.441398 nChanged 159 SP:Iteration 13Q (5280.671486 sec): 3 clusters Score: Raw -605284.952079 + Penalty 1716.679128 = -603568.272952 nChanged 143 SP:Iteration 14Q (5280.693181 sec): 3 clusters Score: Raw -605351.707674 + Penalty 1716.679128 = -603635.028546 nChanged 115 SP:Iteration 15Q (5280.714970 sec): 3 clusters Score: Raw -605407.662134 + Penalty 1716.679128 = -603690.983007 nChanged 103 SP:Iteration 16Q (5280.736687 sec): 3 clusters Score: Raw -605454.495347 + Penalty 1716.679128 = -603737.816220 nChanged 107 SP:Iteration 17Q (5280.758617 sec): 3 clusters Score: Raw -605501.754391 + Penalty 1716.679128 = -603785.075263 nChanged 99 SP:Iteration 18Q (5280.780146 sec): 3 clusters Score: Raw -605547.311838 + Penalty 1716.679128 = -603830.632710 nChanged 86 SP:Iteration 19Q (5280.801765 sec): 3 clusters Score: Raw -605581.240077 + Penalty 1716.679128 = -603864.560949 nChanged 63 SP:Iteration 20F (5280.824407 sec): 3 clusters Score: Raw -605606.542525 + Penalty 1716.679128 = -603889.863397 nChanged 57 SP:Iteration 21Q (5280.845977 sec): 3 clusters Score: Raw -605625.623029 + Penalty 1716.679128 = -603908.943901 nChanged 48 SP:Iteration 22Q (5280.867567 sec): 3 clusters Score: Raw -605641.126791 + Penalty 1716.679128 = -603924.447663 nChanged 39 SP:Iteration 23Q (5280.889201 sec): 3 clusters Score: Raw -605655.717169 + Penalty 1716.679128 = -603939.038042 nChanged 46 SP:Iteration 24Q (5280.910716 sec): 3 clusters Score: Raw -605671.349267 + Penalty 1716.679128 = -603954.670140 nChanged 35 SP:Iteration 25Q (5280.932049 sec): 3 clusters Score: Raw -605682.459078 + Penalty 1716.679128 = -603965.779950 nChanged 35 SP:Iteration 26Q (5280.953895 sec): 3 clusters Score: Raw -605694.549333 + Penalty 1716.679128 = -603977.870206 nChanged 32 SP:Iteration 27Q (5280.975365 sec): 3 clusters Score: Raw -605707.141580 + Penalty 1716.679128 = -603990.462453 nChanged 27 SP:Iteration 28Q (5280.996820 sec): 3 clusters Score: Raw -605719.578910 + Penalty 1716.679128 = -604002.899782 nChanged 27 SP:Iteration 29Q (5281.018311 sec): 3 clusters Score: Raw -605732.008269 + Penalty 1716.679128 = -604015.329142 nChanged 29 SP:Iteration 30Q (5281.039690 sec): 3 clusters Score: Raw -605746.883931 + Penalty 1716.679128 = -604030.204803 nChanged 33 SP:Iteration 31Q (5281.061032 sec): 3 clusters Score: Raw -605764.679615 + Penalty 1716.679128 = -604048.000488 nChanged 33 SP:Iteration 32Q (5281.082307 sec): 3 clusters Score: Raw -605781.974083 + Penalty 1716.679128 = -604065.294955 nChanged 22 SP:Iteration 33Q (5281.103725 sec): 3 clusters Score: Raw -605794.040888 + Penalty 1716.679128 = -604077.361760 nChanged 20 SP:Iteration 34Q (5281.125309 sec): 3 clusters Score: Raw -605812.934471 + Penalty 1716.679128 = -604096.255343 nChanged 32 SP:Iteration 35Q (5281.146568 sec): 3 clusters Score: Raw -605849.508879 + Penalty 1716.679128 = -604132.829751 nChanged 34 SP:Iteration 36Q (5281.167616 sec): 3 clusters Score: Raw -605880.284590 + Penalty 1716.679128 = -604163.605463 nChanged 42 SP:Iteration 37Q (5281.188748 sec): 3 clusters Score: Raw -605918.515767 + Penalty 1716.679128 = -604201.836639 nChanged 45 SP:Iteration 38Q (5281.209975 sec): 3 clusters Score: Raw -605954.934018 + Penalty 1716.679128 = -604238.254890 nChanged 39 SP:Iteration 39Q (5281.230985 sec): 3 clusters Score: Raw -605983.725202 + Penalty 1716.679128 = -604267.046074 nChanged 26 SP:Iteration 40F (5281.253758 sec): 3 clusters Score: Raw -606006.758072 + Penalty 1716.679128 = -604290.078945 nChanged 28 SP:Iteration 41Q (5281.274836 sec): 3 clusters Score: Raw -606030.035328 + Penalty 1716.679128 = -604313.356200 nChanged 33 SP:Iteration 42Q (5281.296059 sec): 3 clusters Score: Raw -606061.203571 + Penalty 1716.679128 = -604344.524443 nChanged 40 SP:Iteration 43Q (5281.317158 sec): 3 clusters Score: Raw -606094.411198 + Penalty 1716.679128 = -604377.732070 nChanged 43 SP:Iteration 44Q (5281.338092 sec): 3 clusters Score: Raw -606119.154895 + Penalty 1716.679128 = -604402.475768 nChanged 41 SP:Iteration 45Q (5281.359654 sec): 3 clusters Score: Raw -606143.237093 + Penalty 1716.679128 = -604426.557965 nChanged 50 SP:Iteration 46Q (5281.380842 sec): 3 clusters Score: Raw -606171.251466 + Penalty 1716.679128 = -604454.572338 nChanged 46 SP:Iteration 47Q (5281.401956 sec): 3 clusters Score: Raw -606195.599557 + Penalty 1716.679128 = -604478.920429 nChanged 39 SP:Iteration 48Q (5281.422985 sec): 3 clusters Score: Raw -606217.988734 + Penalty 1716.679128 = -604501.309606 nChanged 36 SP:Iteration 49Q (5281.444055 sec): 3 clusters Score: Raw -606234.906393 + Penalty 1716.679128 = -604518.227266 nChanged 28 SP:Iteration 50Q (5281.464784 sec): 3 clusters Score: Raw -606246.484771 + Penalty 1716.679128 = -604529.805643 nChanged 19 SP:Iteration 51Q (5281.485642 sec): 3 clusters Score: Raw -606252.321530 + Penalty 1716.679128 = -604535.642402 nChanged 16 SP:Iteration 52Q (5281.506669 sec): 3 clusters Score: Raw -606259.056966 + Penalty 1716.679128 = -604542.377838 nChanged 17 SP:Iteration 53Q (5281.527791 sec): 3 clusters Score: Raw -606265.097541 + Penalty 1716.679128 = -604548.418413 nChanged 18 SP:Iteration 54Q (5281.548901 sec): 3 clusters Score: Raw -606270.259218 + Penalty 1716.679128 = -604553.580090 nChanged 16 SP:Iteration 55Q (5281.569686 sec): 3 clusters Score: Raw -606276.604965 + Penalty 1716.679128 = -604559.925837 nChanged 9 SP:Iteration 56Q (5281.590522 sec): 3 clusters Score: Raw -606281.237050 + Penalty 1716.679128 = -604564.557922 nChanged 18 SP:Iteration 57Q (5281.611410 sec): 3 clusters Score: Raw -606289.000135 + Penalty 1716.679128 = -604572.321007 nChanged 18 SP:Iteration 58Q (5281.632380 sec): 3 clusters Score: Raw -606293.855726 + Penalty 1716.679128 = -604577.176598 nChanged 13 SP:Iteration 59Q (5281.653307 sec): 3 clusters Score: Raw -606297.964297 + Penalty 1716.679128 = -604581.285170 nChanged 9 SP:Iteration 60F (5281.676107 sec): 3 clusters Score: Raw -606305.242326 + Penalty 1716.679128 = -604588.563198 nChanged 8 SP:Iteration 61Q (5281.697287 sec): 3 clusters Score: Raw -606307.647563 + Penalty 1716.679128 = -604590.968436 nChanged 10 SP:Iteration 62Q (5281.718574 sec): 3 clusters Score: Raw -606309.885583 + Penalty 1716.679128 = -604593.206456 nChanged 7 SP:Iteration 63Q (5281.739674 sec): 3 clusters Score: Raw -606311.883726 + Penalty 1716.679128 = -604595.204598 nChanged 3 SP:Iteration 64Q (5281.760935 sec): 3 clusters Score: Raw -606313.110988 + Penalty 1716.679128 = -604596.431860 nChanged 7 SP:Iteration 65Q (5281.782253 sec): 3 clusters Score: Raw -606314.534023 + Penalty 1716.679128 = -604597.854895 nChanged 5 SP:Iteration 66Q (5281.803317 sec): 3 clusters Score: Raw -606315.475127 + Penalty 1716.679128 = -604598.796000 nChanged 3 SP:Iteration 67Q (5281.824212 sec): 3 clusters Score: Raw -606316.234226 + Penalty 1716.679128 = -604599.555098 nChanged 4 SP:Iteration 68Q (5281.845450 sec): 3 clusters Score: Raw -606316.903014 + Penalty 1716.679128 = -604600.223886 nChanged 1 SP:Iteration 69Q (5281.866521 sec): 3 clusters Score: Raw -606317.025533 + Penalty 1716.679128 = -604600.346406 nChanged 1 SP:Iteration 70Q (5281.887437 sec): 3 clusters Score: Raw -606317.201342 + Penalty 1716.679128 = -604600.522214 nChanged 0 SP:Iteration 71F (5281.910412 sec): 3 clusters Score: Raw -606317.201342 + Penalty 1716.679128 = -604600.522214 nChanged 0 Score: Raw -45948551.526328 + Penalty 50812.560966 = -45897738.965363 Splitting cluster 14 changes total score from -45897895.651599 to -45897738.965363 So it's not getting split. Trying to split cluster 15 (2784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5293.381357 sec): 2 clusters Score: Raw -192616.427065 + Penalty 753.506182 = -191862.920883 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5293.392457 sec): 3 clusters Score: Raw -191145.092368 + Penalty 1507.012364 = -189638.080004 nChanged 1099 SP:Iteration 1F (5293.402694 sec): 3 clusters Score: Raw -191845.724289 + Penalty 1507.012364 = -190338.711925 nChanged 245 SP:Iteration 2F (5293.412817 sec): 3 clusters Score: Raw -192093.181310 + Penalty 1507.012364 = -190586.168946 nChanged 248 SP:Iteration 3F (5293.423048 sec): 3 clusters Score: Raw -192382.772934 + Penalty 1507.012364 = -190875.760569 nChanged 233 SP:Iteration 4F (5293.433280 sec): 3 clusters Score: Raw -192621.380901 + Penalty 1507.012364 = -191114.368537 nChanged 186 SP:Iteration 5F (5293.443311 sec): 3 clusters Score: Raw -192807.696595 + Penalty 1507.012364 = -191300.684231 nChanged 144 SP:Iteration 6F (5293.453427 sec): 3 clusters Score: Raw -192930.168350 + Penalty 1507.012364 = -191423.155986 nChanged 93 SP:Iteration 7Q (5293.463620 sec): 3 clusters Score: Raw -193003.181474 + Penalty 1507.012364 = -191496.169110 nChanged 66 SP:Iteration 8Q (5293.473738 sec): 3 clusters Score: Raw -193049.176453 + Penalty 1507.012364 = -191542.164089 nChanged 54 SP:Iteration 9Q (5293.483746 sec): 3 clusters Score: Raw -193089.575386 + Penalty 1507.012364 = -191582.563022 nChanged 40 SP:Iteration 10Q (5293.493902 sec): 3 clusters Score: Raw -193115.801412 + Penalty 1507.012364 = -191608.789047 nChanged 32 SP:Iteration 11Q (5293.503984 sec): 3 clusters Score: Raw -193136.131092 + Penalty 1507.012364 = -191629.118728 nChanged 22 SP:Iteration 12Q (5293.513920 sec): 3 clusters Score: Raw -193147.762842 + Penalty 1507.012364 = -191640.750477 nChanged 14 SP:Iteration 13Q (5293.523918 sec): 3 clusters Score: Raw -193151.982093 + Penalty 1507.012364 = -191644.969729 nChanged 7 SP:Iteration 14Q (5293.533888 sec): 3 clusters Score: Raw -193154.376676 + Penalty 1507.012364 = -191647.364312 nChanged 8 SP:Iteration 15Q (5293.543842 sec): 3 clusters Score: Raw -193157.057068 + Penalty 1507.012364 = -191650.044704 nChanged 7 SP:Iteration 16Q (5293.553791 sec): 3 clusters Score: Raw -193159.953640 + Penalty 1507.012364 = -191652.941276 nChanged 4 SP:Iteration 17Q (5293.563786 sec): 3 clusters Score: Raw -193161.819136 + Penalty 1507.012364 = -191654.806772 nChanged 3 SP:Iteration 18Q (5293.573756 sec): 3 clusters Score: Raw -193164.301754 + Penalty 1507.012364 = -191657.289390 nChanged 4 SP:Iteration 19Q (5293.583671 sec): 3 clusters Score: Raw -193167.044762 + Penalty 1507.012364 = -191660.032398 nChanged 5 SP:Iteration 20F (5293.593805 sec): 3 clusters Score: Raw -193168.702298 + Penalty 1507.012364 = -191661.689934 nChanged 2 SP:Iteration 21Q (5293.603707 sec): 3 clusters Score: Raw -193169.162815 + Penalty 1507.012364 = -191662.150451 nChanged 1 SP:Iteration 22Q (5293.613687 sec): 3 clusters Score: Raw -193169.446305 + Penalty 1507.012364 = -191662.433941 nChanged 0 SP:Iteration 23F (5293.623824 sec): 3 clusters Score: Raw -193169.446305 + Penalty 1507.012364 = -191662.433941 nChanged 0 Trying to split cluster 16 (3451 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5293.640285 sec): 2 clusters Score: Raw -218493.864590 + Penalty 773.909836 = -217719.954755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5293.654259 sec): 3 clusters Score: Raw -216694.501135 + Penalty 1547.819671 = -215146.681463 nChanged 1407 SP:Iteration 1F (5293.666968 sec): 3 clusters Score: Raw -217565.899937 + Penalty 1547.819671 = -216018.080266 nChanged 276 SP:Iteration 2F (5293.679691 sec): 3 clusters Score: Raw -217779.563784 + Penalty 1547.819671 = -216231.744112 nChanged 248 SP:Iteration 3F (5293.692546 sec): 3 clusters Score: Raw -217972.176898 + Penalty 1547.819671 = -216424.357227 nChanged 219 SP:Iteration 4F (5293.705170 sec): 3 clusters Score: Raw -218123.319026 + Penalty 1547.819671 = -216575.499354 nChanged 182 SP:Iteration 5F (5293.718025 sec): 3 clusters Score: Raw -218233.429237 + Penalty 1547.819671 = -216685.609565 nChanged 135 SP:Iteration 6Q (5293.730856 sec): 3 clusters Score: Raw -218315.215392 + Penalty 1547.819671 = -216767.395721 nChanged 99 SP:Iteration 7Q (5293.743632 sec): 3 clusters Score: Raw -218371.595995 + Penalty 1547.819671 = -216823.776324 nChanged 89 SP:Iteration 8Q (5293.756391 sec): 3 clusters Score: Raw -218418.119739 + Penalty 1547.819671 = -216870.300068 nChanged 75 SP:Iteration 9Q (5293.769104 sec): 3 clusters Score: Raw -218458.482970 + Penalty 1547.819671 = -216910.663299 nChanged 65 SP:Iteration 10Q (5293.781850 sec): 3 clusters Score: Raw -218494.322787 + Penalty 1547.819671 = -216946.503115 nChanged 68 SP:Iteration 11Q (5293.794369 sec): 3 clusters Score: Raw -218530.293668 + Penalty 1547.819671 = -216982.473996 nChanged 56 SP:Iteration 12Q (5293.806905 sec): 3 clusters Score: Raw -218556.089758 + Penalty 1547.819671 = -217008.270087 nChanged 50 SP:Iteration 13Q (5293.819478 sec): 3 clusters Score: Raw -218576.920893 + Penalty 1547.819671 = -217029.101221 nChanged 50 SP:Iteration 14Q (5293.832002 sec): 3 clusters Score: Raw -218600.775786 + Penalty 1547.819671 = -217052.956115 nChanged 61 SP:Iteration 15Q (5293.844514 sec): 3 clusters Score: Raw -218637.793124 + Penalty 1547.819671 = -217089.973453 nChanged 53 SP:Iteration 16Q (5293.856983 sec): 3 clusters Score: Raw -218667.317979 + Penalty 1547.819671 = -217119.498308 nChanged 28 SP:Iteration 17Q (5293.869261 sec): 3 clusters Score: Raw -218684.761193 + Penalty 1547.819671 = -217136.941521 nChanged 31 SP:Iteration 18Q (5293.881591 sec): 3 clusters Score: Raw -218701.867200 + Penalty 1547.819671 = -217154.047529 nChanged 32 SP:Iteration 19Q (5293.893982 sec): 3 clusters Score: Raw -218716.801390 + Penalty 1547.819671 = -217168.981718 nChanged 29 SP:Iteration 20F (5293.906781 sec): 3 clusters Score: Raw -218729.739686 + Penalty 1547.819671 = -217181.920014 nChanged 23 SP:Iteration 21Q (5293.919087 sec): 3 clusters Score: Raw -218739.866326 + Penalty 1547.819671 = -217192.046655 nChanged 22 SP:Iteration 22Q (5293.931385 sec): 3 clusters Score: Raw -218746.813163 + Penalty 1547.819671 = -217198.993492 nChanged 13 SP:Iteration 23Q (5293.943717 sec): 3 clusters Score: Raw -218749.991829 + Penalty 1547.819671 = -217202.172157 nChanged 9 SP:Iteration 24Q (5293.955985 sec): 3 clusters Score: Raw -218751.825702 + Penalty 1547.819671 = -217204.006031 nChanged 4 SP:Iteration 25Q (5293.968285 sec): 3 clusters Score: Raw -218752.645820 + Penalty 1547.819671 = -217204.826148 nChanged 3 SP:Iteration 26Q (5293.980575 sec): 3 clusters Score: Raw -218753.422203 + Penalty 1547.819671 = -217205.602531 nChanged 3 SP:Iteration 27Q (5293.992853 sec): 3 clusters Score: Raw -218753.992423 + Penalty 1547.819671 = -217206.172752 nChanged 2 SP:Iteration 28Q (5294.005111 sec): 3 clusters Score: Raw -218754.665311 + Penalty 1547.819671 = -217206.845640 nChanged 5 SP:Iteration 29Q (5294.019987 sec): 3 clusters Score: Raw -218755.992508 + Penalty 1547.819671 = -217208.172836 nChanged 3 SP:Iteration 30Q (5294.032280 sec): 3 clusters Score: Raw -218756.510974 + Penalty 1547.819671 = -217208.691303 nChanged 3 SP:Iteration 31Q (5294.044540 sec): 3 clusters Score: Raw -218757.538416 + Penalty 1547.819671 = -217209.718745 nChanged 4 SP:Iteration 32Q (5294.056756 sec): 3 clusters Score: Raw -218759.032264 + Penalty 1547.819671 = -217211.212593 nChanged 4 SP:Iteration 33Q (5294.069067 sec): 3 clusters Score: Raw -218759.860095 + Penalty 1547.819671 = -217212.040424 nChanged 3 SP:Iteration 34Q (5294.081311 sec): 3 clusters Score: Raw -218760.316529 + Penalty 1547.819671 = -217212.496857 nChanged 3 SP:Iteration 35Q (5294.093558 sec): 3 clusters Score: Raw -218760.899490 + Penalty 1547.819671 = -217213.079819 nChanged 1 SP:Iteration 36Q (5294.105812 sec): 3 clusters Score: Raw -218761.144620 + Penalty 1547.819671 = -217213.324949 nChanged 5 SP:Iteration 37Q (5294.118018 sec): 3 clusters Score: Raw -218762.112314 + Penalty 1547.819671 = -217214.292643 nChanged 4 SP:Iteration 38Q (5294.130329 sec): 3 clusters Score: Raw -218763.157126 + Penalty 1547.819671 = -217215.337455 nChanged 4 SP:Iteration 39Q (5294.142557 sec): 3 clusters Score: Raw -218764.096476 + Penalty 1547.819671 = -217216.276804 nChanged 6 SP:Iteration 40F (5294.155284 sec): 3 clusters Score: Raw -218766.033123 + Penalty 1547.819671 = -217218.213451 nChanged 5 SP:Iteration 41Q (5294.167433 sec): 3 clusters Score: Raw -218767.474088 + Penalty 1547.819671 = -217219.654416 nChanged 4 SP:Iteration 42Q (5294.179675 sec): 3 clusters Score: Raw -218767.990414 + Penalty 1547.819671 = -217220.170742 nChanged 2 SP:Iteration 43Q (5294.191939 sec): 3 clusters Score: Raw -218768.203269 + Penalty 1547.819671 = -217220.383598 nChanged 2 SP:Iteration 44Q (5294.204178 sec): 3 clusters Score: Raw -218769.202631 + Penalty 1547.819671 = -217221.382960 nChanged 6 SP:Iteration 45Q (5294.216371 sec): 3 clusters Score: Raw -218771.374206 + Penalty 1547.819671 = -217223.554534 nChanged 3 SP:Iteration 46Q (5294.228504 sec): 3 clusters Score: Raw -218773.587681 + Penalty 1547.819671 = -217225.768009 nChanged 2 SP:Iteration 47Q (5294.240609 sec): 3 clusters Score: Raw -218773.964573 + Penalty 1547.819671 = -217226.144902 nChanged 0 SP:Iteration 48F (5294.253221 sec): 3 clusters Score: Raw -218773.964573 + Penalty 1547.819671 = -217226.144902 nChanged 0 Trying to split cluster 17 (1578 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5294.267992 sec): 2 clusters Score: Raw -89470.891964 + Penalty 699.571783 = -88771.320181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5294.274585 sec): 3 clusters Score: Raw -88812.712363 + Penalty 1399.143565 = -87413.568797 nChanged 585 SP:Iteration 1F (5294.280590 sec): 3 clusters Score: Raw -89325.019795 + Penalty 1399.143565 = -87925.876229 nChanged 169 SP:Iteration 2F (5294.286692 sec): 3 clusters Score: Raw -89500.216393 + Penalty 1399.143565 = -88101.072827 nChanged 97 SP:Iteration 3F (5294.292705 sec): 3 clusters Score: Raw -89594.927956 + Penalty 1399.143565 = -88195.784391 nChanged 59 SP:Iteration 4Q (5294.298622 sec): 3 clusters Score: Raw -89664.300099 + Penalty 1399.143565 = -88265.156534 nChanged 55 SP:Iteration 5Q (5294.304572 sec): 3 clusters Score: Raw -89778.879710 + Penalty 1399.143565 = -88379.736144 nChanged 59 SP:Iteration 6Q (5294.310466 sec): 3 clusters Score: Raw -89844.981631 + Penalty 1399.143565 = -88445.838065 nChanged 43 SP:Iteration 7Q (5294.316427 sec): 3 clusters Score: Raw -89878.163220 + Penalty 1399.143565 = -88479.019654 nChanged 33 SP:Iteration 8Q (5294.322376 sec): 3 clusters Score: Raw -89897.110671 + Penalty 1399.143565 = -88497.967106 nChanged 24 SP:Iteration 9Q (5294.328228 sec): 3 clusters Score: Raw -89910.949438 + Penalty 1399.143565 = -88511.805873 nChanged 12 SP:Iteration 10Q (5294.334139 sec): 3 clusters Score: Raw -89919.709156 + Penalty 1399.143565 = -88520.565590 nChanged 14 SP:Iteration 11Q (5294.340000 sec): 3 clusters Score: Raw -89926.642354 + Penalty 1399.143565 = -88527.498789 nChanged 12 SP:Iteration 12Q (5294.345861 sec): 3 clusters Score: Raw -89931.481097 + Penalty 1399.143565 = -88532.337532 nChanged 5 SP:Iteration 13Q (5294.351694 sec): 3 clusters Score: Raw -89932.903777 + Penalty 1399.143565 = -88533.760211 nChanged 2 SP:Iteration 14Q (5294.357506 sec): 3 clusters Score: Raw -89933.275658 + Penalty 1399.143565 = -88534.132092 nChanged 1 SP:Iteration 15Q (5294.363384 sec): 3 clusters Score: Raw -89933.603073 + Penalty 1399.143565 = -88534.459508 nChanged 1 SP:Iteration 16Q (5294.369238 sec): 3 clusters Score: Raw -89933.734308 + Penalty 1399.143565 = -88534.590743 nChanged 1 SP:Iteration 17Q (5294.375093 sec): 3 clusters Score: Raw -89933.816229 + Penalty 1399.143565 = -88534.672664 nChanged 0 SP:Iteration 18F (5294.381011 sec): 3 clusters Score: Raw -89933.816229 + Penalty 1399.143565 = -88534.672664 nChanged 0 Trying to split cluster 18 (11433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5294.404712 sec): 2 clusters Score: Raw -783524.510448 + Penalty 887.704623 = -782636.805825 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5294.431661 sec): 3 clusters Score: Raw -776594.118038 + Penalty 1775.409246 = -774818.708792 nChanged 5231 SP:Iteration 1F (5294.457454 sec): 3 clusters Score: Raw -779712.174309 + Penalty 1775.409246 = -777936.765063 nChanged 669 SP:Iteration 2F (5294.483376 sec): 3 clusters Score: Raw -779993.497020 + Penalty 1775.409246 = -778218.087774 nChanged 536 SP:Iteration 3Q (5294.509450 sec): 3 clusters Score: Raw -780200.878997 + Penalty 1775.409246 = -778425.469751 nChanged 499 SP:Iteration 4Q (5294.535339 sec): 3 clusters Score: Raw -780415.181198 + Penalty 1775.409246 = -778639.771952 nChanged 472 SP:Iteration 5Q (5294.561474 sec): 3 clusters Score: Raw -780612.928798 + Penalty 1775.409246 = -778837.519552 nChanged 461 SP:Iteration 6Q (5294.587348 sec): 3 clusters Score: Raw -780795.327480 + Penalty 1775.409246 = -779019.918234 nChanged 466 SP:Iteration 7Q (5294.613209 sec): 3 clusters Score: Raw -780991.311033 + Penalty 1775.409246 = -779215.901787 nChanged 440 SP:Iteration 8Q (5294.639038 sec): 3 clusters Score: Raw -781182.492684 + Penalty 1775.409246 = -779407.083438 nChanged 416 SP:Iteration 9Q (5294.665110 sec): 3 clusters Score: Raw -781362.535709 + Penalty 1775.409246 = -779587.126463 nChanged 388 SP:Iteration 10Q (5294.690915 sec): 3 clusters Score: Raw -781533.933071 + Penalty 1775.409246 = -779758.523825 nChanged 380 SP:Iteration 11Q (5294.716787 sec): 3 clusters Score: Raw -781695.840190 + Penalty 1775.409246 = -779920.430944 nChanged 352 SP:Iteration 12Q (5294.742527 sec): 3 clusters Score: Raw -781866.857430 + Penalty 1775.409246 = -780091.448184 nChanged 365 SP:Iteration 13Q (5294.768423 sec): 3 clusters Score: Raw -782056.658196 + Penalty 1775.409246 = -780281.248950 nChanged 346 SP:Iteration 14Q (5294.794328 sec): 3 clusters Score: Raw -782245.916859 + Penalty 1775.409246 = -780470.507612 nChanged 333 SP:Iteration 15Q (5294.819714 sec): 3 clusters Score: Raw -782441.232321 + Penalty 1775.409246 = -780665.823075 nChanged 292 SP:Iteration 16Q (5294.844877 sec): 3 clusters Score: Raw -782623.044276 + Penalty 1775.409246 = -780847.635030 nChanged 261 SP:Iteration 17Q (5294.869652 sec): 3 clusters Score: Raw -782783.906418 + Penalty 1775.409246 = -781008.497172 nChanged 249 SP:Iteration 18Q (5294.894189 sec): 3 clusters Score: Raw -782944.404288 + Penalty 1775.409246 = -781168.995042 nChanged 200 SP:Iteration 19Q (5294.918352 sec): 3 clusters Score: Raw -783078.315952 + Penalty 1775.409246 = -781302.906706 nChanged 168 SP:Iteration 20F (5294.943980 sec): 3 clusters Score: Raw -783184.531418 + Penalty 1775.409246 = -781409.122172 nChanged 147 SP:Iteration 21Q (5294.967936 sec): 3 clusters Score: Raw -783278.056160 + Penalty 1775.409246 = -781502.646914 nChanged 118 SP:Iteration 22Q (5294.991531 sec): 3 clusters Score: Raw -783353.757144 + Penalty 1775.409246 = -781578.347898 nChanged 103 SP:Iteration 23Q (5295.014893 sec): 3 clusters Score: Raw -783413.779073 + Penalty 1775.409246 = -781638.369827 nChanged 62 SP:Iteration 24Q (5295.038107 sec): 3 clusters Score: Raw -783451.196684 + Penalty 1775.409246 = -781675.787438 nChanged 53 SP:Iteration 25Q (5295.061274 sec): 3 clusters Score: Raw -783483.922787 + Penalty 1775.409246 = -781708.513541 nChanged 42 SP:Iteration 26Q (5295.084382 sec): 3 clusters Score: Raw -783511.836944 + Penalty 1775.409246 = -781736.427698 nChanged 37 SP:Iteration 27Q (5295.107549 sec): 3 clusters Score: Raw -783533.995048 + Penalty 1775.409246 = -781758.585802 nChanged 22 SP:Iteration 28Q (5295.130696 sec): 3 clusters Score: Raw -783548.289337 + Penalty 1775.409246 = -781772.880091 nChanged 21 SP:Iteration 29Q (5295.153837 sec): 3 clusters Score: Raw -783561.459564 + Penalty 1775.409246 = -781786.050318 nChanged 26 SP:Iteration 30Q (5295.176763 sec): 3 clusters Score: Raw -783581.363877 + Penalty 1775.409246 = -781805.954631 nChanged 19 SP:Iteration 31Q (5295.199681 sec): 3 clusters Score: Raw -783597.474475 + Penalty 1775.409246 = -781822.065229 nChanged 17 SP:Iteration 32Q (5295.222637 sec): 3 clusters Score: Raw -783609.238926 + Penalty 1775.409246 = -781833.829680 nChanged 15 SP:Iteration 33Q (5295.245476 sec): 3 clusters Score: Raw -783617.967617 + Penalty 1775.409246 = -781842.558371 nChanged 9 SP:Iteration 34Q (5295.268211 sec): 3 clusters Score: Raw -783623.567502 + Penalty 1775.409246 = -781848.158256 nChanged 8 SP:Iteration 35Q (5295.291128 sec): 3 clusters Score: Raw -783627.554296 + Penalty 1775.409246 = -781852.145050 nChanged 3 SP:Iteration 36Q (5295.313918 sec): 3 clusters Score: Raw -783629.141837 + Penalty 1775.409246 = -781853.732591 nChanged 4 SP:Iteration 37Q (5295.336674 sec): 3 clusters Score: Raw -783630.986961 + Penalty 1775.409246 = -781855.577715 nChanged 4 SP:Iteration 38Q (5295.359504 sec): 3 clusters Score: Raw -783634.442072 + Penalty 1775.409246 = -781859.032826 nChanged 4 SP:Iteration 39Q (5295.382439 sec): 3 clusters Score: Raw -783637.163771 + Penalty 1775.409246 = -781861.754525 nChanged 6 SP:Iteration 40F (5295.408139 sec): 3 clusters Score: Raw -783640.812430 + Penalty 1775.409246 = -781865.403184 nChanged 4 SP:Iteration 41Q (5295.431132 sec): 3 clusters Score: Raw -783642.584036 + Penalty 1775.409246 = -781867.174790 nChanged 3 SP:Iteration 42Q (5295.454105 sec): 3 clusters Score: Raw -783643.453133 + Penalty 1775.409246 = -781868.043887 nChanged 0 SP:Iteration 43F (5295.479535 sec): 3 clusters Score: Raw -783643.453133 + Penalty 1775.409246 = -781868.043887 nChanged 0 Trying to split cluster 19 (14624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5295.504565 sec): 2 clusters Score: Raw -1032646.622466 + Penalty 911.089833 = -1031735.532633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5295.534853 sec): 3 clusters Score: Raw -1023742.774637 + Penalty 1822.179666 = -1021920.594972 nChanged 6669 SP:Iteration 1F (5295.563797 sec): 3 clusters Score: Raw -1027403.295367 + Penalty 1822.179666 = -1025581.115702 nChanged 818 SP:Iteration 2F (5295.592544 sec): 3 clusters Score: Raw -1027763.062606 + Penalty 1822.179666 = -1025940.882940 nChanged 756 SP:Iteration 3F (5295.621090 sec): 3 clusters Score: Raw -1028165.911881 + Penalty 1822.179666 = -1026343.732216 nChanged 833 SP:Iteration 4F (5295.649964 sec): 3 clusters Score: Raw -1028700.445221 + Penalty 1822.179666 = -1026878.265556 nChanged 859 SP:Iteration 5F (5295.678487 sec): 3 clusters Score: Raw -1029371.310808 + Penalty 1822.179666 = -1027549.131143 nChanged 904 SP:Iteration 6F (5295.707175 sec): 3 clusters Score: Raw -1030121.981437 + Penalty 1822.179666 = -1028299.801771 nChanged 857 SP:Iteration 7F (5295.735818 sec): 3 clusters Score: Raw -1030764.958740 + Penalty 1822.179666 = -1028942.779074 nChanged 732 SP:Iteration 8F (5295.764389 sec): 3 clusters Score: Raw -1031204.522860 + Penalty 1822.179666 = -1029382.343194 nChanged 555 SP:Iteration 9Q (5295.792919 sec): 3 clusters Score: Raw -1031478.652720 + Penalty 1822.179666 = -1029656.473054 nChanged 391 SP:Iteration 10Q (5295.821098 sec): 3 clusters Score: Raw -1031639.967763 + Penalty 1822.179666 = -1029817.788097 nChanged 329 SP:Iteration 11Q (5295.849298 sec): 3 clusters Score: Raw -1031764.082827 + Penalty 1822.179666 = -1029941.903162 nChanged 249 SP:Iteration 12Q (5295.877420 sec): 3 clusters Score: Raw -1031846.820597 + Penalty 1822.179666 = -1030024.640932 nChanged 198 SP:Iteration 13Q (5295.905630 sec): 3 clusters Score: Raw -1031900.797111 + Penalty 1822.179666 = -1030078.617445 nChanged 170 SP:Iteration 14Q (5295.933811 sec): 3 clusters Score: Raw -1031945.857905 + Penalty 1822.179666 = -1030123.678239 nChanged 153 SP:Iteration 15Q (5295.962075 sec): 3 clusters Score: Raw -1031983.941938 + Penalty 1822.179666 = -1030161.762272 nChanged 152 SP:Iteration 16Q (5295.989919 sec): 3 clusters Score: Raw -1032023.673001 + Penalty 1822.179666 = -1030201.493336 nChanged 152 SP:Iteration 17Q (5296.018103 sec): 3 clusters Score: Raw -1032062.224441 + Penalty 1822.179666 = -1030240.044775 nChanged 146 SP:Iteration 18Q (5296.046430 sec): 3 clusters Score: Raw -1032093.048556 + Penalty 1822.179666 = -1030270.868890 nChanged 119 SP:Iteration 19Q (5296.074503 sec): 3 clusters Score: Raw -1032116.807383 + Penalty 1822.179666 = -1030294.627717 nChanged 111 SP:Iteration 20F (5296.124159 sec): 3 clusters Score: Raw -1032136.278144 + Penalty 1822.179666 = -1030314.098478 nChanged 98 SP:Iteration 21Q (5296.146693 sec): 3 clusters Score: Raw -1032152.147990 + Penalty 1822.179666 = -1030329.968325 nChanged 83 SP:Iteration 22Q (5296.174964 sec): 3 clusters Score: Raw -1032164.881548 + Penalty 1822.179666 = -1030342.701882 nChanged 78 SP:Iteration 23Q (5296.202761 sec): 3 clusters Score: Raw -1032176.812616 + Penalty 1822.179666 = -1030354.632950 nChanged 74 SP:Iteration 24Q (5296.230714 sec): 3 clusters Score: Raw -1032186.434911 + Penalty 1822.179666 = -1030364.255245 nChanged 62 SP:Iteration 25Q (5296.258984 sec): 3 clusters Score: Raw -1032196.338833 + Penalty 1822.179666 = -1030374.159167 nChanged 60 SP:Iteration 26Q (5296.287027 sec): 3 clusters Score: Raw -1032203.384179 + Penalty 1822.179666 = -1030381.204514 nChanged 61 SP:Iteration 27Q (5296.315599 sec): 3 clusters Score: Raw -1032211.612555 + Penalty 1822.179666 = -1030389.432889 nChanged 66 SP:Iteration 28Q (5296.344025 sec): 3 clusters Score: Raw -1032221.197305 + Penalty 1822.179666 = -1030399.017639 nChanged 76 SP:Iteration 29Q (5296.372339 sec): 3 clusters Score: Raw -1032233.062895 + Penalty 1822.179666 = -1030410.883229 nChanged 78 SP:Iteration 30Q (5296.400361 sec): 3 clusters Score: Raw -1032245.946190 + Penalty 1822.179666 = -1030423.766524 nChanged 78 SP:Iteration 31Q (5296.428553 sec): 3 clusters Score: Raw -1032259.740634 + Penalty 1822.179666 = -1030437.560968 nChanged 85 SP:Iteration 32Q (5296.456300 sec): 3 clusters Score: Raw -1032277.401250 + Penalty 1822.179666 = -1030455.221585 nChanged 86 SP:Iteration 33Q (5296.484248 sec): 3 clusters Score: Raw -1032295.006219 + Penalty 1822.179666 = -1030472.826553 nChanged 91 SP:Iteration 34Q (5296.512304 sec): 3 clusters Score: Raw -1032313.177397 + Penalty 1822.179666 = -1030490.997732 nChanged 79 SP:Iteration 35Q (5296.540631 sec): 3 clusters Score: Raw -1032326.948256 + Penalty 1822.179666 = -1030504.768590 nChanged 68 SP:Iteration 36Q (5296.568290 sec): 3 clusters Score: Raw -1032338.169684 + Penalty 1822.179666 = -1030515.990018 nChanged 66 SP:Iteration 37Q (5296.596146 sec): 3 clusters Score: Raw -1032348.793561 + Penalty 1822.179666 = -1030526.613895 nChanged 70 SP:Iteration 38Q (5296.623901 sec): 3 clusters Score: Raw -1032361.331220 + Penalty 1822.179666 = -1030539.151554 nChanged 87 SP:Iteration 39Q (5296.651922 sec): 3 clusters Score: Raw -1032375.178649 + Penalty 1822.179666 = -1030552.998983 nChanged 64 SP:Iteration 40F (5296.680678 sec): 3 clusters Score: Raw -1032386.296138 + Penalty 1822.179666 = -1030564.116472 nChanged 69 SP:Iteration 41Q (5296.708885 sec): 3 clusters Score: Raw -1032398.459271 + Penalty 1822.179666 = -1030576.279605 nChanged 70 SP:Iteration 42Q (5296.737033 sec): 3 clusters Score: Raw -1032411.638403 + Penalty 1822.179666 = -1030589.458738 nChanged 67 SP:Iteration 43Q (5296.765094 sec): 3 clusters Score: Raw -1032421.331413 + Penalty 1822.179666 = -1030599.151747 nChanged 45 SP:Iteration 44Q (5296.792953 sec): 3 clusters Score: Raw -1032425.985692 + Penalty 1822.179666 = -1030603.806026 nChanged 40 SP:Iteration 45Q (5296.820770 sec): 3 clusters Score: Raw -1032430.606656 + Penalty 1822.179666 = -1030608.426990 nChanged 40 SP:Iteration 46Q (5296.848610 sec): 3 clusters Score: Raw -1032435.474042 + Penalty 1822.179666 = -1030613.294376 nChanged 45 SP:Iteration 47Q (5296.876812 sec): 3 clusters Score: Raw -1032440.792632 + Penalty 1822.179666 = -1030618.612966 nChanged 38 SP:Iteration 48Q (5296.904641 sec): 3 clusters Score: Raw -1032445.213253 + Penalty 1822.179666 = -1030623.033587 nChanged 38 SP:Iteration 49Q (5296.932778 sec): 3 clusters Score: Raw -1032449.678300 + Penalty 1822.179666 = -1030627.498634 nChanged 31 SP:Iteration 50Q (5296.960337 sec): 3 clusters Score: Raw -1032451.822163 + Penalty 1822.179666 = -1030629.642497 nChanged 19 SP:Iteration 51Q (5296.988623 sec): 3 clusters Score: Raw -1032452.901286 + Penalty 1822.179666 = -1030630.721620 nChanged 11 SP:Iteration 52Q (5297.016464 sec): 3 clusters Score: Raw -1032453.484096 + Penalty 1822.179666 = -1030631.304430 nChanged 8 SP:Iteration 53Q (5297.044499 sec): 3 clusters Score: Raw -1032453.984816 + Penalty 1822.179666 = -1030631.805150 nChanged 4 SP:Iteration 54Q (5297.072213 sec): 3 clusters Score: Raw -1032454.075676 + Penalty 1822.179666 = -1030631.896010 nChanged 3 SP:Iteration 55Q (5297.100388 sec): 3 clusters Score: Raw -1032454.164199 + Penalty 1822.179666 = -1030631.984533 nChanged 2 SP:Iteration 56Q (5297.128258 sec): 3 clusters Score: Raw -1032454.298263 + Penalty 1822.179666 = -1030632.118597 nChanged 2 SP:Iteration 57Q (5297.156290 sec): 3 clusters Score: Raw -1032454.358482 + Penalty 1822.179666 = -1030632.178816 nChanged 1 SP:Iteration 58Q (5297.184321 sec): 3 clusters Score: Raw -1032454.374971 + Penalty 1822.179666 = -1030632.195306 nChanged 0 SP:Iteration 59F (5297.213066 sec): 3 clusters Score: Raw -1032454.374971 + Penalty 1822.179666 = -1030632.195306 nChanged 0 Trying to split cluster 20 (21884 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5297.246424 sec): 2 clusters Score: Raw -1615386.532854 + Penalty 949.383550 = -1614437.149303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5297.287578 sec): 3 clusters Score: Raw -1601737.772399 + Penalty 1898.767100 = -1599839.005299 nChanged 10223 SP:Iteration 1F (5297.326446 sec): 3 clusters Score: Raw -1607883.367207 + Penalty 1898.767100 = -1605984.600107 nChanged 1368 SP:Iteration 2F (5297.365131 sec): 3 clusters Score: Raw -1608705.918570 + Penalty 1898.767100 = -1606807.151470 nChanged 1574 SP:Iteration 3F (5297.403735 sec): 3 clusters Score: Raw -1609777.387835 + Penalty 1898.767100 = -1607878.620734 nChanged 1627 SP:Iteration 4F (5297.442447 sec): 3 clusters Score: Raw -1611000.648184 + Penalty 1898.767100 = -1609101.881084 nChanged 1505 SP:Iteration 5F (5297.510286 sec): 3 clusters Score: Raw -1612120.557493 + Penalty 1898.767100 = -1610221.790393 nChanged 1248 SP:Iteration 6F (5297.550683 sec): 3 clusters Score: Raw -1612960.607023 + Penalty 1898.767100 = -1611061.839922 nChanged 996 SP:Iteration 7Q (5297.592272 sec): 3 clusters Score: Raw -1613506.099102 + Penalty 1898.767100 = -1611607.332001 nChanged 754 SP:Iteration 8Q (5297.630785 sec): 3 clusters Score: Raw -1613839.613169 + Penalty 1898.767100 = -1611940.846069 nChanged 536 SP:Iteration 9Q (5297.669179 sec): 3 clusters Score: Raw -1614009.724802 + Penalty 1898.767100 = -1612110.957702 nChanged 366 SP:Iteration 10Q (5297.712071 sec): 3 clusters Score: Raw -1614106.131938 + Penalty 1898.767100 = -1612207.364837 nChanged 301 SP:Iteration 11Q (5297.749910 sec): 3 clusters Score: Raw -1614186.619628 + Penalty 1898.767100 = -1612287.852528 nChanged 273 SP:Iteration 12Q (5297.788061 sec): 3 clusters Score: Raw -1614250.500745 + Penalty 1898.767100 = -1612351.733645 nChanged 259 SP:Iteration 13Q (5297.825817 sec): 3 clusters Score: Raw -1614312.388015 + Penalty 1898.767100 = -1612413.620914 nChanged 234 SP:Iteration 14Q (5297.863512 sec): 3 clusters Score: Raw -1614370.489482 + Penalty 1898.767100 = -1612471.722382 nChanged 223 SP:Iteration 15Q (5297.901081 sec): 3 clusters Score: Raw -1614418.290132 + Penalty 1898.767100 = -1612519.523032 nChanged 199 SP:Iteration 16Q (5297.938704 sec): 3 clusters Score: Raw -1614454.631918 + Penalty 1898.767100 = -1612555.864818 nChanged 166 SP:Iteration 17Q (5297.976291 sec): 3 clusters Score: Raw -1614485.446462 + Penalty 1898.767100 = -1612586.679362 nChanged 173 SP:Iteration 18Q (5298.013897 sec): 3 clusters Score: Raw -1614517.243405 + Penalty 1898.767100 = -1612618.476305 nChanged 146 SP:Iteration 19Q (5298.051458 sec): 3 clusters Score: Raw -1614542.427450 + Penalty 1898.767100 = -1612643.660349 nChanged 153 SP:Iteration 20F (5298.090289 sec): 3 clusters Score: Raw -1614571.453413 + Penalty 1898.767100 = -1612672.686313 nChanged 139 SP:Iteration 21Q (5298.128012 sec): 3 clusters Score: Raw -1614597.801297 + Penalty 1898.767100 = -1612699.034197 nChanged 155 SP:Iteration 22Q (5298.165520 sec): 3 clusters Score: Raw -1614621.899229 + Penalty 1898.767100 = -1612723.132129 nChanged 136 SP:Iteration 23Q (5298.203079 sec): 3 clusters Score: Raw -1614641.895536 + Penalty 1898.767100 = -1612743.128435 nChanged 117 SP:Iteration 24Q (5298.240613 sec): 3 clusters Score: Raw -1614656.981748 + Penalty 1898.767100 = -1612758.214647 nChanged 109 SP:Iteration 25Q (5298.278161 sec): 3 clusters Score: Raw -1614670.105921 + Penalty 1898.767100 = -1612771.338821 nChanged 97 SP:Iteration 26Q (5298.315513 sec): 3 clusters Score: Raw -1614680.443170 + Penalty 1898.767100 = -1612781.676069 nChanged 86 SP:Iteration 27Q (5298.353133 sec): 3 clusters Score: Raw -1614689.421942 + Penalty 1898.767100 = -1612790.654842 nChanged 83 SP:Iteration 28Q (5298.390600 sec): 3 clusters Score: Raw -1614696.582862 + Penalty 1898.767100 = -1612797.815762 nChanged 73 SP:Iteration 29Q (5298.428127 sec): 3 clusters Score: Raw -1614702.982131 + Penalty 1898.767100 = -1612804.215030 nChanged 59 SP:Iteration 30Q (5298.465472 sec): 3 clusters Score: Raw -1614708.850784 + Penalty 1898.767100 = -1612810.083683 nChanged 72 SP:Iteration 31Q (5298.503081 sec): 3 clusters Score: Raw -1614717.473707 + Penalty 1898.767100 = -1612818.706607 nChanged 85 SP:Iteration 32Q (5298.540461 sec): 3 clusters Score: Raw -1614725.898000 + Penalty 1898.767100 = -1612827.130900 nChanged 73 SP:Iteration 33Q (5298.577897 sec): 3 clusters Score: Raw -1614733.474256 + Penalty 1898.767100 = -1612834.707156 nChanged 68 SP:Iteration 34Q (5298.615395 sec): 3 clusters Score: Raw -1614740.310224 + Penalty 1898.767100 = -1612841.543123 nChanged 69 SP:Iteration 35Q (5298.652654 sec): 3 clusters Score: Raw -1614746.072446 + Penalty 1898.767100 = -1612847.305346 nChanged 65 SP:Iteration 36Q (5298.690076 sec): 3 clusters Score: Raw -1614752.800462 + Penalty 1898.767100 = -1612854.033361 nChanged 74 SP:Iteration 37Q (5298.727371 sec): 3 clusters Score: Raw -1614760.416477 + Penalty 1898.767100 = -1612861.649376 nChanged 64 SP:Iteration 38Q (5298.764684 sec): 3 clusters Score: Raw -1614766.142635 + Penalty 1898.767100 = -1612867.375535 nChanged 62 SP:Iteration 39Q (5298.802226 sec): 3 clusters Score: Raw -1614772.376987 + Penalty 1898.767100 = -1612873.609886 nChanged 59 SP:Iteration 40F (5298.841173 sec): 3 clusters Score: Raw -1614778.230485 + Penalty 1898.767100 = -1612879.463384 nChanged 68 SP:Iteration 41Q (5298.878789 sec): 3 clusters Score: Raw -1614783.791507 + Penalty 1898.767100 = -1612885.024406 nChanged 64 SP:Iteration 42Q (5298.916333 sec): 3 clusters Score: Raw -1614789.667224 + Penalty 1898.767100 = -1612890.900123 nChanged 50 SP:Iteration 43Q (5298.953981 sec): 3 clusters Score: Raw -1614793.850164 + Penalty 1898.767100 = -1612895.083064 nChanged 51 SP:Iteration 44Q (5298.991489 sec): 3 clusters Score: Raw -1614797.664039 + Penalty 1898.767100 = -1612898.896939 nChanged 42 SP:Iteration 45Q (5299.038335 sec): 3 clusters Score: Raw -1614800.489893 + Penalty 1898.767100 = -1612901.722792 nChanged 34 SP:Iteration 46Q (5299.075403 sec): 3 clusters Score: Raw -1614803.227105 + Penalty 1898.767100 = -1612904.460005 nChanged 40 SP:Iteration 47Q (5299.112975 sec): 3 clusters Score: Raw -1614805.693144 + Penalty 1898.767100 = -1612906.926043 nChanged 34 SP:Iteration 48Q (5299.150340 sec): 3 clusters Score: Raw -1614808.260246 + Penalty 1898.767100 = -1612909.493146 nChanged 39 SP:Iteration 49Q (5299.187736 sec): 3 clusters Score: Raw -1614811.596133 + Penalty 1898.767100 = -1612912.829033 nChanged 39 SP:Iteration 50Q (5299.225372 sec): 3 clusters Score: Raw -1614814.772962 + Penalty 1898.767100 = -1612916.005861 nChanged 49 SP:Iteration 51Q (5299.262710 sec): 3 clusters Score: Raw -1614818.190735 + Penalty 1898.767100 = -1612919.423634 nChanged 42 SP:Iteration 52Q (5299.300137 sec): 3 clusters Score: Raw -1614821.084880 + Penalty 1898.767100 = -1612922.317780 nChanged 40 SP:Iteration 53Q (5299.337609 sec): 3 clusters Score: Raw -1614823.398887 + Penalty 1898.767100 = -1612924.631787 nChanged 40 SP:Iteration 54Q (5299.375176 sec): 3 clusters Score: Raw -1614826.368277 + Penalty 1898.767100 = -1612927.601176 nChanged 43 SP:Iteration 55Q (5299.412675 sec): 3 clusters Score: Raw -1614829.557958 + Penalty 1898.767100 = -1612930.790858 nChanged 38 SP:Iteration 56Q (5299.450092 sec): 3 clusters Score: Raw -1614833.018426 + Penalty 1898.767100 = -1612934.251325 nChanged 39 SP:Iteration 57Q (5299.487546 sec): 3 clusters Score: Raw -1614835.809347 + Penalty 1898.767100 = -1612937.042247 nChanged 32 SP:Iteration 58Q (5299.524822 sec): 3 clusters Score: Raw -1614838.007893 + Penalty 1898.767100 = -1612939.240792 nChanged 30 SP:Iteration 59Q (5299.562128 sec): 3 clusters Score: Raw -1614839.945576 + Penalty 1898.767100 = -1612941.178476 nChanged 25 SP:Iteration 60F (5299.600728 sec): 3 clusters Score: Raw -1614841.570150 + Penalty 1898.767100 = -1612942.803050 nChanged 31 SP:Iteration 61Q (5299.638274 sec): 3 clusters Score: Raw -1614843.645366 + Penalty 1898.767100 = -1612944.878265 nChanged 30 SP:Iteration 62Q (5299.675904 sec): 3 clusters Score: Raw -1614845.867936 + Penalty 1898.767100 = -1612947.100835 nChanged 33 SP:Iteration 63Q (5299.713434 sec): 3 clusters Score: Raw -1614848.699735 + Penalty 1898.767100 = -1612949.932635 nChanged 31 SP:Iteration 64Q (5299.751054 sec): 3 clusters Score: Raw -1614850.783063 + Penalty 1898.767100 = -1612952.015963 nChanged 28 SP:Iteration 65Q (5299.788771 sec): 3 clusters Score: Raw -1614852.585251 + Penalty 1898.767100 = -1612953.818151 nChanged 25 SP:Iteration 66Q (5299.826385 sec): 3 clusters Score: Raw -1614853.732163 + Penalty 1898.767100 = -1612954.965062 nChanged 20 SP:Iteration 67Q (5299.863817 sec): 3 clusters Score: Raw -1614854.700671 + Penalty 1898.767100 = -1612955.933571 nChanged 17 SP:Iteration 68Q (5299.901240 sec): 3 clusters Score: Raw -1614855.615364 + Penalty 1898.767100 = -1612956.848264 nChanged 12 SP:Iteration 69Q (5299.938797 sec): 3 clusters Score: Raw -1614855.962721 + Penalty 1898.767100 = -1612957.195621 nChanged 6 SP:Iteration 70Q (5299.976213 sec): 3 clusters Score: Raw -1614856.099634 + Penalty 1898.767100 = -1612957.332533 nChanged 4 SP:Iteration 71Q (5300.013712 sec): 3 clusters Score: Raw -1614856.219182 + Penalty 1898.767100 = -1612957.452082 nChanged 5 SP:Iteration 72Q (5300.051168 sec): 3 clusters Score: Raw -1614856.424509 + Penalty 1898.767100 = -1612957.657408 nChanged 5 SP:Iteration 73Q (5300.088617 sec): 3 clusters Score: Raw -1614856.610071 + Penalty 1898.767100 = -1612957.842971 nChanged 9 SP:Iteration 74Q (5300.126216 sec): 3 clusters Score: Raw -1614856.896860 + Penalty 1898.767100 = -1612958.129760 nChanged 7 SP:Iteration 75Q (5300.163850 sec): 3 clusters Score: Raw -1614857.117100 + Penalty 1898.767100 = -1612958.350000 nChanged 9 SP:Iteration 76Q (5300.201342 sec): 3 clusters Score: Raw -1614857.422701 + Penalty 1898.767100 = -1612958.655600 nChanged 8 SP:Iteration 77Q (5300.239036 sec): 3 clusters Score: Raw -1614857.609487 + Penalty 1898.767100 = -1612958.842387 nChanged 5 SP:Iteration 78Q (5300.276557 sec): 3 clusters Score: Raw -1614857.786728 + Penalty 1898.767100 = -1612959.019627 nChanged 8 SP:Iteration 79Q (5300.314100 sec): 3 clusters Score: Raw -1614858.111084 + Penalty 1898.767100 = -1612959.343984 nChanged 4 SP:Iteration 80F (5300.352676 sec): 3 clusters Score: Raw -1614858.196121 + Penalty 1898.767100 = -1612959.429020 nChanged 4 SP:Iteration 81Q (5300.390296 sec): 3 clusters Score: Raw -1614858.361066 + Penalty 1898.767100 = -1612959.593966 nChanged 7 SP:Iteration 82Q (5300.427937 sec): 3 clusters Score: Raw -1614858.559513 + Penalty 1898.767100 = -1612959.792413 nChanged 5 SP:Iteration 83Q (5300.465762 sec): 3 clusters Score: Raw -1614858.696831 + Penalty 1898.767100 = -1612959.929731 nChanged 5 SP:Iteration 84Q (5300.503320 sec): 3 clusters Score: Raw -1614858.777321 + Penalty 1898.767100 = -1612960.010220 nChanged 1 SP:Iteration 85Q (5300.540792 sec): 3 clusters Score: Raw -1614858.815153 + Penalty 1898.767100 = -1612960.048053 nChanged 2 SP:Iteration 86Q (5300.578325 sec): 3 clusters Score: Raw -1614858.846833 + Penalty 1898.767100 = -1612960.079733 nChanged 2 SP:Iteration 87Q (5300.616003 sec): 3 clusters Score: Raw -1614858.886573 + Penalty 1898.767100 = -1612960.119472 nChanged 1 SP:Iteration 88Q (5300.653571 sec): 3 clusters Score: Raw -1614858.903856 + Penalty 1898.767100 = -1612960.136756 nChanged 1 SP:Iteration 89Q (5300.691187 sec): 3 clusters Score: Raw -1614858.914420 + Penalty 1898.767100 = -1612960.147319 nChanged 0 SP:Iteration 90F (5300.729709 sec): 3 clusters Score: Raw -1614858.914420 + Penalty 1898.767100 = -1612960.147319 nChanged 0 Trying to split cluster 21 (4524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5300.745253 sec): 2 clusters Score: Raw -314722.507900 + Penalty 799.629425 = -313922.878475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5300.762843 sec): 3 clusters Score: Raw -312226.349812 + Penalty 1599.258849 = -310627.090963 nChanged 1914 SP:Iteration 1F (5300.779091 sec): 3 clusters Score: Raw -313287.221799 + Penalty 1599.258849 = -311687.962950 nChanged 324 SP:Iteration 2F (5300.795282 sec): 3 clusters Score: Raw -313465.683016 + Penalty 1599.258849 = -311866.424167 nChanged 296 SP:Iteration 3F (5300.811502 sec): 3 clusters Score: Raw -313673.967400 + Penalty 1599.258849 = -312074.708551 nChanged 278 SP:Iteration 4F (5300.827474 sec): 3 clusters Score: Raw -313866.062429 + Penalty 1599.258849 = -312266.803580 nChanged 243 SP:Iteration 5F (5300.843478 sec): 3 clusters Score: Raw -314030.083210 + Penalty 1599.258849 = -312430.824361 nChanged 196 SP:Iteration 6Q (5300.859608 sec): 3 clusters Score: Raw -314149.883642 + Penalty 1599.258849 = -312550.624793 nChanged 182 SP:Iteration 7Q (5300.875518 sec): 3 clusters Score: Raw -314276.248735 + Penalty 1599.258849 = -312676.989886 nChanged 167 SP:Iteration 8Q (5300.891512 sec): 3 clusters Score: Raw -314398.761230 + Penalty 1599.258849 = -312799.502381 nChanged 163 SP:Iteration 9Q (5300.907309 sec): 3 clusters Score: Raw -314534.246809 + Penalty 1599.258849 = -312934.987960 nChanged 127 SP:Iteration 10Q (5300.923164 sec): 3 clusters Score: Raw -314636.827696 + Penalty 1599.258849 = -313037.568847 nChanged 90 SP:Iteration 11Q (5300.938929 sec): 3 clusters Score: Raw -314710.458740 + Penalty 1599.258849 = -313111.199891 nChanged 74 SP:Iteration 12Q (5300.954583 sec): 3 clusters Score: Raw -314796.402669 + Penalty 1599.258849 = -313197.143820 nChanged 65 SP:Iteration 13Q (5300.970132 sec): 3 clusters Score: Raw -314865.411215 + Penalty 1599.258849 = -313266.152366 nChanged 50 SP:Iteration 14Q (5300.985574 sec): 3 clusters Score: Raw -314903.888072 + Penalty 1599.258849 = -313304.629223 nChanged 50 SP:Iteration 15Q (5301.001007 sec): 3 clusters Score: Raw -314950.098985 + Penalty 1599.258849 = -313350.840136 nChanged 43 SP:Iteration 16Q (5301.016364 sec): 3 clusters Score: Raw -314994.006380 + Penalty 1599.258849 = -313394.747530 nChanged 42 SP:Iteration 17Q (5301.031723 sec): 3 clusters Score: Raw -315031.542825 + Penalty 1599.258849 = -313432.283976 nChanged 44 SP:Iteration 18Q (5301.047048 sec): 3 clusters Score: Raw -315059.759966 + Penalty 1599.258849 = -313460.501117 nChanged 35 SP:Iteration 19Q (5301.062379 sec): 3 clusters Score: Raw -315076.957877 + Penalty 1599.258849 = -313477.699028 nChanged 21 SP:Iteration 20F (5301.078462 sec): 3 clusters Score: Raw -315083.552814 + Penalty 1599.258849 = -313484.293965 nChanged 11 SP:Iteration 21Q (5301.093598 sec): 3 clusters Score: Raw -315087.751188 + Penalty 1599.258849 = -313488.492339 nChanged 11 SP:Iteration 22Q (5301.108878 sec): 3 clusters Score: Raw -315091.411736 + Penalty 1599.258849 = -313492.152887 nChanged 8 SP:Iteration 23Q (5301.124184 sec): 3 clusters Score: Raw -315094.359458 + Penalty 1599.258849 = -313495.100609 nChanged 12 SP:Iteration 24Q (5301.139494 sec): 3 clusters Score: Raw -315098.631087 + Penalty 1599.258849 = -313499.372238 nChanged 7 SP:Iteration 25Q (5301.154749 sec): 3 clusters Score: Raw -315102.070463 + Penalty 1599.258849 = -313502.811614 nChanged 6 SP:Iteration 26Q (5301.170075 sec): 3 clusters Score: Raw -315103.613621 + Penalty 1599.258849 = -313504.354772 nChanged 2 SP:Iteration 27Q (5301.185206 sec): 3 clusters Score: Raw -315104.594653 + Penalty 1599.258849 = -313505.335804 nChanged 2 SP:Iteration 28Q (5301.200505 sec): 3 clusters Score: Raw -315105.578282 + Penalty 1599.258849 = -313506.319433 nChanged 5 SP:Iteration 29Q (5301.215799 sec): 3 clusters Score: Raw -315107.186874 + Penalty 1599.258849 = -313507.928025 nChanged 8 SP:Iteration 30Q (5301.231127 sec): 3 clusters Score: Raw -315111.318940 + Penalty 1599.258849 = -313512.060091 nChanged 8 SP:Iteration 31Q (5301.246238 sec): 3 clusters Score: Raw -315113.987391 + Penalty 1599.258849 = -313514.728542 nChanged 5 SP:Iteration 32Q (5301.261524 sec): 3 clusters Score: Raw -315115.222400 + Penalty 1599.258849 = -313515.963551 nChanged 3 SP:Iteration 33Q (5301.276631 sec): 3 clusters Score: Raw -315116.122781 + Penalty 1599.258849 = -313516.863932 nChanged 0 SP:Iteration 34F (5301.292577 sec): 3 clusters Score: Raw -315116.122781 + Penalty 1599.258849 = -313516.863932 nChanged 0 Trying to split cluster 22 (5523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5301.310372 sec): 2 clusters Score: Raw -364810.991656 + Penalty 818.584265 = -363992.407391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5301.341926 sec): 3 clusters Score: Raw -361658.952280 + Penalty 1637.168529 = -360021.783750 nChanged 2372 SP:Iteration 1F (5301.400087 sec): 3 clusters Score: Raw -363090.770760 + Penalty 1637.168529 = -361453.602231 nChanged 478 SP:Iteration 2F (5301.411356 sec): 3 clusters Score: Raw -363388.637745 + Penalty 1637.168529 = -361751.469216 nChanged 410 SP:Iteration 3F (5301.432454 sec): 3 clusters Score: Raw -363670.930606 + Penalty 1637.168529 = -362033.762077 nChanged 378 SP:Iteration 4F (5301.451717 sec): 3 clusters Score: Raw -363959.523781 + Penalty 1637.168529 = -362322.355252 nChanged 336 SP:Iteration 5F (5301.471047 sec): 3 clusters Score: Raw -364228.381795 + Penalty 1637.168529 = -362591.213266 nChanged 286 SP:Iteration 6F (5301.490762 sec): 3 clusters Score: Raw -364466.472413 + Penalty 1637.168529 = -362829.303884 nChanged 205 SP:Iteration 7Q (5301.510049 sec): 3 clusters Score: Raw -364623.534005 + Penalty 1637.168529 = -362986.365476 nChanged 137 SP:Iteration 8Q (5301.529453 sec): 3 clusters Score: Raw -364733.294617 + Penalty 1637.168529 = -363096.126088 nChanged 90 SP:Iteration 9Q (5301.548548 sec): 3 clusters Score: Raw -364801.800270 + Penalty 1637.168529 = -363164.631741 nChanged 68 SP:Iteration 10Q (5301.567612 sec): 3 clusters Score: Raw -364849.281784 + Penalty 1637.168529 = -363212.113255 nChanged 48 SP:Iteration 11Q (5301.586762 sec): 3 clusters Score: Raw -364885.781837 + Penalty 1637.168529 = -363248.613308 nChanged 36 SP:Iteration 12Q (5301.605554 sec): 3 clusters Score: Raw -364914.845710 + Penalty 1637.168529 = -363277.677181 nChanged 25 SP:Iteration 13Q (5301.623923 sec): 3 clusters Score: Raw -364935.848841 + Penalty 1637.168529 = -363298.680312 nChanged 13 SP:Iteration 14Q (5301.642311 sec): 3 clusters Score: Raw -364947.896067 + Penalty 1637.168529 = -363310.727538 nChanged 13 SP:Iteration 15Q (5301.660916 sec): 3 clusters Score: Raw -364954.546418 + Penalty 1637.168529 = -363317.377889 nChanged 9 SP:Iteration 16Q (5301.679013 sec): 3 clusters Score: Raw -364961.861445 + Penalty 1637.168529 = -363324.692915 nChanged 7 SP:Iteration 17Q (5301.697241 sec): 3 clusters Score: Raw -364967.392115 + Penalty 1637.168529 = -363330.223585 nChanged 6 SP:Iteration 18Q (5301.715743 sec): 3 clusters Score: Raw -364971.911987 + Penalty 1637.168529 = -363334.743458 nChanged 6 SP:Iteration 19Q (5301.734014 sec): 3 clusters Score: Raw -364978.611835 + Penalty 1637.168529 = -363341.443306 nChanged 9 SP:Iteration 20F (5301.753408 sec): 3 clusters Score: Raw -364984.657498 + Penalty 1637.168529 = -363347.488969 nChanged 10 SP:Iteration 21Q (5301.771621 sec): 3 clusters Score: Raw -364990.477564 + Penalty 1637.168529 = -363353.309035 nChanged 7 SP:Iteration 22Q (5301.789651 sec): 3 clusters Score: Raw -364994.659925 + Penalty 1637.168529 = -363357.491396 nChanged 7 SP:Iteration 23Q (5301.807718 sec): 3 clusters Score: Raw -364998.584408 + Penalty 1637.168529 = -363361.415879 nChanged 7 SP:Iteration 24Q (5301.825944 sec): 3 clusters Score: Raw -365001.625409 + Penalty 1637.168529 = -363364.456880 nChanged 3 SP:Iteration 25Q (5301.843861 sec): 3 clusters Score: Raw -365003.679272 + Penalty 1637.168529 = -363366.510742 nChanged 4 SP:Iteration 26Q (5301.862059 sec): 3 clusters Score: Raw -365007.390466 + Penalty 1637.168529 = -363370.221937 nChanged 5 SP:Iteration 27Q (5301.880152 sec): 3 clusters Score: Raw -365013.228705 + Penalty 1637.168529 = -363376.060176 nChanged 6 SP:Iteration 28Q (5301.898477 sec): 3 clusters Score: Raw -365017.765799 + Penalty 1637.168529 = -363380.597270 nChanged 2 SP:Iteration 29Q (5301.916632 sec): 3 clusters Score: Raw -365019.310365 + Penalty 1637.168529 = -363382.141836 nChanged 2 SP:Iteration 30Q (5301.934672 sec): 3 clusters Score: Raw -365020.080515 + Penalty 1637.168529 = -363382.911986 nChanged 0 SP:Iteration 31F (5301.954034 sec): 3 clusters Score: Raw -365020.080515 + Penalty 1637.168529 = -363382.911986 nChanged 0 Trying to split cluster 23 (4107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5301.970519 sec): 2 clusters Score: Raw -309553.973104 + Penalty 790.442571 = -308763.530533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5301.986419 sec): 3 clusters Score: Raw -307332.349239 + Penalty 1580.885142 = -305751.464097 nChanged 1722 SP:Iteration 1F (5302.001139 sec): 3 clusters Score: Raw -308297.191385 + Penalty 1580.885142 = -306716.306243 nChanged 295 SP:Iteration 2F (5302.015638 sec): 3 clusters Score: Raw -308473.500750 + Penalty 1580.885142 = -306892.615608 nChanged 244 SP:Iteration 3F (5302.030188 sec): 3 clusters Score: Raw -308636.689797 + Penalty 1580.885142 = -307055.804655 nChanged 240 SP:Iteration 4F (5302.044902 sec): 3 clusters Score: Raw -308812.323856 + Penalty 1580.885142 = -307231.438714 nChanged 215 SP:Iteration 5F (5302.059584 sec): 3 clusters Score: Raw -308992.254334 + Penalty 1580.885142 = -307411.369192 nChanged 222 SP:Iteration 6F (5302.074136 sec): 3 clusters Score: Raw -309211.591573 + Penalty 1580.885142 = -307630.706432 nChanged 217 SP:Iteration 7F (5302.088643 sec): 3 clusters Score: Raw -309412.485591 + Penalty 1580.885142 = -307831.600449 nChanged 211 SP:Iteration 8F (5302.103188 sec): 3 clusters Score: Raw -309570.099800 + Penalty 1580.885142 = -307989.214659 nChanged 175 SP:Iteration 9Q (5302.117630 sec): 3 clusters Score: Raw -309676.599870 + Penalty 1580.885142 = -308095.714728 nChanged 152 SP:Iteration 10Q (5302.132046 sec): 3 clusters Score: Raw -309752.934888 + Penalty 1580.885142 = -308172.049746 nChanged 107 SP:Iteration 11Q (5302.146593 sec): 3 clusters Score: Raw -309807.213825 + Penalty 1580.885142 = -308226.328683 nChanged 86 SP:Iteration 12Q (5302.161145 sec): 3 clusters Score: Raw -309847.095792 + Penalty 1580.885142 = -308266.210650 nChanged 83 SP:Iteration 13Q (5302.175684 sec): 3 clusters Score: Raw -309893.949940 + Penalty 1580.885142 = -308313.064799 nChanged 88 SP:Iteration 14Q (5302.190178 sec): 3 clusters Score: Raw -309938.510180 + Penalty 1580.885142 = -308357.625039 nChanged 76 SP:Iteration 15Q (5302.204734 sec): 3 clusters Score: Raw -309969.267347 + Penalty 1580.885142 = -308388.382205 nChanged 70 SP:Iteration 16Q (5302.219114 sec): 3 clusters Score: Raw -309998.387054 + Penalty 1580.885142 = -308417.501912 nChanged 64 SP:Iteration 17Q (5302.233485 sec): 3 clusters Score: Raw -310021.142691 + Penalty 1580.885142 = -308440.257549 nChanged 56 SP:Iteration 18Q (5302.247835 sec): 3 clusters Score: Raw -310044.294128 + Penalty 1580.885142 = -308463.408986 nChanged 55 SP:Iteration 19Q (5302.262180 sec): 3 clusters Score: Raw -310065.139343 + Penalty 1580.885142 = -308484.254202 nChanged 47 SP:Iteration 20F (5302.276789 sec): 3 clusters Score: Raw -310083.060428 + Penalty 1580.885142 = -308502.175287 nChanged 39 SP:Iteration 21Q (5302.291222 sec): 3 clusters Score: Raw -310099.220172 + Penalty 1580.885142 = -308518.335031 nChanged 43 SP:Iteration 22Q (5302.305765 sec): 3 clusters Score: Raw -310121.819286 + Penalty 1580.885142 = -308540.934145 nChanged 42 SP:Iteration 23Q (5302.320304 sec): 3 clusters Score: Raw -310140.453215 + Penalty 1580.885142 = -308559.568073 nChanged 46 SP:Iteration 24Q (5302.334837 sec): 3 clusters Score: Raw -310157.682031 + Penalty 1580.885142 = -308576.796889 nChanged 33 SP:Iteration 25Q (5302.349361 sec): 3 clusters Score: Raw -310167.566071 + Penalty 1580.885142 = -308586.680929 nChanged 30 SP:Iteration 26Q (5302.363728 sec): 3 clusters Score: Raw -310176.939719 + Penalty 1580.885142 = -308596.054578 nChanged 29 SP:Iteration 27Q (5302.378209 sec): 3 clusters Score: Raw -310185.991084 + Penalty 1580.885142 = -308605.105942 nChanged 23 SP:Iteration 28Q (5302.392697 sec): 3 clusters Score: Raw -310192.782119 + Penalty 1580.885142 = -308611.896978 nChanged 16 SP:Iteration 29Q (5302.407199 sec): 3 clusters Score: Raw -310197.146845 + Penalty 1580.885142 = -308616.261703 nChanged 17 SP:Iteration 30Q (5302.421701 sec): 3 clusters Score: Raw -310202.866274 + Penalty 1580.885142 = -308621.981132 nChanged 18 SP:Iteration 31Q (5302.436154 sec): 3 clusters Score: Raw -310209.397946 + Penalty 1580.885142 = -308628.512804 nChanged 17 SP:Iteration 32Q (5302.450571 sec): 3 clusters Score: Raw -310214.256772 + Penalty 1580.885142 = -308633.371630 nChanged 13 SP:Iteration 33Q (5302.464964 sec): 3 clusters Score: Raw -310217.200562 + Penalty 1580.885142 = -308636.315421 nChanged 11 SP:Iteration 34Q (5302.479221 sec): 3 clusters Score: Raw -310220.237615 + Penalty 1580.885142 = -308639.352474 nChanged 9 SP:Iteration 35Q (5302.493608 sec): 3 clusters Score: Raw -310221.990990 + Penalty 1580.885142 = -308641.105848 nChanged 5 SP:Iteration 36Q (5302.507829 sec): 3 clusters Score: Raw -310222.840232 + Penalty 1580.885142 = -308641.955090 nChanged 6 SP:Iteration 37Q (5302.522223 sec): 3 clusters Score: Raw -310223.471277 + Penalty 1580.885142 = -308642.586136 nChanged 3 SP:Iteration 38Q (5302.536535 sec): 3 clusters Score: Raw -310224.169690 + Penalty 1580.885142 = -308643.284548 nChanged 2 SP:Iteration 39Q (5302.550890 sec): 3 clusters Score: Raw -310224.612612 + Penalty 1580.885142 = -308643.727470 nChanged 3 SP:Iteration 40F (5302.565301 sec): 3 clusters Score: Raw -310225.376702 + Penalty 1580.885142 = -308644.491560 nChanged 4 SP:Iteration 41Q (5302.579707 sec): 3 clusters Score: Raw -310226.206752 + Penalty 1580.885142 = -308645.321610 nChanged 3 SP:Iteration 42Q (5302.593886 sec): 3 clusters Score: Raw -310227.814922 + Penalty 1580.885142 = -308646.929780 nChanged 3 SP:Iteration 43Q (5302.608254 sec): 3 clusters Score: Raw -310228.293137 + Penalty 1580.885142 = -308647.407995 nChanged 5 SP:Iteration 44Q (5302.622594 sec): 3 clusters Score: Raw -310229.298761 + Penalty 1580.885142 = -308648.413620 nChanged 3 SP:Iteration 45Q (5302.636947 sec): 3 clusters Score: Raw -310230.004888 + Penalty 1580.885142 = -308649.119746 nChanged 2 SP:Iteration 46Q (5302.651173 sec): 3 clusters Score: Raw -310230.800667 + Penalty 1580.885142 = -308649.915526 nChanged 2 SP:Iteration 47Q (5302.665511 sec): 3 clusters Score: Raw -310231.845568 + Penalty 1580.885142 = -308650.960426 nChanged 1 SP:Iteration 48Q (5302.679712 sec): 3 clusters Score: Raw -310232.537129 + Penalty 1580.885142 = -308651.651988 nChanged 5 SP:Iteration 49Q (5302.694057 sec): 3 clusters Score: Raw -310234.823038 + Penalty 1580.885142 = -308653.937896 nChanged 4 SP:Iteration 50Q (5302.708392 sec): 3 clusters Score: Raw -310235.800344 + Penalty 1580.885142 = -308654.915203 nChanged 1 SP:Iteration 51Q (5302.722739 sec): 3 clusters Score: Raw -310236.058684 + Penalty 1580.885142 = -308655.173542 nChanged 1 SP:Iteration 52Q (5302.737083 sec): 3 clusters Score: Raw -310236.178989 + Penalty 1580.885142 = -308655.293847 nChanged 0 SP:Iteration 53F (5302.751658 sec): 3 clusters Score: Raw -310236.178989 + Penalty 1580.885142 = -308655.293847 nChanged 0 Trying to split cluster 24 (3005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5302.767586 sec): 2 clusters Score: Raw -195811.225508 + Penalty 760.763120 = -195050.462387 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5302.779744 sec): 3 clusters Score: Raw -194230.487427 + Penalty 1521.526241 = -192708.961186 nChanged 1256 SP:Iteration 1F (5302.790850 sec): 3 clusters Score: Raw -194932.987437 + Penalty 1521.526241 = -193411.461196 nChanged 237 SP:Iteration 2F (5302.802143 sec): 3 clusters Score: Raw -195098.985347 + Penalty 1521.526241 = -193577.459106 nChanged 220 SP:Iteration 3F (5302.813358 sec): 3 clusters Score: Raw -195257.068286 + Penalty 1521.526241 = -193735.542045 nChanged 189 SP:Iteration 4F (5302.824608 sec): 3 clusters Score: Raw -195399.361610 + Penalty 1521.526241 = -193877.835369 nChanged 177 SP:Iteration 5F (5302.835708 sec): 3 clusters Score: Raw -195526.363771 + Penalty 1521.526241 = -194004.837530 nChanged 152 SP:Iteration 6F (5302.846886 sec): 3 clusters Score: Raw -195639.342874 + Penalty 1521.526241 = -194117.816633 nChanged 152 SP:Iteration 7F (5302.857948 sec): 3 clusters Score: Raw -195757.335056 + Penalty 1521.526241 = -194235.808815 nChanged 125 SP:Iteration 8Q (5302.869140 sec): 3 clusters Score: Raw -195857.568531 + Penalty 1521.526241 = -194336.042290 nChanged 104 SP:Iteration 9Q (5302.880217 sec): 3 clusters Score: Raw -195931.341631 + Penalty 1521.526241 = -194409.815390 nChanged 70 SP:Iteration 10Q (5302.891290 sec): 3 clusters Score: Raw -195966.379100 + Penalty 1521.526241 = -194444.852859 nChanged 65 SP:Iteration 11Q (5302.902336 sec): 3 clusters Score: Raw -195998.023059 + Penalty 1521.526241 = -194476.496818 nChanged 45 SP:Iteration 12Q (5302.913262 sec): 3 clusters Score: Raw -196012.973132 + Penalty 1521.526241 = -194491.446891 nChanged 31 SP:Iteration 13Q (5302.924320 sec): 3 clusters Score: Raw -196019.745590 + Penalty 1521.526241 = -194498.219349 nChanged 21 SP:Iteration 14Q (5302.935185 sec): 3 clusters Score: Raw -196026.573462 + Penalty 1521.526241 = -194505.047221 nChanged 19 SP:Iteration 15Q (5302.946213 sec): 3 clusters Score: Raw -196031.277672 + Penalty 1521.526241 = -194509.751431 nChanged 14 SP:Iteration 16Q (5302.957228 sec): 3 clusters Score: Raw -196034.158784 + Penalty 1521.526241 = -194512.632543 nChanged 5 SP:Iteration 17Q (5302.968279 sec): 3 clusters Score: Raw -196035.389565 + Penalty 1521.526241 = -194513.863325 nChanged 10 SP:Iteration 18Q (5302.979228 sec): 3 clusters Score: Raw -196038.085757 + Penalty 1521.526241 = -194516.559516 nChanged 6 SP:Iteration 19Q (5302.990187 sec): 3 clusters Score: Raw -196039.687536 + Penalty 1521.526241 = -194518.161295 nChanged 9 SP:Iteration 20F (5303.001265 sec): 3 clusters Score: Raw -196042.356909 + Penalty 1521.526241 = -194520.830668 nChanged 9 SP:Iteration 21Q (5303.012228 sec): 3 clusters Score: Raw -196044.313547 + Penalty 1521.526241 = -194522.787307 nChanged 9 SP:Iteration 22Q (5303.023292 sec): 3 clusters Score: Raw -196046.669009 + Penalty 1521.526241 = -194525.142768 nChanged 4 SP:Iteration 23Q (5303.034331 sec): 3 clusters Score: Raw -196047.366204 + Penalty 1521.526241 = -194525.839963 nChanged 2 SP:Iteration 24Q (5303.045280 sec): 3 clusters Score: Raw -196047.547104 + Penalty 1521.526241 = -194526.020864 nChanged 2 SP:Iteration 25Q (5303.056356 sec): 3 clusters Score: Raw -196048.394400 + Penalty 1521.526241 = -194526.868159 nChanged 3 SP:Iteration 26Q (5303.067414 sec): 3 clusters Score: Raw -196049.119099 + Penalty 1521.526241 = -194527.592858 nChanged 4 SP:Iteration 27Q (5303.078443 sec): 3 clusters Score: Raw -196049.892651 + Penalty 1521.526241 = -194528.366410 nChanged 1 SP:Iteration 28Q (5303.090061 sec): 3 clusters Score: Raw -196050.053713 + Penalty 1521.526241 = -194528.527472 nChanged 2 SP:Iteration 29Q (5303.100997 sec): 3 clusters Score: Raw -196050.402777 + Penalty 1521.526241 = -194528.876536 nChanged 3 SP:Iteration 30Q (5303.112005 sec): 3 clusters Score: Raw -196050.957224 + Penalty 1521.526241 = -194529.430983 nChanged 2 SP:Iteration 31Q (5303.122910 sec): 3 clusters Score: Raw -196051.113108 + Penalty 1521.526241 = -194529.586867 nChanged 0 SP:Iteration 32F (5303.134072 sec): 3 clusters Score: Raw -196051.113108 + Penalty 1521.526241 = -194529.586867 nChanged 0 Trying to split cluster 25 (154667 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5303.284805 sec): 2 clusters Score: Raw -12038143.027835 + Penalty 1135.157821 = -12037007.870014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5303.471783 sec): 3 clusters Score: Raw -11934771.556707 + Penalty 2270.315643 = -11932501.241064 nChanged 75515 SP:Iteration 1F (5303.655781 sec): 3 clusters Score: Raw -11980847.971079 + Penalty 2270.315643 = -11978577.655436 nChanged 6418 SP:Iteration 2Q (5303.857202 sec): 3 clusters Score: Raw -11983112.433629 + Penalty 2270.315643 = -11980842.117986 nChanged 7357 SP:Iteration 3Q (5304.058323 sec): 3 clusters Score: Raw -11986335.882042 + Penalty 2270.315643 = -11984065.566399 nChanged 8616 SP:Iteration 4F (5304.242170 sec): 3 clusters Score: Raw -11990915.734022 + Penalty 2270.315643 = -11988645.418379 nChanged 9701 SP:Iteration 5F (5304.425936 sec): 3 clusters Score: Raw -11996886.865495 + Penalty 2270.315643 = -11994616.549853 nChanged 10234 SP:Iteration 6F (5304.609643 sec): 3 clusters Score: Raw -12003967.688043 + Penalty 2270.315643 = -12001697.372400 nChanged 9670 SP:Iteration 7F (5304.793086 sec): 3 clusters Score: Raw -12011291.171594 + Penalty 2270.315643 = -12009020.855952 nChanged 8512 SP:Iteration 8F (5304.976632 sec): 3 clusters Score: Raw -12017826.898861 + Penalty 2270.315643 = -12015556.583218 nChanged 6605 SP:Iteration 9Q (5305.171125 sec): 3 clusters Score: Raw -12021975.568080 + Penalty 2270.315643 = -12019705.252437 nChanged 4580 SP:Iteration 10Q (5305.361752 sec): 3 clusters Score: Raw -12024187.906741 + Penalty 2270.315643 = -12021917.591098 nChanged 3306 SP:Iteration 11Q (5305.549558 sec): 3 clusters Score: Raw -12025659.687137 + Penalty 2270.315643 = -12023389.371494 nChanged 2806 SP:Iteration 12Q (5305.735615 sec): 3 clusters Score: Raw -12026921.172437 + Penalty 2270.315643 = -12024650.856794 nChanged 2568 SP:Iteration 13Q (5305.920868 sec): 3 clusters Score: Raw -12028057.865860 + Penalty 2270.315643 = -12025787.550218 nChanged 2375 SP:Iteration 14Q (5306.104098 sec): 3 clusters Score: Raw -12029115.670998 + Penalty 2270.315643 = -12026845.355355 nChanged 2226 SP:Iteration 15Q (5306.285938 sec): 3 clusters Score: Raw -12030111.362522 + Penalty 2270.315643 = -12027841.046879 nChanged 2027 SP:Iteration 16Q (5306.466609 sec): 3 clusters Score: Raw -12031022.552963 + Penalty 2270.315643 = -12028752.237321 nChanged 1900 SP:Iteration 17Q (5306.645902 sec): 3 clusters Score: Raw -12031893.960454 + Penalty 2270.315643 = -12029623.644811 nChanged 1756 SP:Iteration 18Q (5306.824251 sec): 3 clusters Score: Raw -12032699.765770 + Penalty 2270.315643 = -12030429.450127 nChanged 1597 SP:Iteration 19Q (5307.001438 sec): 3 clusters Score: Raw -12033377.834312 + Penalty 2270.315643 = -12031107.518670 nChanged 1466 SP:Iteration 20F (5307.185483 sec): 3 clusters Score: Raw -12033946.898777 + Penalty 2270.315643 = -12031676.583134 nChanged 1297 SP:Iteration 21Q (5307.361382 sec): 3 clusters Score: Raw -12034377.461781 + Penalty 2270.315643 = -12032107.146138 nChanged 1155 SP:Iteration 22Q (5307.536538 sec): 3 clusters Score: Raw -12034730.775689 + Penalty 2270.315643 = -12032460.460046 nChanged 1117 SP:Iteration 23Q (5307.710854 sec): 3 clusters Score: Raw -12035069.984397 + Penalty 2270.315643 = -12032799.668754 nChanged 1066 SP:Iteration 24Q (5307.884722 sec): 3 clusters Score: Raw -12035378.370087 + Penalty 2270.315643 = -12033108.054444 nChanged 1002 SP:Iteration 25Q (5308.057816 sec): 3 clusters Score: Raw -12035642.628747 + Penalty 2270.315643 = -12033372.313105 nChanged 922 SP:Iteration 26Q (5308.230329 sec): 3 clusters Score: Raw -12035857.888214 + Penalty 2270.315643 = -12033587.572571 nChanged 825 SP:Iteration 27Q (5308.402540 sec): 3 clusters Score: Raw -12036028.072978 + Penalty 2270.315643 = -12033757.757335 nChanged 784 SP:Iteration 28Q (5308.574128 sec): 3 clusters Score: Raw -12036186.818916 + Penalty 2270.315643 = -12033916.503274 nChanged 778 SP:Iteration 29Q (5308.745239 sec): 3 clusters Score: Raw -12036344.302234 + Penalty 2270.315643 = -12034073.986591 nChanged 752 SP:Iteration 30Q (5308.915891 sec): 3 clusters Score: Raw -12036484.332891 + Penalty 2270.315643 = -12034214.017248 nChanged 677 SP:Iteration 31Q (5309.085958 sec): 3 clusters Score: Raw -12036605.530500 + Penalty 2270.315643 = -12034335.214858 nChanged 664 SP:Iteration 32Q (5309.256477 sec): 3 clusters Score: Raw -12036722.761347 + Penalty 2270.315643 = -12034452.445704 nChanged 614 SP:Iteration 33Q (5309.426525 sec): 3 clusters Score: Raw -12036828.477091 + Penalty 2270.315643 = -12034558.161449 nChanged 581 SP:Iteration 34Q (5309.596235 sec): 3 clusters Score: Raw -12036930.603267 + Penalty 2270.315643 = -12034660.287624 nChanged 571 SP:Iteration 35Q (5309.764979 sec): 3 clusters Score: Raw -12037026.258149 + Penalty 2270.315643 = -12034755.942506 nChanged 541 SP:Iteration 36Q (5309.933144 sec): 3 clusters Score: Raw -12037112.842476 + Penalty 2270.315643 = -12034842.526833 nChanged 511 SP:Iteration 37Q (5310.121646 sec): 3 clusters Score: Raw -12037198.298945 + Penalty 2270.315643 = -12034927.983303 nChanged 527 SP:Iteration 38Q (5310.289216 sec): 3 clusters Score: Raw -12037287.261145 + Penalty 2270.315643 = -12035016.945503 nChanged 460 SP:Iteration 39Q (5310.456381 sec): 3 clusters Score: Raw -12037358.864740 + Penalty 2270.315643 = -12035088.549098 nChanged 435 SP:Iteration 40F (5310.640251 sec): 3 clusters Score: Raw -12037424.498746 + Penalty 2270.315643 = -12035154.183104 nChanged 434 SP:Iteration 41Q (5310.806653 sec): 3 clusters Score: Raw -12037487.708420 + Penalty 2270.315643 = -12035217.392778 nChanged 386 SP:Iteration 42Q (5310.972617 sec): 3 clusters Score: Raw -12037543.858260 + Penalty 2270.315643 = -12035273.542617 nChanged 378 SP:Iteration 43Q (5311.138324 sec): 3 clusters Score: Raw -12037596.795460 + Penalty 2270.315643 = -12035326.479817 nChanged 359 SP:Iteration 44Q (5311.303971 sec): 3 clusters Score: Raw -12037641.796930 + Penalty 2270.315643 = -12035371.481288 nChanged 291 SP:Iteration 45Q (5311.469154 sec): 3 clusters Score: Raw -12037676.795449 + Penalty 2270.315643 = -12035406.479806 nChanged 322 SP:Iteration 46Q (5311.634352 sec): 3 clusters Score: Raw -12037720.275389 + Penalty 2270.315643 = -12035449.959746 nChanged 308 SP:Iteration 47Q (5311.799252 sec): 3 clusters Score: Raw -12037760.495521 + Penalty 2270.315643 = -12035490.179879 nChanged 309 SP:Iteration 48Q (5311.963884 sec): 3 clusters Score: Raw -12037800.464646 + Penalty 2270.315643 = -12035530.149004 nChanged 280 SP:Iteration 49Q (5312.128247 sec): 3 clusters Score: Raw -12037834.774225 + Penalty 2270.315643 = -12035564.458583 nChanged 252 SP:Iteration 50Q (5312.292473 sec): 3 clusters Score: Raw -12037863.993074 + Penalty 2270.315643 = -12035593.677431 nChanged 235 SP:Iteration 51Q (5312.456550 sec): 3 clusters Score: Raw -12037891.314169 + Penalty 2270.315643 = -12035620.998526 nChanged 221 SP:Iteration 52Q (5312.620974 sec): 3 clusters Score: Raw -12037915.474499 + Penalty 2270.315643 = -12035645.158857 nChanged 214 SP:Iteration 53Q (5312.784722 sec): 3 clusters Score: Raw -12037939.655945 + Penalty 2270.315643 = -12035669.340302 nChanged 207 SP:Iteration 54Q (5312.948309 sec): 3 clusters Score: Raw -12037962.611925 + Penalty 2270.315643 = -12035692.296283 nChanged 198 SP:Iteration 55Q (5313.111535 sec): 3 clusters Score: Raw -12037986.863129 + Penalty 2270.315643 = -12035716.547487 nChanged 204 SP:Iteration 56Q (5313.274842 sec): 3 clusters Score: Raw -12038011.084184 + Penalty 2270.315643 = -12035740.768541 nChanged 204 SP:Iteration 57Q (5313.437918 sec): 3 clusters Score: Raw -12038033.939028 + Penalty 2270.315643 = -12035763.623385 nChanged 181 SP:Iteration 58Q (5313.600843 sec): 3 clusters Score: Raw -12038055.777253 + Penalty 2270.315643 = -12035785.461610 nChanged 186 SP:Iteration 59Q (5313.763493 sec): 3 clusters Score: Raw -12038077.307330 + Penalty 2270.315643 = -12035806.991688 nChanged 186 SP:Iteration 60F (5313.946937 sec): 3 clusters Score: Raw -12038097.993821 + Penalty 2270.315643 = -12035827.678178 nChanged 184 SP:Iteration 61Q (5314.109540 sec): 3 clusters Score: Raw -12038117.194966 + Penalty 2270.315643 = -12035846.879324 nChanged 172 SP:Iteration 62Q (5314.271871 sec): 3 clusters Score: Raw -12038135.021540 + Penalty 2270.315643 = -12035864.705897 nChanged 167 SP:Iteration 63Q (5314.433463 sec): 3 clusters Score: Raw -12038152.781479 + Penalty 2270.315643 = -12035882.465836 nChanged 153 SP:Iteration 64Q (5314.595628 sec): 3 clusters Score: Raw -12038168.757468 + Penalty 2270.315643 = -12035898.441826 nChanged 152 SP:Iteration 65Q (5314.757296 sec): 3 clusters Score: Raw -12038185.226933 + Penalty 2270.315643 = -12035914.911291 nChanged 149 SP:Iteration 66Q (5314.919420 sec): 3 clusters Score: Raw -12038202.267983 + Penalty 2270.315643 = -12035931.952341 nChanged 153 SP:Iteration 67Q (5315.083946 sec): 3 clusters Score: Raw -12038219.305781 + Penalty 2270.315643 = -12035948.990138 nChanged 151 SP:Iteration 68Q (5315.247872 sec): 3 clusters Score: Raw -12038234.884645 + Penalty 2270.315643 = -12035964.569002 nChanged 150 SP:Iteration 69Q (5315.409551 sec): 3 clusters Score: Raw -12038251.321840 + Penalty 2270.315643 = -12035981.006197 nChanged 138 SP:Iteration 70Q (5315.571181 sec): 3 clusters Score: Raw -12038265.483897 + Penalty 2270.315643 = -12035995.168254 nChanged 127 SP:Iteration 71Q (5315.732673 sec): 3 clusters Score: Raw -12038279.002890 + Penalty 2270.315643 = -12036008.687247 nChanged 134 SP:Iteration 72Q (5315.895174 sec): 3 clusters Score: Raw -12038291.964846 + Penalty 2270.315643 = -12036021.649204 nChanged 118 SP:Iteration 73Q (5316.056292 sec): 3 clusters Score: Raw -12038303.278501 + Penalty 2270.315643 = -12036032.962858 nChanged 118 SP:Iteration 74Q (5316.217332 sec): 3 clusters Score: Raw -12038314.585641 + Penalty 2270.315643 = -12036044.269998 nChanged 113 SP:Iteration 75Q (5316.378397 sec): 3 clusters Score: Raw -12038325.740172 + Penalty 2270.315643 = -12036055.424529 nChanged 105 SP:Iteration 76Q (5316.539406 sec): 3 clusters Score: Raw -12038334.766365 + Penalty 2270.315643 = -12036064.450722 nChanged 92 SP:Iteration 77Q (5316.700309 sec): 3 clusters Score: Raw -12038342.540906 + Penalty 2270.315643 = -12036072.225264 nChanged 85 SP:Iteration 78Q (5316.861351 sec): 3 clusters Score: Raw -12038349.226183 + Penalty 2270.315643 = -12036078.910540 nChanged 76 SP:Iteration 79Q (5317.022144 sec): 3 clusters Score: Raw -12038355.032091 + Penalty 2270.315643 = -12036084.716449 nChanged 79 SP:Iteration 80F (5317.205260 sec): 3 clusters Score: Raw -12038361.842466 + Penalty 2270.315643 = -12036091.526824 nChanged 81 SP:Iteration 81Q (5317.366174 sec): 3 clusters Score: Raw -12038369.425581 + Penalty 2270.315643 = -12036099.109939 nChanged 92 SP:Iteration 82Q (5317.526972 sec): 3 clusters Score: Raw -12038378.755727 + Penalty 2270.315643 = -12036108.440085 nChanged 90 SP:Iteration 83Q (5317.687434 sec): 3 clusters Score: Raw -12038388.361724 + Penalty 2270.315643 = -12036118.046081 nChanged 79 SP:Iteration 84Q (5317.847887 sec): 3 clusters Score: Raw -12038397.035433 + Penalty 2270.315643 = -12036126.719790 nChanged 82 SP:Iteration 85Q (5318.008449 sec): 3 clusters Score: Raw -12038405.854408 + Penalty 2270.315643 = -12036135.538765 nChanged 100 SP:Iteration 86Q (5318.168800 sec): 3 clusters Score: Raw -12038417.796061 + Penalty 2270.315643 = -12036147.480419 nChanged 107 SP:Iteration 87Q (5318.329028 sec): 3 clusters Score: Raw -12038431.845696 + Penalty 2270.315643 = -12036161.530053 nChanged 93 SP:Iteration 88Q (5318.489359 sec): 3 clusters Score: Raw -12038442.260989 + Penalty 2270.315643 = -12036171.945347 nChanged 87 SP:Iteration 89Q (5318.649610 sec): 3 clusters Score: Raw -12038452.274290 + Penalty 2270.315643 = -12036181.958648 nChanged 89 SP:Iteration 90Q (5318.809689 sec): 3 clusters Score: Raw -12038462.998852 + Penalty 2270.315643 = -12036192.683210 nChanged 87 SP:Iteration 91Q (5318.969927 sec): 3 clusters Score: Raw -12038472.686384 + Penalty 2270.315643 = -12036202.370741 nChanged 83 SP:Iteration 92Q (5319.131162 sec): 3 clusters Score: Raw -12038481.388162 + Penalty 2270.315643 = -12036211.072519 nChanged 78 SP:Iteration 93Q (5319.291199 sec): 3 clusters Score: Raw -12038489.770197 + Penalty 2270.315643 = -12036219.454554 nChanged 79 SP:Iteration 94Q (5319.451246 sec): 3 clusters Score: Raw -12038497.167221 + Penalty 2270.315643 = -12036226.851578 nChanged 73 SP:Iteration 95Q (5319.611105 sec): 3 clusters Score: Raw -12038504.574948 + Penalty 2270.315643 = -12036234.259305 nChanged 61 SP:Iteration 96Q (5319.770774 sec): 3 clusters Score: Raw -12038510.300833 + Penalty 2270.315643 = -12036239.985191 nChanged 65 SP:Iteration 97Q (5319.942638 sec): 3 clusters Score: Raw -12038515.879316 + Penalty 2270.315643 = -12036245.563674 nChanged 52 SP:Iteration 98Q (5320.100934 sec): 3 clusters Score: Raw -12038519.793312 + Penalty 2270.315643 = -12036249.477670 nChanged 40 SP:Iteration 99Q (5320.258988 sec): 3 clusters Score: Raw -12038523.104315 + Penalty 2270.315643 = -12036252.788673 nChanged 41 SP:Iteration 100F (5320.440735 sec): 3 clusters Score: Raw -12038526.191067 + Penalty 2270.315643 = -12036255.875425 nChanged 34 SP:Iteration 101Q (5320.598679 sec): 3 clusters Score: Raw -12038528.988081 + Penalty 2270.315643 = -12036258.672439 nChanged 49 SP:Iteration 102Q (5320.756526 sec): 3 clusters Score: Raw -12038533.311604 + Penalty 2270.315643 = -12036262.995962 nChanged 49 SP:Iteration 103Q (5320.914196 sec): 3 clusters Score: Raw -12038537.337138 + Penalty 2270.315643 = -12036267.021495 nChanged 45 SP:Iteration 104Q (5321.072191 sec): 3 clusters Score: Raw -12038541.339376 + Penalty 2270.315643 = -12036271.023733 nChanged 51 SP:Iteration 105Q (5321.230056 sec): 3 clusters Score: Raw -12038545.462389 + Penalty 2270.315643 = -12036275.146746 nChanged 44 SP:Iteration 106Q (5321.387883 sec): 3 clusters Score: Raw -12038549.262468 + Penalty 2270.315643 = -12036278.946826 nChanged 45 SP:Iteration 107Q (5321.545716 sec): 3 clusters Score: Raw -12038552.964980 + Penalty 2270.315643 = -12036282.649338 nChanged 40 SP:Iteration 108Q (5321.703381 sec): 3 clusters Score: Raw -12038556.598250 + Penalty 2270.315643 = -12036286.282608 nChanged 39 SP:Iteration 109Q (5321.861131 sec): 3 clusters Score: Raw -12038559.838563 + Penalty 2270.315643 = -12036289.522920 nChanged 35 SP:Iteration 110Q (5322.018825 sec): 3 clusters Score: Raw -12038562.064230 + Penalty 2270.315643 = -12036291.748587 nChanged 25 SP:Iteration 111Q (5322.176395 sec): 3 clusters Score: Raw -12038563.923668 + Penalty 2270.315643 = -12036293.608025 nChanged 25 SP:Iteration 112Q (5322.334404 sec): 3 clusters Score: Raw -12038565.501973 + Penalty 2270.315643 = -12036295.186331 nChanged 28 SP:Iteration 113Q (5322.492060 sec): 3 clusters Score: Raw -12038567.564606 + Penalty 2270.315643 = -12036297.248964 nChanged 28 SP:Iteration 114Q (5322.649606 sec): 3 clusters Score: Raw -12038569.623043 + Penalty 2270.315643 = -12036299.307400 nChanged 23 SP:Iteration 115Q (5322.807198 sec): 3 clusters Score: Raw -12038571.270537 + Penalty 2270.315643 = -12036300.954894 nChanged 28 SP:Iteration 116Q (5322.964896 sec): 3 clusters Score: Raw -12038573.497932 + Penalty 2270.315643 = -12036303.182290 nChanged 24 SP:Iteration 117Q (5323.122382 sec): 3 clusters Score: Raw -12038575.562208 + Penalty 2270.315643 = -12036305.246566 nChanged 25 SP:Iteration 118Q (5323.279990 sec): 3 clusters Score: Raw -12038577.109787 + Penalty 2270.315643 = -12036306.794144 nChanged 20 SP:Iteration 119Q (5323.437611 sec): 3 clusters Score: Raw -12038578.811589 + Penalty 2270.315643 = -12036308.495946 nChanged 23 SP:Iteration 120F (5323.619415 sec): 3 clusters Score: Raw -12038580.356840 + Penalty 2270.315643 = -12036310.041198 nChanged 21 SP:Iteration 121Q (5323.776884 sec): 3 clusters Score: Raw -12038581.547720 + Penalty 2270.315643 = -12036311.232078 nChanged 18 SP:Iteration 122Q (5323.934348 sec): 3 clusters Score: Raw -12038582.493321 + Penalty 2270.315643 = -12036312.177678 nChanged 14 SP:Iteration 123Q (5324.091708 sec): 3 clusters Score: Raw -12038583.334521 + Penalty 2270.315643 = -12036313.018879 nChanged 12 SP:Iteration 124Q (5324.249204 sec): 3 clusters Score: Raw -12038583.978876 + Penalty 2270.315643 = -12036313.663233 nChanged 11 SP:Iteration 125Q (5324.406628 sec): 3 clusters Score: Raw -12038584.547535 + Penalty 2270.315643 = -12036314.231892 nChanged 5 SP:Iteration 126Q (5324.564015 sec): 3 clusters Score: Raw -12038584.701504 + Penalty 2270.315643 = -12036314.385862 nChanged 5 SP:Iteration 127Q (5324.721369 sec): 3 clusters Score: Raw -12038584.840508 + Penalty 2270.315643 = -12036314.524866 nChanged 2 SP:Iteration 128Q (5324.878607 sec): 3 clusters Score: Raw -12038584.932877 + Penalty 2270.315643 = -12036314.617235 nChanged 4 SP:Iteration 129Q (5325.036069 sec): 3 clusters Score: Raw -12038585.158420 + Penalty 2270.315643 = -12036314.842777 nChanged 4 SP:Iteration 130Q (5325.193575 sec): 3 clusters Score: Raw -12038585.295297 + Penalty 2270.315643 = -12036314.979654 nChanged 4 SP:Iteration 131Q (5325.350996 sec): 3 clusters Score: Raw -12038585.383668 + Penalty 2270.315643 = -12036315.068025 nChanged 3 SP:Iteration 132Q (5325.510440 sec): 3 clusters Score: Raw -12038585.546029 + Penalty 2270.315643 = -12036315.230387 nChanged 4 SP:Iteration 133Q (5325.668175 sec): 3 clusters Score: Raw -12038585.670724 + Penalty 2270.315643 = -12036315.355082 nChanged 6 SP:Iteration 134Q (5325.825679 sec): 3 clusters Score: Raw -12038585.858263 + Penalty 2270.315643 = -12036315.542620 nChanged 5 SP:Iteration 135Q (5325.983203 sec): 3 clusters Score: Raw -12038586.083462 + Penalty 2270.315643 = -12036315.767819 nChanged 5 SP:Iteration 136Q (5326.140591 sec): 3 clusters Score: Raw -12038586.238243 + Penalty 2270.315643 = -12036315.922600 nChanged 2 SP:Iteration 137Q (5326.298041 sec): 3 clusters Score: Raw -12038586.288178 + Penalty 2270.315643 = -12036315.972536 nChanged 2 SP:Iteration 138Q (5326.455404 sec): 3 clusters Score: Raw -12038586.337038 + Penalty 2270.315643 = -12036316.021396 nChanged 0 SP:Iteration 139F (5326.636991 sec): 3 clusters Score: Raw -12038586.337038 + Penalty 2270.315643 = -12036316.021396 nChanged 0 Trying to split cluster 26 (110977 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5326.738859 sec): 2 clusters Score: Raw -8665488.428788 + Penalty 1103.622434 = -8664384.806354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5326.884680 sec): 3 clusters Score: Raw -8592138.312064 + Penalty 2207.244868 = -8589931.067196 nChanged 53766 SP:Iteration 1F (5327.027704 sec): 3 clusters Score: Raw -8625869.843096 + Penalty 2207.244868 = -8623662.598228 nChanged 6274 SP:Iteration 2F (5327.170924 sec): 3 clusters Score: Raw -8629544.989233 + Penalty 2207.244868 = -8627337.744365 nChanged 7857 SP:Iteration 3F (5327.314034 sec): 3 clusters Score: Raw -8635341.088112 + Penalty 2207.244868 = -8633133.843244 nChanged 8850 SP:Iteration 4F (5327.457764 sec): 3 clusters Score: Raw -8643149.603936 + Penalty 2207.244868 = -8640942.359068 nChanged 8612 SP:Iteration 5F (5327.601340 sec): 3 clusters Score: Raw -8651470.024373 + Penalty 2207.244868 = -8649262.779505 nChanged 6670 SP:Iteration 6F (5327.745003 sec): 3 clusters Score: Raw -8657958.429712 + Penalty 2207.244868 = -8655751.184844 nChanged 4237 SP:Iteration 7Q (5327.888810 sec): 3 clusters Score: Raw -8662020.072510 + Penalty 2207.244868 = -8659812.827643 nChanged 2542 SP:Iteration 8Q (5328.027215 sec): 3 clusters Score: Raw -8664158.621528 + Penalty 2207.244868 = -8661951.376660 nChanged 1530 SP:Iteration 9Q (5328.162515 sec): 3 clusters Score: Raw -8665182.154068 + Penalty 2207.244868 = -8662974.909200 nChanged 1030 SP:Iteration 10Q (5328.295253 sec): 3 clusters Score: Raw -8665719.286285 + Penalty 2207.244868 = -8663512.041417 nChanged 681 SP:Iteration 11Q (5328.426596 sec): 3 clusters Score: Raw -8665999.042577 + Penalty 2207.244868 = -8663791.797709 nChanged 484 SP:Iteration 12Q (5328.557351 sec): 3 clusters Score: Raw -8666167.007620 + Penalty 2207.244868 = -8663959.762753 nChanged 360 SP:Iteration 13Q (5328.687210 sec): 3 clusters Score: Raw -8666279.754261 + Penalty 2207.244868 = -8664072.509393 nChanged 275 SP:Iteration 14Q (5328.816436 sec): 3 clusters Score: Raw -8666350.793971 + Penalty 2207.244868 = -8664143.549103 nChanged 221 SP:Iteration 15Q (5328.949181 sec): 3 clusters Score: Raw -8666403.298953 + Penalty 2207.244868 = -8664196.054085 nChanged 177 SP:Iteration 16Q (5329.078594 sec): 3 clusters Score: Raw -8666434.655598 + Penalty 2207.244868 = -8664227.410731 nChanged 122 SP:Iteration 17Q (5329.206189 sec): 3 clusters Score: Raw -8666454.456263 + Penalty 2207.244868 = -8664247.211396 nChanged 97 SP:Iteration 18Q (5329.333262 sec): 3 clusters Score: Raw -8666467.105945 + Penalty 2207.244868 = -8664259.861077 nChanged 89 SP:Iteration 19Q (5329.460215 sec): 3 clusters Score: Raw -8666478.184874 + Penalty 2207.244868 = -8664270.940006 nChanged 74 SP:Iteration 20F (5329.603609 sec): 3 clusters Score: Raw -8666486.811869 + Penalty 2207.244868 = -8664279.567002 nChanged 61 SP:Iteration 21Q (5329.730689 sec): 3 clusters Score: Raw -8666494.288588 + Penalty 2207.244868 = -8664287.043721 nChanged 62 SP:Iteration 22Q (5329.857797 sec): 3 clusters Score: Raw -8666501.579340 + Penalty 2207.244868 = -8664294.334472 nChanged 53 SP:Iteration 23Q (5330.005444 sec): 3 clusters Score: Raw -8666508.572969 + Penalty 2207.244868 = -8664301.328101 nChanged 54 SP:Iteration 24Q (5330.131977 sec): 3 clusters Score: Raw -8666514.441313 + Penalty 2207.244868 = -8664307.196445 nChanged 42 SP:Iteration 25Q (5330.258592 sec): 3 clusters Score: Raw -8666519.163861 + Penalty 2207.244868 = -8664311.918993 nChanged 30 SP:Iteration 26Q (5330.385022 sec): 3 clusters Score: Raw -8666521.839792 + Penalty 2207.244868 = -8664314.594924 nChanged 23 SP:Iteration 27Q (5330.511810 sec): 3 clusters Score: Raw -8666523.863674 + Penalty 2207.244868 = -8664316.618806 nChanged 21 SP:Iteration 28Q (5330.638522 sec): 3 clusters Score: Raw -8666525.492209 + Penalty 2207.244868 = -8664318.247341 nChanged 19 SP:Iteration 29Q (5330.765016 sec): 3 clusters Score: Raw -8666526.381925 + Penalty 2207.244868 = -8664319.137058 nChanged 10 SP:Iteration 30Q (5330.891318 sec): 3 clusters Score: Raw -8666526.975925 + Penalty 2207.244868 = -8664319.731057 nChanged 11 SP:Iteration 31Q (5331.017782 sec): 3 clusters Score: Raw -8666527.628027 + Penalty 2207.244868 = -8664320.383159 nChanged 12 SP:Iteration 32Q (5331.144196 sec): 3 clusters Score: Raw -8666528.413318 + Penalty 2207.244868 = -8664321.168451 nChanged 13 SP:Iteration 33Q (5331.270513 sec): 3 clusters Score: Raw -8666529.449867 + Penalty 2207.244868 = -8664322.205000 nChanged 13 SP:Iteration 34Q (5331.397117 sec): 3 clusters Score: Raw -8666530.309360 + Penalty 2207.244868 = -8664323.064492 nChanged 10 SP:Iteration 35Q (5331.523512 sec): 3 clusters Score: Raw -8666530.975202 + Penalty 2207.244868 = -8664323.730334 nChanged 8 SP:Iteration 36Q (5331.651495 sec): 3 clusters Score: Raw -8666531.543140 + Penalty 2207.244868 = -8664324.298273 nChanged 10 SP:Iteration 37Q (5331.779318 sec): 3 clusters Score: Raw -8666532.182811 + Penalty 2207.244868 = -8664324.937944 nChanged 11 SP:Iteration 38Q (5331.906121 sec): 3 clusters Score: Raw -8666532.888016 + Penalty 2207.244868 = -8664325.643148 nChanged 10 SP:Iteration 39Q (5332.032620 sec): 3 clusters Score: Raw -8666533.390704 + Penalty 2207.244868 = -8664326.145836 nChanged 11 SP:Iteration 40F (5332.176062 sec): 3 clusters Score: Raw -8666534.063139 + Penalty 2207.244868 = -8664326.818271 nChanged 6 SP:Iteration 41Q (5332.302535 sec): 3 clusters Score: Raw -8666534.456747 + Penalty 2207.244868 = -8664327.211879 nChanged 6 SP:Iteration 42Q (5332.428960 sec): 3 clusters Score: Raw -8666534.882712 + Penalty 2207.244868 = -8664327.637845 nChanged 8 SP:Iteration 43Q (5332.556265 sec): 3 clusters Score: Raw -8666535.360094 + Penalty 2207.244868 = -8664328.115226 nChanged 6 SP:Iteration 44Q (5332.683215 sec): 3 clusters Score: Raw -8666535.739355 + Penalty 2207.244868 = -8664328.494488 nChanged 4 SP:Iteration 45Q (5332.809831 sec): 3 clusters Score: Raw -8666535.918997 + Penalty 2207.244868 = -8664328.674129 nChanged 4 SP:Iteration 46Q (5332.936571 sec): 3 clusters Score: Raw -8666536.286189 + Penalty 2207.244868 = -8664329.041321 nChanged 5 SP:Iteration 47Q (5333.063102 sec): 3 clusters Score: Raw -8666536.739081 + Penalty 2207.244868 = -8664329.494213 nChanged 3 SP:Iteration 48Q (5333.189608 sec): 3 clusters Score: Raw -8666537.045598 + Penalty 2207.244868 = -8664329.800730 nChanged 3 SP:Iteration 49Q (5333.316309 sec): 3 clusters Score: Raw -8666537.206545 + Penalty 2207.244868 = -8664329.961678 nChanged 1 SP:Iteration 50Q (5333.443230 sec): 3 clusters Score: Raw -8666537.303436 + Penalty 2207.244868 = -8664330.058568 nChanged 1 SP:Iteration 51Q (5333.569818 sec): 3 clusters Score: Raw -8666537.376769 + Penalty 2207.244868 = -8664330.131901 nChanged 3 SP:Iteration 52Q (5333.696360 sec): 3 clusters Score: Raw -8666537.571885 + Penalty 2207.244868 = -8664330.327017 nChanged 2 SP:Iteration 53Q (5333.822880 sec): 3 clusters Score: Raw -8666537.665573 + Penalty 2207.244868 = -8664330.420705 nChanged 1 SP:Iteration 54Q (5333.949303 sec): 3 clusters Score: Raw -8666537.708429 + Penalty 2207.244868 = -8664330.463561 nChanged 0 SP:Iteration 55F (5334.092997 sec): 3 clusters Score: Raw -8666537.708429 + Penalty 2207.244868 = -8664330.463561 nChanged 0 Trying to split cluster 27 (7136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5334.107503 sec): 2 clusters Score: Raw -454340.887372 + Penalty 842.926229 = -453497.961143 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5334.130227 sec): 3 clusters Score: Raw -450305.900566 + Penalty 1685.852458 = -448620.048108 nChanged 3090 SP:Iteration 1F (5334.152154 sec): 3 clusters Score: Raw -452050.685120 + Penalty 1685.852458 = -450364.832662 nChanged 459 SP:Iteration 2F (5334.174149 sec): 3 clusters Score: Raw -452265.471296 + Penalty 1685.852458 = -450579.618838 nChanged 376 SP:Iteration 3F (5334.196186 sec): 3 clusters Score: Raw -452452.079821 + Penalty 1685.852458 = -450766.227363 nChanged 360 SP:Iteration 4F (5334.218558 sec): 3 clusters Score: Raw -452633.231768 + Penalty 1685.852458 = -450947.379310 nChanged 327 SP:Iteration 5Q (5334.240259 sec): 3 clusters Score: Raw -452802.789549 + Penalty 1685.852458 = -451116.937091 nChanged 298 SP:Iteration 6Q (5334.262377 sec): 3 clusters Score: Raw -452959.793807 + Penalty 1685.852458 = -451273.941349 nChanged 288 SP:Iteration 7Q (5334.284359 sec): 3 clusters Score: Raw -453115.225212 + Penalty 1685.852458 = -451429.372753 nChanged 269 SP:Iteration 8Q (5334.306233 sec): 3 clusters Score: Raw -453270.578669 + Penalty 1685.852458 = -451584.726211 nChanged 241 SP:Iteration 9Q (5334.328069 sec): 3 clusters Score: Raw -453393.935140 + Penalty 1685.852458 = -451708.082682 nChanged 216 SP:Iteration 10Q (5334.350077 sec): 3 clusters Score: Raw -453494.508771 + Penalty 1685.852458 = -451808.656312 nChanged 185 SP:Iteration 11Q (5334.371885 sec): 3 clusters Score: Raw -453570.958754 + Penalty 1685.852458 = -451885.106296 nChanged 141 SP:Iteration 12Q (5334.393396 sec): 3 clusters Score: Raw -453620.928376 + Penalty 1685.852458 = -451935.075918 nChanged 128 SP:Iteration 13Q (5334.415297 sec): 3 clusters Score: Raw -453668.002707 + Penalty 1685.852458 = -451982.150249 nChanged 121 SP:Iteration 14Q (5334.436717 sec): 3 clusters Score: Raw -453706.850142 + Penalty 1685.852458 = -452020.997683 nChanged 88 SP:Iteration 15Q (5334.458137 sec): 3 clusters Score: Raw -453733.233287 + Penalty 1685.852458 = -452047.380829 nChanged 89 SP:Iteration 16Q (5334.479551 sec): 3 clusters Score: Raw -453763.589017 + Penalty 1685.852458 = -452077.736559 nChanged 87 SP:Iteration 17Q (5334.500655 sec): 3 clusters Score: Raw -453796.248566 + Penalty 1685.852458 = -452110.396108 nChanged 91 SP:Iteration 18Q (5334.521863 sec): 3 clusters Score: Raw -453831.006913 + Penalty 1685.852458 = -452145.154455 nChanged 64 SP:Iteration 19Q (5334.542968 sec): 3 clusters Score: Raw -453852.164143 + Penalty 1685.852458 = -452166.311685 nChanged 73 SP:Iteration 20F (5334.564990 sec): 3 clusters Score: Raw -453877.802152 + Penalty 1685.852458 = -452191.949694 nChanged 81 SP:Iteration 21Q (5334.586135 sec): 3 clusters Score: Raw -453911.474818 + Penalty 1685.852458 = -452225.622359 nChanged 70 SP:Iteration 22Q (5334.607257 sec): 3 clusters Score: Raw -453935.074039 + Penalty 1685.852458 = -452249.221581 nChanged 69 SP:Iteration 23Q (5334.628372 sec): 3 clusters Score: Raw -453950.572634 + Penalty 1685.852458 = -452264.720176 nChanged 51 SP:Iteration 24Q (5334.649518 sec): 3 clusters Score: Raw -453962.603918 + Penalty 1685.852458 = -452276.751459 nChanged 41 SP:Iteration 25Q (5334.670789 sec): 3 clusters Score: Raw -453972.155030 + Penalty 1685.852458 = -452286.302571 nChanged 46 SP:Iteration 26Q (5334.692108 sec): 3 clusters Score: Raw -453984.774924 + Penalty 1685.852458 = -452298.922466 nChanged 37 SP:Iteration 27Q (5334.713356 sec): 3 clusters Score: Raw -453996.024115 + Penalty 1685.852458 = -452310.171656 nChanged 39 SP:Iteration 28Q (5334.734319 sec): 3 clusters Score: Raw -454006.174887 + Penalty 1685.852458 = -452320.322428 nChanged 44 SP:Iteration 29Q (5334.755252 sec): 3 clusters Score: Raw -454019.516151 + Penalty 1685.852458 = -452333.663693 nChanged 51 SP:Iteration 30Q (5334.776213 sec): 3 clusters Score: Raw -454034.834501 + Penalty 1685.852458 = -452348.982043 nChanged 56 SP:Iteration 31Q (5334.797365 sec): 3 clusters Score: Raw -454054.874218 + Penalty 1685.852458 = -452369.021760 nChanged 57 SP:Iteration 32Q (5334.818289 sec): 3 clusters Score: Raw -454077.529668 + Penalty 1685.852458 = -452391.677210 nChanged 57 SP:Iteration 33Q (5334.838985 sec): 3 clusters Score: Raw -454097.629643 + Penalty 1685.852458 = -452411.777185 nChanged 60 SP:Iteration 34Q (5334.886176 sec): 3 clusters Score: Raw -454119.251166 + Penalty 1685.852458 = -452433.398708 nChanged 62 SP:Iteration 35Q (5334.916127 sec): 3 clusters Score: Raw -454147.632886 + Penalty 1685.852458 = -452461.780428 nChanged 54 SP:Iteration 36Q (5334.936787 sec): 3 clusters Score: Raw -454169.422773 + Penalty 1685.852458 = -452483.570315 nChanged 47 SP:Iteration 37Q (5334.957557 sec): 3 clusters Score: Raw -454184.608835 + Penalty 1685.852458 = -452498.756377 nChanged 45 SP:Iteration 38Q (5334.978228 sec): 3 clusters Score: Raw -454201.851264 + Penalty 1685.852458 = -452515.998806 nChanged 46 SP:Iteration 39Q (5334.999169 sec): 3 clusters Score: Raw -454218.283940 + Penalty 1685.852458 = -452532.431482 nChanged 45 SP:Iteration 40F (5335.021007 sec): 3 clusters Score: Raw -454233.576934 + Penalty 1685.852458 = -452547.724476 nChanged 35 SP:Iteration 41Q (5335.041617 sec): 3 clusters Score: Raw -454246.843832 + Penalty 1685.852458 = -452560.991374 nChanged 32 SP:Iteration 42Q (5335.062433 sec): 3 clusters Score: Raw -454257.791889 + Penalty 1685.852458 = -452571.939431 nChanged 25 SP:Iteration 43Q (5335.082724 sec): 3 clusters Score: Raw -454267.292323 + Penalty 1685.852458 = -452581.439865 nChanged 21 SP:Iteration 44Q (5335.103383 sec): 3 clusters Score: Raw -454274.207479 + Penalty 1685.852458 = -452588.355021 nChanged 21 SP:Iteration 45Q (5335.123753 sec): 3 clusters Score: Raw -454280.048574 + Penalty 1685.852458 = -452594.196116 nChanged 25 SP:Iteration 46Q (5335.144379 sec): 3 clusters Score: Raw -454286.685150 + Penalty 1685.852458 = -452600.832692 nChanged 23 SP:Iteration 47Q (5335.165004 sec): 3 clusters Score: Raw -454293.997829 + Penalty 1685.852458 = -452608.145371 nChanged 28 SP:Iteration 48Q (5335.221351 sec): 3 clusters Score: Raw -454300.831846 + Penalty 1685.852458 = -452614.979388 nChanged 18 SP:Iteration 49Q (5335.249106 sec): 3 clusters Score: Raw -454305.293488 + Penalty 1685.852458 = -452619.441029 nChanged 21 SP:Iteration 50Q (5335.269653 sec): 3 clusters Score: Raw -454313.367068 + Penalty 1685.852458 = -452627.514610 nChanged 27 SP:Iteration 51Q (5335.289925 sec): 3 clusters Score: Raw -454320.992401 + Penalty 1685.852458 = -452635.139943 nChanged 22 SP:Iteration 52Q (5335.310227 sec): 3 clusters Score: Raw -454329.252412 + Penalty 1685.852458 = -452643.399954 nChanged 25 SP:Iteration 53Q (5335.330691 sec): 3 clusters Score: Raw -454338.545778 + Penalty 1685.852458 = -452652.693320 nChanged 25 SP:Iteration 54Q (5335.350976 sec): 3 clusters Score: Raw -454346.806599 + Penalty 1685.852458 = -452660.954140 nChanged 25 SP:Iteration 55Q (5335.371292 sec): 3 clusters Score: Raw -454356.213206 + Penalty 1685.852458 = -452670.360748 nChanged 34 SP:Iteration 56Q (5335.391703 sec): 3 clusters Score: Raw -454368.674504 + Penalty 1685.852458 = -452682.822046 nChanged 34 SP:Iteration 57Q (5335.412109 sec): 3 clusters Score: Raw -454385.819721 + Penalty 1685.852458 = -452699.967263 nChanged 44 SP:Iteration 58Q (5335.432425 sec): 3 clusters Score: Raw -454410.220219 + Penalty 1685.852458 = -452724.367760 nChanged 40 SP:Iteration 59Q (5335.452600 sec): 3 clusters Score: Raw -454425.773745 + Penalty 1685.852458 = -452739.921287 nChanged 30 SP:Iteration 60F (5335.474833 sec): 3 clusters Score: Raw -454436.030134 + Penalty 1685.852458 = -452750.177676 nChanged 27 SP:Iteration 61Q (5335.495059 sec): 3 clusters Score: Raw -454444.780971 + Penalty 1685.852458 = -452758.928513 nChanged 19 SP:Iteration 62Q (5335.515370 sec): 3 clusters Score: Raw -454449.867575 + Penalty 1685.852458 = -452764.015117 nChanged 20 SP:Iteration 63Q (5335.535699 sec): 3 clusters Score: Raw -454457.688574 + Penalty 1685.852458 = -452771.836116 nChanged 15 SP:Iteration 64Q (5335.555762 sec): 3 clusters Score: Raw -454461.875085 + Penalty 1685.852458 = -452776.022626 nChanged 8 SP:Iteration 65Q (5335.575915 sec): 3 clusters Score: Raw -454464.071967 + Penalty 1685.852458 = -452778.219509 nChanged 7 SP:Iteration 66Q (5335.596252 sec): 3 clusters Score: Raw -454466.796702 + Penalty 1685.852458 = -452780.944244 nChanged 11 SP:Iteration 67Q (5335.616348 sec): 3 clusters Score: Raw -454469.119050 + Penalty 1685.852458 = -452783.266592 nChanged 5 SP:Iteration 68Q (5335.636391 sec): 3 clusters Score: Raw -454470.435276 + Penalty 1685.852458 = -452784.582818 nChanged 5 SP:Iteration 69Q (5335.656572 sec): 3 clusters Score: Raw -454471.793302 + Penalty 1685.852458 = -452785.940844 nChanged 4 SP:Iteration 70Q (5335.676623 sec): 3 clusters Score: Raw -454473.156469 + Penalty 1685.852458 = -452787.304010 nChanged 5 SP:Iteration 71Q (5335.696534 sec): 3 clusters Score: Raw -454474.330592 + Penalty 1685.852458 = -452788.478134 nChanged 2 SP:Iteration 72Q (5335.716390 sec): 3 clusters Score: Raw -454475.397973 + Penalty 1685.852458 = -452789.545514 nChanged 3 SP:Iteration 73Q (5335.736450 sec): 3 clusters Score: Raw -454478.328478 + Penalty 1685.852458 = -452792.476020 nChanged 4 SP:Iteration 74Q (5335.756372 sec): 3 clusters Score: Raw -454479.814080 + Penalty 1685.852458 = -452793.961622 nChanged 4 SP:Iteration 75Q (5335.776266 sec): 3 clusters Score: Raw -454480.802940 + Penalty 1685.852458 = -452794.950482 nChanged 5 SP:Iteration 76Q (5335.796453 sec): 3 clusters Score: Raw -454481.595017 + Penalty 1685.852458 = -452795.742559 nChanged 4 SP:Iteration 77Q (5335.816604 sec): 3 clusters Score: Raw -454482.787717 + Penalty 1685.852458 = -452796.935259 nChanged 3 SP:Iteration 78Q (5335.836815 sec): 3 clusters Score: Raw -454484.024465 + Penalty 1685.852458 = -452798.172007 nChanged 3 SP:Iteration 79Q (5335.856921 sec): 3 clusters Score: Raw -454484.432453 + Penalty 1685.852458 = -452798.579995 nChanged 1 SP:Iteration 80F (5335.878970 sec): 3 clusters Score: Raw -454484.634980 + Penalty 1685.852458 = -452798.782521 nChanged 1 SP:Iteration 81Q (5335.899248 sec): 3 clusters Score: Raw -454484.825820 + Penalty 1685.852458 = -452798.973362 nChanged 0 SP:Iteration 82F (5335.920997 sec): 3 clusters Score: Raw -454484.825820 + Penalty 1685.852458 = -452798.973362 nChanged 0 Trying to split cluster 28 (9440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5335.941906 sec): 2 clusters Score: Raw -619269.368249 + Penalty 869.507570 = -618399.860679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5335.966313 sec): 3 clusters Score: Raw -613643.014234 + Penalty 1739.015139 = -611903.999095 nChanged 4214 SP:Iteration 1F (5335.989724 sec): 3 clusters Score: Raw -616126.805102 + Penalty 1739.015139 = -614387.789963 nChanged 747 SP:Iteration 2F (5336.013072 sec): 3 clusters Score: Raw -616606.080311 + Penalty 1739.015139 = -614867.065172 nChanged 668 SP:Iteration 3F (5336.036484 sec): 3 clusters Score: Raw -617025.573812 + Penalty 1739.015139 = -615286.558672 nChanged 647 SP:Iteration 4F (5336.059794 sec): 3 clusters Score: Raw -617422.828067 + Penalty 1739.015139 = -615683.812928 nChanged 543 SP:Iteration 5F (5336.083332 sec): 3 clusters Score: Raw -617741.724232 + Penalty 1739.015139 = -616002.709093 nChanged 454 SP:Iteration 6Q (5336.106742 sec): 3 clusters Score: Raw -617981.471910 + Penalty 1739.015139 = -616242.456770 nChanged 377 SP:Iteration 7Q (5336.130294 sec): 3 clusters Score: Raw -618177.969343 + Penalty 1739.015139 = -616438.954203 nChanged 291 SP:Iteration 8Q (5336.153923 sec): 3 clusters Score: Raw -618336.519530 + Penalty 1739.015139 = -616597.504391 nChanged 258 SP:Iteration 9Q (5336.177283 sec): 3 clusters Score: Raw -618517.285059 + Penalty 1739.015139 = -616778.269920 nChanged 257 SP:Iteration 10Q (5336.200747 sec): 3 clusters Score: Raw -618729.003816 + Penalty 1739.015139 = -616989.988677 nChanged 259 SP:Iteration 11Q (5336.224135 sec): 3 clusters Score: Raw -618942.208325 + Penalty 1739.015139 = -617203.193186 nChanged 235 SP:Iteration 12Q (5336.247155 sec): 3 clusters Score: Raw -619132.705546 + Penalty 1739.015139 = -617393.690407 nChanged 228 SP:Iteration 13Q (5336.270144 sec): 3 clusters Score: Raw -619289.522429 + Penalty 1739.015139 = -617550.507290 nChanged 195 SP:Iteration 14Q (5336.293010 sec): 3 clusters Score: Raw -619391.454069 + Penalty 1739.015139 = -617652.438929 nChanged 139 SP:Iteration 15Q (5336.315479 sec): 3 clusters Score: Raw -619454.955184 + Penalty 1739.015139 = -617715.940045 nChanged 105 SP:Iteration 16Q (5336.338041 sec): 3 clusters Score: Raw -619495.432589 + Penalty 1739.015139 = -617756.417450 nChanged 91 SP:Iteration 17Q (5336.360482 sec): 3 clusters Score: Raw -619531.340886 + Penalty 1739.015139 = -617792.325747 nChanged 82 SP:Iteration 18Q (5336.382876 sec): 3 clusters Score: Raw -619560.880201 + Penalty 1739.015139 = -617821.865062 nChanged 79 SP:Iteration 19Q (5336.405332 sec): 3 clusters Score: Raw -619588.656073 + Penalty 1739.015139 = -617849.640934 nChanged 78 SP:Iteration 20F (5336.428741 sec): 3 clusters Score: Raw -619614.736232 + Penalty 1739.015139 = -617875.721093 nChanged 72 SP:Iteration 21Q (5336.451297 sec): 3 clusters Score: Raw -619639.896268 + Penalty 1739.015139 = -617900.881129 nChanged 66 SP:Iteration 22Q (5336.473687 sec): 3 clusters Score: Raw -619662.607094 + Penalty 1739.015139 = -617923.591955 nChanged 72 SP:Iteration 23Q (5336.496107 sec): 3 clusters Score: Raw -619683.064996 + Penalty 1739.015139 = -617944.049857 nChanged 67 SP:Iteration 24Q (5336.518597 sec): 3 clusters Score: Raw -619702.277348 + Penalty 1739.015139 = -617963.262208 nChanged 61 SP:Iteration 25Q (5336.540930 sec): 3 clusters Score: Raw -619719.176223 + Penalty 1739.015139 = -617980.161084 nChanged 54 SP:Iteration 26Q (5336.563268 sec): 3 clusters Score: Raw -619730.873765 + Penalty 1739.015139 = -617991.858626 nChanged 27 SP:Iteration 27Q (5336.585460 sec): 3 clusters Score: Raw -619736.861701 + Penalty 1739.015139 = -617997.846562 nChanged 28 SP:Iteration 28Q (5336.607855 sec): 3 clusters Score: Raw -619744.441677 + Penalty 1739.015139 = -618005.426538 nChanged 23 SP:Iteration 29Q (5336.630148 sec): 3 clusters Score: Raw -619748.478539 + Penalty 1739.015139 = -618009.463400 nChanged 17 SP:Iteration 30Q (5336.652469 sec): 3 clusters Score: Raw -619751.038600 + Penalty 1739.015139 = -618012.023460 nChanged 14 SP:Iteration 31Q (5336.674817 sec): 3 clusters Score: Raw -619752.790497 + Penalty 1739.015139 = -618013.775358 nChanged 15 SP:Iteration 32Q (5336.697105 sec): 3 clusters Score: Raw -619755.881341 + Penalty 1739.015139 = -618016.866202 nChanged 17 SP:Iteration 33Q (5336.719363 sec): 3 clusters Score: Raw -619759.687588 + Penalty 1739.015139 = -618020.672449 nChanged 20 SP:Iteration 34Q (5336.741541 sec): 3 clusters Score: Raw -619763.053141 + Penalty 1739.015139 = -618024.038001 nChanged 15 SP:Iteration 35Q (5336.763839 sec): 3 clusters Score: Raw -619765.757241 + Penalty 1739.015139 = -618026.742102 nChanged 21 SP:Iteration 36Q (5336.785994 sec): 3 clusters Score: Raw -619769.206581 + Penalty 1739.015139 = -618030.191442 nChanged 18 SP:Iteration 37Q (5336.808370 sec): 3 clusters Score: Raw -619772.922126 + Penalty 1739.015139 = -618033.906986 nChanged 12 SP:Iteration 38Q (5336.830642 sec): 3 clusters Score: Raw -619775.344443 + Penalty 1739.015139 = -618036.329303 nChanged 14 SP:Iteration 39Q (5336.853005 sec): 3 clusters Score: Raw -619777.187706 + Penalty 1739.015139 = -618038.172566 nChanged 13 SP:Iteration 40F (5336.876290 sec): 3 clusters Score: Raw -619779.211161 + Penalty 1739.015139 = -618040.196022 nChanged 16 SP:Iteration 41Q (5336.898711 sec): 3 clusters Score: Raw -619782.995909 + Penalty 1739.015139 = -618043.980769 nChanged 21 SP:Iteration 42Q (5336.921097 sec): 3 clusters Score: Raw -619787.128639 + Penalty 1739.015139 = -618048.113500 nChanged 22 SP:Iteration 43Q (5336.943421 sec): 3 clusters Score: Raw -619791.162859 + Penalty 1739.015139 = -618052.147720 nChanged 27 SP:Iteration 44Q (5336.965815 sec): 3 clusters Score: Raw -619795.116496 + Penalty 1739.015139 = -618056.101357 nChanged 21 SP:Iteration 45Q (5336.987959 sec): 3 clusters Score: Raw -619798.951845 + Penalty 1739.015139 = -618059.936706 nChanged 21 SP:Iteration 46Q (5337.010131 sec): 3 clusters Score: Raw -619801.689557 + Penalty 1739.015139 = -618062.674418 nChanged 10 SP:Iteration 47Q (5337.032403 sec): 3 clusters Score: Raw -619803.550741 + Penalty 1739.015139 = -618064.535601 nChanged 10 SP:Iteration 48Q (5337.054622 sec): 3 clusters Score: Raw -619804.417814 + Penalty 1739.015139 = -618065.402675 nChanged 6 SP:Iteration 49Q (5337.076781 sec): 3 clusters Score: Raw -619805.027977 + Penalty 1739.015139 = -618066.012838 nChanged 3 SP:Iteration 50Q (5337.099079 sec): 3 clusters Score: Raw -619805.530112 + Penalty 1739.015139 = -618066.514973 nChanged 4 SP:Iteration 51Q (5337.121282 sec): 3 clusters Score: Raw -619805.911812 + Penalty 1739.015139 = -618066.896673 nChanged 2 SP:Iteration 52Q (5337.143555 sec): 3 clusters Score: Raw -619806.444440 + Penalty 1739.015139 = -618067.429301 nChanged 4 SP:Iteration 53Q (5337.165738 sec): 3 clusters Score: Raw -619806.616958 + Penalty 1739.015139 = -618067.601818 nChanged 1 SP:Iteration 54Q (5337.187887 sec): 3 clusters Score: Raw -619806.692025 + Penalty 1739.015139 = -618067.676886 nChanged 0 SP:Iteration 55F (5337.211281 sec): 3 clusters Score: Raw -619806.692025 + Penalty 1739.015139 = -618067.676886 nChanged 0 Trying to split cluster 29 (8449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5337.231387 sec): 2 clusters Score: Raw -617829.705076 + Penalty 858.971320 = -616970.733755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5337.254403 sec): 3 clusters Score: Raw -612880.268710 + Penalty 1717.942640 = -611162.326070 nChanged 3757 SP:Iteration 1F (5337.276819 sec): 3 clusters Score: Raw -614834.644673 + Penalty 1717.942640 = -613116.702033 nChanged 485 SP:Iteration 2F (5337.299288 sec): 3 clusters Score: Raw -615050.511743 + Penalty 1717.942640 = -613332.569103 nChanged 419 SP:Iteration 3Q (5337.321827 sec): 3 clusters Score: Raw -615234.081614 + Penalty 1717.942640 = -613516.138973 nChanged 384 SP:Iteration 4Q (5337.344258 sec): 3 clusters Score: Raw -615414.014744 + Penalty 1717.942640 = -613696.072104 nChanged 380 SP:Iteration 5Q (5337.366762 sec): 3 clusters Score: Raw -615663.883109 + Penalty 1717.942640 = -613945.940469 nChanged 474 SP:Iteration 6F (5337.389213 sec): 3 clusters Score: Raw -616059.633557 + Penalty 1717.942640 = -614341.690916 nChanged 508 SP:Iteration 7F (5337.411677 sec): 3 clusters Score: Raw -616555.490197 + Penalty 1717.942640 = -614837.547557 nChanged 510 SP:Iteration 8F (5337.434135 sec): 3 clusters Score: Raw -617049.497218 + Penalty 1717.942640 = -615331.554578 nChanged 492 SP:Iteration 9F (5337.456339 sec): 3 clusters Score: Raw -617399.335065 + Penalty 1717.942640 = -615681.392424 nChanged 377 SP:Iteration 10Q (5337.478126 sec): 3 clusters Score: Raw -617616.914990 + Penalty 1717.942640 = -615898.972350 nChanged 299 SP:Iteration 11Q (5337.500137 sec): 3 clusters Score: Raw -617761.161587 + Penalty 1717.942640 = -616043.218947 nChanged 227 SP:Iteration 12Q (5337.556673 sec): 3 clusters Score: Raw -617854.499901 + Penalty 1717.942640 = -616136.557260 nChanged 170 SP:Iteration 13Q (5337.587822 sec): 3 clusters Score: Raw -617920.373887 + Penalty 1717.942640 = -616202.431246 nChanged 145 SP:Iteration 14Q (5337.609966 sec): 3 clusters Score: Raw -617976.165103 + Penalty 1717.942640 = -616258.222462 nChanged 123 SP:Iteration 15Q (5337.632189 sec): 3 clusters Score: Raw -618014.266017 + Penalty 1717.942640 = -616296.323377 nChanged 101 SP:Iteration 16Q (5337.654383 sec): 3 clusters Score: Raw -618040.678156 + Penalty 1717.942640 = -616322.735516 nChanged 85 SP:Iteration 17Q (5337.676599 sec): 3 clusters Score: Raw -618062.189925 + Penalty 1717.942640 = -616344.247285 nChanged 78 SP:Iteration 18Q (5337.698140 sec): 3 clusters Score: Raw -618082.969343 + Penalty 1717.942640 = -616365.026702 nChanged 73 SP:Iteration 19Q (5337.719822 sec): 3 clusters Score: Raw -618102.728148 + Penalty 1717.942640 = -616384.785507 nChanged 80 SP:Iteration 20F (5337.742313 sec): 3 clusters Score: Raw -618123.267319 + Penalty 1717.942640 = -616405.324679 nChanged 66 SP:Iteration 21Q (5337.763825 sec): 3 clusters Score: Raw -618138.208956 + Penalty 1717.942640 = -616420.266316 nChanged 65 SP:Iteration 22Q (5337.785382 sec): 3 clusters Score: Raw -618152.586173 + Penalty 1717.942640 = -616434.643533 nChanged 56 SP:Iteration 23Q (5337.806802 sec): 3 clusters Score: Raw -618163.143539 + Penalty 1717.942640 = -616445.200898 nChanged 44 SP:Iteration 24Q (5337.828596 sec): 3 clusters Score: Raw -618171.201605 + Penalty 1717.942640 = -616453.258965 nChanged 38 SP:Iteration 25Q (5337.850120 sec): 3 clusters Score: Raw -618177.431065 + Penalty 1717.942640 = -616459.488424 nChanged 35 SP:Iteration 26Q (5337.871752 sec): 3 clusters Score: Raw -618182.304387 + Penalty 1717.942640 = -616464.361746 nChanged 30 SP:Iteration 27Q (5337.893304 sec): 3 clusters Score: Raw -618186.269658 + Penalty 1717.942640 = -616468.327017 nChanged 26 SP:Iteration 28Q (5337.914555 sec): 3 clusters Score: Raw -618189.665693 + Penalty 1717.942640 = -616471.723053 nChanged 25 SP:Iteration 29Q (5337.936108 sec): 3 clusters Score: Raw -618193.091037 + Penalty 1717.942640 = -616475.148397 nChanged 30 SP:Iteration 30Q (5337.957769 sec): 3 clusters Score: Raw -618198.100005 + Penalty 1717.942640 = -616480.157365 nChanged 29 SP:Iteration 31Q (5337.979461 sec): 3 clusters Score: Raw -618204.577317 + Penalty 1717.942640 = -616486.634677 nChanged 28 SP:Iteration 32Q (5338.000837 sec): 3 clusters Score: Raw -618209.337805 + Penalty 1717.942640 = -616491.395165 nChanged 20 SP:Iteration 33Q (5338.022252 sec): 3 clusters Score: Raw -618212.473374 + Penalty 1717.942640 = -616494.530733 nChanged 25 SP:Iteration 34Q (5338.043735 sec): 3 clusters Score: Raw -618215.898614 + Penalty 1717.942640 = -616497.955974 nChanged 20 SP:Iteration 35Q (5338.065286 sec): 3 clusters Score: Raw -618219.113025 + Penalty 1717.942640 = -616501.170384 nChanged 13 SP:Iteration 36Q (5338.086807 sec): 3 clusters Score: Raw -618220.623350 + Penalty 1717.942640 = -616502.680709 nChanged 9 SP:Iteration 37Q (5338.108198 sec): 3 clusters Score: Raw -618221.538098 + Penalty 1717.942640 = -616503.595458 nChanged 10 SP:Iteration 38Q (5338.129513 sec): 3 clusters Score: Raw -618222.365186 + Penalty 1717.942640 = -616504.422546 nChanged 6 SP:Iteration 39Q (5338.151150 sec): 3 clusters Score: Raw -618222.929926 + Penalty 1717.942640 = -616504.987285 nChanged 7 SP:Iteration 40F (5338.173310 sec): 3 clusters Score: Raw -618223.440058 + Penalty 1717.942640 = -616505.497418 nChanged 6 SP:Iteration 41Q (5338.194760 sec): 3 clusters Score: Raw -618223.915577 + Penalty 1717.942640 = -616505.972936 nChanged 6 SP:Iteration 42Q (5338.216183 sec): 3 clusters Score: Raw -618224.469704 + Penalty 1717.942640 = -616506.527064 nChanged 6 SP:Iteration 43Q (5338.237723 sec): 3 clusters Score: Raw -618225.162323 + Penalty 1717.942640 = -616507.219682 nChanged 7 SP:Iteration 44Q (5338.259189 sec): 3 clusters Score: Raw -618225.791428 + Penalty 1717.942640 = -616507.848788 nChanged 4 SP:Iteration 45Q (5338.280555 sec): 3 clusters Score: Raw -618226.086783 + Penalty 1717.942640 = -616508.144143 nChanged 2 SP:Iteration 46Q (5338.301976 sec): 3 clusters Score: Raw -618226.243900 + Penalty 1717.942640 = -616508.301260 nChanged 4 SP:Iteration 47Q (5338.323204 sec): 3 clusters Score: Raw -618226.874034 + Penalty 1717.942640 = -616508.931394 nChanged 6 SP:Iteration 48Q (5338.344708 sec): 3 clusters Score: Raw -618227.450869 + Penalty 1717.942640 = -616509.508229 nChanged 4 SP:Iteration 49Q (5338.366105 sec): 3 clusters Score: Raw -618227.774903 + Penalty 1717.942640 = -616509.832263 nChanged 6 SP:Iteration 50Q (5338.387720 sec): 3 clusters Score: Raw -618228.220338 + Penalty 1717.942640 = -616510.277698 nChanged 5 SP:Iteration 51Q (5338.409348 sec): 3 clusters Score: Raw -618228.703641 + Penalty 1717.942640 = -616510.761000 nChanged 5 SP:Iteration 52Q (5338.430724 sec): 3 clusters Score: Raw -618229.269703 + Penalty 1717.942640 = -616511.327062 nChanged 5 SP:Iteration 53Q (5338.452176 sec): 3 clusters Score: Raw -618229.799175 + Penalty 1717.942640 = -616511.856535 nChanged 4 SP:Iteration 54Q (5338.473752 sec): 3 clusters Score: Raw -618230.287239 + Penalty 1717.942640 = -616512.344599 nChanged 6 SP:Iteration 55Q (5338.495464 sec): 3 clusters Score: Raw -618231.167408 + Penalty 1717.942640 = -616513.224768 nChanged 10 SP:Iteration 56Q (5338.516989 sec): 3 clusters Score: Raw -618232.492130 + Penalty 1717.942640 = -616514.549490 nChanged 9 SP:Iteration 57Q (5338.538586 sec): 3 clusters Score: Raw -618233.428999 + Penalty 1717.942640 = -616515.486358 nChanged 9 SP:Iteration 58Q (5338.560010 sec): 3 clusters Score: Raw -618234.526399 + Penalty 1717.942640 = -616516.583759 nChanged 9 SP:Iteration 59Q (5338.581590 sec): 3 clusters Score: Raw -618235.351538 + Penalty 1717.942640 = -616517.408898 nChanged 7 SP:Iteration 60F (5338.603874 sec): 3 clusters Score: Raw -618235.987950 + Penalty 1717.942640 = -616518.045309 nChanged 4 SP:Iteration 61Q (5338.625117 sec): 3 clusters Score: Raw -618236.511441 + Penalty 1717.942640 = -616518.568800 nChanged 5 SP:Iteration 62Q (5338.646524 sec): 3 clusters Score: Raw -618237.240164 + Penalty 1717.942640 = -616519.297524 nChanged 10 SP:Iteration 63Q (5338.667841 sec): 3 clusters Score: Raw -618238.300043 + Penalty 1717.942640 = -616520.357403 nChanged 6 SP:Iteration 64Q (5338.689399 sec): 3 clusters Score: Raw -618238.772471 + Penalty 1717.942640 = -616520.829830 nChanged 6 SP:Iteration 65Q (5338.710835 sec): 3 clusters Score: Raw -618239.606666 + Penalty 1717.942640 = -616521.664026 nChanged 10 SP:Iteration 66Q (5338.732282 sec): 3 clusters Score: Raw -618240.997163 + Penalty 1717.942640 = -616523.054523 nChanged 11 SP:Iteration 67Q (5338.753694 sec): 3 clusters Score: Raw -618242.602184 + Penalty 1717.942640 = -616524.659544 nChanged 14 SP:Iteration 68Q (5338.775245 sec): 3 clusters Score: Raw -618244.697621 + Penalty 1717.942640 = -616526.754981 nChanged 20 SP:Iteration 69Q (5338.796705 sec): 3 clusters Score: Raw -618247.605030 + Penalty 1717.942640 = -616529.662390 nChanged 20 SP:Iteration 70Q (5338.818210 sec): 3 clusters Score: Raw -618250.771458 + Penalty 1717.942640 = -616532.828817 nChanged 19 SP:Iteration 71Q (5338.839717 sec): 3 clusters Score: Raw -618253.747615 + Penalty 1717.942640 = -616535.804975 nChanged 19 SP:Iteration 72Q (5338.860906 sec): 3 clusters Score: Raw -618256.495849 + Penalty 1717.942640 = -616538.553209 nChanged 12 SP:Iteration 73Q (5338.882332 sec): 3 clusters Score: Raw -618257.691492 + Penalty 1717.942640 = -616539.748852 nChanged 6 SP:Iteration 74Q (5338.903671 sec): 3 clusters Score: Raw -618258.330291 + Penalty 1717.942640 = -616540.387651 nChanged 5 SP:Iteration 75Q (5338.925020 sec): 3 clusters Score: Raw -618258.904912 + Penalty 1717.942640 = -616540.962272 nChanged 11 SP:Iteration 76Q (5338.946516 sec): 3 clusters Score: Raw -618260.673006 + Penalty 1717.942640 = -616542.730365 nChanged 16 SP:Iteration 77Q (5338.967921 sec): 3 clusters Score: Raw -618263.219140 + Penalty 1717.942640 = -616545.276499 nChanged 13 SP:Iteration 78Q (5338.989454 sec): 3 clusters Score: Raw -618264.812898 + Penalty 1717.942640 = -616546.870258 nChanged 13 SP:Iteration 79Q (5339.011050 sec): 3 clusters Score: Raw -618266.810377 + Penalty 1717.942640 = -616548.867736 nChanged 13 SP:Iteration 80F (5339.033327 sec): 3 clusters Score: Raw -618268.422677 + Penalty 1717.942640 = -616550.480036 nChanged 11 SP:Iteration 81Q (5339.054731 sec): 3 clusters Score: Raw -618269.808433 + Penalty 1717.942640 = -616551.865793 nChanged 6 SP:Iteration 82Q (5339.076215 sec): 3 clusters Score: Raw -618270.473517 + Penalty 1717.942640 = -616552.530877 nChanged 3 SP:Iteration 83Q (5339.097393 sec): 3 clusters Score: Raw -618270.815070 + Penalty 1717.942640 = -616552.872430 nChanged 5 SP:Iteration 84Q (5339.118883 sec): 3 clusters Score: Raw -618271.519340 + Penalty 1717.942640 = -616553.576700 nChanged 5 SP:Iteration 85Q (5339.140258 sec): 3 clusters Score: Raw -618271.999590 + Penalty 1717.942640 = -616554.056950 nChanged 1 SP:Iteration 86Q (5339.161708 sec): 3 clusters Score: Raw -618272.074738 + Penalty 1717.942640 = -616554.132097 nChanged 0 SP:Iteration 87F (5339.184222 sec): 3 clusters Score: Raw -618272.074738 + Penalty 1717.942640 = -616554.132097 nChanged 0 Trying to split cluster 30 (1402 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.198601 sec): 2 clusters Score: Raw -72764.405014 + Penalty 688.337231 = -72076.067783 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.204581 sec): 3 clusters Score: Raw -72164.553830 + Penalty 1376.674463 = -70787.879368 nChanged 510 SP:Iteration 1F (5339.210002 sec): 3 clusters Score: Raw -72530.921463 + Penalty 1376.674463 = -71154.247000 nChanged 136 SP:Iteration 2F (5339.215449 sec): 3 clusters Score: Raw -72658.656197 + Penalty 1376.674463 = -71281.981735 nChanged 101 SP:Iteration 3F (5339.220929 sec): 3 clusters Score: Raw -72750.154318 + Penalty 1376.674463 = -71373.479855 nChanged 71 SP:Iteration 4F (5339.226430 sec): 3 clusters Score: Raw -72812.855681 + Penalty 1376.674463 = -71436.181218 nChanged 54 SP:Iteration 5Q (5339.231885 sec): 3 clusters Score: Raw -72859.645458 + Penalty 1376.674463 = -71482.970995 nChanged 46 SP:Iteration 6Q (5339.237312 sec): 3 clusters Score: Raw -72893.373142 + Penalty 1376.674463 = -71516.698679 nChanged 34 SP:Iteration 7Q (5339.242744 sec): 3 clusters Score: Raw -72924.103097 + Penalty 1376.674463 = -71547.428634 nChanged 31 SP:Iteration 8Q (5339.248114 sec): 3 clusters Score: Raw -72944.070091 + Penalty 1376.674463 = -71567.395628 nChanged 26 SP:Iteration 9Q (5339.253527 sec): 3 clusters Score: Raw -72962.550885 + Penalty 1376.674463 = -71585.876422 nChanged 25 SP:Iteration 10Q (5339.258959 sec): 3 clusters Score: Raw -72979.681516 + Penalty 1376.674463 = -71603.007053 nChanged 16 SP:Iteration 11Q (5339.264368 sec): 3 clusters Score: Raw -72986.329888 + Penalty 1376.674463 = -71609.655425 nChanged 9 SP:Iteration 12Q (5339.269763 sec): 3 clusters Score: Raw -72990.355677 + Penalty 1376.674463 = -71613.681214 nChanged 7 SP:Iteration 13Q (5339.275159 sec): 3 clusters Score: Raw -72994.117326 + Penalty 1376.674463 = -71617.442863 nChanged 4 SP:Iteration 14Q (5339.280558 sec): 3 clusters Score: Raw -72995.804496 + Penalty 1376.674463 = -71619.130033 nChanged 2 SP:Iteration 15Q (5339.285935 sec): 3 clusters Score: Raw -72996.263074 + Penalty 1376.674463 = -71619.588611 nChanged 2 SP:Iteration 16Q (5339.291352 sec): 3 clusters Score: Raw -72997.203871 + Penalty 1376.674463 = -71620.529408 nChanged 3 SP:Iteration 17Q (5339.296735 sec): 3 clusters Score: Raw -72997.993776 + Penalty 1376.674463 = -71621.319314 nChanged 1 SP:Iteration 18Q (5339.302127 sec): 3 clusters Score: Raw -72998.133777 + Penalty 1376.674463 = -71621.459314 nChanged 1 SP:Iteration 19Q (5339.307507 sec): 3 clusters Score: Raw -72998.575499 + Penalty 1376.674463 = -71621.901036 nChanged 1 SP:Iteration 20F (5339.312932 sec): 3 clusters Score: Raw -72998.736218 + Penalty 1376.674463 = -71622.061755 nChanged 0 Trying to split cluster 31 (3156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.329247 sec): 2 clusters Score: Raw -223641.638884 + Penalty 765.420765 = -222876.218119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.341631 sec): 3 clusters Score: Raw -222021.613889 + Penalty 1530.841530 = -220490.772359 nChanged 1304 SP:Iteration 1F (5339.353137 sec): 3 clusters Score: Raw -222788.147829 + Penalty 1530.841530 = -221257.306299 nChanged 285 SP:Iteration 2F (5339.364650 sec): 3 clusters Score: Raw -222973.082937 + Penalty 1530.841530 = -221442.241408 nChanged 206 SP:Iteration 3F (5339.376122 sec): 3 clusters Score: Raw -223117.382040 + Penalty 1530.841530 = -221586.540510 nChanged 201 SP:Iteration 4F (5339.387542 sec): 3 clusters Score: Raw -223246.683508 + Penalty 1530.841530 = -221715.841978 nChanged 157 SP:Iteration 5Q (5339.398875 sec): 3 clusters Score: Raw -223344.746577 + Penalty 1530.841530 = -221813.905048 nChanged 142 SP:Iteration 6Q (5339.410286 sec): 3 clusters Score: Raw -223443.821891 + Penalty 1530.841530 = -221912.980362 nChanged 142 SP:Iteration 7Q (5339.421769 sec): 3 clusters Score: Raw -223550.501662 + Penalty 1530.841530 = -222019.660133 nChanged 140 SP:Iteration 8Q (5339.433095 sec): 3 clusters Score: Raw -223649.727179 + Penalty 1530.841530 = -222118.885650 nChanged 100 SP:Iteration 9Q (5339.444404 sec): 3 clusters Score: Raw -223713.882565 + Penalty 1530.841530 = -222183.041035 nChanged 88 SP:Iteration 10Q (5339.455864 sec): 3 clusters Score: Raw -223784.295065 + Penalty 1530.841530 = -222253.453535 nChanged 80 SP:Iteration 11Q (5339.467156 sec): 3 clusters Score: Raw -223843.554982 + Penalty 1530.841530 = -222312.713452 nChanged 68 SP:Iteration 12Q (5339.478557 sec): 3 clusters Score: Raw -223898.407632 + Penalty 1530.841530 = -222367.566102 nChanged 61 SP:Iteration 13Q (5339.489763 sec): 3 clusters Score: Raw -223939.789066 + Penalty 1530.841530 = -222408.947537 nChanged 36 SP:Iteration 14Q (5339.501024 sec): 3 clusters Score: Raw -223966.665295 + Penalty 1530.841530 = -222435.823765 nChanged 31 SP:Iteration 15Q (5339.512247 sec): 3 clusters Score: Raw -223987.326914 + Penalty 1530.841530 = -222456.485384 nChanged 30 SP:Iteration 16Q (5339.523416 sec): 3 clusters Score: Raw -224003.446227 + Penalty 1530.841530 = -222472.604697 nChanged 26 SP:Iteration 17Q (5339.534595 sec): 3 clusters Score: Raw -224015.848027 + Penalty 1530.841530 = -222485.006497 nChanged 16 SP:Iteration 18Q (5339.545749 sec): 3 clusters Score: Raw -224021.471540 + Penalty 1530.841530 = -222490.630010 nChanged 12 SP:Iteration 19Q (5339.556753 sec): 3 clusters Score: Raw -224027.217286 + Penalty 1530.841530 = -222496.375756 nChanged 12 SP:Iteration 20F (5339.568058 sec): 3 clusters Score: Raw -224035.040845 + Penalty 1530.841530 = -222504.199315 nChanged 16 SP:Iteration 21Q (5339.579213 sec): 3 clusters Score: Raw -224043.570558 + Penalty 1530.841530 = -222512.729028 nChanged 11 SP:Iteration 22Q (5339.590309 sec): 3 clusters Score: Raw -224050.358615 + Penalty 1530.841530 = -222519.517086 nChanged 14 SP:Iteration 23Q (5339.601394 sec): 3 clusters Score: Raw -224057.112896 + Penalty 1530.841530 = -222526.271366 nChanged 10 SP:Iteration 24Q (5339.612497 sec): 3 clusters Score: Raw -224062.152045 + Penalty 1530.841530 = -222531.310516 nChanged 11 SP:Iteration 25Q (5339.623567 sec): 3 clusters Score: Raw -224065.631310 + Penalty 1530.841530 = -222534.789781 nChanged 5 SP:Iteration 26Q (5339.634618 sec): 3 clusters Score: Raw -224067.787655 + Penalty 1530.841530 = -222536.946126 nChanged 5 SP:Iteration 27Q (5339.645689 sec): 3 clusters Score: Raw -224069.567316 + Penalty 1530.841530 = -222538.725786 nChanged 6 SP:Iteration 28Q (5339.656740 sec): 3 clusters Score: Raw -224071.870286 + Penalty 1530.841530 = -222541.028756 nChanged 4 SP:Iteration 29Q (5339.667773 sec): 3 clusters Score: Raw -224073.239296 + Penalty 1530.841530 = -222542.397767 nChanged 4 SP:Iteration 30Q (5339.678711 sec): 3 clusters Score: Raw -224074.298265 + Penalty 1530.841530 = -222543.456735 nChanged 2 SP:Iteration 31Q (5339.689606 sec): 3 clusters Score: Raw -224075.491229 + Penalty 1530.841530 = -222544.649699 nChanged 1 SP:Iteration 32Q (5339.700535 sec): 3 clusters Score: Raw -224075.825551 + Penalty 1530.841530 = -222544.984021 nChanged 1 SP:Iteration 33Q (5339.711464 sec): 3 clusters Score: Raw -224076.113615 + Penalty 1530.841530 = -222545.272086 nChanged 2 SP:Iteration 34Q (5339.722522 sec): 3 clusters Score: Raw -224077.058401 + Penalty 1530.841530 = -222546.216871 nChanged 3 SP:Iteration 35Q (5339.733579 sec): 3 clusters Score: Raw -224078.582142 + Penalty 1530.841530 = -222547.740612 nChanged 4 SP:Iteration 36Q (5339.744599 sec): 3 clusters Score: Raw -224080.887027 + Penalty 1530.841530 = -222550.045497 nChanged 3 SP:Iteration 37Q (5339.755527 sec): 3 clusters Score: Raw -224081.983285 + Penalty 1530.841530 = -222551.141755 nChanged 2 SP:Iteration 38Q (5339.766467 sec): 3 clusters Score: Raw -224082.963577 + Penalty 1530.841530 = -222552.122047 nChanged 1 SP:Iteration 39Q (5339.777541 sec): 3 clusters Score: Raw -224083.001883 + Penalty 1530.841530 = -222552.160353 nChanged 0 SP:Iteration 40F (5339.788939 sec): 3 clusters Score: Raw -224083.001883 + Penalty 1530.841530 = -222552.160353 nChanged 0 Trying to split cluster 32 (2549 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.804397 sec): 2 clusters Score: Raw -139193.841070 + Penalty 745.128358 = -138448.712711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.814561 sec): 3 clusters Score: Raw -137896.023144 + Penalty 1490.256717 = -136405.766427 nChanged 1003 SP:Iteration 1F (5339.823997 sec): 3 clusters Score: Raw -138547.424319 + Penalty 1490.256717 = -137057.167602 nChanged 213 SP:Iteration 2F (5339.833457 sec): 3 clusters Score: Raw -138702.707355 + Penalty 1490.256717 = -137212.450638 nChanged 146 SP:Iteration 3F (5339.842871 sec): 3 clusters Score: Raw -138803.588343 + Penalty 1490.256717 = -137313.331626 nChanged 117 SP:Iteration 4Q (5339.852257 sec): 3 clusters Score: Raw -138874.131587 + Penalty 1490.256717 = -137383.874870 nChanged 91 SP:Iteration 5Q (5339.861682 sec): 3 clusters Score: Raw -138928.076678 + Penalty 1490.256717 = -137437.819961 nChanged 60 SP:Iteration 6Q (5339.871058 sec): 3 clusters Score: Raw -138961.163621 + Penalty 1490.256717 = -137470.906904 nChanged 74 SP:Iteration 7Q (5339.880422 sec): 3 clusters Score: Raw -139010.161084 + Penalty 1490.256717 = -137519.904367 nChanged 67 SP:Iteration 8Q (5339.889631 sec): 3 clusters Score: Raw -139049.277043 + Penalty 1490.256717 = -137559.020326 nChanged 46 SP:Iteration 9Q (5339.898983 sec): 3 clusters Score: Raw -139073.655887 + Penalty 1490.256717 = -137583.399171 nChanged 43 SP:Iteration 10Q (5339.908269 sec): 3 clusters Score: Raw -139102.096933 + Penalty 1490.256717 = -137611.840216 nChanged 51 SP:Iteration 11Q (5339.917522 sec): 3 clusters Score: Raw -139137.294390 + Penalty 1490.256717 = -137647.037674 nChanged 44 SP:Iteration 12Q (5339.926778 sec): 3 clusters Score: Raw -139167.395444 + Penalty 1490.256717 = -137677.138728 nChanged 35 SP:Iteration 13Q (5339.935974 sec): 3 clusters Score: Raw -139193.805930 + Penalty 1490.256717 = -137703.549213 nChanged 31 SP:Iteration 14Q (5339.945134 sec): 3 clusters Score: Raw -139212.097459 + Penalty 1490.256717 = -137721.840742 nChanged 24 SP:Iteration 15Q (5339.954277 sec): 3 clusters Score: Raw -139227.477251 + Penalty 1490.256717 = -137737.220534 nChanged 19 SP:Iteration 16Q (5339.963367 sec): 3 clusters Score: Raw -139236.863185 + Penalty 1490.256717 = -137746.606468 nChanged 14 SP:Iteration 17Q (5339.972451 sec): 3 clusters Score: Raw -139246.591405 + Penalty 1490.256717 = -137756.334689 nChanged 12 SP:Iteration 18Q (5339.981509 sec): 3 clusters Score: Raw -139253.877195 + Penalty 1490.256717 = -137763.620478 nChanged 14 SP:Iteration 19Q (5339.990587 sec): 3 clusters Score: Raw -139262.680868 + Penalty 1490.256717 = -137772.424151 nChanged 8 SP:Iteration 20F (5339.999935 sec): 3 clusters Score: Raw -139270.482631 + Penalty 1490.256717 = -137780.225914 nChanged 9 SP:Iteration 21Q (5340.008953 sec): 3 clusters Score: Raw -139276.329570 + Penalty 1490.256717 = -137786.072853 nChanged 9 SP:Iteration 22Q (5340.017963 sec): 3 clusters Score: Raw -139282.753383 + Penalty 1490.256717 = -137792.496666 nChanged 8 SP:Iteration 23Q (5340.027016 sec): 3 clusters Score: Raw -139287.860927 + Penalty 1490.256717 = -137797.604210 nChanged 1 SP:Iteration 24Q (5340.036007 sec): 3 clusters Score: Raw -139289.704441 + Penalty 1490.256717 = -137799.447724 nChanged 3 SP:Iteration 25Q (5340.044991 sec): 3 clusters Score: Raw -139293.653107 + Penalty 1490.256717 = -137803.396390 nChanged 8 SP:Iteration 26Q (5340.053856 sec): 3 clusters Score: Raw -139300.234307 + Penalty 1490.256717 = -137809.977591 nChanged 5 SP:Iteration 27Q (5340.062829 sec): 3 clusters Score: Raw -139303.600400 + Penalty 1490.256717 = -137813.343683 nChanged 4 SP:Iteration 28Q (5340.071657 sec): 3 clusters Score: Raw -139305.738919 + Penalty 1490.256717 = -137815.482202 nChanged 3 SP:Iteration 29Q (5340.080596 sec): 3 clusters Score: Raw -139307.392741 + Penalty 1490.256717 = -137817.136024 nChanged 1 SP:Iteration 30Q (5340.089569 sec): 3 clusters Score: Raw -139308.017879 + Penalty 1490.256717 = -137817.761162 nChanged 1 SP:Iteration 31Q (5340.098498 sec): 3 clusters Score: Raw -139308.185569 + Penalty 1490.256717 = -137817.928853 nChanged 0 SP:Iteration 32F (5340.107821 sec): 3 clusters Score: Raw -139308.185569 + Penalty 1490.256717 = -137817.928853 nChanged 0 Trying to split cluster 33 (17248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5340.135694 sec): 2 clusters Score: Raw -1280515.974649 + Penalty 926.767890 = -1279589.206759 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5340.170650 sec): 3 clusters Score: Raw -1269897.796302 + Penalty 1853.535780 = -1268044.260522 nChanged 7973 SP:Iteration 1F (5340.203370 sec): 3 clusters Score: Raw -1274302.508039 + Penalty 1853.535780 = -1272448.972259 nChanged 809 SP:Iteration 2Q (5340.236857 sec): 3 clusters Score: Raw -1274599.178570 + Penalty 1853.535780 = -1272745.642790 nChanged 830 SP:Iteration 3Q (5340.270504 sec): 3 clusters Score: Raw -1274962.438114 + Penalty 1853.535780 = -1273108.902334 nChanged 932 SP:Iteration 4F (5340.303520 sec): 3 clusters Score: Raw -1275450.513716 + Penalty 1853.535780 = -1273596.977936 nChanged 1000 SP:Iteration 5F (5340.336527 sec): 3 clusters Score: Raw -1276102.905627 + Penalty 1853.535780 = -1274249.369847 nChanged 1091 SP:Iteration 6F (5340.369456 sec): 3 clusters Score: Raw -1276931.994338 + Penalty 1853.535780 = -1275078.458558 nChanged 1070 SP:Iteration 7F (5340.402459 sec): 3 clusters Score: Raw -1277741.835336 + Penalty 1853.535780 = -1275888.299556 nChanged 833 SP:Iteration 8Q (5340.435298 sec): 3 clusters Score: Raw -1278255.134943 + Penalty 1853.535780 = -1276401.599163 nChanged 590 SP:Iteration 9Q (5340.467739 sec): 3 clusters Score: Raw -1278539.432203 + Penalty 1853.535780 = -1276685.896423 nChanged 435 SP:Iteration 10Q (5340.499704 sec): 3 clusters Score: Raw -1278718.584537 + Penalty 1853.535780 = -1276865.048757 nChanged 330 SP:Iteration 11Q (5340.531500 sec): 3 clusters Score: Raw -1278848.278489 + Penalty 1853.535780 = -1276994.742709 nChanged 299 SP:Iteration 12Q (5340.563243 sec): 3 clusters Score: Raw -1278967.207404 + Penalty 1853.535780 = -1277113.671624 nChanged 282 SP:Iteration 13Q (5340.594615 sec): 3 clusters Score: Raw -1279085.999734 + Penalty 1853.535780 = -1277232.463954 nChanged 277 SP:Iteration 14Q (5340.625834 sec): 3 clusters Score: Raw -1279204.096621 + Penalty 1853.535780 = -1277350.560841 nChanged 264 SP:Iteration 15Q (5340.656985 sec): 3 clusters Score: Raw -1279317.248455 + Penalty 1853.535780 = -1277463.712675 nChanged 260 SP:Iteration 16Q (5340.687958 sec): 3 clusters Score: Raw -1279429.921978 + Penalty 1853.535780 = -1277576.386198 nChanged 210 SP:Iteration 17Q (5340.718851 sec): 3 clusters Score: Raw -1279512.410218 + Penalty 1853.535780 = -1277658.874438 nChanged 190 SP:Iteration 18Q (5340.749595 sec): 3 clusters Score: Raw -1279586.209900 + Penalty 1853.535780 = -1277732.674120 nChanged 215 SP:Iteration 19Q (5340.780285 sec): 3 clusters Score: Raw -1279686.620297 + Penalty 1853.535780 = -1277833.084517 nChanged 217 SP:Iteration 20F (5340.813214 sec): 3 clusters Score: Raw -1279806.806246 + Penalty 1853.535780 = -1277953.270466 nChanged 219 SP:Iteration 21Q (5340.843678 sec): 3 clusters Score: Raw -1279925.963399 + Penalty 1853.535780 = -1278072.427619 nChanged 197 SP:Iteration 22Q (5340.873766 sec): 3 clusters Score: Raw -1280035.682226 + Penalty 1853.535780 = -1278182.146446 nChanged 170 SP:Iteration 23Q (5340.903945 sec): 3 clusters Score: Raw -1280124.832078 + Penalty 1853.535780 = -1278271.296298 nChanged 155 SP:Iteration 24Q (5340.933731 sec): 3 clusters Score: Raw -1280216.867338 + Penalty 1853.535780 = -1278363.331558 nChanged 147 SP:Iteration 25Q (5340.963485 sec): 3 clusters Score: Raw -1280311.887933 + Penalty 1853.535780 = -1278458.352153 nChanged 136 SP:Iteration 26Q (5340.993217 sec): 3 clusters Score: Raw -1280391.462291 + Penalty 1853.535780 = -1278537.926511 nChanged 111 SP:Iteration 27Q (5341.022843 sec): 3 clusters Score: Raw -1280448.457447 + Penalty 1853.535780 = -1278594.921667 nChanged 95 SP:Iteration 28Q (5341.052085 sec): 3 clusters Score: Raw -1280500.029488 + Penalty 1853.535780 = -1278646.493708 nChanged 92 SP:Iteration 29Q (5341.081420 sec): 3 clusters Score: Raw -1280552.409333 + Penalty 1853.535780 = -1278698.873553 nChanged 95 SP:Iteration 30Q (5341.110790 sec): 3 clusters Score: Raw -1280602.559758 + Penalty 1853.535780 = -1278749.023978 nChanged 90 SP:Iteration 31Q (5341.140007 sec): 3 clusters Score: Raw -1280647.910885 + Penalty 1853.535780 = -1278794.375105 nChanged 80 SP:Iteration 32Q (5341.169253 sec): 3 clusters Score: Raw -1280683.611268 + Penalty 1853.535780 = -1278830.075488 nChanged 59 SP:Iteration 33Q (5341.198551 sec): 3 clusters Score: Raw -1280710.316252 + Penalty 1853.535780 = -1278856.780472 nChanged 59 SP:Iteration 34Q (5341.227900 sec): 3 clusters Score: Raw -1280733.981851 + Penalty 1853.535780 = -1278880.446071 nChanged 64 SP:Iteration 35Q (5341.257093 sec): 3 clusters Score: Raw -1280761.844022 + Penalty 1853.535780 = -1278908.308242 nChanged 59 SP:Iteration 36Q (5341.286388 sec): 3 clusters Score: Raw -1280789.360746 + Penalty 1853.535780 = -1278935.824966 nChanged 62 SP:Iteration 37Q (5341.315578 sec): 3 clusters Score: Raw -1280813.943383 + Penalty 1853.535780 = -1278960.407603 nChanged 56 SP:Iteration 38Q (5341.344716 sec): 3 clusters Score: Raw -1280835.765287 + Penalty 1853.535780 = -1278982.229507 nChanged 37 SP:Iteration 39Q (5341.373954 sec): 3 clusters Score: Raw -1280851.606741 + Penalty 1853.535780 = -1278998.070961 nChanged 33 SP:Iteration 40F (5341.406878 sec): 3 clusters Score: Raw -1280871.654610 + Penalty 1853.535780 = -1279018.118830 nChanged 33 SP:Iteration 41Q (5341.436187 sec): 3 clusters Score: Raw -1280882.746532 + Penalty 1853.535780 = -1279029.210752 nChanged 29 SP:Iteration 42Q (5341.465370 sec): 3 clusters Score: Raw -1280890.555353 + Penalty 1853.535780 = -1279037.019573 nChanged 26 SP:Iteration 43Q (5341.494550 sec): 3 clusters Score: Raw -1280897.057583 + Penalty 1853.535780 = -1279043.521803 nChanged 18 SP:Iteration 44Q (5341.523662 sec): 3 clusters Score: Raw -1280900.647325 + Penalty 1853.535780 = -1279047.111545 nChanged 10 SP:Iteration 45Q (5341.552831 sec): 3 clusters Score: Raw -1280902.093287 + Penalty 1853.535780 = -1279048.557507 nChanged 5 SP:Iteration 46Q (5341.582031 sec): 3 clusters Score: Raw -1280902.744095 + Penalty 1853.535780 = -1279049.208315 nChanged 2 SP:Iteration 47Q (5341.611235 sec): 3 clusters Score: Raw -1280903.101158 + Penalty 1853.535780 = -1279049.565378 nChanged 2 SP:Iteration 48Q (5341.640532 sec): 3 clusters Score: Raw -1280903.412354 + Penalty 1853.535780 = -1279049.876574 nChanged 2 SP:Iteration 49Q (5341.669669 sec): 3 clusters Score: Raw -1280903.731327 + Penalty 1853.535780 = -1279050.195547 nChanged 1 SP:Iteration 50Q (5341.698941 sec): 3 clusters Score: Raw -1280903.842728 + Penalty 1853.535780 = -1279050.306948 nChanged 0 SP:Iteration 51F (5341.731846 sec): 3 clusters Score: Raw -1280903.842728 + Penalty 1853.535780 = -1279050.306948 nChanged 0 Trying to split cluster 34 (769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.745374 sec): 2 clusters Score: Raw -46949.487760 + Penalty 631.283642 = -46318.204118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.749014 sec): 3 clusters Score: Raw -46704.734382 + Penalty 1262.567284 = -45442.167098 nChanged 253 SP:Iteration 1F (5341.752292 sec): 3 clusters Score: Raw -46943.379606 + Penalty 1262.567284 = -45680.812322 nChanged 56 SP:Iteration 2F (5341.755593 sec): 3 clusters Score: Raw -47007.290156 + Penalty 1262.567284 = -45744.722872 nChanged 43 SP:Iteration 3F (5341.758911 sec): 3 clusters Score: Raw -47072.607731 + Penalty 1262.567284 = -45810.040446 nChanged 40 SP:Iteration 4F (5341.762160 sec): 3 clusters Score: Raw -47116.215726 + Penalty 1262.567284 = -45853.648442 nChanged 25 SP:Iteration 5Q (5341.765447 sec): 3 clusters Score: Raw -47137.031694 + Penalty 1262.567284 = -45874.464410 nChanged 19 SP:Iteration 6Q (5341.768750 sec): 3 clusters Score: Raw -47156.771953 + Penalty 1262.567284 = -45894.204669 nChanged 11 SP:Iteration 7Q (5341.771984 sec): 3 clusters Score: Raw -47168.360779 + Penalty 1262.567284 = -45905.793495 nChanged 11 SP:Iteration 8Q (5341.775204 sec): 3 clusters Score: Raw -47177.312953 + Penalty 1262.567284 = -45914.745669 nChanged 9 SP:Iteration 9Q (5341.778444 sec): 3 clusters Score: Raw -47181.943900 + Penalty 1262.567284 = -45919.376616 nChanged 3 SP:Iteration 10Q (5341.781658 sec): 3 clusters Score: Raw -47183.973629 + Penalty 1262.567284 = -45921.406345 nChanged 1 SP:Iteration 11Q (5341.784856 sec): 3 clusters Score: Raw -47185.265218 + Penalty 1262.567284 = -45922.697934 nChanged 1 SP:Iteration 12Q (5341.788084 sec): 3 clusters Score: Raw -47185.800620 + Penalty 1262.567284 = -45923.233335 nChanged 2 SP:Iteration 13Q (5341.791300 sec): 3 clusters Score: Raw -47186.641043 + Penalty 1262.567284 = -45924.073759 nChanged 2 SP:Iteration 14Q (5341.794530 sec): 3 clusters Score: Raw -47187.659460 + Penalty 1262.567284 = -45925.092176 nChanged 1 SP:Iteration 15Q (5341.797741 sec): 3 clusters Score: Raw -47189.285168 + Penalty 1262.567284 = -45926.717883 nChanged 0 SP:Iteration 16F (5341.801032 sec): 3 clusters Score: Raw -47189.285168 + Penalty 1262.567284 = -45926.717883 nChanged 0 Trying to split cluster 35 (3944 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.818060 sec): 2 clusters Score: Raw -250982.500404 + Penalty 786.595318 = -250195.905086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.833400 sec): 3 clusters Score: Raw -248779.684195 + Penalty 1573.190636 = -247206.493559 nChanged 1672 SP:Iteration 1F (5341.847955 sec): 3 clusters Score: Raw -249729.674831 + Penalty 1573.190636 = -248156.484195 nChanged 312 SP:Iteration 2F (5341.862495 sec): 3 clusters Score: Raw -249918.403403 + Penalty 1573.190636 = -248345.212767 nChanged 248 SP:Iteration 3F (5341.876980 sec): 3 clusters Score: Raw -250075.160651 + Penalty 1573.190636 = -248501.970015 nChanged 212 SP:Iteration 4F (5341.891315 sec): 3 clusters Score: Raw -250186.402146 + Penalty 1573.190636 = -248613.211510 nChanged 159 SP:Iteration 5Q (5341.905858 sec): 3 clusters Score: Raw -250273.820546 + Penalty 1573.190636 = -248700.629910 nChanged 135 SP:Iteration 6Q (5341.920346 sec): 3 clusters Score: Raw -250348.750276 + Penalty 1573.190636 = -248775.559640 nChanged 118 SP:Iteration 7Q (5341.934672 sec): 3 clusters Score: Raw -250410.057309 + Penalty 1573.190636 = -248836.866673 nChanged 123 SP:Iteration 8Q (5341.949194 sec): 3 clusters Score: Raw -250469.036474 + Penalty 1573.190636 = -248895.845838 nChanged 101 SP:Iteration 9Q (5341.963525 sec): 3 clusters Score: Raw -250517.761396 + Penalty 1573.190636 = -248944.570760 nChanged 94 SP:Iteration 10Q (5341.977789 sec): 3 clusters Score: Raw -250562.596968 + Penalty 1573.190636 = -248989.406332 nChanged 83 SP:Iteration 11Q (5341.992058 sec): 3 clusters Score: Raw -250604.526546 + Penalty 1573.190636 = -249031.335910 nChanged 81 SP:Iteration 12Q (5342.006463 sec): 3 clusters Score: Raw -250652.044645 + Penalty 1573.190636 = -249078.854009 nChanged 81 SP:Iteration 13Q (5342.020819 sec): 3 clusters Score: Raw -250695.154324 + Penalty 1573.190636 = -249121.963688 nChanged 79 SP:Iteration 14Q (5342.035028 sec): 3 clusters Score: Raw -250738.110963 + Penalty 1573.190636 = -249164.920327 nChanged 74 SP:Iteration 15Q (5342.049261 sec): 3 clusters Score: Raw -250776.896264 + Penalty 1573.190636 = -249203.705628 nChanged 61 SP:Iteration 16Q (5342.063434 sec): 3 clusters Score: Raw -250811.186540 + Penalty 1573.190636 = -249237.995904 nChanged 58 SP:Iteration 17Q (5342.077583 sec): 3 clusters Score: Raw -250856.288675 + Penalty 1573.190636 = -249283.098039 nChanged 58 SP:Iteration 18Q (5342.091666 sec): 3 clusters Score: Raw -250896.820073 + Penalty 1573.190636 = -249323.629437 nChanged 62 SP:Iteration 19Q (5342.105490 sec): 3 clusters Score: Raw -250935.300457 + Penalty 1573.190636 = -249362.109821 nChanged 51 SP:Iteration 20F (5342.119790 sec): 3 clusters Score: Raw -250967.925231 + Penalty 1573.190636 = -249394.734595 nChanged 38 SP:Iteration 21Q (5342.133588 sec): 3 clusters Score: Raw -250995.199142 + Penalty 1573.190636 = -249422.008506 nChanged 42 SP:Iteration 22Q (5342.147360 sec): 3 clusters Score: Raw -251019.966815 + Penalty 1573.190636 = -249446.776179 nChanged 33 SP:Iteration 23Q (5342.161078 sec): 3 clusters Score: Raw -251036.936469 + Penalty 1573.190636 = -249463.745833 nChanged 29 SP:Iteration 24Q (5342.174770 sec): 3 clusters Score: Raw -251051.921153 + Penalty 1573.190636 = -249478.730517 nChanged 23 SP:Iteration 25Q (5342.188471 sec): 3 clusters Score: Raw -251065.630119 + Penalty 1573.190636 = -249492.439483 nChanged 25 SP:Iteration 26Q (5342.202117 sec): 3 clusters Score: Raw -251079.076505 + Penalty 1573.190636 = -249505.885869 nChanged 16 SP:Iteration 27Q (5342.215582 sec): 3 clusters Score: Raw -251086.827600 + Penalty 1573.190636 = -249513.636964 nChanged 14 SP:Iteration 28Q (5342.229130 sec): 3 clusters Score: Raw -251094.640824 + Penalty 1573.190636 = -249521.450188 nChanged 17 SP:Iteration 29Q (5342.242693 sec): 3 clusters Score: Raw -251103.887851 + Penalty 1573.190636 = -249530.697215 nChanged 14 SP:Iteration 30Q (5342.256226 sec): 3 clusters Score: Raw -251109.153770 + Penalty 1573.190636 = -249535.963134 nChanged 10 SP:Iteration 31Q (5342.269769 sec): 3 clusters Score: Raw -251111.952477 + Penalty 1573.190636 = -249538.761841 nChanged 5 SP:Iteration 32Q (5342.283307 sec): 3 clusters Score: Raw -251113.674765 + Penalty 1573.190636 = -249540.484129 nChanged 3 SP:Iteration 33Q (5342.296805 sec): 3 clusters Score: Raw -251115.898863 + Penalty 1573.190636 = -249542.708227 nChanged 4 SP:Iteration 34Q (5342.310278 sec): 3 clusters Score: Raw -251116.880653 + Penalty 1573.190636 = -249543.690017 nChanged 1 SP:Iteration 35Q (5342.323749 sec): 3 clusters Score: Raw -251117.052263 + Penalty 1573.190636 = -249543.861627 nChanged 1 SP:Iteration 36Q (5342.337205 sec): 3 clusters Score: Raw -251117.211514 + Penalty 1573.190636 = -249544.020879 nChanged 0 SP:Iteration 37F (5342.351434 sec): 3 clusters Score: Raw -251117.211514 + Penalty 1573.190636 = -249544.020879 nChanged 0 Trying to split cluster 36 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5342.367775 sec): 2 clusters Score: Raw -254124.736172 + Penalty 778.504256 = -253346.231916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5342.382041 sec): 3 clusters Score: Raw -252194.386320 + Penalty 1557.008511 = -250637.377809 nChanged 1500 SP:Iteration 1F (5342.395132 sec): 3 clusters Score: Raw -253111.236418 + Penalty 1557.008511 = -251554.227907 nChanged 286 SP:Iteration 2F (5342.408281 sec): 3 clusters Score: Raw -253309.812872 + Penalty 1557.008511 = -251752.804360 nChanged 247 SP:Iteration 3F (5342.421235 sec): 3 clusters Score: Raw -253487.421683 + Penalty 1557.008511 = -251930.413172 nChanged 217 SP:Iteration 4F (5342.434395 sec): 3 clusters Score: Raw -253654.773596 + Penalty 1557.008511 = -252097.765085 nChanged 209 SP:Iteration 5F (5342.447529 sec): 3 clusters Score: Raw -253834.741528 + Penalty 1557.008511 = -252277.733017 nChanged 210 SP:Iteration 6F (5342.460572 sec): 3 clusters Score: Raw -254021.326324 + Penalty 1557.008511 = -252464.317813 nChanged 175 SP:Iteration 7Q (5342.473532 sec): 3 clusters Score: Raw -254162.146352 + Penalty 1557.008511 = -252605.137841 nChanged 142 SP:Iteration 8Q (5342.486451 sec): 3 clusters Score: Raw -254250.521014 + Penalty 1557.008511 = -252693.512503 nChanged 99 SP:Iteration 9Q (5342.499440 sec): 3 clusters Score: Raw -254303.058013 + Penalty 1557.008511 = -252746.049501 nChanged 77 SP:Iteration 10Q (5342.512405 sec): 3 clusters Score: Raw -254336.857368 + Penalty 1557.008511 = -252779.848857 nChanged 42 SP:Iteration 11Q (5342.525285 sec): 3 clusters Score: Raw -254355.740976 + Penalty 1557.008511 = -252798.732465 nChanged 42 SP:Iteration 12Q (5342.538238 sec): 3 clusters Score: Raw -254373.407078 + Penalty 1557.008511 = -252816.398567 nChanged 26 SP:Iteration 13Q (5342.551090 sec): 3 clusters Score: Raw -254381.671778 + Penalty 1557.008511 = -252824.663266 nChanged 28 SP:Iteration 14Q (5342.563858 sec): 3 clusters Score: Raw -254389.247327 + Penalty 1557.008511 = -252832.238816 nChanged 14 SP:Iteration 15Q (5342.576794 sec): 3 clusters Score: Raw -254392.329498 + Penalty 1557.008511 = -252835.320987 nChanged 6 SP:Iteration 16Q (5342.589652 sec): 3 clusters Score: Raw -254393.652060 + Penalty 1557.008511 = -252836.643548 nChanged 9 SP:Iteration 17Q (5342.602497 sec): 3 clusters Score: Raw -254395.311629 + Penalty 1557.008511 = -252838.303118 nChanged 11 SP:Iteration 18Q (5342.615309 sec): 3 clusters Score: Raw -254398.848925 + Penalty 1557.008511 = -252841.840414 nChanged 13 SP:Iteration 19Q (5342.628045 sec): 3 clusters Score: Raw -254401.778300 + Penalty 1557.008511 = -252844.769789 nChanged 11 SP:Iteration 20F (5342.641088 sec): 3 clusters Score: Raw -254405.298900 + Penalty 1557.008511 = -252848.290389 nChanged 6 SP:Iteration 21Q (5342.653942 sec): 3 clusters Score: Raw -254406.840545 + Penalty 1557.008511 = -252849.832034 nChanged 7 SP:Iteration 22Q (5342.666651 sec): 3 clusters Score: Raw -254408.580796 + Penalty 1557.008511 = -252851.572285 nChanged 6 SP:Iteration 23Q (5342.679492 sec): 3 clusters Score: Raw -254409.827866 + Penalty 1557.008511 = -252852.819355 nChanged 8 SP:Iteration 24Q (5342.692363 sec): 3 clusters Score: Raw -254411.642766 + Penalty 1557.008511 = -252854.634255 nChanged 11 SP:Iteration 25Q (5342.705035 sec): 3 clusters Score: Raw -254413.815747 + Penalty 1557.008511 = -252856.807236 nChanged 6 SP:Iteration 26Q (5342.717928 sec): 3 clusters Score: Raw -254414.174008 + Penalty 1557.008511 = -252857.165496 nChanged 5 SP:Iteration 27Q (5342.730769 sec): 3 clusters Score: Raw -254414.624710 + Penalty 1557.008511 = -252857.616198 nChanged 1 SP:Iteration 28Q (5342.743628 sec): 3 clusters Score: Raw -254414.707962 + Penalty 1557.008511 = -252857.699451 nChanged 2 SP:Iteration 29Q (5342.756538 sec): 3 clusters Score: Raw -254414.886888 + Penalty 1557.008511 = -252857.878377 nChanged 1 SP:Iteration 30Q (5342.769382 sec): 3 clusters Score: Raw -254415.059428 + Penalty 1557.008511 = -252858.050917 nChanged 1 SP:Iteration 31Q (5342.782217 sec): 3 clusters Score: Raw -254415.176032 + Penalty 1557.008511 = -252858.167521 nChanged 0 SP:Iteration 32F (5342.795341 sec): 3 clusters Score: Raw -254415.176032 + Penalty 1557.008511 = -252858.167521 nChanged 0 Trying to split cluster 37 (4292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5342.812547 sec): 2 clusters Score: Raw -306445.852442 + Penalty 794.628270 = -305651.224173 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5342.829079 sec): 3 clusters Score: Raw -304097.520271 + Penalty 1589.256540 = -302508.263732 nChanged 1836 SP:Iteration 1F (5342.844537 sec): 3 clusters Score: Raw -305229.614036 + Penalty 1589.256540 = -303640.357496 nChanged 357 SP:Iteration 2F (5342.860218 sec): 3 clusters Score: Raw -305458.295728 + Penalty 1589.256540 = -303869.039188 nChanged 307 SP:Iteration 3F (5342.875599 sec): 3 clusters Score: Raw -305644.474313 + Penalty 1589.256540 = -304055.217773 nChanged 247 SP:Iteration 4F (5342.890993 sec): 3 clusters Score: Raw -305782.335979 + Penalty 1589.256540 = -304193.079439 nChanged 192 SP:Iteration 5Q (5342.906229 sec): 3 clusters Score: Raw -305884.970564 + Penalty 1589.256540 = -304295.714025 nChanged 157 SP:Iteration 6Q (5342.921617 sec): 3 clusters Score: Raw -305971.048440 + Penalty 1589.256540 = -304381.791900 nChanged 153 SP:Iteration 7Q (5342.936991 sec): 3 clusters Score: Raw -306051.535285 + Penalty 1589.256540 = -304462.278745 nChanged 118 SP:Iteration 8Q (5342.952321 sec): 3 clusters Score: Raw -306110.843095 + Penalty 1589.256540 = -304521.586555 nChanged 88 SP:Iteration 9Q (5342.967606 sec): 3 clusters Score: Raw -306151.274113 + Penalty 1589.256540 = -304562.017574 nChanged 78 SP:Iteration 10Q (5342.982914 sec): 3 clusters Score: Raw -306184.175834 + Penalty 1589.256540 = -304594.919295 nChanged 74 SP:Iteration 11Q (5342.998031 sec): 3 clusters Score: Raw -306214.311226 + Penalty 1589.256540 = -304625.054686 nChanged 64 SP:Iteration 12Q (5343.013287 sec): 3 clusters Score: Raw -306242.237324 + Penalty 1589.256540 = -304652.980784 nChanged 78 SP:Iteration 13Q (5343.028509 sec): 3 clusters Score: Raw -306269.736245 + Penalty 1589.256540 = -304680.479706 nChanged 64 SP:Iteration 14Q (5343.043579 sec): 3 clusters Score: Raw -306288.652897 + Penalty 1589.256540 = -304699.396358 nChanged 46 SP:Iteration 15Q (5343.058605 sec): 3 clusters Score: Raw -306302.325642 + Penalty 1589.256540 = -304713.069102 nChanged 41 SP:Iteration 16Q (5343.073780 sec): 3 clusters Score: Raw -306311.609432 + Penalty 1589.256540 = -304722.352892 nChanged 31 SP:Iteration 17Q (5343.088896 sec): 3 clusters Score: Raw -306321.578838 + Penalty 1589.256540 = -304732.322298 nChanged 26 SP:Iteration 18Q (5343.103921 sec): 3 clusters Score: Raw -306326.972332 + Penalty 1589.256540 = -304737.715792 nChanged 16 SP:Iteration 19Q (5343.118909 sec): 3 clusters Score: Raw -306330.838940 + Penalty 1589.256540 = -304741.582401 nChanged 19 SP:Iteration 20F (5343.134253 sec): 3 clusters Score: Raw -306334.904336 + Penalty 1589.256540 = -304745.647796 nChanged 17 SP:Iteration 21Q (5343.148972 sec): 3 clusters Score: Raw -306338.624270 + Penalty 1589.256540 = -304749.367730 nChanged 12 SP:Iteration 22Q (5343.164102 sec): 3 clusters Score: Raw -306340.988929 + Penalty 1589.256540 = -304751.732389 nChanged 10 SP:Iteration 23Q (5343.179223 sec): 3 clusters Score: Raw -306342.417360 + Penalty 1589.256540 = -304753.160820 nChanged 4 SP:Iteration 24Q (5343.194363 sec): 3 clusters Score: Raw -306342.838368 + Penalty 1589.256540 = -304753.581829 nChanged 3 SP:Iteration 25Q (5343.209449 sec): 3 clusters Score: Raw -306343.514616 + Penalty 1589.256540 = -304754.258076 nChanged 5 SP:Iteration 26Q (5343.224600 sec): 3 clusters Score: Raw -306344.573225 + Penalty 1589.256540 = -304755.316686 nChanged 4 SP:Iteration 27Q (5343.239711 sec): 3 clusters Score: Raw -306344.977413 + Penalty 1589.256540 = -304755.720874 nChanged 5 SP:Iteration 28Q (5343.254813 sec): 3 clusters Score: Raw -306345.898681 + Penalty 1589.256540 = -304756.642141 nChanged 7 SP:Iteration 29Q (5343.269897 sec): 3 clusters Score: Raw -306347.111964 + Penalty 1589.256540 = -304757.855425 nChanged 6 SP:Iteration 30Q (5343.284975 sec): 3 clusters Score: Raw -306348.235929 + Penalty 1589.256540 = -304758.979389 nChanged 6 SP:Iteration 31Q (5343.300001 sec): 3 clusters Score: Raw -306348.786667 + Penalty 1589.256540 = -304759.530128 nChanged 2 SP:Iteration 32Q (5343.315105 sec): 3 clusters Score: Raw -306348.923877 + Penalty 1589.256540 = -304759.667337 nChanged 1 SP:Iteration 33Q (5343.330049 sec): 3 clusters Score: Raw -306349.346227 + Penalty 1589.256540 = -304760.089688 nChanged 2 SP:Iteration 34Q (5343.345016 sec): 3 clusters Score: Raw -306349.918834 + Penalty 1589.256540 = -304760.662295 nChanged 2 SP:Iteration 35Q (5343.360155 sec): 3 clusters Score: Raw -306350.092705 + Penalty 1589.256540 = -304760.836166 nChanged 2 SP:Iteration 36Q (5343.375249 sec): 3 clusters Score: Raw -306350.240029 + Penalty 1589.256540 = -304760.983489 nChanged 1 SP:Iteration 37Q (5343.390418 sec): 3 clusters Score: Raw -306350.572807 + Penalty 1589.256540 = -304761.316268 nChanged 3 SP:Iteration 38Q (5343.405512 sec): 3 clusters Score: Raw -306351.051381 + Penalty 1589.256540 = -304761.794842 nChanged 7 SP:Iteration 39Q (5343.420626 sec): 3 clusters Score: Raw -306352.049326 + Penalty 1589.256540 = -304762.792787 nChanged 2 SP:Iteration 40F (5343.435831 sec): 3 clusters Score: Raw -306352.330221 + Penalty 1589.256540 = -304763.073681 nChanged 0 Trying to split cluster 38 (1596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5343.450551 sec): 2 clusters Score: Raw -126815.155884 + Penalty 700.649299 = -126114.506585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5343.457230 sec): 3 clusters Score: Raw -126087.591492 + Penalty 1401.298598 = -124686.292894 nChanged 590 SP:Iteration 1F (5343.463285 sec): 3 clusters Score: Raw -126432.586955 + Penalty 1401.298598 = -125031.288357 nChanged 144 SP:Iteration 2F (5343.469362 sec): 3 clusters Score: Raw -126518.547440 + Penalty 1401.298598 = -125117.248842 nChanged 89 SP:Iteration 3F (5343.475428 sec): 3 clusters Score: Raw -126575.141910 + Penalty 1401.298598 = -125173.843312 nChanged 53 SP:Iteration 4Q (5343.481570 sec): 3 clusters Score: Raw -126611.164380 + Penalty 1401.298598 = -125209.865782 nChanged 41 SP:Iteration 5Q (5343.487687 sec): 3 clusters Score: Raw -126639.615254 + Penalty 1401.298598 = -125238.316656 nChanged 40 SP:Iteration 6Q (5343.493777 sec): 3 clusters Score: Raw -126660.154868 + Penalty 1401.298598 = -125258.856270 nChanged 33 SP:Iteration 7Q (5343.499888 sec): 3 clusters Score: Raw -126678.981450 + Penalty 1401.298598 = -125277.682852 nChanged 26 SP:Iteration 8Q (5343.505865 sec): 3 clusters Score: Raw -126690.642986 + Penalty 1401.298598 = -125289.344388 nChanged 19 SP:Iteration 9Q (5343.511949 sec): 3 clusters Score: Raw -126696.974662 + Penalty 1401.298598 = -125295.676064 nChanged 12 SP:Iteration 10Q (5343.518039 sec): 3 clusters Score: Raw -126701.224510 + Penalty 1401.298598 = -125299.925912 nChanged 8 SP:Iteration 11Q (5343.524112 sec): 3 clusters Score: Raw -126702.817999 + Penalty 1401.298598 = -125301.519402 nChanged 5 SP:Iteration 12Q (5343.530169 sec): 3 clusters Score: Raw -126704.086866 + Penalty 1401.298598 = -125302.788268 nChanged 6 SP:Iteration 13Q (5343.536237 sec): 3 clusters Score: Raw -126706.045566 + Penalty 1401.298598 = -125304.746968 nChanged 5 SP:Iteration 14Q (5343.542318 sec): 3 clusters Score: Raw -126708.547295 + Penalty 1401.298598 = -125307.248697 nChanged 7 SP:Iteration 15Q (5343.548383 sec): 3 clusters Score: Raw -126711.487623 + Penalty 1401.298598 = -125310.189025 nChanged 3 SP:Iteration 16Q (5343.554459 sec): 3 clusters Score: Raw -126712.358484 + Penalty 1401.298598 = -125311.059886 nChanged 5 SP:Iteration 17Q (5343.560542 sec): 3 clusters Score: Raw -126714.036304 + Penalty 1401.298598 = -125312.737706 nChanged 4 SP:Iteration 18Q (5343.566634 sec): 3 clusters Score: Raw -126715.660860 + Penalty 1401.298598 = -125314.362262 nChanged 7 SP:Iteration 19Q (5343.572714 sec): 3 clusters Score: Raw -126719.459340 + Penalty 1401.298598 = -125318.160742 nChanged 7 SP:Iteration 20F (5343.578805 sec): 3 clusters Score: Raw -126722.474013 + Penalty 1401.298598 = -125321.175415 nChanged 8 SP:Iteration 21Q (5343.584874 sec): 3 clusters Score: Raw -126725.948419 + Penalty 1401.298598 = -125324.649822 nChanged 7 SP:Iteration 22Q (5343.590909 sec): 3 clusters Score: Raw -126727.807593 + Penalty 1401.298598 = -125326.508995 nChanged 3 SP:Iteration 23Q (5343.596984 sec): 3 clusters Score: Raw -126729.036014 + Penalty 1401.298598 = -125327.737416 nChanged 2 SP:Iteration 24Q (5343.603089 sec): 3 clusters Score: Raw -126729.502870 + Penalty 1401.298598 = -125328.204272 nChanged 3 SP:Iteration 25Q (5343.609118 sec): 3 clusters Score: Raw -126730.174394 + Penalty 1401.298598 = -125328.875797 nChanged 5 SP:Iteration 26Q (5343.615183 sec): 3 clusters Score: Raw -126732.269708 + Penalty 1401.298598 = -125330.971110 nChanged 4 SP:Iteration 27Q (5343.621197 sec): 3 clusters Score: Raw -126733.163198 + Penalty 1401.298598 = -125331.864600 nChanged 2 SP:Iteration 28Q (5343.627189 sec): 3 clusters Score: Raw -126734.101328 + Penalty 1401.298598 = -125332.802731 nChanged 1 SP:Iteration 29Q (5343.633247 sec): 3 clusters Score: Raw -126734.427242 + Penalty 1401.298598 = -125333.128644 nChanged 1 SP:Iteration 30Q (5343.639319 sec): 3 clusters Score: Raw -126734.601998 + Penalty 1401.298598 = -125333.303400 nChanged 1 SP:Iteration 31Q (5343.645371 sec): 3 clusters Score: Raw -126735.108184 + Penalty 1401.298598 = -125333.809587 nChanged 1 SP:Iteration 32Q (5343.651378 sec): 3 clusters Score: Raw -126735.277004 + Penalty 1401.298598 = -125333.978406 nChanged 3 SP:Iteration 33Q (5343.657426 sec): 3 clusters Score: Raw -126736.097126 + Penalty 1401.298598 = -125334.798528 nChanged 1 SP:Iteration 34Q (5343.663465 sec): 3 clusters Score: Raw -126736.276889 + Penalty 1401.298598 = -125334.978291 nChanged 1 SP:Iteration 35Q (5343.669525 sec): 3 clusters Score: Raw -126736.656940 + Penalty 1401.298598 = -125335.358342 nChanged 1 SP:Iteration 36Q (5343.675559 sec): 3 clusters Score: Raw -126737.192352 + Penalty 1401.298598 = -125335.893754 nChanged 1 SP:Iteration 37Q (5343.681614 sec): 3 clusters Score: Raw -126737.673424 + Penalty 1401.298598 = -125336.374826 nChanged 1 SP:Iteration 38Q (5343.687653 sec): 3 clusters Score: Raw -126737.747010 + Penalty 1401.298598 = -125336.448412 nChanged 0 SP:Iteration 39F (5343.693646 sec): 3 clusters Score: Raw -126737.747010 + Penalty 1401.298598 = -125336.448412 nChanged 0 Trying to split cluster 39 (2710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5343.709590 sec): 2 clusters Score: Raw -211211.536893 + Penalty 750.946872 = -210460.590021 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5343.720489 sec): 3 clusters Score: Raw -209793.529044 + Penalty 1501.893744 = -208291.635301 nChanged 1082 SP:Iteration 1F (5343.730589 sec): 3 clusters Score: Raw -210485.978926 + Penalty 1501.893744 = -208984.085182 nChanged 234 SP:Iteration 2F (5343.740641 sec): 3 clusters Score: Raw -210639.457988 + Penalty 1501.893744 = -209137.564245 nChanged 159 SP:Iteration 3F (5343.750634 sec): 3 clusters Score: Raw -210751.817800 + Penalty 1501.893744 = -209249.924056 nChanged 138 SP:Iteration 4F (5343.760631 sec): 3 clusters Score: Raw -210842.123360 + Penalty 1501.893744 = -209340.229616 nChanged 112 SP:Iteration 5Q (5343.770764 sec): 3 clusters Score: Raw -210909.534491 + Penalty 1501.893744 = -209407.640747 nChanged 102 SP:Iteration 6Q (5343.780795 sec): 3 clusters Score: Raw -210969.634204 + Penalty 1501.893744 = -209467.740460 nChanged 99 SP:Iteration 7Q (5343.790843 sec): 3 clusters Score: Raw -211032.502116 + Penalty 1501.893744 = -209530.608372 nChanged 93 SP:Iteration 8Q (5343.800812 sec): 3 clusters Score: Raw -211083.700341 + Penalty 1501.893744 = -209581.806598 nChanged 84 SP:Iteration 9Q (5343.810825 sec): 3 clusters Score: Raw -211144.508988 + Penalty 1501.893744 = -209642.615245 nChanged 71 SP:Iteration 10Q (5343.820827 sec): 3 clusters Score: Raw -211207.018993 + Penalty 1501.893744 = -209705.125249 nChanged 72 SP:Iteration 11Q (5343.830716 sec): 3 clusters Score: Raw -211268.194394 + Penalty 1501.893744 = -209766.300650 nChanged 75 SP:Iteration 12Q (5343.840570 sec): 3 clusters Score: Raw -211314.613400 + Penalty 1501.893744 = -209812.719656 nChanged 40 SP:Iteration 13Q (5343.850451 sec): 3 clusters Score: Raw -211334.780578 + Penalty 1501.893744 = -209832.886834 nChanged 30 SP:Iteration 14Q (5343.860287 sec): 3 clusters Score: Raw -211349.632249 + Penalty 1501.893744 = -209847.738506 nChanged 23 SP:Iteration 15Q (5343.870050 sec): 3 clusters Score: Raw -211357.580985 + Penalty 1501.893744 = -209855.687241 nChanged 16 SP:Iteration 16Q (5343.879759 sec): 3 clusters Score: Raw -211362.364900 + Penalty 1501.893744 = -209860.471156 nChanged 11 SP:Iteration 17Q (5343.889476 sec): 3 clusters Score: Raw -211367.370783 + Penalty 1501.893744 = -209865.477039 nChanged 6 SP:Iteration 18Q (5343.899350 sec): 3 clusters Score: Raw -211369.036105 + Penalty 1501.893744 = -209867.142362 nChanged 6 SP:Iteration 19Q (5343.909067 sec): 3 clusters Score: Raw -211370.605896 + Penalty 1501.893744 = -209868.712152 nChanged 5 SP:Iteration 20F (5343.919070 sec): 3 clusters Score: Raw -211372.532036 + Penalty 1501.893744 = -209870.638293 nChanged 6 SP:Iteration 21Q (5343.928918 sec): 3 clusters Score: Raw -211373.807070 + Penalty 1501.893744 = -209871.913327 nChanged 4 SP:Iteration 22Q (5343.938728 sec): 3 clusters Score: Raw -211374.329041 + Penalty 1501.893744 = -209872.435298 nChanged 3 SP:Iteration 23Q (5343.948551 sec): 3 clusters Score: Raw -211374.927202 + Penalty 1501.893744 = -209873.033459 nChanged 4 SP:Iteration 24Q (5343.958408 sec): 3 clusters Score: Raw -211375.362638 + Penalty 1501.893744 = -209873.468895 nChanged 2 SP:Iteration 25Q (5343.968215 sec): 3 clusters Score: Raw -211376.064018 + Penalty 1501.893744 = -209874.170274 nChanged 3 SP:Iteration 26Q (5343.978020 sec): 3 clusters Score: Raw -211376.984361 + Penalty 1501.893744 = -209875.090618 nChanged 4 SP:Iteration 27Q (5343.987864 sec): 3 clusters Score: Raw -211377.487770 + Penalty 1501.893744 = -209875.594026 nChanged 3 SP:Iteration 28Q (5343.997573 sec): 3 clusters Score: Raw -211377.752711 + Penalty 1501.893744 = -209875.858967 nChanged 2 SP:Iteration 29Q (5344.007381 sec): 3 clusters Score: Raw -211377.961790 + Penalty 1501.893744 = -209876.068046 nChanged 0 SP:Iteration 30F (5344.017377 sec): 3 clusters Score: Raw -211377.961790 + Penalty 1501.893744 = -209876.068046 nChanged 0 Iteration 139Q (5350.408850 sec): 40 clusters Score: Raw -45947484.875209 + Penalty 49542.246942 = -45897942.628268 nChanged 709 Iteration 140F (5361.640896 sec): 40 clusters Score: Raw -45947523.467186 + Penalty 49542.246942 = -45897981.220245 nChanged 643 Iteration 141Q (5366.988445 sec): 40 clusters Score: Raw -45947558.332248 + Penalty 49542.246942 = -45898016.085306 nChanged 642 Iteration 142Q (5372.284612 sec): 40 clusters Score: Raw -45947594.172733 + Penalty 49542.246942 = -45898051.925792 nChanged 657 Iteration 143Q (5377.583798 sec): 40 clusters Score: Raw -45947631.598066 + Penalty 49542.246942 = -45898089.351124 nChanged 631 Iteration 144Q (5382.880541 sec): 40 clusters Score: Raw -45947665.976663 + Penalty 49542.246942 = -45898123.729721 nChanged 566 Iteration 145Q (5388.186211 sec): 40 clusters Score: Raw -45947698.696813 + Penalty 49542.246942 = -45898156.449872 nChanged 571 Iteration 146Q (5393.481400 sec): 40 clusters Score: Raw -45947728.443960 + Penalty 49542.246942 = -45898186.197018 nChanged 533 Iteration 147Q (5398.781070 sec): 40 clusters Score: Raw -45947757.262612 + Penalty 49542.246942 = -45898215.015670 nChanged 557 Iteration 148Q (5404.102457 sec): 40 clusters Score: Raw -45947788.697356 + Penalty 49542.246942 = -45898246.450415 nChanged 532 Iteration 149Q (5409.403637 sec): 40 clusters Score: Raw -45947816.996636 + Penalty 49542.246942 = -45898274.749695 nChanged 505 Iteration 150Q (5414.692534 sec): 40 clusters Score: Raw -45947843.964424 + Penalty 49542.246942 = -45898301.717483 nChanged 464 Iteration 151Q (5419.985343 sec): 40 clusters Score: Raw -45947868.443011 + Penalty 49542.246942 = -45898326.196070 nChanged 452 Iteration 152Q (5425.304273 sec): 40 clusters Score: Raw -45947892.105390 + Penalty 49542.246942 = -45898349.858448 nChanged 443 Iteration 153Q (5430.601247 sec): 40 clusters Score: Raw -45947914.925714 + Penalty 49542.246942 = -45898372.678773 nChanged 409 Iteration 154Q (5435.909536 sec): 40 clusters Score: Raw -45947937.184639 + Penalty 49542.246942 = -45898394.937697 nChanged 421 Iteration 155Q (5441.208149 sec): 40 clusters Score: Raw -45947960.632592 + Penalty 49542.246942 = -45898418.385651 nChanged 410 Iteration 156Q (5446.497188 sec): 40 clusters Score: Raw -45947983.466215 + Penalty 49542.246942 = -45898441.219273 nChanged 425 Iteration 157Q (5451.810728 sec): 40 clusters Score: Raw -45948006.420859 + Penalty 49542.246942 = -45898464.173918 nChanged 408 Iteration 158Q (5457.101396 sec): 40 clusters Score: Raw -45948027.349919 + Penalty 49542.246942 = -45898485.102977 nChanged 398 Iteration 159Q (5462.409327 sec): 40 clusters Score: Raw -45948049.054307 + Penalty 49542.246942 = -45898506.807365 nChanged 414 Iteration 160F (5473.429895 sec): 40 clusters Score: Raw -45948070.519804 + Penalty 49542.246942 = -45898528.272862 nChanged 398 Iteration 161Q (5478.727633 sec): 40 clusters Score: Raw -45948090.073498 + Penalty 49542.246942 = -45898547.826557 nChanged 387 Iteration 162Q (5484.022076 sec): 40 clusters Score: Raw -45948108.696585 + Penalty 49542.246942 = -45898566.449643 nChanged 382 Iteration 163Q (5489.325544 sec): 40 clusters Score: Raw -45948126.786079 + Penalty 49542.246942 = -45898584.539138 nChanged 353 Iteration 164Q (5494.621361 sec): 40 clusters Score: Raw -45948142.734371 + Penalty 49542.246942 = -45898600.487429 nChanged 334 Iteration 165Q (5499.922809 sec): 40 clusters Score: Raw -45948156.433857 + Penalty 49542.246942 = -45898614.186915 nChanged 324 Iteration 166Q (5505.242428 sec): 40 clusters Score: Raw -45948172.532964 + Penalty 49542.246942 = -45898630.286023 nChanged 316 Iteration 167Q (5510.535888 sec): 40 clusters Score: Raw -45948188.441647 + Penalty 49542.246942 = -45898646.194705 nChanged 325 Iteration 168Q (5515.828493 sec): 40 clusters Score: Raw -45948203.592359 + Penalty 49542.246942 = -45898661.345418 nChanged 306 Iteration 169Q (5521.127045 sec): 40 clusters Score: Raw -45948219.535525 + Penalty 49542.246942 = -45898677.288583 nChanged 309 Iteration 170Q (5526.411554 sec): 40 clusters Score: Raw -45948234.873867 + Penalty 49542.246942 = -45898692.626926 nChanged 323 Iteration 171Q (5531.705361 sec): 40 clusters Score: Raw -45948251.008163 + Penalty 49542.246942 = -45898708.761222 nChanged 317 Iteration 172Q (5536.997714 sec): 40 clusters Score: Raw -45948265.975777 + Penalty 49542.246942 = -45898723.728836 nChanged 289 Iteration 173Q (5542.289245 sec): 40 clusters Score: Raw -45948280.500492 + Penalty 49542.246942 = -45898738.253551 nChanged 274 Iteration 174Q (5547.603246 sec): 40 clusters Score: Raw -45948293.168450 + Penalty 49542.246942 = -45898750.921509 nChanged 300 Iteration 175Q (5552.917302 sec): 40 clusters Score: Raw -45948307.139661 + Penalty 49542.246942 = -45898764.892719 nChanged 308 Iteration 176Q (5558.214968 sec): 40 clusters Score: Raw -45948322.860609 + Penalty 49542.246942 = -45898780.613667 nChanged 297 Iteration 177Q (5563.502052 sec): 40 clusters Score: Raw -45948336.890213 + Penalty 49542.246942 = -45898794.643271 nChanged 293 Iteration 178Q (5568.834587 sec): 40 clusters Score: Raw -45948350.905787 + Penalty 49542.246942 = -45898808.658846 nChanged 287 Writing temp clu file Because OldScore, -45898794.643271, is greater than current (better) Score,-45898808.658846 Compute initial score before splitting: Score: Raw -45948350.905787 + Penalty 49542.246942 = -45898808.658846 Trying to split cluster 1 (7968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5568.954906 sec): 2 clusters Score: Raw -600516.559420 + Penalty 853.402936 = -599663.156484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5568.977499 sec): 3 clusters Score: Raw -595903.037769 + Penalty 1706.805872 = -594196.231897 nChanged 3561 SP:Iteration 1F (5568.999556 sec): 3 clusters Score: Raw -597934.470053 + Penalty 1706.805872 = -596227.664181 nChanged 546 SP:Iteration 2F (5569.021528 sec): 3 clusters Score: Raw -598286.296630 + Penalty 1706.805872 = -596579.490758 nChanged 569 SP:Iteration 3F (5569.043197 sec): 3 clusters Score: Raw -598681.812698 + Penalty 1706.805872 = -596975.006827 nChanged 555 SP:Iteration 4F (5569.064977 sec): 3 clusters Score: Raw -599139.725980 + Penalty 1706.805872 = -597432.920108 nChanged 558 SP:Iteration 5F (5569.086859 sec): 3 clusters Score: Raw -599648.849465 + Penalty 1706.805872 = -597942.043593 nChanged 498 SP:Iteration 6F (5569.108667 sec): 3 clusters Score: Raw -600095.352382 + Penalty 1706.805872 = -598388.546510 nChanged 368 SP:Iteration 7Q (5569.130445 sec): 3 clusters Score: Raw -600367.336294 + Penalty 1706.805872 = -598660.530422 nChanged 254 SP:Iteration 8Q (5569.152034 sec): 3 clusters Score: Raw -600510.123565 + Penalty 1706.805872 = -598803.317693 nChanged 164 SP:Iteration 9Q (5569.173806 sec): 3 clusters Score: Raw -600581.315620 + Penalty 1706.805872 = -598874.509748 nChanged 109 SP:Iteration 10Q (5569.195477 sec): 3 clusters Score: Raw -600621.463677 + Penalty 1706.805872 = -598914.657805 nChanged 87 SP:Iteration 11Q (5569.216907 sec): 3 clusters Score: Raw -600657.590233 + Penalty 1706.805872 = -598950.784361 nChanged 71 SP:Iteration 12Q (5569.238371 sec): 3 clusters Score: Raw -600682.039407 + Penalty 1706.805872 = -598975.233535 nChanged 68 SP:Iteration 13Q (5569.260010 sec): 3 clusters Score: Raw -600713.261540 + Penalty 1706.805872 = -599006.455668 nChanged 57 SP:Iteration 14Q (5569.281509 sec): 3 clusters Score: Raw -600736.109641 + Penalty 1706.805872 = -599029.303769 nChanged 62 SP:Iteration 15Q (5569.302783 sec): 3 clusters Score: Raw -600757.021421 + Penalty 1706.805872 = -599050.215549 nChanged 55 SP:Iteration 16Q (5569.323880 sec): 3 clusters Score: Raw -600777.639213 + Penalty 1706.805872 = -599070.833341 nChanged 46 SP:Iteration 17Q (5569.345238 sec): 3 clusters Score: Raw -600791.126928 + Penalty 1706.805872 = -599084.321056 nChanged 41 SP:Iteration 18Q (5569.366492 sec): 3 clusters Score: Raw -600803.438052 + Penalty 1706.805872 = -599096.632180 nChanged 46 SP:Iteration 19Q (5569.388066 sec): 3 clusters Score: Raw -600814.350383 + Penalty 1706.805872 = -599107.544511 nChanged 30 SP:Iteration 20F (5569.409898 sec): 3 clusters Score: Raw -600821.357463 + Penalty 1706.805872 = -599114.551591 nChanged 32 SP:Iteration 21Q (5569.431204 sec): 3 clusters Score: Raw -600828.031424 + Penalty 1706.805872 = -599121.225552 nChanged 22 SP:Iteration 22Q (5569.452510 sec): 3 clusters Score: Raw -600832.077949 + Penalty 1706.805872 = -599125.272077 nChanged 12 SP:Iteration 23Q (5569.473579 sec): 3 clusters Score: Raw -600833.623311 + Penalty 1706.805872 = -599126.817439 nChanged 10 SP:Iteration 24Q (5569.494774 sec): 3 clusters Score: Raw -600834.273540 + Penalty 1706.805872 = -599127.467668 nChanged 4 SP:Iteration 25Q (5569.516131 sec): 3 clusters Score: Raw -600834.617111 + Penalty 1706.805872 = -599127.811239 nChanged 3 SP:Iteration 26Q (5569.537104 sec): 3 clusters Score: Raw -600834.847233 + Penalty 1706.805872 = -599128.041361 nChanged 4 SP:Iteration 27Q (5569.558120 sec): 3 clusters Score: Raw -600835.127330 + Penalty 1706.805872 = -599128.321458 nChanged 2 SP:Iteration 28Q (5569.579184 sec): 3 clusters Score: Raw -600835.393179 + Penalty 1706.805872 = -599128.587307 nChanged 2 SP:Iteration 29Q (5569.600492 sec): 3 clusters Score: Raw -600835.513292 + Penalty 1706.805872 = -599128.707420 nChanged 4 SP:Iteration 30Q (5569.621639 sec): 3 clusters Score: Raw -600835.832238 + Penalty 1706.805872 = -599129.026366 nChanged 3 SP:Iteration 31Q (5569.642776 sec): 3 clusters Score: Raw -600835.988457 + Penalty 1706.805872 = -599129.182586 nChanged 4 SP:Iteration 32Q (5569.663906 sec): 3 clusters Score: Raw -600836.226700 + Penalty 1706.805872 = -599129.420828 nChanged 2 SP:Iteration 33Q (5569.685182 sec): 3 clusters Score: Raw -600836.421751 + Penalty 1706.805872 = -599129.615879 nChanged 1 SP:Iteration 34Q (5569.706568 sec): 3 clusters Score: Raw -600836.463267 + Penalty 1706.805872 = -599129.657395 nChanged 1 SP:Iteration 35Q (5569.727589 sec): 3 clusters Score: Raw -600836.648278 + Penalty 1706.805872 = -599129.842406 nChanged 3 SP:Iteration 36Q (5569.748681 sec): 3 clusters Score: Raw -600837.023517 + Penalty 1706.805872 = -599130.217645 nChanged 2 SP:Iteration 37Q (5569.769977 sec): 3 clusters Score: Raw -600837.123592 + Penalty 1706.805872 = -599130.317720 nChanged 2 SP:Iteration 38Q (5569.791274 sec): 3 clusters Score: Raw -600837.414396 + Penalty 1706.805872 = -599130.608524 nChanged 5 SP:Iteration 39Q (5569.812713 sec): 3 clusters Score: Raw -600838.105093 + Penalty 1706.805872 = -599131.299221 nChanged 1 SP:Iteration 40F (5569.834635 sec): 3 clusters Score: Raw -600838.185292 + Penalty 1706.805872 = -599131.379420 nChanged 2 SP:Iteration 41Q (5569.855837 sec): 3 clusters Score: Raw -600838.244453 + Penalty 1706.805872 = -599131.438581 nChanged 0 SP:Iteration 42F (5569.877968 sec): 3 clusters Score: Raw -600838.244453 + Penalty 1706.805872 = -599131.438581 nChanged 0 Trying to split cluster 2 (6903 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5569.896762 sec): 2 clusters Score: Raw -423358.480984 + Penalty 839.772581 = -422518.708403 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5569.918276 sec): 3 clusters Score: Raw -419365.572311 + Penalty 1679.545162 = -417686.027149 nChanged 3068 SP:Iteration 1F (5569.939221 sec): 3 clusters Score: Raw -421131.768165 + Penalty 1679.545162 = -419452.223003 nChanged 461 SP:Iteration 2F (5569.960255 sec): 3 clusters Score: Raw -421401.517020 + Penalty 1679.545162 = -419721.971858 nChanged 440 SP:Iteration 3F (5569.981222 sec): 3 clusters Score: Raw -421669.183934 + Penalty 1679.545162 = -419989.638772 nChanged 434 SP:Iteration 4F (5570.002279 sec): 3 clusters Score: Raw -421960.585591 + Penalty 1679.545162 = -420281.040429 nChanged 412 SP:Iteration 5F (5570.023295 sec): 3 clusters Score: Raw -422242.019801 + Penalty 1679.545162 = -420562.474639 nChanged 378 SP:Iteration 6F (5570.044426 sec): 3 clusters Score: Raw -422504.197260 + Penalty 1679.545162 = -420824.652098 nChanged 326 SP:Iteration 7Q (5570.065405 sec): 3 clusters Score: Raw -422708.121483 + Penalty 1679.545162 = -421028.576322 nChanged 250 SP:Iteration 8Q (5570.086568 sec): 3 clusters Score: Raw -422848.245974 + Penalty 1679.545162 = -421168.700813 nChanged 203 SP:Iteration 9Q (5570.107433 sec): 3 clusters Score: Raw -422941.770997 + Penalty 1679.545162 = -421262.225835 nChanged 143 SP:Iteration 10Q (5570.128478 sec): 3 clusters Score: Raw -423008.092682 + Penalty 1679.545162 = -421328.547520 nChanged 131 SP:Iteration 11Q (5570.149544 sec): 3 clusters Score: Raw -423069.992735 + Penalty 1679.545162 = -421390.447573 nChanged 124 SP:Iteration 12Q (5570.170602 sec): 3 clusters Score: Raw -423122.260979 + Penalty 1679.545162 = -421442.715817 nChanged 91 SP:Iteration 13Q (5570.191202 sec): 3 clusters Score: Raw -423154.845275 + Penalty 1679.545162 = -421475.300113 nChanged 81 SP:Iteration 14Q (5570.211889 sec): 3 clusters Score: Raw -423182.787455 + Penalty 1679.545162 = -421503.242293 nChanged 71 SP:Iteration 15Q (5570.232734 sec): 3 clusters Score: Raw -423206.331086 + Penalty 1679.545162 = -421526.785924 nChanged 63 SP:Iteration 16Q (5570.253399 sec): 3 clusters Score: Raw -423226.937356 + Penalty 1679.545162 = -421547.392194 nChanged 55 SP:Iteration 17Q (5570.274143 sec): 3 clusters Score: Raw -423243.104280 + Penalty 1679.545162 = -421563.559118 nChanged 56 SP:Iteration 18Q (5570.330886 sec): 3 clusters Score: Raw -423258.731793 + Penalty 1679.545162 = -421579.186631 nChanged 50 SP:Iteration 19Q (5570.386876 sec): 3 clusters Score: Raw -423272.025758 + Penalty 1679.545162 = -421592.480596 nChanged 47 SP:Iteration 20F (5570.419087 sec): 3 clusters Score: Raw -423285.507320 + Penalty 1679.545162 = -421605.962158 nChanged 50 SP:Iteration 21Q (5570.441424 sec): 3 clusters Score: Raw -423299.599995 + Penalty 1679.545162 = -421620.054834 nChanged 41 SP:Iteration 22Q (5570.462484 sec): 3 clusters Score: Raw -423313.270495 + Penalty 1679.545162 = -421633.725333 nChanged 36 SP:Iteration 23Q (5570.483268 sec): 3 clusters Score: Raw -423327.139658 + Penalty 1679.545162 = -421647.594496 nChanged 39 SP:Iteration 24Q (5570.503754 sec): 3 clusters Score: Raw -423337.791303 + Penalty 1679.545162 = -421658.246141 nChanged 35 SP:Iteration 25Q (5570.524148 sec): 3 clusters Score: Raw -423347.975804 + Penalty 1679.545162 = -421668.430642 nChanged 33 SP:Iteration 26Q (5570.544368 sec): 3 clusters Score: Raw -423356.645828 + Penalty 1679.545162 = -421677.100666 nChanged 24 SP:Iteration 27Q (5570.564583 sec): 3 clusters Score: Raw -423363.787348 + Penalty 1679.545162 = -421684.242186 nChanged 23 SP:Iteration 28Q (5570.584844 sec): 3 clusters Score: Raw -423371.603983 + Penalty 1679.545162 = -421692.058821 nChanged 30 SP:Iteration 29Q (5570.605046 sec): 3 clusters Score: Raw -423379.594811 + Penalty 1679.545162 = -421700.049649 nChanged 24 SP:Iteration 30Q (5570.625423 sec): 3 clusters Score: Raw -423385.884244 + Penalty 1679.545162 = -421706.339082 nChanged 19 SP:Iteration 31Q (5570.645600 sec): 3 clusters Score: Raw -423389.950167 + Penalty 1679.545162 = -421710.405005 nChanged 10 SP:Iteration 32Q (5570.666026 sec): 3 clusters Score: Raw -423391.047586 + Penalty 1679.545162 = -421711.502424 nChanged 7 SP:Iteration 33Q (5570.686537 sec): 3 clusters Score: Raw -423392.351431 + Penalty 1679.545162 = -421712.806269 nChanged 10 SP:Iteration 34Q (5570.707000 sec): 3 clusters Score: Raw -423396.133486 + Penalty 1679.545162 = -421716.588324 nChanged 13 SP:Iteration 35Q (5570.727227 sec): 3 clusters Score: Raw -423402.180653 + Penalty 1679.545162 = -421722.635491 nChanged 17 SP:Iteration 36Q (5570.747615 sec): 3 clusters Score: Raw -423408.674307 + Penalty 1679.545162 = -421729.129145 nChanged 19 SP:Iteration 37Q (5570.768081 sec): 3 clusters Score: Raw -423414.238563 + Penalty 1679.545162 = -421734.693401 nChanged 24 SP:Iteration 38Q (5570.788086 sec): 3 clusters Score: Raw -423421.170698 + Penalty 1679.545162 = -421741.625536 nChanged 24 SP:Iteration 39Q (5570.808226 sec): 3 clusters Score: Raw -423428.454017 + Penalty 1679.545162 = -421748.908855 nChanged 26 SP:Iteration 40F (5570.829317 sec): 3 clusters Score: Raw -423436.639788 + Penalty 1679.545162 = -421757.094626 nChanged 22 SP:Iteration 41Q (5570.849354 sec): 3 clusters Score: Raw -423441.788618 + Penalty 1679.545162 = -421762.243456 nChanged 15 SP:Iteration 42Q (5570.869378 sec): 3 clusters Score: Raw -423445.824184 + Penalty 1679.545162 = -421766.279022 nChanged 10 SP:Iteration 43Q (5570.889469 sec): 3 clusters Score: Raw -423447.459523 + Penalty 1679.545162 = -421767.914361 nChanged 6 SP:Iteration 44Q (5570.909608 sec): 3 clusters Score: Raw -423448.981997 + Penalty 1679.545162 = -421769.436835 nChanged 7 SP:Iteration 45Q (5570.929919 sec): 3 clusters Score: Raw -423450.786039 + Penalty 1679.545162 = -421771.240877 nChanged 7 SP:Iteration 46Q (5570.950119 sec): 3 clusters Score: Raw -423452.645727 + Penalty 1679.545162 = -421773.100565 nChanged 7 SP:Iteration 47Q (5570.970454 sec): 3 clusters Score: Raw -423454.460410 + Penalty 1679.545162 = -421774.915248 nChanged 10 SP:Iteration 48Q (5570.990729 sec): 3 clusters Score: Raw -423456.993892 + Penalty 1679.545162 = -421777.448730 nChanged 15 SP:Iteration 49Q (5571.010838 sec): 3 clusters Score: Raw -423460.582502 + Penalty 1679.545162 = -421781.037340 nChanged 12 SP:Iteration 50Q (5571.031164 sec): 3 clusters Score: Raw -423463.344291 + Penalty 1679.545162 = -421783.799129 nChanged 8 SP:Iteration 51Q (5571.051322 sec): 3 clusters Score: Raw -423466.010643 + Penalty 1679.545162 = -421786.465482 nChanged 6 SP:Iteration 52Q (5571.071434 sec): 3 clusters Score: Raw -423467.715697 + Penalty 1679.545162 = -421788.170535 nChanged 5 SP:Iteration 53Q (5571.091297 sec): 3 clusters Score: Raw -423469.065623 + Penalty 1679.545162 = -421789.520461 nChanged 3 SP:Iteration 54Q (5571.111558 sec): 3 clusters Score: Raw -423469.415456 + Penalty 1679.545162 = -421789.870294 nChanged 2 SP:Iteration 55Q (5571.131580 sec): 3 clusters Score: Raw -423469.608530 + Penalty 1679.545162 = -421790.063368 nChanged 0 SP:Iteration 56F (5571.152538 sec): 3 clusters Score: Raw -423469.608530 + Penalty 1679.545162 = -421790.063368 nChanged 0 Trying to split cluster 3 (923 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5571.166584 sec): 2 clusters Score: Raw -64218.680694 + Penalty 648.624777 = -63570.055916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5571.170754 sec): 3 clusters Score: Raw -63879.185939 + Penalty 1297.249555 = -62581.936385 nChanged 303 SP:Iteration 1F (5571.174553 sec): 3 clusters Score: Raw -64121.158566 + Penalty 1297.249555 = -62823.909011 nChanged 78 SP:Iteration 2F (5571.178337 sec): 3 clusters Score: Raw -64189.986018 + Penalty 1297.249555 = -62892.736463 nChanged 53 SP:Iteration 3F (5571.182123 sec): 3 clusters Score: Raw -64243.141331 + Penalty 1297.249555 = -62945.891777 nChanged 47 SP:Iteration 4F (5571.185973 sec): 3 clusters Score: Raw -64280.453106 + Penalty 1297.249555 = -62983.203552 nChanged 32 SP:Iteration 5Q (5571.189745 sec): 3 clusters Score: Raw -64310.837743 + Penalty 1297.249555 = -63013.588189 nChanged 29 SP:Iteration 6Q (5571.193475 sec): 3 clusters Score: Raw -64337.883789 + Penalty 1297.249555 = -63040.634235 nChanged 18 SP:Iteration 7Q (5571.197232 sec): 3 clusters Score: Raw -64350.936633 + Penalty 1297.249555 = -63053.687078 nChanged 20 SP:Iteration 8Q (5571.200981 sec): 3 clusters Score: Raw -64363.824165 + Penalty 1297.249555 = -63066.574610 nChanged 12 SP:Iteration 9Q (5571.204733 sec): 3 clusters Score: Raw -64371.001181 + Penalty 1297.249555 = -63073.751627 nChanged 4 SP:Iteration 10Q (5571.208450 sec): 3 clusters Score: Raw -64374.865812 + Penalty 1297.249555 = -63077.616257 nChanged 4 SP:Iteration 11Q (5571.212155 sec): 3 clusters Score: Raw -64377.440607 + Penalty 1297.249555 = -63080.191053 nChanged 3 SP:Iteration 12Q (5571.215931 sec): 3 clusters Score: Raw -64379.299868 + Penalty 1297.249555 = -63082.050314 nChanged 2 SP:Iteration 13Q (5571.219680 sec): 3 clusters Score: Raw -64379.959313 + Penalty 1297.249555 = -63082.709759 nChanged 1 SP:Iteration 14Q (5571.223425 sec): 3 clusters Score: Raw -64380.425547 + Penalty 1297.249555 = -63083.175992 nChanged 1 SP:Iteration 15Q (5571.227173 sec): 3 clusters Score: Raw -64380.605287 + Penalty 1297.249555 = -63083.355732 nChanged 0 SP:Iteration 16F (5571.230928 sec): 3 clusters Score: Raw -64380.605287 + Penalty 1297.249555 = -63083.355732 nChanged 0 Trying to split cluster 4 (15608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5571.258005 sec): 2 clusters Score: Raw -1218036.795257 + Penalty 917.276194 = -1217119.519063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5571.289903 sec): 3 clusters Score: Raw -1208452.518641 + Penalty 1834.552388 = -1206617.966253 nChanged 7140 SP:Iteration 1F (5571.358129 sec): 3 clusters Score: Raw -1212612.414956 + Penalty 1834.552388 = -1210777.862568 nChanged 930 SP:Iteration 2F (5571.418867 sec): 3 clusters Score: Raw -1213072.934093 + Penalty 1834.552388 = -1211238.381706 nChanged 940 SP:Iteration 3F (5571.450330 sec): 3 clusters Score: Raw -1213651.556298 + Penalty 1834.552388 = -1211817.003911 nChanged 1076 SP:Iteration 4F (5571.504073 sec): 3 clusters Score: Raw -1214439.657492 + Penalty 1834.552388 = -1212605.105104 nChanged 1131 SP:Iteration 5F (5571.534266 sec): 3 clusters Score: Raw -1215256.554114 + Penalty 1834.552388 = -1213422.001727 nChanged 983 SP:Iteration 6F (5571.564940 sec): 3 clusters Score: Raw -1215975.266868 + Penalty 1834.552388 = -1214140.714480 nChanged 825 SP:Iteration 7F (5571.595316 sec): 3 clusters Score: Raw -1216555.578065 + Penalty 1834.552388 = -1214721.025677 nChanged 624 SP:Iteration 8Q (5571.625544 sec): 3 clusters Score: Raw -1216923.193694 + Penalty 1834.552388 = -1215088.641306 nChanged 432 SP:Iteration 9Q (5571.655426 sec): 3 clusters Score: Raw -1217136.296627 + Penalty 1834.552388 = -1215301.744239 nChanged 311 SP:Iteration 10Q (5571.685128 sec): 3 clusters Score: Raw -1217246.674485 + Penalty 1834.552388 = -1215412.122098 nChanged 228 SP:Iteration 11Q (5571.714560 sec): 3 clusters Score: Raw -1217312.904809 + Penalty 1834.552388 = -1215478.352422 nChanged 162 SP:Iteration 12Q (5571.743786 sec): 3 clusters Score: Raw -1217353.703747 + Penalty 1834.552388 = -1215519.151360 nChanged 141 SP:Iteration 13Q (5571.772920 sec): 3 clusters Score: Raw -1217387.409749 + Penalty 1834.552388 = -1215552.857362 nChanged 140 SP:Iteration 14Q (5571.801860 sec): 3 clusters Score: Raw -1217423.563314 + Penalty 1834.552388 = -1215589.010927 nChanged 126 SP:Iteration 15Q (5571.830784 sec): 3 clusters Score: Raw -1217453.260259 + Penalty 1834.552388 = -1215618.707871 nChanged 119 SP:Iteration 16Q (5571.859840 sec): 3 clusters Score: Raw -1217480.360150 + Penalty 1834.552388 = -1215645.807762 nChanged 126 SP:Iteration 17Q (5571.888593 sec): 3 clusters Score: Raw -1217515.027564 + Penalty 1834.552388 = -1215680.475177 nChanged 129 SP:Iteration 18Q (5571.917247 sec): 3 clusters Score: Raw -1217552.425499 + Penalty 1834.552388 = -1215717.873112 nChanged 117 SP:Iteration 19Q (5571.945993 sec): 3 clusters Score: Raw -1217579.528880 + Penalty 1834.552388 = -1215744.976492 nChanged 99 SP:Iteration 20F (5571.976367 sec): 3 clusters Score: Raw -1217601.156218 + Penalty 1834.552388 = -1215766.603830 nChanged 102 SP:Iteration 21Q (5572.004946 sec): 3 clusters Score: Raw -1217623.065091 + Penalty 1834.552388 = -1215788.512703 nChanged 96 SP:Iteration 22Q (5572.033379 sec): 3 clusters Score: Raw -1217644.480934 + Penalty 1834.552388 = -1215809.928547 nChanged 95 SP:Iteration 23Q (5572.061796 sec): 3 clusters Score: Raw -1217666.480512 + Penalty 1834.552388 = -1215831.928124 nChanged 85 SP:Iteration 24Q (5572.090275 sec): 3 clusters Score: Raw -1217684.523161 + Penalty 1834.552388 = -1215849.970774 nChanged 78 SP:Iteration 25Q (5572.118579 sec): 3 clusters Score: Raw -1217703.748234 + Penalty 1834.552388 = -1215869.195846 nChanged 77 SP:Iteration 26Q (5572.146712 sec): 3 clusters Score: Raw -1217723.405080 + Penalty 1834.552388 = -1215888.852692 nChanged 77 SP:Iteration 27Q (5572.175026 sec): 3 clusters Score: Raw -1217743.078253 + Penalty 1834.552388 = -1215908.525866 nChanged 85 SP:Iteration 28Q (5572.203293 sec): 3 clusters Score: Raw -1217769.975768 + Penalty 1834.552388 = -1215935.423380 nChanged 92 SP:Iteration 29Q (5572.231274 sec): 3 clusters Score: Raw -1217801.593134 + Penalty 1834.552388 = -1215967.040746 nChanged 78 SP:Iteration 30Q (5572.259325 sec): 3 clusters Score: Raw -1217824.711182 + Penalty 1834.552388 = -1215990.158794 nChanged 69 SP:Iteration 31Q (5572.287289 sec): 3 clusters Score: Raw -1217842.585620 + Penalty 1834.552388 = -1216008.033232 nChanged 75 SP:Iteration 32Q (5572.315148 sec): 3 clusters Score: Raw -1217865.028003 + Penalty 1834.552388 = -1216030.475616 nChanged 69 SP:Iteration 33Q (5572.343084 sec): 3 clusters Score: Raw -1217887.650461 + Penalty 1834.552388 = -1216053.098074 nChanged 67 SP:Iteration 34Q (5572.371034 sec): 3 clusters Score: Raw -1217907.167151 + Penalty 1834.552388 = -1216072.614763 nChanged 61 SP:Iteration 35Q (5572.398733 sec): 3 clusters Score: Raw -1217923.614227 + Penalty 1834.552388 = -1216089.061839 nChanged 45 SP:Iteration 36Q (5572.426452 sec): 3 clusters Score: Raw -1217937.078634 + Penalty 1834.552388 = -1216102.526247 nChanged 45 SP:Iteration 37Q (5572.454203 sec): 3 clusters Score: Raw -1217946.997876 + Penalty 1834.552388 = -1216112.445488 nChanged 32 SP:Iteration 38Q (5572.481704 sec): 3 clusters Score: Raw -1217953.099999 + Penalty 1834.552388 = -1216118.547611 nChanged 28 SP:Iteration 39Q (5572.513473 sec): 3 clusters Score: Raw -1217958.401682 + Penalty 1834.552388 = -1216123.849295 nChanged 27 SP:Iteration 40F (5572.544042 sec): 3 clusters Score: Raw -1217963.943539 + Penalty 1834.552388 = -1216129.391151 nChanged 19 SP:Iteration 41Q (5572.571823 sec): 3 clusters Score: Raw -1217967.395868 + Penalty 1834.552388 = -1216132.843480 nChanged 25 SP:Iteration 42Q (5572.599390 sec): 3 clusters Score: Raw -1217972.200715 + Penalty 1834.552388 = -1216137.648328 nChanged 23 SP:Iteration 43Q (5572.626804 sec): 3 clusters Score: Raw -1217976.832794 + Penalty 1834.552388 = -1216142.280406 nChanged 24 SP:Iteration 44Q (5572.654106 sec): 3 clusters Score: Raw -1217980.953672 + Penalty 1834.552388 = -1216146.401284 nChanged 27 SP:Iteration 45Q (5572.681591 sec): 3 clusters Score: Raw -1217987.394064 + Penalty 1834.552388 = -1216152.841676 nChanged 24 SP:Iteration 46Q (5572.708986 sec): 3 clusters Score: Raw -1217993.348069 + Penalty 1834.552388 = -1216158.795682 nChanged 20 SP:Iteration 47Q (5572.736269 sec): 3 clusters Score: Raw -1218000.985200 + Penalty 1834.552388 = -1216166.432812 nChanged 28 SP:Iteration 48Q (5572.763511 sec): 3 clusters Score: Raw -1218010.990020 + Penalty 1834.552388 = -1216176.437633 nChanged 33 SP:Iteration 49Q (5572.790859 sec): 3 clusters Score: Raw -1218022.633055 + Penalty 1834.552388 = -1216188.080667 nChanged 28 SP:Iteration 50Q (5572.817852 sec): 3 clusters Score: Raw -1218035.044878 + Penalty 1834.552388 = -1216200.492491 nChanged 26 SP:Iteration 51Q (5572.845038 sec): 3 clusters Score: Raw -1218047.168354 + Penalty 1834.552388 = -1216212.615966 nChanged 25 SP:Iteration 52Q (5572.872026 sec): 3 clusters Score: Raw -1218060.737045 + Penalty 1834.552388 = -1216226.184657 nChanged 33 SP:Iteration 53Q (5572.899154 sec): 3 clusters Score: Raw -1218076.800100 + Penalty 1834.552388 = -1216242.247712 nChanged 38 SP:Iteration 54Q (5572.926031 sec): 3 clusters Score: Raw -1218092.195227 + Penalty 1834.552388 = -1216257.642839 nChanged 28 SP:Iteration 55Q (5572.952979 sec): 3 clusters Score: Raw -1218104.898806 + Penalty 1834.552388 = -1216270.346418 nChanged 31 SP:Iteration 56Q (5572.980126 sec): 3 clusters Score: Raw -1218116.502260 + Penalty 1834.552388 = -1216281.949872 nChanged 36 SP:Iteration 57Q (5573.006911 sec): 3 clusters Score: Raw -1218127.935094 + Penalty 1834.552388 = -1216293.382706 nChanged 28 SP:Iteration 58Q (5573.033556 sec): 3 clusters Score: Raw -1218137.893592 + Penalty 1834.552388 = -1216303.341205 nChanged 25 SP:Iteration 59Q (5573.060478 sec): 3 clusters Score: Raw -1218146.074461 + Penalty 1834.552388 = -1216311.522073 nChanged 20 SP:Iteration 60F (5573.090950 sec): 3 clusters Score: Raw -1218152.334167 + Penalty 1834.552388 = -1216317.781780 nChanged 18 SP:Iteration 61Q (5573.118068 sec): 3 clusters Score: Raw -1218159.557117 + Penalty 1834.552388 = -1216325.004729 nChanged 21 SP:Iteration 62Q (5573.144730 sec): 3 clusters Score: Raw -1218166.752133 + Penalty 1834.552388 = -1216332.199745 nChanged 21 SP:Iteration 63Q (5573.171559 sec): 3 clusters Score: Raw -1218174.007848 + Penalty 1834.552388 = -1216339.455460 nChanged 12 SP:Iteration 64Q (5573.198096 sec): 3 clusters Score: Raw -1218177.460725 + Penalty 1834.552388 = -1216342.908337 nChanged 13 SP:Iteration 65Q (5573.224696 sec): 3 clusters Score: Raw -1218181.268157 + Penalty 1834.552388 = -1216346.715770 nChanged 10 SP:Iteration 66Q (5573.251366 sec): 3 clusters Score: Raw -1218187.140291 + Penalty 1834.552388 = -1216352.587903 nChanged 16 SP:Iteration 67Q (5573.278125 sec): 3 clusters Score: Raw -1218194.666160 + Penalty 1834.552388 = -1216360.113772 nChanged 15 SP:Iteration 68Q (5573.304798 sec): 3 clusters Score: Raw -1218202.360358 + Penalty 1834.552388 = -1216367.807971 nChanged 12 SP:Iteration 69Q (5573.331442 sec): 3 clusters Score: Raw -1218207.539981 + Penalty 1834.552388 = -1216372.987593 nChanged 8 SP:Iteration 70Q (5573.358153 sec): 3 clusters Score: Raw -1218212.894456 + Penalty 1834.552388 = -1216378.342068 nChanged 10 SP:Iteration 71Q (5573.384726 sec): 3 clusters Score: Raw -1218216.564268 + Penalty 1834.552388 = -1216382.011880 nChanged 10 SP:Iteration 72Q (5573.411192 sec): 3 clusters Score: Raw -1218219.457021 + Penalty 1834.552388 = -1216384.904633 nChanged 9 SP:Iteration 73Q (5573.437847 sec): 3 clusters Score: Raw -1218222.351631 + Penalty 1834.552388 = -1216387.799243 nChanged 10 SP:Iteration 74Q (5573.464436 sec): 3 clusters Score: Raw -1218225.431025 + Penalty 1834.552388 = -1216390.878637 nChanged 8 SP:Iteration 75Q (5573.491118 sec): 3 clusters Score: Raw -1218227.430102 + Penalty 1834.552388 = -1216392.877714 nChanged 10 SP:Iteration 76Q (5573.517903 sec): 3 clusters Score: Raw -1218232.548202 + Penalty 1834.552388 = -1216397.995815 nChanged 12 SP:Iteration 77Q (5573.544635 sec): 3 clusters Score: Raw -1218236.838192 + Penalty 1834.552388 = -1216402.285804 nChanged 9 SP:Iteration 78Q (5573.571260 sec): 3 clusters Score: Raw -1218238.839417 + Penalty 1834.552388 = -1216404.287029 nChanged 6 SP:Iteration 79Q (5573.597805 sec): 3 clusters Score: Raw -1218240.897806 + Penalty 1834.552388 = -1216406.345418 nChanged 5 SP:Iteration 80F (5573.628224 sec): 3 clusters Score: Raw -1218242.250665 + Penalty 1834.552388 = -1216407.698278 nChanged 3 SP:Iteration 81Q (5573.654917 sec): 3 clusters Score: Raw -1218244.139831 + Penalty 1834.552388 = -1216409.587444 nChanged 11 SP:Iteration 82Q (5573.681398 sec): 3 clusters Score: Raw -1218249.351214 + Penalty 1834.552388 = -1216414.798826 nChanged 10 SP:Iteration 83Q (5573.708019 sec): 3 clusters Score: Raw -1218251.842550 + Penalty 1834.552388 = -1216417.290162 nChanged 7 SP:Iteration 84Q (5573.734476 sec): 3 clusters Score: Raw -1218253.739977 + Penalty 1834.552388 = -1216419.187590 nChanged 3 SP:Iteration 85Q (5573.761117 sec): 3 clusters Score: Raw -1218254.398148 + Penalty 1834.552388 = -1216419.845761 nChanged 0 SP:Iteration 86F (5573.791326 sec): 3 clusters Score: Raw -1218254.398148 + Penalty 1834.552388 = -1216419.845761 nChanged 0 Trying to split cluster 5 (1609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5573.805540 sec): 2 clusters Score: Raw -105055.171713 + Penalty 701.419974 = -104353.751739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5573.812278 sec): 3 clusters Score: Raw -104329.434424 + Penalty 1402.839948 = -102926.594476 nChanged 602 SP:Iteration 1F (5573.818426 sec): 3 clusters Score: Raw -104732.077408 + Penalty 1402.839948 = -103329.237461 nChanged 140 SP:Iteration 2F (5573.824632 sec): 3 clusters Score: Raw -104837.075550 + Penalty 1402.839948 = -103434.235602 nChanged 83 SP:Iteration 3F (5573.830714 sec): 3 clusters Score: Raw -104906.668917 + Penalty 1402.839948 = -103503.828969 nChanged 69 SP:Iteration 4Q (5573.836841 sec): 3 clusters Score: Raw -104944.067445 + Penalty 1402.839948 = -103541.227497 nChanged 38 SP:Iteration 5Q (5573.842971 sec): 3 clusters Score: Raw -104968.285992 + Penalty 1402.839948 = -103565.446044 nChanged 34 SP:Iteration 6Q (5573.849106 sec): 3 clusters Score: Raw -104994.597261 + Penalty 1402.839948 = -103591.757314 nChanged 34 SP:Iteration 7Q (5573.855169 sec): 3 clusters Score: Raw -105008.939742 + Penalty 1402.839948 = -103606.099794 nChanged 24 SP:Iteration 8Q (5573.861209 sec): 3 clusters Score: Raw -105021.586157 + Penalty 1402.839948 = -103618.746209 nChanged 28 SP:Iteration 9Q (5573.867236 sec): 3 clusters Score: Raw -105038.327674 + Penalty 1402.839948 = -103635.487726 nChanged 23 SP:Iteration 10Q (5573.873307 sec): 3 clusters Score: Raw -105051.061097 + Penalty 1402.839948 = -103648.221149 nChanged 31 SP:Iteration 11Q (5573.879403 sec): 3 clusters Score: Raw -105066.679377 + Penalty 1402.839948 = -103663.839429 nChanged 35 SP:Iteration 12Q (5573.885511 sec): 3 clusters Score: Raw -105090.323507 + Penalty 1402.839948 = -103687.483559 nChanged 35 SP:Iteration 13Q (5573.891641 sec): 3 clusters Score: Raw -105114.242283 + Penalty 1402.839948 = -103711.402336 nChanged 35 SP:Iteration 14Q (5573.897730 sec): 3 clusters Score: Raw -105140.820994 + Penalty 1402.839948 = -103737.981046 nChanged 30 SP:Iteration 15Q (5573.903797 sec): 3 clusters Score: Raw -105164.536371 + Penalty 1402.839948 = -103761.696423 nChanged 27 SP:Iteration 16Q (5573.909877 sec): 3 clusters Score: Raw -105184.074656 + Penalty 1402.839948 = -103781.234708 nChanged 23 SP:Iteration 17Q (5573.915937 sec): 3 clusters Score: Raw -105201.367294 + Penalty 1402.839948 = -103798.527346 nChanged 29 SP:Iteration 18Q (5573.921992 sec): 3 clusters Score: Raw -105222.641334 + Penalty 1402.839948 = -103819.801386 nChanged 33 SP:Iteration 19Q (5573.927985 sec): 3 clusters Score: Raw -105248.200257 + Penalty 1402.839948 = -103845.360309 nChanged 34 SP:Iteration 20F (5573.934081 sec): 3 clusters Score: Raw -105282.304850 + Penalty 1402.839948 = -103879.464902 nChanged 35 SP:Iteration 21Q (5573.940067 sec): 3 clusters Score: Raw -105316.971258 + Penalty 1402.839948 = -103914.131310 nChanged 26 SP:Iteration 22Q (5573.946123 sec): 3 clusters Score: Raw -105340.004859 + Penalty 1402.839948 = -103937.164911 nChanged 27 SP:Iteration 23Q (5573.952175 sec): 3 clusters Score: Raw -105365.522331 + Penalty 1402.839948 = -103962.682383 nChanged 28 SP:Iteration 24Q (5573.958277 sec): 3 clusters Score: Raw -105384.537867 + Penalty 1402.839948 = -103981.697919 nChanged 15 SP:Iteration 25Q (5573.964293 sec): 3 clusters Score: Raw -105392.348565 + Penalty 1402.839948 = -103989.508617 nChanged 9 SP:Iteration 26Q (5573.970308 sec): 3 clusters Score: Raw -105395.818922 + Penalty 1402.839948 = -103992.978974 nChanged 7 SP:Iteration 27Q (5573.976315 sec): 3 clusters Score: Raw -105398.963101 + Penalty 1402.839948 = -103996.123153 nChanged 8 SP:Iteration 28Q (5573.982349 sec): 3 clusters Score: Raw -105402.282409 + Penalty 1402.839948 = -103999.442461 nChanged 7 SP:Iteration 29Q (5573.988312 sec): 3 clusters Score: Raw -105405.724149 + Penalty 1402.839948 = -104002.884201 nChanged 5 SP:Iteration 30Q (5573.994310 sec): 3 clusters Score: Raw -105407.715519 + Penalty 1402.839948 = -104004.875571 nChanged 6 SP:Iteration 31Q (5574.000339 sec): 3 clusters Score: Raw -105411.543701 + Penalty 1402.839948 = -104008.703753 nChanged 8 SP:Iteration 32Q (5574.006343 sec): 3 clusters Score: Raw -105418.673874 + Penalty 1402.839948 = -104015.833926 nChanged 15 SP:Iteration 33Q (5574.012335 sec): 3 clusters Score: Raw -105430.159543 + Penalty 1402.839948 = -104027.319595 nChanged 11 SP:Iteration 34Q (5574.018330 sec): 3 clusters Score: Raw -105437.193617 + Penalty 1402.839948 = -104034.353669 nChanged 15 SP:Iteration 35Q (5574.024320 sec): 3 clusters Score: Raw -105444.433965 + Penalty 1402.839948 = -104041.594017 nChanged 5 SP:Iteration 36Q (5574.030307 sec): 3 clusters Score: Raw -105447.319421 + Penalty 1402.839948 = -104044.479473 nChanged 5 SP:Iteration 37Q (5574.036280 sec): 3 clusters Score: Raw -105449.070215 + Penalty 1402.839948 = -104046.230267 nChanged 5 SP:Iteration 38Q (5574.042216 sec): 3 clusters Score: Raw -105452.609583 + Penalty 1402.839948 = -104049.769635 nChanged 10 SP:Iteration 39Q (5574.048229 sec): 3 clusters Score: Raw -105457.383195 + Penalty 1402.839948 = -104054.543247 nChanged 7 SP:Iteration 40F (5574.054256 sec): 3 clusters Score: Raw -105461.401774 + Penalty 1402.839948 = -104058.561826 nChanged 5 SP:Iteration 41Q (5574.060238 sec): 3 clusters Score: Raw -105464.069201 + Penalty 1402.839948 = -104061.229254 nChanged 5 SP:Iteration 42Q (5574.066219 sec): 3 clusters Score: Raw -105466.970454 + Penalty 1402.839948 = -104064.130506 nChanged 6 SP:Iteration 43Q (5574.072138 sec): 3 clusters Score: Raw -105470.351504 + Penalty 1402.839948 = -104067.511556 nChanged 9 SP:Iteration 44Q (5574.078136 sec): 3 clusters Score: Raw -105476.559230 + Penalty 1402.839948 = -104073.719282 nChanged 4 SP:Iteration 45Q (5574.084154 sec): 3 clusters Score: Raw -105478.350712 + Penalty 1402.839948 = -104075.510764 nChanged 4 SP:Iteration 46Q (5574.090056 sec): 3 clusters Score: Raw -105480.454774 + Penalty 1402.839948 = -104077.614826 nChanged 3 SP:Iteration 47Q (5574.096029 sec): 3 clusters Score: Raw -105482.001792 + Penalty 1402.839948 = -104079.161844 nChanged 4 SP:Iteration 48Q (5574.101926 sec): 3 clusters Score: Raw -105483.305798 + Penalty 1402.839948 = -104080.465850 nChanged 2 SP:Iteration 49Q (5574.107836 sec): 3 clusters Score: Raw -105483.812715 + Penalty 1402.839948 = -104080.972768 nChanged 2 SP:Iteration 50Q (5574.113853 sec): 3 clusters Score: Raw -105485.423360 + Penalty 1402.839948 = -104082.583412 nChanged 4 SP:Iteration 51Q (5574.119839 sec): 3 clusters Score: Raw -105487.646637 + Penalty 1402.839948 = -104084.806689 nChanged 5 SP:Iteration 52Q (5574.125828 sec): 3 clusters Score: Raw -105490.190788 + Penalty 1402.839948 = -104087.350840 nChanged 6 SP:Iteration 53Q (5574.131725 sec): 3 clusters Score: Raw -105492.801343 + Penalty 1402.839948 = -104089.961395 nChanged 6 SP:Iteration 54Q (5574.137682 sec): 3 clusters Score: Raw -105496.039374 + Penalty 1402.839948 = -104093.199426 nChanged 5 SP:Iteration 55Q (5574.143629 sec): 3 clusters Score: Raw -105499.528576 + Penalty 1402.839948 = -104096.688628 nChanged 9 SP:Iteration 56Q (5574.149626 sec): 3 clusters Score: Raw -105505.550776 + Penalty 1402.839948 = -104102.710828 nChanged 7 SP:Iteration 57Q (5574.155657 sec): 3 clusters Score: Raw -105511.914006 + Penalty 1402.839948 = -104109.074058 nChanged 4 SP:Iteration 58Q (5574.161595 sec): 3 clusters Score: Raw -105513.017104 + Penalty 1402.839948 = -104110.177156 nChanged 7 SP:Iteration 59Q (5574.167541 sec): 3 clusters Score: Raw -105519.254264 + Penalty 1402.839948 = -104116.414316 nChanged 5 SP:Iteration 60F (5574.174024 sec): 3 clusters Score: Raw -105523.795646 + Penalty 1402.839948 = -104120.955698 nChanged 13 SP:Iteration 61Q (5574.179919 sec): 3 clusters Score: Raw -105532.364389 + Penalty 1402.839948 = -104129.524441 nChanged 10 SP:Iteration 62Q (5574.185805 sec): 3 clusters Score: Raw -105539.474018 + Penalty 1402.839948 = -104136.634070 nChanged 7 SP:Iteration 63Q (5574.191682 sec): 3 clusters Score: Raw -105546.165565 + Penalty 1402.839948 = -104143.325617 nChanged 9 SP:Iteration 64Q (5574.197582 sec): 3 clusters Score: Raw -105554.906081 + Penalty 1402.839948 = -104152.066133 nChanged 16 SP:Iteration 65Q (5574.203566 sec): 3 clusters Score: Raw -105568.919904 + Penalty 1402.839948 = -104166.079956 nChanged 14 SP:Iteration 66Q (5574.209542 sec): 3 clusters Score: Raw -105583.599550 + Penalty 1402.839948 = -104180.759602 nChanged 18 SP:Iteration 67Q (5574.215493 sec): 3 clusters Score: Raw -105595.575079 + Penalty 1402.839948 = -104192.735131 nChanged 18 SP:Iteration 68Q (5574.221478 sec): 3 clusters Score: Raw -105611.609683 + Penalty 1402.839948 = -104208.769735 nChanged 26 SP:Iteration 69Q (5574.227372 sec): 3 clusters Score: Raw -105633.347077 + Penalty 1402.839948 = -104230.507129 nChanged 19 SP:Iteration 70Q (5574.233203 sec): 3 clusters Score: Raw -105649.979984 + Penalty 1402.839948 = -104247.140037 nChanged 17 SP:Iteration 71Q (5574.239048 sec): 3 clusters Score: Raw -105662.916608 + Penalty 1402.839948 = -104260.076661 nChanged 9 SP:Iteration 72Q (5574.244932 sec): 3 clusters Score: Raw -105672.665592 + Penalty 1402.839948 = -104269.825644 nChanged 6 SP:Iteration 73Q (5574.250736 sec): 3 clusters Score: Raw -105676.483731 + Penalty 1402.839948 = -104273.643783 nChanged 3 SP:Iteration 74Q (5574.256547 sec): 3 clusters Score: Raw -105678.735308 + Penalty 1402.839948 = -104275.895360 nChanged 3 SP:Iteration 75Q (5574.262347 sec): 3 clusters Score: Raw -105680.284463 + Penalty 1402.839948 = -104277.444515 nChanged 1 SP:Iteration 76Q (5574.268192 sec): 3 clusters Score: Raw -105680.611718 + Penalty 1402.839948 = -104277.771770 nChanged 2 SP:Iteration 77Q (5574.274106 sec): 3 clusters Score: Raw -105681.045873 + Penalty 1402.839948 = -104278.205925 nChanged 2 SP:Iteration 78Q (5574.279970 sec): 3 clusters Score: Raw -105681.907488 + Penalty 1402.839948 = -104279.067540 nChanged 2 SP:Iteration 79Q (5574.285740 sec): 3 clusters Score: Raw -105683.210189 + Penalty 1402.839948 = -104280.370241 nChanged 2 SP:Iteration 80F (5574.291812 sec): 3 clusters Score: Raw -105683.985708 + Penalty 1402.839948 = -104281.145760 nChanged 0 Trying to split cluster 6 (14738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5574.318107 sec): 2 clusters Score: Raw -1086444.320807 + Penalty 911.827525 = -1085532.493282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5574.348725 sec): 3 clusters Score: Raw -1077413.445670 + Penalty 1823.655050 = -1075589.790621 nChanged 6744 SP:Iteration 1F (5574.377521 sec): 3 clusters Score: Raw -1081404.024635 + Penalty 1823.655050 = -1079580.369585 nChanged 1048 SP:Iteration 2F (5574.406413 sec): 3 clusters Score: Raw -1081997.888649 + Penalty 1823.655050 = -1080174.233599 nChanged 1031 SP:Iteration 3F (5574.435438 sec): 3 clusters Score: Raw -1082629.263740 + Penalty 1823.655050 = -1080805.608690 nChanged 1019 SP:Iteration 4F (5574.464575 sec): 3 clusters Score: Raw -1083357.192773 + Penalty 1823.655050 = -1081533.537723 nChanged 996 SP:Iteration 5F (5574.493669 sec): 3 clusters Score: Raw -1084045.415322 + Penalty 1823.655050 = -1082221.760273 nChanged 828 SP:Iteration 6F (5574.539939 sec): 3 clusters Score: Raw -1084652.604327 + Penalty 1823.655050 = -1082828.949277 nChanged 681 SP:Iteration 7Q (5574.568808 sec): 3 clusters Score: Raw -1085168.423557 + Penalty 1823.655050 = -1083344.768508 nChanged 567 SP:Iteration 8Q (5574.597791 sec): 3 clusters Score: Raw -1085629.900190 + Penalty 1823.655050 = -1083806.245140 nChanged 419 SP:Iteration 9Q (5574.626785 sec): 3 clusters Score: Raw -1085990.466223 + Penalty 1823.655050 = -1084166.811173 nChanged 261 SP:Iteration 10Q (5574.654885 sec): 3 clusters Score: Raw -1086201.131224 + Penalty 1823.655050 = -1084377.476174 nChanged 151 SP:Iteration 11Q (5574.682373 sec): 3 clusters Score: Raw -1086320.867285 + Penalty 1823.655050 = -1084497.212236 nChanged 99 SP:Iteration 12Q (5574.709066 sec): 3 clusters Score: Raw -1086419.438162 + Penalty 1823.655050 = -1084595.783113 nChanged 51 SP:Iteration 13Q (5574.735039 sec): 3 clusters Score: Raw -1086470.090779 + Penalty 1823.655050 = -1084646.435729 nChanged 30 SP:Iteration 14Q (5574.760864 sec): 3 clusters Score: Raw -1086497.800876 + Penalty 1823.655050 = -1084674.145827 nChanged 19 SP:Iteration 15Q (5574.786378 sec): 3 clusters Score: Raw -1086521.792773 + Penalty 1823.655050 = -1084698.137723 nChanged 12 SP:Iteration 16Q (5574.811813 sec): 3 clusters Score: Raw -1086540.032843 + Penalty 1823.655050 = -1084716.377793 nChanged 9 SP:Iteration 17Q (5574.837189 sec): 3 clusters Score: Raw -1086548.580560 + Penalty 1823.655050 = -1084724.925511 nChanged 6 SP:Iteration 18Q (5574.862610 sec): 3 clusters Score: Raw -1086553.053295 + Penalty 1823.655050 = -1084729.398246 nChanged 5 SP:Iteration 19Q (5574.888092 sec): 3 clusters Score: Raw -1086560.488720 + Penalty 1823.655050 = -1084736.833671 nChanged 6 SP:Iteration 20F (5574.916744 sec): 3 clusters Score: Raw -1086568.058108 + Penalty 1823.655050 = -1084744.403058 nChanged 10 SP:Iteration 21Q (5574.942000 sec): 3 clusters Score: Raw -1086576.175033 + Penalty 1823.655050 = -1084752.519983 nChanged 4 SP:Iteration 22Q (5574.967128 sec): 3 clusters Score: Raw -1086582.359003 + Penalty 1823.655050 = -1084758.703954 nChanged 3 SP:Iteration 23Q (5574.992389 sec): 3 clusters Score: Raw -1086584.850458 + Penalty 1823.655050 = -1084761.195408 nChanged 1 SP:Iteration 24Q (5575.017571 sec): 3 clusters Score: Raw -1086586.377824 + Penalty 1823.655050 = -1084762.722774 nChanged 2 SP:Iteration 25Q (5575.042789 sec): 3 clusters Score: Raw -1086588.738932 + Penalty 1823.655050 = -1084765.083882 nChanged 0 SP:Iteration 26F (5575.071474 sec): 3 clusters Score: Raw -1086588.738932 + Penalty 1823.655050 = -1084765.083882 nChanged 0 Trying to split cluster 7 (16610 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5575.098242 sec): 2 clusters Score: Raw -1285307.694795 + Penalty 923.187219 = -1284384.507576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5575.131304 sec): 3 clusters Score: Raw -1275048.790900 + Penalty 1846.374438 = -1273202.416462 nChanged 7663 SP:Iteration 1F (5575.162225 sec): 3 clusters Score: Raw -1279400.861934 + Penalty 1846.374438 = -1277554.487496 nChanged 934 SP:Iteration 2F (5575.194636 sec): 3 clusters Score: Raw -1279804.937828 + Penalty 1846.374438 = -1277958.563389 nChanged 964 SP:Iteration 3F (5575.225543 sec): 3 clusters Score: Raw -1280291.756344 + Penalty 1846.374438 = -1278445.381906 nChanged 1040 SP:Iteration 4F (5575.256868 sec): 3 clusters Score: Raw -1280921.927078 + Penalty 1846.374438 = -1279075.552640 nChanged 1138 SP:Iteration 5F (5575.288202 sec): 3 clusters Score: Raw -1281737.359954 + Penalty 1846.374438 = -1279890.985516 nChanged 1160 SP:Iteration 6F (5575.320348 sec): 3 clusters Score: Raw -1282696.190480 + Penalty 1846.374438 = -1280849.816042 nChanged 1020 SP:Iteration 7F (5575.352178 sec): 3 clusters Score: Raw -1283573.657557 + Penalty 1846.374438 = -1281727.283119 nChanged 775 SP:Iteration 8Q (5575.382942 sec): 3 clusters Score: Raw -1284226.543877 + Penalty 1846.374438 = -1282380.169439 nChanged 547 SP:Iteration 9Q (5575.414690 sec): 3 clusters Score: Raw -1284663.028407 + Penalty 1846.374438 = -1282816.653969 nChanged 400 SP:Iteration 10Q (5575.445272 sec): 3 clusters Score: Raw -1284956.659582 + Penalty 1846.374438 = -1283110.285143 nChanged 250 SP:Iteration 11Q (5575.474539 sec): 3 clusters Score: Raw -1285144.996353 + Penalty 1846.374438 = -1283298.621914 nChanged 189 SP:Iteration 12Q (5575.502515 sec): 3 clusters Score: Raw -1285289.215395 + Penalty 1846.374438 = -1283442.840957 nChanged 147 SP:Iteration 13Q (5575.530181 sec): 3 clusters Score: Raw -1285382.933943 + Penalty 1846.374438 = -1283536.559505 nChanged 111 SP:Iteration 14Q (5575.557481 sec): 3 clusters Score: Raw -1285436.063638 + Penalty 1846.374438 = -1283589.689199 nChanged 78 SP:Iteration 15Q (5575.584613 sec): 3 clusters Score: Raw -1285469.749580 + Penalty 1846.374438 = -1283623.375142 nChanged 59 SP:Iteration 16Q (5575.611707 sec): 3 clusters Score: Raw -1285501.210644 + Penalty 1846.374438 = -1283654.836206 nChanged 66 SP:Iteration 17Q (5575.638646 sec): 3 clusters Score: Raw -1285535.063249 + Penalty 1846.374438 = -1283688.688811 nChanged 56 SP:Iteration 18Q (5575.665531 sec): 3 clusters Score: Raw -1285565.034407 + Penalty 1846.374438 = -1283718.659969 nChanged 54 SP:Iteration 19Q (5575.692559 sec): 3 clusters Score: Raw -1285593.353707 + Penalty 1846.374438 = -1283746.979268 nChanged 47 SP:Iteration 20F (5575.723096 sec): 3 clusters Score: Raw -1285616.372994 + Penalty 1846.374438 = -1283769.998555 nChanged 39 SP:Iteration 21Q (5575.750139 sec): 3 clusters Score: Raw -1285634.231759 + Penalty 1846.374438 = -1283787.857320 nChanged 21 SP:Iteration 22Q (5575.777003 sec): 3 clusters Score: Raw -1285641.626608 + Penalty 1846.374438 = -1283795.252169 nChanged 23 SP:Iteration 23Q (5575.803853 sec): 3 clusters Score: Raw -1285649.475510 + Penalty 1846.374438 = -1283803.101071 nChanged 14 SP:Iteration 24Q (5575.830525 sec): 3 clusters Score: Raw -1285653.423375 + Penalty 1846.374438 = -1283807.048937 nChanged 16 SP:Iteration 25Q (5575.857318 sec): 3 clusters Score: Raw -1285657.600711 + Penalty 1846.374438 = -1283811.226272 nChanged 21 SP:Iteration 26Q (5575.883997 sec): 3 clusters Score: Raw -1285663.102651 + Penalty 1846.374438 = -1283816.728212 nChanged 16 SP:Iteration 27Q (5575.910843 sec): 3 clusters Score: Raw -1285667.242641 + Penalty 1846.374438 = -1283820.868202 nChanged 13 SP:Iteration 28Q (5575.937611 sec): 3 clusters Score: Raw -1285670.503780 + Penalty 1846.374438 = -1283824.129342 nChanged 10 SP:Iteration 29Q (5575.964324 sec): 3 clusters Score: Raw -1285674.557962 + Penalty 1846.374438 = -1283828.183523 nChanged 10 SP:Iteration 30Q (5575.990915 sec): 3 clusters Score: Raw -1285677.000166 + Penalty 1846.374438 = -1283830.625727 nChanged 7 SP:Iteration 31Q (5576.017712 sec): 3 clusters Score: Raw -1285678.545131 + Penalty 1846.374438 = -1283832.170692 nChanged 3 SP:Iteration 32Q (5576.044390 sec): 3 clusters Score: Raw -1285679.404746 + Penalty 1846.374438 = -1283833.030307 nChanged 3 SP:Iteration 33Q (5576.071061 sec): 3 clusters Score: Raw -1285679.839478 + Penalty 1846.374438 = -1283833.465039 nChanged 1 SP:Iteration 34Q (5576.097763 sec): 3 clusters Score: Raw -1285680.312184 + Penalty 1846.374438 = -1283833.937746 nChanged 2 SP:Iteration 35Q (5576.124550 sec): 3 clusters Score: Raw -1285681.049200 + Penalty 1846.374438 = -1283834.674762 nChanged 2 SP:Iteration 36Q (5576.151203 sec): 3 clusters Score: Raw -1285681.515588 + Penalty 1846.374438 = -1283835.141150 nChanged 2 SP:Iteration 37Q (5576.178141 sec): 3 clusters Score: Raw -1285682.185579 + Penalty 1846.374438 = -1283835.811140 nChanged 7 SP:Iteration 38Q (5576.204864 sec): 3 clusters Score: Raw -1285684.360958 + Penalty 1846.374438 = -1283837.986519 nChanged 6 SP:Iteration 39Q (5576.231559 sec): 3 clusters Score: Raw -1285686.013908 + Penalty 1846.374438 = -1283839.639470 nChanged 4 SP:Iteration 40F (5576.262252 sec): 3 clusters Score: Raw -1285686.702107 + Penalty 1846.374438 = -1283840.327668 nChanged 4 SP:Iteration 41Q (5576.289336 sec): 3 clusters Score: Raw -1285687.381143 + Penalty 1846.374438 = -1283841.006704 nChanged 4 SP:Iteration 42Q (5576.316270 sec): 3 clusters Score: Raw -1285688.619319 + Penalty 1846.374438 = -1283842.244881 nChanged 4 SP:Iteration 43Q (5576.342979 sec): 3 clusters Score: Raw -1285689.435354 + Penalty 1846.374438 = -1283843.060915 nChanged 4 SP:Iteration 44Q (5576.369621 sec): 3 clusters Score: Raw -1285690.002079 + Penalty 1846.374438 = -1283843.627641 nChanged 2 SP:Iteration 45Q (5576.396350 sec): 3 clusters Score: Raw -1285690.237660 + Penalty 1846.374438 = -1283843.863222 nChanged 0 SP:Iteration 46F (5576.427017 sec): 3 clusters Score: Raw -1285690.237660 + Penalty 1846.374438 = -1283843.863222 nChanged 0 Trying to split cluster 8 (45485 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5576.480446 sec): 2 clusters Score: Raw -3203838.226768 + Penalty 1018.888099 = -3202819.338670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5576.548733 sec): 3 clusters Score: Raw -3174394.117549 + Penalty 2037.776197 = -3172356.341352 nChanged 21635 SP:Iteration 1F (5576.610389 sec): 3 clusters Score: Raw -3187926.471235 + Penalty 2037.776197 = -3185888.695038 nChanged 2454 SP:Iteration 2F (5576.671918 sec): 3 clusters Score: Raw -3188865.758452 + Penalty 2037.776197 = -3186827.982255 nChanged 2391 SP:Iteration 3F (5576.733543 sec): 3 clusters Score: Raw -3189961.944158 + Penalty 2037.776197 = -3187924.167961 nChanged 2588 SP:Iteration 4F (5576.795082 sec): 3 clusters Score: Raw -3191423.416941 + Penalty 2037.776197 = -3189385.640744 nChanged 2772 SP:Iteration 5F (5576.856711 sec): 3 clusters Score: Raw -3193359.723325 + Penalty 2037.776197 = -3191321.947128 nChanged 2922 SP:Iteration 6F (5576.918215 sec): 3 clusters Score: Raw -3195456.002887 + Penalty 2037.776197 = -3193418.226690 nChanged 2660 SP:Iteration 7F (5576.979736 sec): 3 clusters Score: Raw -3197084.946195 + Penalty 2037.776197 = -3195047.169997 nChanged 1990 SP:Iteration 8Q (5577.043912 sec): 3 clusters Score: Raw -3198038.643794 + Penalty 2037.776197 = -3196000.867597 nChanged 1363 SP:Iteration 9Q (5577.106494 sec): 3 clusters Score: Raw -3198549.673932 + Penalty 2037.776197 = -3196511.897735 nChanged 982 SP:Iteration 10Q (5577.168461 sec): 3 clusters Score: Raw -3198886.493989 + Penalty 2037.776197 = -3196848.717792 nChanged 795 SP:Iteration 11Q (5577.229989 sec): 3 clusters Score: Raw -3199184.384461 + Penalty 2037.776197 = -3197146.608264 nChanged 802 SP:Iteration 12Q (5577.291106 sec): 3 clusters Score: Raw -3199527.032712 + Penalty 2037.776197 = -3197489.256515 nChanged 837 SP:Iteration 13Q (5577.351818 sec): 3 clusters Score: Raw -3199905.142242 + Penalty 2037.776197 = -3197867.366044 nChanged 877 SP:Iteration 14Q (5577.412181 sec): 3 clusters Score: Raw -3200352.624932 + Penalty 2037.776197 = -3198314.848735 nChanged 889 SP:Iteration 15Q (5577.472184 sec): 3 clusters Score: Raw -3200852.479235 + Penalty 2037.776197 = -3198814.703038 nChanged 843 SP:Iteration 16Q (5577.531530 sec): 3 clusters Score: Raw -3201360.418914 + Penalty 2037.776197 = -3199322.642717 nChanged 788 SP:Iteration 17Q (5577.590263 sec): 3 clusters Score: Raw -3201796.365535 + Penalty 2037.776197 = -3199758.589338 nChanged 721 SP:Iteration 18Q (5577.648132 sec): 3 clusters Score: Raw -3202150.470328 + Penalty 2037.776197 = -3200112.694131 nChanged 604 SP:Iteration 19Q (5577.705391 sec): 3 clusters Score: Raw -3202412.703880 + Penalty 2037.776197 = -3200374.927683 nChanged 498 SP:Iteration 20F (5577.766280 sec): 3 clusters Score: Raw -3202606.023444 + Penalty 2037.776197 = -3200568.247247 nChanged 431 SP:Iteration 21Q (5577.823947 sec): 3 clusters Score: Raw -3202757.629898 + Penalty 2037.776197 = -3200719.853700 nChanged 380 SP:Iteration 22Q (5577.880582 sec): 3 clusters Score: Raw -3202870.012469 + Penalty 2037.776197 = -3200832.236272 nChanged 312 SP:Iteration 23Q (5577.940888 sec): 3 clusters Score: Raw -3202953.672317 + Penalty 2037.776197 = -3200915.896120 nChanged 280 SP:Iteration 24Q (5577.998208 sec): 3 clusters Score: Raw -3203023.249734 + Penalty 2037.776197 = -3200985.473536 nChanged 264 SP:Iteration 25Q (5578.054375 sec): 3 clusters Score: Raw -3203082.112058 + Penalty 2037.776197 = -3201044.335861 nChanged 232 SP:Iteration 26Q (5578.110604 sec): 3 clusters Score: Raw -3203135.582279 + Penalty 2037.776197 = -3201097.806082 nChanged 235 SP:Iteration 27Q (5578.166414 sec): 3 clusters Score: Raw -3203191.184270 + Penalty 2037.776197 = -3201153.408073 nChanged 225 SP:Iteration 28Q (5578.221958 sec): 3 clusters Score: Raw -3203242.438640 + Penalty 2037.776197 = -3201204.662443 nChanged 205 SP:Iteration 29Q (5578.277408 sec): 3 clusters Score: Raw -3203288.244320 + Penalty 2037.776197 = -3201250.468122 nChanged 198 SP:Iteration 30Q (5578.332797 sec): 3 clusters Score: Raw -3203329.288877 + Penalty 2037.776197 = -3201291.512680 nChanged 171 SP:Iteration 31Q (5578.387295 sec): 3 clusters Score: Raw -3203363.292548 + Penalty 2037.776197 = -3201325.516350 nChanged 167 SP:Iteration 32Q (5578.441011 sec): 3 clusters Score: Raw -3203395.064222 + Penalty 2037.776197 = -3201357.288025 nChanged 147 SP:Iteration 33Q (5578.495165 sec): 3 clusters Score: Raw -3203420.293244 + Penalty 2037.776197 = -3201382.517047 nChanged 151 SP:Iteration 34Q (5578.548895 sec): 3 clusters Score: Raw -3203449.033556 + Penalty 2037.776197 = -3201411.257358 nChanged 153 SP:Iteration 35Q (5578.602640 sec): 3 clusters Score: Raw -3203478.663489 + Penalty 2037.776197 = -3201440.887291 nChanged 139 SP:Iteration 36Q (5578.656313 sec): 3 clusters Score: Raw -3203502.794503 + Penalty 2037.776197 = -3201465.018305 nChanged 119 SP:Iteration 37Q (5578.709628 sec): 3 clusters Score: Raw -3203520.710395 + Penalty 2037.776197 = -3201482.934198 nChanged 108 SP:Iteration 38Q (5578.763197 sec): 3 clusters Score: Raw -3203537.525024 + Penalty 2037.776197 = -3201499.748826 nChanged 104 SP:Iteration 39Q (5578.816199 sec): 3 clusters Score: Raw -3203553.000918 + Penalty 2037.776197 = -3201515.224721 nChanged 88 SP:Iteration 40F (5578.878064 sec): 3 clusters Score: Raw -3203564.642770 + Penalty 2037.776197 = -3201526.866573 nChanged 83 SP:Iteration 41Q (5578.931880 sec): 3 clusters Score: Raw -3203575.123948 + Penalty 2037.776197 = -3201537.347750 nChanged 88 SP:Iteration 42Q (5578.985114 sec): 3 clusters Score: Raw -3203585.566072 + Penalty 2037.776197 = -3201547.789875 nChanged 70 SP:Iteration 43Q (5579.038180 sec): 3 clusters Score: Raw -3203594.808419 + Penalty 2037.776197 = -3201557.032222 nChanged 78 SP:Iteration 44Q (5579.091410 sec): 3 clusters Score: Raw -3203604.748533 + Penalty 2037.776197 = -3201566.972335 nChanged 73 SP:Iteration 45Q (5579.144248 sec): 3 clusters Score: Raw -3203614.270165 + Penalty 2037.776197 = -3201576.493967 nChanged 78 SP:Iteration 46Q (5579.197263 sec): 3 clusters Score: Raw -3203624.785273 + Penalty 2037.776197 = -3201587.009075 nChanged 84 SP:Iteration 47Q (5579.249912 sec): 3 clusters Score: Raw -3203636.071255 + Penalty 2037.776197 = -3201598.295058 nChanged 86 SP:Iteration 48Q (5579.302921 sec): 3 clusters Score: Raw -3203648.152610 + Penalty 2037.776197 = -3201610.376413 nChanged 75 SP:Iteration 49Q (5579.355391 sec): 3 clusters Score: Raw -3203658.523436 + Penalty 2037.776197 = -3201620.747239 nChanged 62 SP:Iteration 50Q (5579.408182 sec): 3 clusters Score: Raw -3203667.877094 + Penalty 2037.776197 = -3201630.100897 nChanged 70 SP:Iteration 51Q (5579.460525 sec): 3 clusters Score: Raw -3203678.553537 + Penalty 2037.776197 = -3201640.777340 nChanged 58 SP:Iteration 52Q (5579.513353 sec): 3 clusters Score: Raw -3203685.339125 + Penalty 2037.776197 = -3201647.562928 nChanged 54 SP:Iteration 53Q (5579.565695 sec): 3 clusters Score: Raw -3203691.701200 + Penalty 2037.776197 = -3201653.925003 nChanged 49 SP:Iteration 54Q (5579.618349 sec): 3 clusters Score: Raw -3203697.854154 + Penalty 2037.776197 = -3201660.077957 nChanged 49 SP:Iteration 55Q (5579.670600 sec): 3 clusters Score: Raw -3203703.607812 + Penalty 2037.776197 = -3201665.831615 nChanged 45 SP:Iteration 56Q (5579.723046 sec): 3 clusters Score: Raw -3203710.508577 + Penalty 2037.776197 = -3201672.732380 nChanged 66 SP:Iteration 57Q (5579.775289 sec): 3 clusters Score: Raw -3203721.438062 + Penalty 2037.776197 = -3201683.661864 nChanged 62 SP:Iteration 58Q (5579.827741 sec): 3 clusters Score: Raw -3203731.015921 + Penalty 2037.776197 = -3201693.239723 nChanged 58 SP:Iteration 59Q (5579.879969 sec): 3 clusters Score: Raw -3203739.447209 + Penalty 2037.776197 = -3201701.671012 nChanged 66 SP:Iteration 60F (5579.941479 sec): 3 clusters Score: Raw -3203750.623198 + Penalty 2037.776197 = -3201712.847001 nChanged 64 SP:Iteration 61Q (5579.993802 sec): 3 clusters Score: Raw -3203760.748581 + Penalty 2037.776197 = -3201722.972384 nChanged 59 SP:Iteration 62Q (5580.045644 sec): 3 clusters Score: Raw -3203771.443186 + Penalty 2037.776197 = -3201733.666989 nChanged 62 SP:Iteration 63Q (5580.098061 sec): 3 clusters Score: Raw -3203782.750612 + Penalty 2037.776197 = -3201744.974415 nChanged 74 SP:Iteration 64Q (5580.149975 sec): 3 clusters Score: Raw -3203796.608268 + Penalty 2037.776197 = -3201758.832071 nChanged 71 SP:Iteration 65Q (5580.202273 sec): 3 clusters Score: Raw -3203808.938014 + Penalty 2037.776197 = -3201771.161817 nChanged 65 SP:Iteration 66Q (5580.253973 sec): 3 clusters Score: Raw -3203819.461962 + Penalty 2037.776197 = -3201781.685764 nChanged 55 SP:Iteration 67Q (5580.306228 sec): 3 clusters Score: Raw -3203827.725310 + Penalty 2037.776197 = -3201789.949112 nChanged 53 SP:Iteration 68Q (5580.358029 sec): 3 clusters Score: Raw -3203836.853932 + Penalty 2037.776197 = -3201799.077734 nChanged 47 SP:Iteration 69Q (5580.410223 sec): 3 clusters Score: Raw -3203844.020259 + Penalty 2037.776197 = -3201806.244062 nChanged 43 SP:Iteration 70Q (5580.461936 sec): 3 clusters Score: Raw -3203849.956453 + Penalty 2037.776197 = -3201812.180256 nChanged 40 SP:Iteration 71Q (5580.513938 sec): 3 clusters Score: Raw -3203855.375612 + Penalty 2037.776197 = -3201817.599415 nChanged 42 SP:Iteration 72Q (5580.565553 sec): 3 clusters Score: Raw -3203861.548071 + Penalty 2037.776197 = -3201823.771873 nChanged 40 SP:Iteration 73Q (5580.617635 sec): 3 clusters Score: Raw -3203867.859843 + Penalty 2037.776197 = -3201830.083645 nChanged 31 SP:Iteration 74Q (5580.669301 sec): 3 clusters Score: Raw -3203872.490815 + Penalty 2037.776197 = -3201834.714617 nChanged 33 SP:Iteration 75Q (5580.721393 sec): 3 clusters Score: Raw -3203877.655075 + Penalty 2037.776197 = -3201839.878878 nChanged 32 SP:Iteration 76Q (5580.772838 sec): 3 clusters Score: Raw -3203882.273366 + Penalty 2037.776197 = -3201844.497169 nChanged 27 SP:Iteration 77Q (5580.824863 sec): 3 clusters Score: Raw -3203885.710561 + Penalty 2037.776197 = -3201847.934364 nChanged 26 SP:Iteration 78Q (5580.876290 sec): 3 clusters Score: Raw -3203889.400021 + Penalty 2037.776197 = -3201851.623824 nChanged 24 SP:Iteration 79Q (5580.928281 sec): 3 clusters Score: Raw -3203891.974794 + Penalty 2037.776197 = -3201854.198597 nChanged 23 SP:Iteration 80F (5580.989644 sec): 3 clusters Score: Raw -3203894.530527 + Penalty 2037.776197 = -3201856.754330 nChanged 30 SP:Iteration 81Q (5581.041401 sec): 3 clusters Score: Raw -3203897.750060 + Penalty 2037.776197 = -3201859.973863 nChanged 23 SP:Iteration 82Q (5581.093100 sec): 3 clusters Score: Raw -3203900.505589 + Penalty 2037.776197 = -3201862.729392 nChanged 31 SP:Iteration 83Q (5581.144803 sec): 3 clusters Score: Raw -3203904.464690 + Penalty 2037.776197 = -3201866.688493 nChanged 25 SP:Iteration 84Q (5581.196487 sec): 3 clusters Score: Raw -3203907.145693 + Penalty 2037.776197 = -3201869.369496 nChanged 28 SP:Iteration 85Q (5581.248113 sec): 3 clusters Score: Raw -3203909.582031 + Penalty 2037.776197 = -3201871.805834 nChanged 21 SP:Iteration 86Q (5581.300028 sec): 3 clusters Score: Raw -3203911.910686 + Penalty 2037.776197 = -3201874.134489 nChanged 18 SP:Iteration 87Q (5581.351710 sec): 3 clusters Score: Raw -3203913.765218 + Penalty 2037.776197 = -3201875.989021 nChanged 20 SP:Iteration 88Q (5581.403376 sec): 3 clusters Score: Raw -3203916.034961 + Penalty 2037.776197 = -3201878.258764 nChanged 21 SP:Iteration 89Q (5581.454818 sec): 3 clusters Score: Raw -3203918.365774 + Penalty 2037.776197 = -3201880.589576 nChanged 17 SP:Iteration 90Q (5581.506430 sec): 3 clusters Score: Raw -3203919.704013 + Penalty 2037.776197 = -3201881.927816 nChanged 10 SP:Iteration 91Q (5581.558147 sec): 3 clusters Score: Raw -3203920.503428 + Penalty 2037.776197 = -3201882.727231 nChanged 7 SP:Iteration 92Q (5581.609785 sec): 3 clusters Score: Raw -3203920.995828 + Penalty 2037.776197 = -3201883.219631 nChanged 5 SP:Iteration 93Q (5581.661303 sec): 3 clusters Score: Raw -3203921.404588 + Penalty 2037.776197 = -3201883.628391 nChanged 6 SP:Iteration 94Q (5581.712973 sec): 3 clusters Score: Raw -3203921.778065 + Penalty 2037.776197 = -3201884.001867 nChanged 4 SP:Iteration 95Q (5581.764360 sec): 3 clusters Score: Raw -3203922.101858 + Penalty 2037.776197 = -3201884.325661 nChanged 6 SP:Iteration 96Q (5581.816102 sec): 3 clusters Score: Raw -3203922.456975 + Penalty 2037.776197 = -3201884.680777 nChanged 4 SP:Iteration 97Q (5581.867761 sec): 3 clusters Score: Raw -3203922.681765 + Penalty 2037.776197 = -3201884.905568 nChanged 2 SP:Iteration 98Q (5581.919344 sec): 3 clusters Score: Raw -3203922.857912 + Penalty 2037.776197 = -3201885.081715 nChanged 2 SP:Iteration 99Q (5581.970972 sec): 3 clusters Score: Raw -3203923.049942 + Penalty 2037.776197 = -3201885.273744 nChanged 8 SP:Iteration 100F (5582.032605 sec): 3 clusters Score: Raw -3203923.599390 + Penalty 2037.776197 = -3201885.823193 nChanged 4 SP:Iteration 101Q (5582.083956 sec): 3 clusters Score: Raw -3203923.833967 + Penalty 2037.776197 = -3201886.057770 nChanged 4 SP:Iteration 102Q (5582.135712 sec): 3 clusters Score: Raw -3203924.219482 + Penalty 2037.776197 = -3201886.443284 nChanged 6 SP:Iteration 103Q (5582.187100 sec): 3 clusters Score: Raw -3203924.989440 + Penalty 2037.776197 = -3201887.213243 nChanged 7 SP:Iteration 104Q (5582.238923 sec): 3 clusters Score: Raw -3203925.689057 + Penalty 2037.776197 = -3201887.912860 nChanged 8 SP:Iteration 105Q (5582.290145 sec): 3 clusters Score: Raw -3203926.307663 + Penalty 2037.776197 = -3201888.531466 nChanged 8 SP:Iteration 106Q (5582.341816 sec): 3 clusters Score: Raw -3203927.009837 + Penalty 2037.776197 = -3201889.233640 nChanged 7 SP:Iteration 107Q (5582.393195 sec): 3 clusters Score: Raw -3203927.973995 + Penalty 2037.776197 = -3201890.197798 nChanged 14 SP:Iteration 108Q (5582.444878 sec): 3 clusters Score: Raw -3203929.725510 + Penalty 2037.776197 = -3201891.949313 nChanged 11 SP:Iteration 109Q (5582.498524 sec): 3 clusters Score: Raw -3203931.249137 + Penalty 2037.776197 = -3201893.472939 nChanged 13 SP:Iteration 110Q (5582.549632 sec): 3 clusters Score: Raw -3203932.289469 + Penalty 2037.776197 = -3201894.513272 nChanged 6 SP:Iteration 111Q (5582.601767 sec): 3 clusters Score: Raw -3203932.736098 + Penalty 2037.776197 = -3201894.959901 nChanged 5 SP:Iteration 112Q (5582.653584 sec): 3 clusters Score: Raw -3203933.304202 + Penalty 2037.776197 = -3201895.528005 nChanged 6 SP:Iteration 113Q (5582.704967 sec): 3 clusters Score: Raw -3203934.022792 + Penalty 2037.776197 = -3201896.246595 nChanged 6 SP:Iteration 114Q (5582.756454 sec): 3 clusters Score: Raw -3203934.576393 + Penalty 2037.776197 = -3201896.800196 nChanged 2 SP:Iteration 115Q (5582.807983 sec): 3 clusters Score: Raw -3203934.751031 + Penalty 2037.776197 = -3201896.974834 nChanged 1 SP:Iteration 116Q (5582.859636 sec): 3 clusters Score: Raw -3203934.838117 + Penalty 2037.776197 = -3201897.061920 nChanged 2 SP:Iteration 117Q (5582.911151 sec): 3 clusters Score: Raw -3203934.989185 + Penalty 2037.776197 = -3201897.212988 nChanged 1 SP:Iteration 118Q (5582.962685 sec): 3 clusters Score: Raw -3203935.044293 + Penalty 2037.776197 = -3201897.268095 nChanged 2 SP:Iteration 119Q (5583.014273 sec): 3 clusters Score: Raw -3203935.231271 + Penalty 2037.776197 = -3201897.455074 nChanged 3 SP:Iteration 120F (5583.075991 sec): 3 clusters Score: Raw -3203935.515889 + Penalty 2037.776197 = -3201897.739692 nChanged 1 SP:Iteration 121Q (5583.127535 sec): 3 clusters Score: Raw -3203935.586604 + Penalty 2037.776197 = -3201897.810406 nChanged 2 SP:Iteration 122Q (5583.178856 sec): 3 clusters Score: Raw -3203935.749294 + Penalty 2037.776197 = -3201897.973097 nChanged 2 SP:Iteration 123Q (5583.230416 sec): 3 clusters Score: Raw -3203935.827148 + Penalty 2037.776197 = -3201898.050951 nChanged 0 SP:Iteration 124F (5583.292206 sec): 3 clusters Score: Raw -3203935.827148 + Penalty 2037.776197 = -3201898.050951 nChanged 0 Trying to split cluster 9 (32197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5583.327353 sec): 2 clusters Score: Raw -2426099.672303 + Penalty 986.064713 = -2425113.607590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5583.382056 sec): 3 clusters Score: Raw -2405626.905310 + Penalty 1972.129426 = -2403654.775883 nChanged 15097 SP:Iteration 1F (5583.432963 sec): 3 clusters Score: Raw -2414531.460136 + Penalty 1972.129426 = -2412559.330710 nChanged 1693 SP:Iteration 2F (5583.483555 sec): 3 clusters Score: Raw -2415359.756643 + Penalty 1972.129426 = -2413387.627217 nChanged 1904 SP:Iteration 3F (5583.534007 sec): 3 clusters Score: Raw -2416436.961327 + Penalty 1972.129426 = -2414464.831901 nChanged 2169 SP:Iteration 4F (5583.584217 sec): 3 clusters Score: Raw -2417789.387344 + Penalty 1972.129426 = -2415817.257917 nChanged 2300 SP:Iteration 5F (5583.635262 sec): 3 clusters Score: Raw -2419320.601050 + Penalty 1972.129426 = -2417348.471623 nChanged 2170 SP:Iteration 6F (5583.685648 sec): 3 clusters Score: Raw -2420689.967361 + Penalty 1972.129426 = -2418717.837935 nChanged 1801 SP:Iteration 7F (5583.736415 sec): 3 clusters Score: Raw -2421793.754688 + Penalty 1972.129426 = -2419821.625262 nChanged 1489 SP:Iteration 8Q (5583.787868 sec): 3 clusters Score: Raw -2422746.851430 + Penalty 1972.129426 = -2420774.722003 nChanged 1268 SP:Iteration 9Q (5583.838663 sec): 3 clusters Score: Raw -2423537.750618 + Penalty 1972.129426 = -2421565.621192 nChanged 991 SP:Iteration 10Q (5583.888938 sec): 3 clusters Score: Raw -2424136.987047 + Penalty 1972.129426 = -2422164.857621 nChanged 741 SP:Iteration 11Q (5583.939407 sec): 3 clusters Score: Raw -2424580.315597 + Penalty 1972.129426 = -2422608.186170 nChanged 575 SP:Iteration 12Q (5583.989444 sec): 3 clusters Score: Raw -2424902.356017 + Penalty 1972.129426 = -2422930.226591 nChanged 494 SP:Iteration 13Q (5584.038857 sec): 3 clusters Score: Raw -2425117.641228 + Penalty 1972.129426 = -2423145.511802 nChanged 432 SP:Iteration 14Q (5584.088277 sec): 3 clusters Score: Raw -2425286.744966 + Penalty 1972.129426 = -2423314.615540 nChanged 392 SP:Iteration 15Q (5584.137153 sec): 3 clusters Score: Raw -2425415.494421 + Penalty 1972.129426 = -2423443.364995 nChanged 328 SP:Iteration 16Q (5584.185480 sec): 3 clusters Score: Raw -2425509.943594 + Penalty 1972.129426 = -2423537.814168 nChanged 328 SP:Iteration 17Q (5584.233322 sec): 3 clusters Score: Raw -2425601.408367 + Penalty 1972.129426 = -2423629.278940 nChanged 294 SP:Iteration 18Q (5584.280855 sec): 3 clusters Score: Raw -2425674.602764 + Penalty 1972.129426 = -2423702.473338 nChanged 268 SP:Iteration 19Q (5584.354191 sec): 3 clusters Score: Raw -2425740.892775 + Penalty 1972.129426 = -2423768.763348 nChanged 270 SP:Iteration 20F (5584.403151 sec): 3 clusters Score: Raw -2425799.546589 + Penalty 1972.129426 = -2423827.417162 nChanged 225 SP:Iteration 21Q (5584.451020 sec): 3 clusters Score: Raw -2425844.767683 + Penalty 1972.129426 = -2423872.638257 nChanged 208 SP:Iteration 22Q (5584.498061 sec): 3 clusters Score: Raw -2425884.173424 + Penalty 1972.129426 = -2423912.043998 nChanged 190 SP:Iteration 23Q (5584.544840 sec): 3 clusters Score: Raw -2425919.166261 + Penalty 1972.129426 = -2423947.036835 nChanged 167 SP:Iteration 24Q (5584.590760 sec): 3 clusters Score: Raw -2425947.709351 + Penalty 1972.129426 = -2423975.579924 nChanged 175 SP:Iteration 25Q (5584.636967 sec): 3 clusters Score: Raw -2425977.935801 + Penalty 1972.129426 = -2424005.806375 nChanged 151 SP:Iteration 26Q (5584.682827 sec): 3 clusters Score: Raw -2426002.520073 + Penalty 1972.129426 = -2424030.390647 nChanged 150 SP:Iteration 27Q (5584.728690 sec): 3 clusters Score: Raw -2426029.582435 + Penalty 1972.129426 = -2424057.453008 nChanged 141 SP:Iteration 28Q (5584.774311 sec): 3 clusters Score: Raw -2426051.713164 + Penalty 1972.129426 = -2424079.583738 nChanged 125 SP:Iteration 29Q (5584.819402 sec): 3 clusters Score: Raw -2426069.100138 + Penalty 1972.129426 = -2424096.970711 nChanged 93 SP:Iteration 30Q (5584.864821 sec): 3 clusters Score: Raw -2426080.841512 + Penalty 1972.129426 = -2424108.712086 nChanged 80 SP:Iteration 31Q (5584.910068 sec): 3 clusters Score: Raw -2426090.938005 + Penalty 1972.129426 = -2424118.808579 nChanged 81 SP:Iteration 32Q (5584.955376 sec): 3 clusters Score: Raw -2426101.215500 + Penalty 1972.129426 = -2424129.086073 nChanged 87 SP:Iteration 33Q (5585.000669 sec): 3 clusters Score: Raw -2426111.254616 + Penalty 1972.129426 = -2424139.125190 nChanged 80 SP:Iteration 34Q (5585.045646 sec): 3 clusters Score: Raw -2426120.085899 + Penalty 1972.129426 = -2424147.956472 nChanged 75 SP:Iteration 35Q (5585.090621 sec): 3 clusters Score: Raw -2426128.759878 + Penalty 1972.129426 = -2424156.630452 nChanged 82 SP:Iteration 36Q (5585.135829 sec): 3 clusters Score: Raw -2426136.727632 + Penalty 1972.129426 = -2424164.598206 nChanged 65 SP:Iteration 37Q (5585.180401 sec): 3 clusters Score: Raw -2426143.425326 + Penalty 1972.129426 = -2424171.295899 nChanged 73 SP:Iteration 38Q (5585.225197 sec): 3 clusters Score: Raw -2426150.945577 + Penalty 1972.129426 = -2424178.816151 nChanged 67 SP:Iteration 39Q (5585.269797 sec): 3 clusters Score: Raw -2426158.552239 + Penalty 1972.129426 = -2424186.422812 nChanged 60 SP:Iteration 40F (5585.319617 sec): 3 clusters Score: Raw -2426163.847043 + Penalty 1972.129426 = -2424191.717617 nChanged 51 SP:Iteration 41Q (5585.365216 sec): 3 clusters Score: Raw -2426168.486230 + Penalty 1972.129426 = -2424196.356803 nChanged 48 SP:Iteration 42Q (5585.410155 sec): 3 clusters Score: Raw -2426173.861741 + Penalty 1972.129426 = -2424201.732315 nChanged 56 SP:Iteration 43Q (5585.454875 sec): 3 clusters Score: Raw -2426179.967144 + Penalty 1972.129426 = -2424207.837718 nChanged 46 SP:Iteration 44Q (5585.499693 sec): 3 clusters Score: Raw -2426184.014517 + Penalty 1972.129426 = -2424211.885090 nChanged 50 SP:Iteration 45Q (5585.544273 sec): 3 clusters Score: Raw -2426188.074042 + Penalty 1972.129426 = -2424215.944615 nChanged 52 SP:Iteration 46Q (5585.588878 sec): 3 clusters Score: Raw -2426192.709670 + Penalty 1972.129426 = -2424220.580244 nChanged 57 SP:Iteration 47Q (5585.633600 sec): 3 clusters Score: Raw -2426198.568039 + Penalty 1972.129426 = -2424226.438613 nChanged 60 SP:Iteration 48Q (5585.677907 sec): 3 clusters Score: Raw -2426205.722376 + Penalty 1972.129426 = -2424233.592950 nChanged 54 SP:Iteration 49Q (5585.722401 sec): 3 clusters Score: Raw -2426212.454237 + Penalty 1972.129426 = -2424240.324810 nChanged 62 SP:Iteration 50Q (5585.766976 sec): 3 clusters Score: Raw -2426219.272696 + Penalty 1972.129426 = -2424247.143270 nChanged 68 SP:Iteration 51Q (5585.811331 sec): 3 clusters Score: Raw -2426227.682489 + Penalty 1972.129426 = -2424255.553063 nChanged 72 SP:Iteration 52Q (5585.855715 sec): 3 clusters Score: Raw -2426235.204634 + Penalty 1972.129426 = -2424263.075207 nChanged 61 SP:Iteration 53Q (5585.899982 sec): 3 clusters Score: Raw -2426241.727695 + Penalty 1972.129426 = -2424269.598268 nChanged 49 SP:Iteration 54Q (5585.944050 sec): 3 clusters Score: Raw -2426246.513724 + Penalty 1972.129426 = -2424274.384298 nChanged 56 SP:Iteration 55Q (5585.988247 sec): 3 clusters Score: Raw -2426253.342317 + Penalty 1972.129426 = -2424281.212891 nChanged 72 SP:Iteration 56Q (5586.032071 sec): 3 clusters Score: Raw -2426262.692131 + Penalty 1972.129426 = -2424290.562705 nChanged 59 SP:Iteration 57Q (5586.076129 sec): 3 clusters Score: Raw -2426270.308801 + Penalty 1972.129426 = -2424298.179374 nChanged 72 SP:Iteration 58Q (5586.119811 sec): 3 clusters Score: Raw -2426278.025662 + Penalty 1972.129426 = -2424305.896236 nChanged 50 SP:Iteration 59Q (5586.163634 sec): 3 clusters Score: Raw -2426282.588856 + Penalty 1972.129426 = -2424310.459430 nChanged 49 SP:Iteration 60F (5586.213404 sec): 3 clusters Score: Raw -2426287.219533 + Penalty 1972.129426 = -2424315.090107 nChanged 49 SP:Iteration 61Q (5586.257905 sec): 3 clusters Score: Raw -2426291.983706 + Penalty 1972.129426 = -2424319.854280 nChanged 49 SP:Iteration 62Q (5586.301665 sec): 3 clusters Score: Raw -2426297.763758 + Penalty 1972.129426 = -2424325.634332 nChanged 48 SP:Iteration 63Q (5586.345625 sec): 3 clusters Score: Raw -2426302.944023 + Penalty 1972.129426 = -2424330.814596 nChanged 45 SP:Iteration 64Q (5586.389014 sec): 3 clusters Score: Raw -2426307.515416 + Penalty 1972.129426 = -2424335.385990 nChanged 44 SP:Iteration 65Q (5586.432732 sec): 3 clusters Score: Raw -2426313.412554 + Penalty 1972.129426 = -2424341.283128 nChanged 53 SP:Iteration 66Q (5586.476063 sec): 3 clusters Score: Raw -2426321.063050 + Penalty 1972.129426 = -2424348.933624 nChanged 54 SP:Iteration 67Q (5586.519717 sec): 3 clusters Score: Raw -2426328.927273 + Penalty 1972.129426 = -2424356.797847 nChanged 69 SP:Iteration 68Q (5586.563051 sec): 3 clusters Score: Raw -2426340.512280 + Penalty 1972.129426 = -2424368.382854 nChanged 58 SP:Iteration 69Q (5586.606437 sec): 3 clusters Score: Raw -2426348.998062 + Penalty 1972.129426 = -2424376.868635 nChanged 53 SP:Iteration 70Q (5586.649953 sec): 3 clusters Score: Raw -2426357.448174 + Penalty 1972.129426 = -2424385.318747 nChanged 60 SP:Iteration 71Q (5586.693117 sec): 3 clusters Score: Raw -2426367.445371 + Penalty 1972.129426 = -2424395.315945 nChanged 69 SP:Iteration 72Q (5586.736223 sec): 3 clusters Score: Raw -2426379.676064 + Penalty 1972.129426 = -2424407.546637 nChanged 76 SP:Iteration 73Q (5586.784878 sec): 3 clusters Score: Raw -2426390.244875 + Penalty 1972.129426 = -2424418.115448 nChanged 53 SP:Iteration 74Q (5586.828450 sec): 3 clusters Score: Raw -2426397.747065 + Penalty 1972.129426 = -2424425.617639 nChanged 51 SP:Iteration 75Q (5586.871493 sec): 3 clusters Score: Raw -2426407.509180 + Penalty 1972.129426 = -2424435.379754 nChanged 51 SP:Iteration 76Q (5586.914442 sec): 3 clusters Score: Raw -2426414.729612 + Penalty 1972.129426 = -2424442.600185 nChanged 40 SP:Iteration 77Q (5586.957098 sec): 3 clusters Score: Raw -2426419.929302 + Penalty 1972.129426 = -2424447.799876 nChanged 40 SP:Iteration 78Q (5587.000056 sec): 3 clusters Score: Raw -2426424.462710 + Penalty 1972.129426 = -2424452.333283 nChanged 34 SP:Iteration 79Q (5587.042680 sec): 3 clusters Score: Raw -2426428.686152 + Penalty 1972.129426 = -2424456.556725 nChanged 30 SP:Iteration 80F (5587.092879 sec): 3 clusters Score: Raw -2426431.753919 + Penalty 1972.129426 = -2424459.624493 nChanged 22 SP:Iteration 81Q (5587.136225 sec): 3 clusters Score: Raw -2426433.808883 + Penalty 1972.129426 = -2424461.679457 nChanged 23 SP:Iteration 82Q (5587.178994 sec): 3 clusters Score: Raw -2426436.030087 + Penalty 1972.129426 = -2424463.900660 nChanged 21 SP:Iteration 83Q (5587.221752 sec): 3 clusters Score: Raw -2426437.776719 + Penalty 1972.129426 = -2424465.647292 nChanged 17 SP:Iteration 84Q (5587.264402 sec): 3 clusters Score: Raw -2426439.584651 + Penalty 1972.129426 = -2424467.455224 nChanged 20 SP:Iteration 85Q (5587.307137 sec): 3 clusters Score: Raw -2426442.374727 + Penalty 1972.129426 = -2424470.245300 nChanged 26 SP:Iteration 86Q (5587.349652 sec): 3 clusters Score: Raw -2426445.432203 + Penalty 1972.129426 = -2424473.302776 nChanged 33 SP:Iteration 87Q (5587.392504 sec): 3 clusters Score: Raw -2426449.242138 + Penalty 1972.129426 = -2424477.112712 nChanged 32 SP:Iteration 88Q (5587.434673 sec): 3 clusters Score: Raw -2426453.359190 + Penalty 1972.129426 = -2424481.229764 nChanged 41 SP:Iteration 89Q (5587.477518 sec): 3 clusters Score: Raw -2426458.985175 + Penalty 1972.129426 = -2424486.855749 nChanged 46 SP:Iteration 90Q (5587.520216 sec): 3 clusters Score: Raw -2426466.444223 + Penalty 1972.129426 = -2424494.314797 nChanged 46 SP:Iteration 91Q (5587.562046 sec): 3 clusters Score: Raw -2426472.434103 + Penalty 1972.129426 = -2424500.304677 nChanged 42 SP:Iteration 92Q (5587.604537 sec): 3 clusters Score: Raw -2426478.467414 + Penalty 1972.129426 = -2424506.337988 nChanged 44 SP:Iteration 93Q (5587.647468 sec): 3 clusters Score: Raw -2426485.513406 + Penalty 1972.129426 = -2424513.383979 nChanged 44 SP:Iteration 94Q (5587.689320 sec): 3 clusters Score: Raw -2426492.508144 + Penalty 1972.129426 = -2424520.378718 nChanged 44 SP:Iteration 95Q (5587.731783 sec): 3 clusters Score: Raw -2426498.947482 + Penalty 1972.129426 = -2424526.818056 nChanged 38 SP:Iteration 96Q (5587.774249 sec): 3 clusters Score: Raw -2426503.439281 + Penalty 1972.129426 = -2424531.309854 nChanged 36 SP:Iteration 97Q (5587.815956 sec): 3 clusters Score: Raw -2426507.744017 + Penalty 1972.129426 = -2424535.614590 nChanged 30 SP:Iteration 98Q (5587.858209 sec): 3 clusters Score: Raw -2426511.137502 + Penalty 1972.129426 = -2424539.008075 nChanged 23 SP:Iteration 99Q (5587.900298 sec): 3 clusters Score: Raw -2426513.425847 + Penalty 1972.129426 = -2424541.296421 nChanged 20 SP:Iteration 100F (5587.950789 sec): 3 clusters Score: Raw -2426515.237180 + Penalty 1972.129426 = -2424543.107754 nChanged 22 SP:Iteration 101Q (5587.993427 sec): 3 clusters Score: Raw -2426517.103263 + Penalty 1972.129426 = -2424544.973836 nChanged 13 SP:Iteration 102Q (5588.035062 sec): 3 clusters Score: Raw -2426518.088423 + Penalty 1972.129426 = -2424545.958997 nChanged 9 SP:Iteration 103Q (5588.077092 sec): 3 clusters Score: Raw -2426518.942950 + Penalty 1972.129426 = -2424546.813524 nChanged 10 SP:Iteration 104Q (5588.119188 sec): 3 clusters Score: Raw -2426519.867658 + Penalty 1972.129426 = -2424547.738231 nChanged 15 SP:Iteration 105Q (5588.161232 sec): 3 clusters Score: Raw -2426521.450454 + Penalty 1972.129426 = -2424549.321028 nChanged 17 SP:Iteration 106Q (5588.203236 sec): 3 clusters Score: Raw -2426522.780438 + Penalty 1972.129426 = -2424550.651012 nChanged 11 SP:Iteration 107Q (5588.245223 sec): 3 clusters Score: Raw -2426523.877724 + Penalty 1972.129426 = -2424551.748297 nChanged 9 SP:Iteration 108Q (5588.287500 sec): 3 clusters Score: Raw -2426524.726023 + Penalty 1972.129426 = -2424552.596597 nChanged 5 SP:Iteration 109Q (5588.329363 sec): 3 clusters Score: Raw -2426525.014285 + Penalty 1972.129426 = -2424552.884859 nChanged 4 SP:Iteration 110Q (5588.371478 sec): 3 clusters Score: Raw -2426525.322837 + Penalty 1972.129426 = -2424553.193411 nChanged 1 SP:Iteration 111Q (5588.413302 sec): 3 clusters Score: Raw -2426525.365785 + Penalty 1972.129426 = -2424553.236358 nChanged 0 SP:Iteration 112F (5588.463769 sec): 3 clusters Score: Raw -2426525.365785 + Penalty 1972.129426 = -2424553.236358 nChanged 0 Trying to split cluster 10 (382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.473885 sec): 2 clusters Score: Raw -16988.785538 + Penalty 564.814958 = -16423.970580 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.476059 sec): 3 clusters Score: Raw -16998.449581 + Penalty 1129.629916 = -15868.819665 nChanged 112 SP:Iteration 1F (5588.477947 sec): 3 clusters Score: Raw -17171.988153 + Penalty 1129.629916 = -16042.358237 nChanged 29 SP:Iteration 2F (5588.479838 sec): 3 clusters Score: Raw -17213.250592 + Penalty 1129.629916 = -16083.620677 nChanged 10 SP:Iteration 3Q (5588.481699 sec): 3 clusters Score: Raw -17222.711066 + Penalty 1129.629916 = -16093.081151 nChanged 5 SP:Iteration 4Q (5588.483559 sec): 3 clusters Score: Raw -17228.899956 + Penalty 1129.629916 = -16099.270040 nChanged 3 SP:Iteration 5Q (5588.485414 sec): 3 clusters Score: Raw -17233.769737 + Penalty 1129.629916 = -16104.139821 nChanged 2 SP:Iteration 6Q (5588.487252 sec): 3 clusters Score: Raw -17234.990268 + Penalty 1129.629916 = -16105.360352 nChanged 0 SP:Iteration 7F (5588.489127 sec): 3 clusters Score: Raw -17234.990268 + Penalty 1129.629916 = -16105.360352 nChanged 0 Trying to split cluster 11 (16342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5588.516612 sec): 2 clusters Score: Raw -1112144.897319 + Penalty 921.641907 = -1111223.255412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5588.548474 sec): 3 clusters Score: Raw -1102069.356403 + Penalty 1843.283814 = -1100226.072588 nChanged 7535 SP:Iteration 1F (5588.578818 sec): 3 clusters Score: Raw -1106405.944913 + Penalty 1843.283814 = -1104562.661098 nChanged 966 SP:Iteration 2F (5588.609172 sec): 3 clusters Score: Raw -1106908.213746 + Penalty 1843.283814 = -1105064.929932 nChanged 994 SP:Iteration 3F (5588.639373 sec): 3 clusters Score: Raw -1107454.816376 + Penalty 1843.283814 = -1105611.532562 nChanged 940 SP:Iteration 4F (5588.669488 sec): 3 clusters Score: Raw -1107949.861167 + Penalty 1843.283814 = -1106106.577353 nChanged 920 SP:Iteration 5F (5588.699998 sec): 3 clusters Score: Raw -1108425.030878 + Penalty 1843.283814 = -1106581.747064 nChanged 806 SP:Iteration 6Q (5588.730864 sec): 3 clusters Score: Raw -1108821.388756 + Penalty 1843.283814 = -1106978.104941 nChanged 682 SP:Iteration 7Q (5588.761576 sec): 3 clusters Score: Raw -1109137.692739 + Penalty 1843.283814 = -1107294.408925 nChanged 653 SP:Iteration 8Q (5588.791968 sec): 3 clusters Score: Raw -1109460.809380 + Penalty 1843.283814 = -1107617.525566 nChanged 617 SP:Iteration 9Q (5588.822546 sec): 3 clusters Score: Raw -1109776.838696 + Penalty 1843.283814 = -1107933.554882 nChanged 605 SP:Iteration 10Q (5588.852796 sec): 3 clusters Score: Raw -1110076.427660 + Penalty 1843.283814 = -1108233.143846 nChanged 553 SP:Iteration 11Q (5588.883235 sec): 3 clusters Score: Raw -1110318.889495 + Penalty 1843.283814 = -1108475.605680 nChanged 469 SP:Iteration 12Q (5588.913409 sec): 3 clusters Score: Raw -1110505.302956 + Penalty 1843.283814 = -1108662.019142 nChanged 384 SP:Iteration 13Q (5588.943376 sec): 3 clusters Score: Raw -1110652.479487 + Penalty 1843.283814 = -1108809.195673 nChanged 357 SP:Iteration 14Q (5588.973184 sec): 3 clusters Score: Raw -1110786.098622 + Penalty 1843.283814 = -1108942.814807 nChanged 310 SP:Iteration 15Q (5589.002833 sec): 3 clusters Score: Raw -1110918.295971 + Penalty 1843.283814 = -1109075.012157 nChanged 284 SP:Iteration 16Q (5589.032446 sec): 3 clusters Score: Raw -1111052.439400 + Penalty 1843.283814 = -1109209.155586 nChanged 294 SP:Iteration 17Q (5589.061831 sec): 3 clusters Score: Raw -1111185.487843 + Penalty 1843.283814 = -1109342.204029 nChanged 251 SP:Iteration 18Q (5589.091287 sec): 3 clusters Score: Raw -1111300.495501 + Penalty 1843.283814 = -1109457.211687 nChanged 226 SP:Iteration 19Q (5589.120613 sec): 3 clusters Score: Raw -1111409.606733 + Penalty 1843.283814 = -1109566.322919 nChanged 212 SP:Iteration 20F (5589.150811 sec): 3 clusters Score: Raw -1111500.912498 + Penalty 1843.283814 = -1109657.628683 nChanged 191 SP:Iteration 21Q (5589.180045 sec): 3 clusters Score: Raw -1111568.039626 + Penalty 1843.283814 = -1109724.755812 nChanged 174 SP:Iteration 22Q (5589.208858 sec): 3 clusters Score: Raw -1111615.607466 + Penalty 1843.283814 = -1109772.323651 nChanged 139 SP:Iteration 23Q (5589.237837 sec): 3 clusters Score: Raw -1111652.167828 + Penalty 1843.283814 = -1109808.884013 nChanged 125 SP:Iteration 24Q (5589.266631 sec): 3 clusters Score: Raw -1111683.398124 + Penalty 1843.283814 = -1109840.114310 nChanged 125 SP:Iteration 25Q (5589.295352 sec): 3 clusters Score: Raw -1111717.043771 + Penalty 1843.283814 = -1109873.759956 nChanged 120 SP:Iteration 26Q (5589.324147 sec): 3 clusters Score: Raw -1111747.162557 + Penalty 1843.283814 = -1109903.878742 nChanged 111 SP:Iteration 27Q (5589.352771 sec): 3 clusters Score: Raw -1111769.638709 + Penalty 1843.283814 = -1109926.354895 nChanged 91 SP:Iteration 28Q (5589.381355 sec): 3 clusters Score: Raw -1111786.998919 + Penalty 1843.283814 = -1109943.715104 nChanged 92 SP:Iteration 29Q (5589.409917 sec): 3 clusters Score: Raw -1111805.810442 + Penalty 1843.283814 = -1109962.526628 nChanged 86 SP:Iteration 30Q (5589.438386 sec): 3 clusters Score: Raw -1111822.087627 + Penalty 1843.283814 = -1109978.803812 nChanged 96 SP:Iteration 31Q (5589.466994 sec): 3 clusters Score: Raw -1111839.477203 + Penalty 1843.283814 = -1109996.193389 nChanged 79 SP:Iteration 32Q (5589.495294 sec): 3 clusters Score: Raw -1111854.401237 + Penalty 1843.283814 = -1110011.117422 nChanged 69 SP:Iteration 33Q (5589.523605 sec): 3 clusters Score: Raw -1111868.352126 + Penalty 1843.283814 = -1110025.068312 nChanged 74 SP:Iteration 34Q (5589.551957 sec): 3 clusters Score: Raw -1111883.483510 + Penalty 1843.283814 = -1110040.199696 nChanged 81 SP:Iteration 35Q (5589.580086 sec): 3 clusters Score: Raw -1111899.576800 + Penalty 1843.283814 = -1110056.292985 nChanged 77 SP:Iteration 36Q (5589.608285 sec): 3 clusters Score: Raw -1111915.066026 + Penalty 1843.283814 = -1110071.782211 nChanged 83 SP:Iteration 37Q (5589.636481 sec): 3 clusters Score: Raw -1111934.116240 + Penalty 1843.283814 = -1110090.832425 nChanged 76 SP:Iteration 38Q (5589.664540 sec): 3 clusters Score: Raw -1111951.557328 + Penalty 1843.283814 = -1110108.273514 nChanged 78 SP:Iteration 39Q (5589.692624 sec): 3 clusters Score: Raw -1111968.420441 + Penalty 1843.283814 = -1110125.136626 nChanged 71 SP:Iteration 40F (5589.724370 sec): 3 clusters Score: Raw -1111985.401841 + Penalty 1843.283814 = -1110142.118026 nChanged 72 SP:Iteration 41Q (5589.752431 sec): 3 clusters Score: Raw -1112003.842690 + Penalty 1843.283814 = -1110160.558876 nChanged 82 SP:Iteration 42Q (5589.780419 sec): 3 clusters Score: Raw -1112023.220254 + Penalty 1843.283814 = -1110179.936440 nChanged 75 SP:Iteration 43Q (5589.808500 sec): 3 clusters Score: Raw -1112042.237586 + Penalty 1843.283814 = -1110198.953772 nChanged 80 SP:Iteration 44Q (5589.836330 sec): 3 clusters Score: Raw -1112063.094599 + Penalty 1843.283814 = -1110219.810785 nChanged 89 SP:Iteration 45Q (5589.864219 sec): 3 clusters Score: Raw -1112087.444604 + Penalty 1843.283814 = -1110244.160790 nChanged 81 SP:Iteration 46Q (5589.891850 sec): 3 clusters Score: Raw -1112110.183168 + Penalty 1843.283814 = -1110266.899353 nChanged 83 SP:Iteration 47Q (5589.919588 sec): 3 clusters Score: Raw -1112131.048956 + Penalty 1843.283814 = -1110287.765142 nChanged 78 SP:Iteration 48Q (5589.947258 sec): 3 clusters Score: Raw -1112150.389227 + Penalty 1843.283814 = -1110307.105412 nChanged 73 SP:Iteration 49Q (5589.974836 sec): 3 clusters Score: Raw -1112167.143109 + Penalty 1843.283814 = -1110323.859294 nChanged 63 SP:Iteration 50Q (5590.002251 sec): 3 clusters Score: Raw -1112180.944426 + Penalty 1843.283814 = -1110337.660611 nChanged 58 SP:Iteration 51Q (5590.029788 sec): 3 clusters Score: Raw -1112194.628577 + Penalty 1843.283814 = -1110351.344763 nChanged 55 SP:Iteration 52Q (5590.057304 sec): 3 clusters Score: Raw -1112205.995656 + Penalty 1843.283814 = -1110362.711842 nChanged 53 SP:Iteration 53Q (5590.084794 sec): 3 clusters Score: Raw -1112216.489213 + Penalty 1843.283814 = -1110373.205399 nChanged 43 SP:Iteration 54Q (5590.112317 sec): 3 clusters Score: Raw -1112227.763671 + Penalty 1843.283814 = -1110384.479857 nChanged 50 SP:Iteration 55Q (5590.139567 sec): 3 clusters Score: Raw -1112239.640219 + Penalty 1843.283814 = -1110396.356404 nChanged 49 SP:Iteration 56Q (5590.166887 sec): 3 clusters Score: Raw -1112250.968222 + Penalty 1843.283814 = -1110407.684408 nChanged 41 SP:Iteration 57Q (5590.194119 sec): 3 clusters Score: Raw -1112258.463059 + Penalty 1843.283814 = -1110415.179245 nChanged 33 SP:Iteration 58Q (5590.221241 sec): 3 clusters Score: Raw -1112264.866481 + Penalty 1843.283814 = -1110421.582666 nChanged 29 SP:Iteration 59Q (5590.248422 sec): 3 clusters Score: Raw -1112270.562584 + Penalty 1843.283814 = -1110427.278770 nChanged 22 SP:Iteration 60F (5590.278817 sec): 3 clusters Score: Raw -1112274.236831 + Penalty 1843.283814 = -1110430.953017 nChanged 17 SP:Iteration 61Q (5590.305891 sec): 3 clusters Score: Raw -1112277.026678 + Penalty 1843.283814 = -1110433.742864 nChanged 15 SP:Iteration 62Q (5590.332886 sec): 3 clusters Score: Raw -1112278.975495 + Penalty 1843.283814 = -1110435.691681 nChanged 13 SP:Iteration 63Q (5590.359986 sec): 3 clusters Score: Raw -1112280.951199 + Penalty 1843.283814 = -1110437.667385 nChanged 13 SP:Iteration 64Q (5590.387130 sec): 3 clusters Score: Raw -1112282.693205 + Penalty 1843.283814 = -1110439.409390 nChanged 14 SP:Iteration 65Q (5590.414031 sec): 3 clusters Score: Raw -1112284.555011 + Penalty 1843.283814 = -1110441.271196 nChanged 9 SP:Iteration 66Q (5590.441019 sec): 3 clusters Score: Raw -1112285.776187 + Penalty 1843.283814 = -1110442.492373 nChanged 15 SP:Iteration 67Q (5590.469506 sec): 3 clusters Score: Raw -1112288.367776 + Penalty 1843.283814 = -1110445.083962 nChanged 7 SP:Iteration 68Q (5590.496688 sec): 3 clusters Score: Raw -1112289.717567 + Penalty 1843.283814 = -1110446.433752 nChanged 7 SP:Iteration 69Q (5590.523825 sec): 3 clusters Score: Raw -1112290.693881 + Penalty 1843.283814 = -1110447.410067 nChanged 6 SP:Iteration 70Q (5590.550794 sec): 3 clusters Score: Raw -1112291.321087 + Penalty 1843.283814 = -1110448.037272 nChanged 4 SP:Iteration 71Q (5590.577756 sec): 3 clusters Score: Raw -1112291.762438 + Penalty 1843.283814 = -1110448.478623 nChanged 5 SP:Iteration 72Q (5590.604739 sec): 3 clusters Score: Raw -1112292.483424 + Penalty 1843.283814 = -1110449.199610 nChanged 8 SP:Iteration 73Q (5590.631643 sec): 3 clusters Score: Raw -1112294.568699 + Penalty 1843.283814 = -1110451.284884 nChanged 8 SP:Iteration 74Q (5590.658515 sec): 3 clusters Score: Raw -1112295.902718 + Penalty 1843.283814 = -1110452.618904 nChanged 10 SP:Iteration 75Q (5590.685659 sec): 3 clusters Score: Raw -1112297.898005 + Penalty 1843.283814 = -1110454.614191 nChanged 16 SP:Iteration 76Q (5590.712628 sec): 3 clusters Score: Raw -1112301.330435 + Penalty 1843.283814 = -1110458.046620 nChanged 20 SP:Iteration 77Q (5590.739457 sec): 3 clusters Score: Raw -1112306.039891 + Penalty 1843.283814 = -1110462.756077 nChanged 22 SP:Iteration 78Q (5590.766680 sec): 3 clusters Score: Raw -1112309.037739 + Penalty 1843.283814 = -1110465.753925 nChanged 12 SP:Iteration 79Q (5590.793671 sec): 3 clusters Score: Raw -1112311.164049 + Penalty 1843.283814 = -1110467.880235 nChanged 9 SP:Iteration 80F (5590.823873 sec): 3 clusters Score: Raw -1112313.427553 + Penalty 1843.283814 = -1110470.143738 nChanged 13 SP:Iteration 81Q (5590.850883 sec): 3 clusters Score: Raw -1112316.122282 + Penalty 1843.283814 = -1110472.838468 nChanged 12 SP:Iteration 82Q (5590.877744 sec): 3 clusters Score: Raw -1112318.656717 + Penalty 1843.283814 = -1110475.372902 nChanged 12 SP:Iteration 83Q (5590.904550 sec): 3 clusters Score: Raw -1112321.074828 + Penalty 1843.283814 = -1110477.791014 nChanged 11 SP:Iteration 84Q (5590.931415 sec): 3 clusters Score: Raw -1112324.360309 + Penalty 1843.283814 = -1110481.076495 nChanged 17 SP:Iteration 85Q (5590.958329 sec): 3 clusters Score: Raw -1112329.044463 + Penalty 1843.283814 = -1110485.760649 nChanged 19 SP:Iteration 86Q (5590.985138 sec): 3 clusters Score: Raw -1112332.818691 + Penalty 1843.283814 = -1110489.534877 nChanged 19 SP:Iteration 87Q (5591.012173 sec): 3 clusters Score: Raw -1112337.671767 + Penalty 1843.283814 = -1110494.387953 nChanged 20 SP:Iteration 88Q (5591.038915 sec): 3 clusters Score: Raw -1112342.147376 + Penalty 1843.283814 = -1110498.863561 nChanged 20 SP:Iteration 89Q (5591.065733 sec): 3 clusters Score: Raw -1112346.665334 + Penalty 1843.283814 = -1110503.381520 nChanged 23 SP:Iteration 90Q (5591.092658 sec): 3 clusters Score: Raw -1112351.255326 + Penalty 1843.283814 = -1110507.971512 nChanged 18 SP:Iteration 91Q (5591.119394 sec): 3 clusters Score: Raw -1112355.112854 + Penalty 1843.283814 = -1110511.829039 nChanged 22 SP:Iteration 92Q (5591.146286 sec): 3 clusters Score: Raw -1112360.640536 + Penalty 1843.283814 = -1110517.356722 nChanged 17 SP:Iteration 93Q (5591.173337 sec): 3 clusters Score: Raw -1112364.215217 + Penalty 1843.283814 = -1110520.931402 nChanged 8 SP:Iteration 94Q (5591.200041 sec): 3 clusters Score: Raw -1112366.802016 + Penalty 1843.283814 = -1110523.518202 nChanged 19 SP:Iteration 95Q (5591.226735 sec): 3 clusters Score: Raw -1112371.524796 + Penalty 1843.283814 = -1110528.240981 nChanged 15 SP:Iteration 96Q (5591.253536 sec): 3 clusters Score: Raw -1112374.532950 + Penalty 1843.283814 = -1110531.249135 nChanged 12 SP:Iteration 97Q (5591.280299 sec): 3 clusters Score: Raw -1112376.439764 + Penalty 1843.283814 = -1110533.155949 nChanged 5 SP:Iteration 98Q (5591.306974 sec): 3 clusters Score: Raw -1112377.543766 + Penalty 1843.283814 = -1110534.259952 nChanged 9 SP:Iteration 99Q (5591.333657 sec): 3 clusters Score: Raw -1112380.211463 + Penalty 1843.283814 = -1110536.927649 nChanged 10 SP:Iteration 100F (5591.364053 sec): 3 clusters Score: Raw -1112382.314792 + Penalty 1843.283814 = -1110539.030978 nChanged 4 SP:Iteration 101Q (5591.390939 sec): 3 clusters Score: Raw -1112382.929716 + Penalty 1843.283814 = -1110539.645902 nChanged 2 SP:Iteration 102Q (5591.417671 sec): 3 clusters Score: Raw -1112383.299347 + Penalty 1843.283814 = -1110540.015532 nChanged 3 SP:Iteration 103Q (5591.444448 sec): 3 clusters Score: Raw -1112383.763430 + Penalty 1843.283814 = -1110540.479615 nChanged 2 SP:Iteration 104Q (5591.471094 sec): 3 clusters Score: Raw -1112384.149618 + Penalty 1843.283814 = -1110540.865804 nChanged 0 SP:Iteration 105F (5591.522927 sec): 3 clusters Score: Raw -1112384.149618 + Penalty 1843.283814 = -1110540.865804 nChanged 0 Trying to split cluster 12 (7367 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5591.540996 sec): 2 clusters Score: Raw -520034.690304 + Penalty 845.952755 = -519188.737549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5591.563575 sec): 3 clusters Score: Raw -515828.354971 + Penalty 1691.905511 = -514136.449460 nChanged 3219 SP:Iteration 1F (5591.585583 sec): 3 clusters Score: Raw -517654.101649 + Penalty 1691.905511 = -515962.196138 nChanged 483 SP:Iteration 2F (5591.608029 sec): 3 clusters Score: Raw -517881.239450 + Penalty 1691.905511 = -516189.333939 nChanged 458 SP:Iteration 3F (5591.629956 sec): 3 clusters Score: Raw -518092.690854 + Penalty 1691.905511 = -516400.785343 nChanged 377 SP:Iteration 4F (5591.651535 sec): 3 clusters Score: Raw -518262.994498 + Penalty 1691.905511 = -516571.088987 nChanged 346 SP:Iteration 5Q (5591.673376 sec): 3 clusters Score: Raw -518404.368535 + Penalty 1691.905511 = -516712.463024 nChanged 279 SP:Iteration 6Q (5591.695327 sec): 3 clusters Score: Raw -518522.192625 + Penalty 1691.905511 = -516830.287114 nChanged 255 SP:Iteration 7Q (5591.717063 sec): 3 clusters Score: Raw -518610.172383 + Penalty 1691.905511 = -516918.266873 nChanged 208 SP:Iteration 8Q (5591.739145 sec): 3 clusters Score: Raw -518679.646028 + Penalty 1691.905511 = -516987.740517 nChanged 176 SP:Iteration 9Q (5591.761070 sec): 3 clusters Score: Raw -518735.120097 + Penalty 1691.905511 = -517043.214586 nChanged 156 SP:Iteration 10Q (5591.783104 sec): 3 clusters Score: Raw -518778.655292 + Penalty 1691.905511 = -517086.749781 nChanged 149 SP:Iteration 11Q (5591.805155 sec): 3 clusters Score: Raw -518819.763845 + Penalty 1691.905511 = -517127.858334 nChanged 147 SP:Iteration 12Q (5591.827192 sec): 3 clusters Score: Raw -518865.102722 + Penalty 1691.905511 = -517173.197211 nChanged 135 SP:Iteration 13Q (5591.849294 sec): 3 clusters Score: Raw -518906.954211 + Penalty 1691.905511 = -517215.048700 nChanged 133 SP:Iteration 14Q (5591.871417 sec): 3 clusters Score: Raw -518954.321471 + Penalty 1691.905511 = -517262.415960 nChanged 145 SP:Iteration 15Q (5591.893398 sec): 3 clusters Score: Raw -519004.544564 + Penalty 1691.905511 = -517312.639053 nChanged 134 SP:Iteration 16Q (5591.915611 sec): 3 clusters Score: Raw -519055.363973 + Penalty 1691.905511 = -517363.458462 nChanged 143 SP:Iteration 17Q (5591.937469 sec): 3 clusters Score: Raw -519123.920643 + Penalty 1691.905511 = -517432.015132 nChanged 138 SP:Iteration 18Q (5591.959288 sec): 3 clusters Score: Raw -519198.801602 + Penalty 1691.905511 = -517506.896091 nChanged 139 SP:Iteration 19Q (5591.981158 sec): 3 clusters Score: Raw -519275.602368 + Penalty 1691.905511 = -517583.696857 nChanged 139 SP:Iteration 20F (5592.002570 sec): 3 clusters Score: Raw -519367.045328 + Penalty 1691.905511 = -517675.139817 nChanged 143 SP:Iteration 21Q (5592.024421 sec): 3 clusters Score: Raw -519465.315422 + Penalty 1691.905511 = -517773.409911 nChanged 132 SP:Iteration 22Q (5592.046468 sec): 3 clusters Score: Raw -519558.271376 + Penalty 1691.905511 = -517866.365865 nChanged 121 SP:Iteration 23Q (5592.067897 sec): 3 clusters Score: Raw -519620.521142 + Penalty 1691.905511 = -517928.615631 nChanged 101 SP:Iteration 24Q (5592.089147 sec): 3 clusters Score: Raw -519668.314588 + Penalty 1691.905511 = -517976.409077 nChanged 85 SP:Iteration 25Q (5592.110557 sec): 3 clusters Score: Raw -519706.581949 + Penalty 1691.905511 = -518014.676438 nChanged 80 SP:Iteration 26Q (5592.131677 sec): 3 clusters Score: Raw -519739.796484 + Penalty 1691.905511 = -518047.890973 nChanged 68 SP:Iteration 27Q (5592.152933 sec): 3 clusters Score: Raw -519771.858696 + Penalty 1691.905511 = -518079.953185 nChanged 60 SP:Iteration 28Q (5592.174019 sec): 3 clusters Score: Raw -519799.805392 + Penalty 1691.905511 = -518107.899881 nChanged 50 SP:Iteration 29Q (5592.195138 sec): 3 clusters Score: Raw -519818.252250 + Penalty 1691.905511 = -518126.346739 nChanged 47 SP:Iteration 30Q (5592.216015 sec): 3 clusters Score: Raw -519834.151297 + Penalty 1691.905511 = -518142.245786 nChanged 44 SP:Iteration 31Q (5592.236678 sec): 3 clusters Score: Raw -519851.413652 + Penalty 1691.905511 = -518159.508141 nChanged 43 SP:Iteration 32Q (5592.257482 sec): 3 clusters Score: Raw -519868.695345 + Penalty 1691.905511 = -518176.789834 nChanged 43 SP:Iteration 33Q (5592.278422 sec): 3 clusters Score: Raw -519887.143806 + Penalty 1691.905511 = -518195.238295 nChanged 41 SP:Iteration 34Q (5592.299273 sec): 3 clusters Score: Raw -519900.350787 + Penalty 1691.905511 = -518208.445276 nChanged 25 SP:Iteration 35Q (5592.319983 sec): 3 clusters Score: Raw -519909.235584 + Penalty 1691.905511 = -518217.330073 nChanged 20 SP:Iteration 36Q (5592.340786 sec): 3 clusters Score: Raw -519915.655748 + Penalty 1691.905511 = -518223.750237 nChanged 27 SP:Iteration 37Q (5592.361207 sec): 3 clusters Score: Raw -519926.703646 + Penalty 1691.905511 = -518234.798135 nChanged 29 SP:Iteration 38Q (5592.382223 sec): 3 clusters Score: Raw -519938.913708 + Penalty 1691.905511 = -518247.008197 nChanged 34 SP:Iteration 39Q (5592.402490 sec): 3 clusters Score: Raw -519959.449160 + Penalty 1691.905511 = -518267.543649 nChanged 45 SP:Iteration 40F (5592.424396 sec): 3 clusters Score: Raw -519988.213032 + Penalty 1691.905511 = -518296.307521 nChanged 39 SP:Iteration 41Q (5592.444985 sec): 3 clusters Score: Raw -520012.936635 + Penalty 1691.905511 = -518321.031124 nChanged 42 SP:Iteration 42Q (5592.465981 sec): 3 clusters Score: Raw -520036.139132 + Penalty 1691.905511 = -518344.233621 nChanged 37 SP:Iteration 43Q (5592.486684 sec): 3 clusters Score: Raw -520053.831537 + Penalty 1691.905511 = -518361.926026 nChanged 28 SP:Iteration 44Q (5592.507380 sec): 3 clusters Score: Raw -520066.300020 + Penalty 1691.905511 = -518374.394510 nChanged 23 SP:Iteration 45Q (5592.528090 sec): 3 clusters Score: Raw -520079.424716 + Penalty 1691.905511 = -518387.519205 nChanged 21 SP:Iteration 46Q (5592.548664 sec): 3 clusters Score: Raw -520093.361358 + Penalty 1691.905511 = -518401.455847 nChanged 27 SP:Iteration 47Q (5592.569113 sec): 3 clusters Score: Raw -520108.768542 + Penalty 1691.905511 = -518416.863031 nChanged 22 SP:Iteration 48Q (5592.589548 sec): 3 clusters Score: Raw -520123.448899 + Penalty 1691.905511 = -518431.543388 nChanged 22 SP:Iteration 49Q (5592.609899 sec): 3 clusters Score: Raw -520137.370526 + Penalty 1691.905511 = -518445.465015 nChanged 18 SP:Iteration 50Q (5592.630523 sec): 3 clusters Score: Raw -520150.068202 + Penalty 1691.905511 = -518458.162691 nChanged 17 SP:Iteration 51Q (5592.650768 sec): 3 clusters Score: Raw -520163.806776 + Penalty 1691.905511 = -518471.901265 nChanged 20 SP:Iteration 52Q (5592.671325 sec): 3 clusters Score: Raw -520175.777816 + Penalty 1691.905511 = -518483.872305 nChanged 19 SP:Iteration 53Q (5592.691950 sec): 3 clusters Score: Raw -520188.231181 + Penalty 1691.905511 = -518496.325671 nChanged 23 SP:Iteration 54Q (5592.712436 sec): 3 clusters Score: Raw -520202.822663 + Penalty 1691.905511 = -518510.917152 nChanged 15 SP:Iteration 55Q (5592.733173 sec): 3 clusters Score: Raw -520209.753215 + Penalty 1691.905511 = -518517.847704 nChanged 18 SP:Iteration 56Q (5592.753477 sec): 3 clusters Score: Raw -520217.254452 + Penalty 1691.905511 = -518525.348942 nChanged 10 SP:Iteration 57Q (5592.774075 sec): 3 clusters Score: Raw -520221.270124 + Penalty 1691.905511 = -518529.364613 nChanged 5 SP:Iteration 58Q (5592.794580 sec): 3 clusters Score: Raw -520224.414364 + Penalty 1691.905511 = -518532.508853 nChanged 5 SP:Iteration 59Q (5592.815035 sec): 3 clusters Score: Raw -520227.473386 + Penalty 1691.905511 = -518535.567875 nChanged 6 SP:Iteration 60F (5592.836994 sec): 3 clusters Score: Raw -520231.369019 + Penalty 1691.905511 = -518539.463508 nChanged 10 SP:Iteration 61Q (5592.857406 sec): 3 clusters Score: Raw -520233.791576 + Penalty 1691.905511 = -518541.886065 nChanged 2 SP:Iteration 62Q (5592.878119 sec): 3 clusters Score: Raw -520234.398303 + Penalty 1691.905511 = -518542.492792 nChanged 2 SP:Iteration 63Q (5592.898351 sec): 3 clusters Score: Raw -520234.849570 + Penalty 1691.905511 = -518542.944059 nChanged 2 SP:Iteration 64Q (5592.918839 sec): 3 clusters Score: Raw -520235.142534 + Penalty 1691.905511 = -518543.237023 nChanged 0 SP:Iteration 65F (5592.940589 sec): 3 clusters Score: Raw -520235.142534 + Penalty 1691.905511 = -518543.237023 nChanged 0 Trying to split cluster 13 (60261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5593.011429 sec): 2 clusters Score: Raw -4489770.339567 + Penalty 1045.611839 = -4488724.727728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5593.098193 sec): 3 clusters Score: Raw -4450448.908538 + Penalty 2091.223677 = -4448357.684861 nChanged 28815 SP:Iteration 1F (5593.176001 sec): 3 clusters Score: Raw -4467345.677131 + Penalty 2091.223677 = -4465254.453454 nChanged 2447 SP:Iteration 2Q (5593.260780 sec): 3 clusters Score: Raw -4468189.901302 + Penalty 2091.223677 = -4466098.677625 nChanged 2893 SP:Iteration 3Q (5593.345059 sec): 3 clusters Score: Raw -4469417.539701 + Penalty 2091.223677 = -4467326.316024 nChanged 3600 SP:Iteration 4F (5593.430342 sec): 3 clusters Score: Raw -4471397.673124 + Penalty 2091.223677 = -4469306.449446 nChanged 4504 SP:Iteration 5F (5593.511808 sec): 3 clusters Score: Raw -4474529.071119 + Penalty 2091.223677 = -4472437.847442 nChanged 4962 SP:Iteration 6F (5593.590021 sec): 3 clusters Score: Raw -4478690.569602 + Penalty 2091.223677 = -4476599.345924 nChanged 4562 SP:Iteration 7F (5593.675083 sec): 3 clusters Score: Raw -4482869.272118 + Penalty 2091.223677 = -4480778.048441 nChanged 3345 SP:Iteration 8F (5593.759233 sec): 3 clusters Score: Raw -4485942.774923 + Penalty 2091.223677 = -4483851.551246 nChanged 2039 SP:Iteration 9Q (5593.840605 sec): 3 clusters Score: Raw -4487685.109429 + Penalty 2091.223677 = -4485593.885752 nChanged 1202 SP:Iteration 10Q (5593.914643 sec): 3 clusters Score: Raw -4488670.592179 + Penalty 2091.223677 = -4486579.368501 nChanged 728 SP:Iteration 11Q (5593.985789 sec): 3 clusters Score: Raw -4489266.841522 + Penalty 2091.223677 = -4487175.617845 nChanged 400 SP:Iteration 12Q (5594.056516 sec): 3 clusters Score: Raw -4489568.318072 + Penalty 2091.223677 = -4487477.094394 nChanged 204 SP:Iteration 13Q (5594.125704 sec): 3 clusters Score: Raw -4489708.335563 + Penalty 2091.223677 = -4487617.111886 nChanged 112 SP:Iteration 14Q (5594.194195 sec): 3 clusters Score: Raw -4489786.285543 + Penalty 2091.223677 = -4487695.061866 nChanged 69 SP:Iteration 15Q (5594.262482 sec): 3 clusters Score: Raw -4489829.817693 + Penalty 2091.223677 = -4487738.594016 nChanged 59 SP:Iteration 16Q (5594.330827 sec): 3 clusters Score: Raw -4489870.473223 + Penalty 2091.223677 = -4487779.249546 nChanged 40 SP:Iteration 17Q (5594.398984 sec): 3 clusters Score: Raw -4489894.481639 + Penalty 2091.223677 = -4487803.257962 nChanged 33 SP:Iteration 18Q (5594.466899 sec): 3 clusters Score: Raw -4489909.275822 + Penalty 2091.223677 = -4487818.052145 nChanged 17 SP:Iteration 19Q (5594.534695 sec): 3 clusters Score: Raw -4489920.254922 + Penalty 2091.223677 = -4487829.031244 nChanged 11 SP:Iteration 20F (5594.613577 sec): 3 clusters Score: Raw -4489928.639350 + Penalty 2091.223677 = -4487837.415672 nChanged 10 SP:Iteration 21Q (5594.681374 sec): 3 clusters Score: Raw -4489935.752347 + Penalty 2091.223677 = -4487844.528670 nChanged 11 SP:Iteration 22Q (5594.749326 sec): 3 clusters Score: Raw -4489943.168941 + Penalty 2091.223677 = -4487851.945264 nChanged 9 SP:Iteration 23Q (5594.817252 sec): 3 clusters Score: Raw -4489947.885639 + Penalty 2091.223677 = -4487856.661962 nChanged 4 SP:Iteration 24Q (5594.885063 sec): 3 clusters Score: Raw -4489949.527399 + Penalty 2091.223677 = -4487858.303722 nChanged 1 SP:Iteration 25Q (5594.952839 sec): 3 clusters Score: Raw -4489949.679649 + Penalty 2091.223677 = -4487858.455971 nChanged 1 SP:Iteration 26Q (5595.020633 sec): 3 clusters Score: Raw -4489949.910306 + Penalty 2091.223677 = -4487858.686629 nChanged 1 SP:Iteration 27Q (5595.088590 sec): 3 clusters Score: Raw -4489950.169396 + Penalty 2091.223677 = -4487858.945719 nChanged 2 SP:Iteration 28Q (5595.156526 sec): 3 clusters Score: Raw -4489951.241024 + Penalty 2091.223677 = -4487860.017347 nChanged 1 SP:Iteration 29Q (5595.224470 sec): 3 clusters Score: Raw -4489951.418070 + Penalty 2091.223677 = -4487860.194393 nChanged 1 SP:Iteration 30Q (5595.292458 sec): 3 clusters Score: Raw -4489951.817139 + Penalty 2091.223677 = -4487860.593462 nChanged 1 SP:Iteration 31Q (5595.360441 sec): 3 clusters Score: Raw -4489952.106683 + Penalty 2091.223677 = -4487860.883006 nChanged 0 SP:Iteration 32F (5595.439228 sec): 3 clusters Score: Raw -4489952.106683 + Penalty 2091.223677 = -4487860.883006 nChanged 0 Trying to split cluster 14 (8393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5595.450902 sec): 2 clusters Score: Raw -605092.358103 + Penalty 858.339564 = -604234.018539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5595.474536 sec): 3 clusters Score: Raw -600128.932860 + Penalty 1716.679128 = -598412.253733 nChanged 3715 SP:Iteration 1F (5595.497078 sec): 3 clusters Score: Raw -602277.369474 + Penalty 1716.679128 = -600560.690346 nChanged 648 SP:Iteration 2F (5595.520171 sec): 3 clusters Score: Raw -602735.743006 + Penalty 1716.679128 = -601019.063878 nChanged 675 SP:Iteration 3F (5595.542737 sec): 3 clusters Score: Raw -603198.383367 + Penalty 1716.679128 = -601481.704239 nChanged 614 SP:Iteration 4F (5595.565532 sec): 3 clusters Score: Raw -603655.889874 + Penalty 1716.679128 = -601939.210746 nChanged 519 SP:Iteration 5F (5595.588303 sec): 3 clusters Score: Raw -604043.566980 + Penalty 1716.679128 = -602326.887853 nChanged 442 SP:Iteration 6F (5595.610944 sec): 3 clusters Score: Raw -604334.530622 + Penalty 1716.679128 = -602617.851495 nChanged 346 SP:Iteration 7Q (5595.633801 sec): 3 clusters Score: Raw -604535.098504 + Penalty 1716.679128 = -602818.419377 nChanged 304 SP:Iteration 8Q (5595.656400 sec): 3 clusters Score: Raw -604670.766053 + Penalty 1716.679128 = -602954.086925 nChanged 210 SP:Iteration 9Q (5595.678933 sec): 3 clusters Score: Raw -604742.515665 + Penalty 1716.679128 = -603025.836537 nChanged 161 SP:Iteration 10Q (5595.701359 sec): 3 clusters Score: Raw -604796.763015 + Penalty 1716.679128 = -603080.083887 nChanged 119 SP:Iteration 11Q (5595.723817 sec): 3 clusters Score: Raw -604824.380467 + Penalty 1716.679128 = -603107.701339 nChanged 89 SP:Iteration 12Q (5595.746360 sec): 3 clusters Score: Raw -604843.313295 + Penalty 1716.679128 = -603126.634168 nChanged 81 SP:Iteration 13Q (5595.768866 sec): 3 clusters Score: Raw -604858.656854 + Penalty 1716.679128 = -603141.977726 nChanged 60 SP:Iteration 14Q (5595.791240 sec): 3 clusters Score: Raw -604872.114047 + Penalty 1716.679128 = -603155.434920 nChanged 55 SP:Iteration 15Q (5595.813465 sec): 3 clusters Score: Raw -604882.916383 + Penalty 1716.679128 = -603166.237255 nChanged 50 SP:Iteration 16Q (5595.836157 sec): 3 clusters Score: Raw -604889.890918 + Penalty 1716.679128 = -603173.211790 nChanged 40 SP:Iteration 17Q (5595.858470 sec): 3 clusters Score: Raw -604894.889491 + Penalty 1716.679128 = -603178.210364 nChanged 31 SP:Iteration 18Q (5595.880682 sec): 3 clusters Score: Raw -604898.569677 + Penalty 1716.679128 = -603181.890549 nChanged 29 SP:Iteration 19Q (5595.903424 sec): 3 clusters Score: Raw -604901.608748 + Penalty 1716.679128 = -603184.929620 nChanged 20 SP:Iteration 20F (5595.926063 sec): 3 clusters Score: Raw -604903.863035 + Penalty 1716.679128 = -603187.183907 nChanged 13 SP:Iteration 21Q (5595.948209 sec): 3 clusters Score: Raw -604904.875527 + Penalty 1716.679128 = -603188.196399 nChanged 12 SP:Iteration 22Q (5595.970450 sec): 3 clusters Score: Raw -604905.947334 + Penalty 1716.679128 = -603189.268206 nChanged 11 SP:Iteration 23Q (5595.992852 sec): 3 clusters Score: Raw -604906.809143 + Penalty 1716.679128 = -603190.130015 nChanged 8 SP:Iteration 24Q (5596.015172 sec): 3 clusters Score: Raw -604907.539756 + Penalty 1716.679128 = -603190.860628 nChanged 7 SP:Iteration 25Q (5596.037369 sec): 3 clusters Score: Raw -604907.988895 + Penalty 1716.679128 = -603191.309767 nChanged 3 SP:Iteration 26Q (5596.059635 sec): 3 clusters Score: Raw -604908.392860 + Penalty 1716.679128 = -603191.713733 nChanged 4 SP:Iteration 27Q (5596.082101 sec): 3 clusters Score: Raw -604908.812536 + Penalty 1716.679128 = -603192.133408 nChanged 3 SP:Iteration 28Q (5596.104386 sec): 3 clusters Score: Raw -604909.045807 + Penalty 1716.679128 = -603192.366679 nChanged 3 SP:Iteration 29Q (5596.150969 sec): 3 clusters Score: Raw -604909.181077 + Penalty 1716.679128 = -603192.501949 nChanged 1 SP:Iteration 30Q (5596.173147 sec): 3 clusters Score: Raw -604909.194046 + Penalty 1716.679128 = -603192.514918 nChanged 0 SP:Iteration 31F (5596.195881 sec): 3 clusters Score: Raw -604909.194046 + Penalty 1716.679128 = -603192.514918 nChanged 0 Trying to split cluster 15 (2900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5596.211324 sec): 2 clusters Score: Raw -200978.317456 + Penalty 757.384272 = -200220.933184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5596.224944 sec): 3 clusters Score: Raw -199476.463399 + Penalty 1514.768543 = -197961.694856 nChanged 1205 SP:Iteration 1F (5596.235472 sec): 3 clusters Score: Raw -200225.425612 + Penalty 1514.768543 = -198710.657069 nChanged 214 SP:Iteration 2F (5596.246101 sec): 3 clusters Score: Raw -200388.506996 + Penalty 1514.768543 = -198873.738453 nChanged 182 SP:Iteration 3F (5596.256664 sec): 3 clusters Score: Raw -200532.626504 + Penalty 1514.768543 = -199017.857960 nChanged 131 SP:Iteration 4Q (5596.267267 sec): 3 clusters Score: Raw -200634.987133 + Penalty 1514.768543 = -199120.218590 nChanged 133 SP:Iteration 5Q (5596.277978 sec): 3 clusters Score: Raw -200746.291360 + Penalty 1514.768543 = -199231.522817 nChanged 170 SP:Iteration 6F (5596.288465 sec): 3 clusters Score: Raw -200901.199686 + Penalty 1514.768543 = -199386.431143 nChanged 147 SP:Iteration 7F (5596.299067 sec): 3 clusters Score: Raw -201012.962515 + Penalty 1514.768543 = -199498.193972 nChanged 133 SP:Iteration 8Q (5596.309561 sec): 3 clusters Score: Raw -201108.440834 + Penalty 1514.768543 = -199593.672291 nChanged 117 SP:Iteration 9Q (5596.320090 sec): 3 clusters Score: Raw -201188.369503 + Penalty 1514.768543 = -199673.600960 nChanged 109 SP:Iteration 10Q (5596.330485 sec): 3 clusters Score: Raw -201268.674634 + Penalty 1514.768543 = -199753.906091 nChanged 89 SP:Iteration 11Q (5596.340978 sec): 3 clusters Score: Raw -201322.447250 + Penalty 1514.768543 = -199807.678707 nChanged 67 SP:Iteration 12Q (5596.351428 sec): 3 clusters Score: Raw -201353.757317 + Penalty 1514.768543 = -199838.988774 nChanged 51 SP:Iteration 13Q (5596.361881 sec): 3 clusters Score: Raw -201375.299221 + Penalty 1514.768543 = -199860.530678 nChanged 40 SP:Iteration 14Q (5596.372352 sec): 3 clusters Score: Raw -201393.521359 + Penalty 1514.768543 = -199878.752816 nChanged 30 SP:Iteration 15Q (5596.382795 sec): 3 clusters Score: Raw -201406.696478 + Penalty 1514.768543 = -199891.927935 nChanged 20 SP:Iteration 16Q (5596.393104 sec): 3 clusters Score: Raw -201414.139362 + Penalty 1514.768543 = -199899.370819 nChanged 14 SP:Iteration 17Q (5596.403535 sec): 3 clusters Score: Raw -201418.921262 + Penalty 1514.768543 = -199904.152719 nChanged 18 SP:Iteration 18Q (5596.413825 sec): 3 clusters Score: Raw -201426.033982 + Penalty 1514.768543 = -199911.265439 nChanged 13 SP:Iteration 19Q (5596.424068 sec): 3 clusters Score: Raw -201430.169367 + Penalty 1514.768543 = -199915.400824 nChanged 14 SP:Iteration 20F (5596.434645 sec): 3 clusters Score: Raw -201433.324497 + Penalty 1514.768543 = -199918.555954 nChanged 12 SP:Iteration 21Q (5596.444959 sec): 3 clusters Score: Raw -201436.896368 + Penalty 1514.768543 = -199922.127825 nChanged 10 SP:Iteration 22Q (5596.455373 sec): 3 clusters Score: Raw -201439.550430 + Penalty 1514.768543 = -199924.781887 nChanged 13 SP:Iteration 23Q (5596.465716 sec): 3 clusters Score: Raw -201442.927657 + Penalty 1514.768543 = -199928.159114 nChanged 12 SP:Iteration 24Q (5596.476139 sec): 3 clusters Score: Raw -201446.429089 + Penalty 1514.768543 = -199931.660546 nChanged 9 SP:Iteration 25Q (5596.486570 sec): 3 clusters Score: Raw -201450.375077 + Penalty 1514.768543 = -199935.606534 nChanged 16 SP:Iteration 26Q (5596.497017 sec): 3 clusters Score: Raw -201456.011594 + Penalty 1514.768543 = -199941.243051 nChanged 23 SP:Iteration 27Q (5596.507420 sec): 3 clusters Score: Raw -201465.198816 + Penalty 1514.768543 = -199950.430273 nChanged 24 SP:Iteration 28Q (5596.517722 sec): 3 clusters Score: Raw -201476.373455 + Penalty 1514.768543 = -199961.604912 nChanged 17 SP:Iteration 29Q (5596.528012 sec): 3 clusters Score: Raw -201483.050695 + Penalty 1514.768543 = -199968.282152 nChanged 16 SP:Iteration 30Q (5596.538296 sec): 3 clusters Score: Raw -201487.860662 + Penalty 1514.768543 = -199973.092119 nChanged 13 SP:Iteration 31Q (5596.548546 sec): 3 clusters Score: Raw -201491.665714 + Penalty 1514.768543 = -199976.897171 nChanged 14 SP:Iteration 32Q (5596.558928 sec): 3 clusters Score: Raw -201496.456637 + Penalty 1514.768543 = -199981.688094 nChanged 14 SP:Iteration 33Q (5596.569187 sec): 3 clusters Score: Raw -201501.225321 + Penalty 1514.768543 = -199986.456778 nChanged 10 SP:Iteration 34Q (5596.579509 sec): 3 clusters Score: Raw -201504.666701 + Penalty 1514.768543 = -199989.898158 nChanged 10 SP:Iteration 35Q (5596.589741 sec): 3 clusters Score: Raw -201509.077467 + Penalty 1514.768543 = -199994.308924 nChanged 9 SP:Iteration 36Q (5596.600077 sec): 3 clusters Score: Raw -201511.341977 + Penalty 1514.768543 = -199996.573434 nChanged 10 SP:Iteration 37Q (5596.610279 sec): 3 clusters Score: Raw -201514.446687 + Penalty 1514.768543 = -199999.678144 nChanged 3 SP:Iteration 38Q (5596.620483 sec): 3 clusters Score: Raw -201515.261976 + Penalty 1514.768543 = -200000.493433 nChanged 3 SP:Iteration 39Q (5596.630696 sec): 3 clusters Score: Raw -201515.888157 + Penalty 1514.768543 = -200001.119614 nChanged 3 SP:Iteration 40F (5596.641203 sec): 3 clusters Score: Raw -201517.243784 + Penalty 1514.768543 = -200002.475241 nChanged 6 SP:Iteration 41Q (5596.651536 sec): 3 clusters Score: Raw -201520.765079 + Penalty 1514.768543 = -200005.996536 nChanged 4 SP:Iteration 42Q (5596.661767 sec): 3 clusters Score: Raw -201522.081972 + Penalty 1514.768543 = -200007.313429 nChanged 3 SP:Iteration 43Q (5596.672071 sec): 3 clusters Score: Raw -201522.676325 + Penalty 1514.768543 = -200007.907782 nChanged 1 SP:Iteration 44Q (5596.682367 sec): 3 clusters Score: Raw -201523.034119 + Penalty 1514.768543 = -200008.265576 nChanged 1 SP:Iteration 45Q (5596.692599 sec): 3 clusters Score: Raw -201523.122325 + Penalty 1514.768543 = -200008.353782 nChanged 0 SP:Iteration 46F (5596.703105 sec): 3 clusters Score: Raw -201523.122325 + Penalty 1514.768543 = -200008.353782 nChanged 0 Trying to split cluster 16 (3383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5596.731210 sec): 2 clusters Score: Raw -213894.605988 + Penalty 772.019226 = -213122.586762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5596.780548 sec): 3 clusters Score: Raw -212129.092521 + Penalty 1544.038452 = -210585.054069 nChanged 1402 SP:Iteration 1F (5596.832007 sec): 3 clusters Score: Raw -212901.926208 + Penalty 1544.038452 = -211357.887756 nChanged 277 SP:Iteration 2F (5596.884336 sec): 3 clusters Score: Raw -213067.333379 + Penalty 1544.038452 = -211523.294927 nChanged 204 SP:Iteration 3F (5596.935105 sec): 3 clusters Score: Raw -213191.911170 + Penalty 1544.038452 = -211647.872718 nChanged 177 SP:Iteration 4F (5596.986500 sec): 3 clusters Score: Raw -213291.316596 + Penalty 1544.038452 = -211747.278144 nChanged 144 SP:Iteration 5Q (5597.037680 sec): 3 clusters Score: Raw -213378.706321 + Penalty 1544.038452 = -211834.667869 nChanged 137 SP:Iteration 6Q (5597.090122 sec): 3 clusters Score: Raw -213463.688089 + Penalty 1544.038452 = -211919.649637 nChanged 121 SP:Iteration 7Q (5597.138215 sec): 3 clusters Score: Raw -213536.383084 + Penalty 1544.038452 = -211992.344632 nChanged 105 SP:Iteration 8Q (5597.189358 sec): 3 clusters Score: Raw -213597.790462 + Penalty 1544.038452 = -212053.752010 nChanged 100 SP:Iteration 9Q (5597.233048 sec): 3 clusters Score: Raw -213654.773651 + Penalty 1544.038452 = -212110.735199 nChanged 96 SP:Iteration 10Q (5597.245505 sec): 3 clusters Score: Raw -213703.700195 + Penalty 1544.038452 = -212159.661743 nChanged 87 SP:Iteration 11Q (5597.257917 sec): 3 clusters Score: Raw -213754.477116 + Penalty 1544.038452 = -212210.438664 nChanged 73 SP:Iteration 12Q (5597.270268 sec): 3 clusters Score: Raw -213797.854897 + Penalty 1544.038452 = -212253.816445 nChanged 62 SP:Iteration 13Q (5597.282611 sec): 3 clusters Score: Raw -213834.401131 + Penalty 1544.038452 = -212290.362679 nChanged 57 SP:Iteration 14Q (5597.294889 sec): 3 clusters Score: Raw -213867.460368 + Penalty 1544.038452 = -212323.421916 nChanged 58 SP:Iteration 15Q (5597.307108 sec): 3 clusters Score: Raw -213900.936904 + Penalty 1544.038452 = -212356.898452 nChanged 58 SP:Iteration 16Q (5597.319348 sec): 3 clusters Score: Raw -213945.450587 + Penalty 1544.038452 = -212401.412135 nChanged 62 SP:Iteration 17Q (5597.331513 sec): 3 clusters Score: Raw -213977.401343 + Penalty 1544.038452 = -212433.362891 nChanged 44 SP:Iteration 18Q (5597.343590 sec): 3 clusters Score: Raw -214000.757744 + Penalty 1544.038452 = -212456.719292 nChanged 39 SP:Iteration 19Q (5597.355568 sec): 3 clusters Score: Raw -214015.759927 + Penalty 1544.038452 = -212471.721475 nChanged 32 SP:Iteration 20F (5597.367974 sec): 3 clusters Score: Raw -214027.150202 + Penalty 1544.038452 = -212483.111750 nChanged 41 SP:Iteration 21Q (5597.380039 sec): 3 clusters Score: Raw -214044.690747 + Penalty 1544.038452 = -212500.652295 nChanged 34 SP:Iteration 22Q (5597.391935 sec): 3 clusters Score: Raw -214056.456043 + Penalty 1544.038452 = -212512.417591 nChanged 29 SP:Iteration 23Q (5597.403949 sec): 3 clusters Score: Raw -214069.865360 + Penalty 1544.038452 = -212525.826908 nChanged 28 SP:Iteration 24Q (5597.415982 sec): 3 clusters Score: Raw -214080.724216 + Penalty 1544.038452 = -212536.685764 nChanged 25 SP:Iteration 25Q (5597.427979 sec): 3 clusters Score: Raw -214090.280900 + Penalty 1544.038452 = -212546.242448 nChanged 21 SP:Iteration 26Q (5597.439897 sec): 3 clusters Score: Raw -214097.057401 + Penalty 1544.038452 = -212553.018949 nChanged 13 SP:Iteration 27Q (5597.451874 sec): 3 clusters Score: Raw -214102.192874 + Penalty 1544.038452 = -212558.154422 nChanged 13 SP:Iteration 28Q (5597.463687 sec): 3 clusters Score: Raw -214109.619274 + Penalty 1544.038452 = -212565.580822 nChanged 16 SP:Iteration 29Q (5597.475604 sec): 3 clusters Score: Raw -214117.784730 + Penalty 1544.038452 = -212573.746278 nChanged 14 SP:Iteration 30Q (5597.487535 sec): 3 clusters Score: Raw -214125.480893 + Penalty 1544.038452 = -212581.442441 nChanged 11 SP:Iteration 31Q (5597.499437 sec): 3 clusters Score: Raw -214128.510815 + Penalty 1544.038452 = -212584.472363 nChanged 11 SP:Iteration 32Q (5597.511394 sec): 3 clusters Score: Raw -214133.618418 + Penalty 1544.038452 = -212589.579966 nChanged 10 SP:Iteration 33Q (5597.523308 sec): 3 clusters Score: Raw -214140.273779 + Penalty 1544.038452 = -212596.235327 nChanged 10 SP:Iteration 34Q (5597.535061 sec): 3 clusters Score: Raw -214146.170298 + Penalty 1544.038452 = -212602.131846 nChanged 10 SP:Iteration 35Q (5597.546962 sec): 3 clusters Score: Raw -214151.057687 + Penalty 1544.038452 = -212607.019235 nChanged 13 SP:Iteration 36Q (5597.558817 sec): 3 clusters Score: Raw -214157.562849 + Penalty 1544.038452 = -212613.524397 nChanged 12 SP:Iteration 37Q (5597.570673 sec): 3 clusters Score: Raw -214163.958994 + Penalty 1544.038452 = -212619.920542 nChanged 8 SP:Iteration 38Q (5597.582551 sec): 3 clusters Score: Raw -214167.477075 + Penalty 1544.038452 = -212623.438623 nChanged 7 SP:Iteration 39Q (5597.594389 sec): 3 clusters Score: Raw -214169.681533 + Penalty 1544.038452 = -212625.643081 nChanged 4 SP:Iteration 40F (5597.606681 sec): 3 clusters Score: Raw -214170.594906 + Penalty 1544.038452 = -212626.556453 nChanged 5 SP:Iteration 41Q (5597.618478 sec): 3 clusters Score: Raw -214171.541675 + Penalty 1544.038452 = -212627.503223 nChanged 1 SP:Iteration 42Q (5597.630296 sec): 3 clusters Score: Raw -214171.642125 + Penalty 1544.038452 = -212627.603672 nChanged 0 SP:Iteration 43F (5597.642677 sec): 3 clusters Score: Raw -214171.642125 + Penalty 1544.038452 = -212627.603672 nChanged 0 Trying to split cluster 17 (1600 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5597.657393 sec): 2 clusters Score: Raw -90816.175411 + Penalty 700.887096 = -90115.288314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5597.664041 sec): 3 clusters Score: Raw -90199.246329 + Penalty 1401.774193 = -88797.472136 nChanged 583 SP:Iteration 1F (5597.670161 sec): 3 clusters Score: Raw -90665.180779 + Penalty 1401.774193 = -89263.406586 nChanged 141 SP:Iteration 2F (5597.676263 sec): 3 clusters Score: Raw -90850.874076 + Penalty 1401.774193 = -89449.099883 nChanged 105 SP:Iteration 3F (5597.682369 sec): 3 clusters Score: Raw -90963.038721 + Penalty 1401.774193 = -89561.264529 nChanged 87 SP:Iteration 4F (5597.688466 sec): 3 clusters Score: Raw -91066.618731 + Penalty 1401.774193 = -89664.844538 nChanged 75 SP:Iteration 5Q (5597.694528 sec): 3 clusters Score: Raw -91130.920859 + Penalty 1401.774193 = -89729.146667 nChanged 49 SP:Iteration 6Q (5597.700607 sec): 3 clusters Score: Raw -91178.566748 + Penalty 1401.774193 = -89776.792555 nChanged 55 SP:Iteration 7Q (5597.706642 sec): 3 clusters Score: Raw -91241.258447 + Penalty 1401.774193 = -89839.484255 nChanged 47 SP:Iteration 8Q (5597.712657 sec): 3 clusters Score: Raw -91271.892043 + Penalty 1401.774193 = -89870.117851 nChanged 36 SP:Iteration 9Q (5597.718650 sec): 3 clusters Score: Raw -91291.725675 + Penalty 1401.774193 = -89889.951482 nChanged 30 SP:Iteration 10Q (5597.724601 sec): 3 clusters Score: Raw -91310.720228 + Penalty 1401.774193 = -89908.946035 nChanged 20 SP:Iteration 11Q (5597.730626 sec): 3 clusters Score: Raw -91327.952654 + Penalty 1401.774193 = -89926.178461 nChanged 23 SP:Iteration 12Q (5597.736588 sec): 3 clusters Score: Raw -91350.137734 + Penalty 1401.774193 = -89948.363542 nChanged 25 SP:Iteration 13Q (5597.742521 sec): 3 clusters Score: Raw -91376.684642 + Penalty 1401.774193 = -89974.910450 nChanged 33 SP:Iteration 14Q (5597.748483 sec): 3 clusters Score: Raw -91400.495594 + Penalty 1401.774193 = -89998.721401 nChanged 26 SP:Iteration 15Q (5597.754452 sec): 3 clusters Score: Raw -91430.396638 + Penalty 1401.774193 = -90028.622445 nChanged 23 SP:Iteration 16Q (5597.760417 sec): 3 clusters Score: Raw -91445.631133 + Penalty 1401.774193 = -90043.856941 nChanged 17 SP:Iteration 17Q (5597.766280 sec): 3 clusters Score: Raw -91456.994600 + Penalty 1401.774193 = -90055.220408 nChanged 15 SP:Iteration 18Q (5597.772141 sec): 3 clusters Score: Raw -91465.974650 + Penalty 1401.774193 = -90064.200457 nChanged 13 SP:Iteration 19Q (5597.778047 sec): 3 clusters Score: Raw -91474.985964 + Penalty 1401.774193 = -90073.211771 nChanged 10 SP:Iteration 20F (5597.784119 sec): 3 clusters Score: Raw -91490.593925 + Penalty 1401.774193 = -90088.819733 nChanged 12 SP:Iteration 21Q (5597.790027 sec): 3 clusters Score: Raw -91507.342125 + Penalty 1401.774193 = -90105.567932 nChanged 10 SP:Iteration 22Q (5597.795947 sec): 3 clusters Score: Raw -91516.226893 + Penalty 1401.774193 = -90114.452701 nChanged 13 SP:Iteration 23Q (5597.801838 sec): 3 clusters Score: Raw -91524.066226 + Penalty 1401.774193 = -90122.292033 nChanged 11 SP:Iteration 24Q (5597.807721 sec): 3 clusters Score: Raw -91533.921124 + Penalty 1401.774193 = -90132.146931 nChanged 10 SP:Iteration 25Q (5597.813552 sec): 3 clusters Score: Raw -91540.699506 + Penalty 1401.774193 = -90138.925314 nChanged 11 SP:Iteration 26Q (5597.819415 sec): 3 clusters Score: Raw -91547.073552 + Penalty 1401.774193 = -90145.299360 nChanged 6 SP:Iteration 27Q (5597.825316 sec): 3 clusters Score: Raw -91550.363276 + Penalty 1401.774193 = -90148.589083 nChanged 8 SP:Iteration 28Q (5597.831179 sec): 3 clusters Score: Raw -91555.134754 + Penalty 1401.774193 = -90153.360562 nChanged 7 SP:Iteration 29Q (5597.836972 sec): 3 clusters Score: Raw -91556.722024 + Penalty 1401.774193 = -90154.947831 nChanged 4 SP:Iteration 30Q (5597.842815 sec): 3 clusters Score: Raw -91558.227163 + Penalty 1401.774193 = -90156.452971 nChanged 4 SP:Iteration 31Q (5597.848606 sec): 3 clusters Score: Raw -91559.677748 + Penalty 1401.774193 = -90157.903556 nChanged 4 SP:Iteration 32Q (5597.854449 sec): 3 clusters Score: Raw -91561.760165 + Penalty 1401.774193 = -90159.985972 nChanged 2 SP:Iteration 33Q (5597.860306 sec): 3 clusters Score: Raw -91562.662325 + Penalty 1401.774193 = -90160.888132 nChanged 1 SP:Iteration 34Q (5597.866137 sec): 3 clusters Score: Raw -91563.026453 + Penalty 1401.774193 = -90161.252260 nChanged 1 SP:Iteration 35Q (5597.871984 sec): 3 clusters Score: Raw -91563.239087 + Penalty 1401.774193 = -90161.464894 nChanged 0 SP:Iteration 36F (5597.878026 sec): 3 clusters Score: Raw -91563.239087 + Penalty 1401.774193 = -90161.464894 nChanged 0 Score: Raw -45949108.807788 + Penalty 50812.560966 = -45898296.246822 Splitting cluster 17 changes total score from -45898808.658846 to -45898296.246822 So it's not getting split. Trying to split cluster 18 (12661 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5609.356478 sec): 2 clusters Score: Raw -878816.696564 + Penalty 897.396760 = -877919.299804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5609.385645 sec): 3 clusters Score: Raw -871186.511498 + Penalty 1794.793519 = -869391.717978 nChanged 5722 SP:Iteration 1F (5609.413463 sec): 3 clusters Score: Raw -874290.633000 + Penalty 1794.793519 = -872495.839480 nChanged 690 SP:Iteration 2F (5609.441583 sec): 3 clusters Score: Raw -874565.233105 + Penalty 1794.793519 = -872770.439586 nChanged 663 SP:Iteration 3F (5609.469538 sec): 3 clusters Score: Raw -874870.810301 + Penalty 1794.793519 = -873076.016781 nChanged 674 SP:Iteration 4F (5609.497687 sec): 3 clusters Score: Raw -875231.403318 + Penalty 1794.793519 = -873436.609798 nChanged 703 SP:Iteration 5F (5609.525788 sec): 3 clusters Score: Raw -875615.641432 + Penalty 1794.793519 = -873820.847913 nChanged 675 SP:Iteration 6F (5609.553716 sec): 3 clusters Score: Raw -876017.262924 + Penalty 1794.793519 = -874222.469405 nChanged 685 SP:Iteration 7F (5609.581811 sec): 3 clusters Score: Raw -876458.468437 + Penalty 1794.793519 = -874663.674918 nChanged 644 SP:Iteration 8F (5609.609804 sec): 3 clusters Score: Raw -876882.601107 + Penalty 1794.793519 = -875087.807588 nChanged 570 SP:Iteration 9Q (5609.637896 sec): 3 clusters Score: Raw -877241.984635 + Penalty 1794.793519 = -875447.191115 nChanged 464 SP:Iteration 10Q (5609.665950 sec): 3 clusters Score: Raw -877529.855405 + Penalty 1794.793519 = -875735.061885 nChanged 401 SP:Iteration 11Q (5609.693795 sec): 3 clusters Score: Raw -877740.366461 + Penalty 1794.793519 = -875945.572942 nChanged 314 SP:Iteration 12Q (5609.721729 sec): 3 clusters Score: Raw -877873.892483 + Penalty 1794.793519 = -876079.098963 nChanged 205 SP:Iteration 13Q (5609.749524 sec): 3 clusters Score: Raw -877950.470356 + Penalty 1794.793519 = -876155.676837 nChanged 177 SP:Iteration 14Q (5609.777033 sec): 3 clusters Score: Raw -878007.284851 + Penalty 1794.793519 = -876212.491331 nChanged 160 SP:Iteration 15Q (5609.804512 sec): 3 clusters Score: Raw -878053.545596 + Penalty 1794.793519 = -876258.752076 nChanged 145 SP:Iteration 16Q (5609.831692 sec): 3 clusters Score: Raw -878093.783175 + Penalty 1794.793519 = -876298.989656 nChanged 127 SP:Iteration 17Q (5609.858668 sec): 3 clusters Score: Raw -878127.103979 + Penalty 1794.793519 = -876332.310459 nChanged 123 SP:Iteration 18Q (5609.885840 sec): 3 clusters Score: Raw -878156.676227 + Penalty 1794.793519 = -876361.882708 nChanged 102 SP:Iteration 19Q (5609.912811 sec): 3 clusters Score: Raw -878182.848047 + Penalty 1794.793519 = -876388.054528 nChanged 121 SP:Iteration 20F (5609.940734 sec): 3 clusters Score: Raw -878216.255210 + Penalty 1794.793519 = -876421.461691 nChanged 130 SP:Iteration 21Q (5609.967984 sec): 3 clusters Score: Raw -878249.771367 + Penalty 1794.793519 = -876454.977847 nChanged 125 SP:Iteration 22Q (5609.994684 sec): 3 clusters Score: Raw -878282.093999 + Penalty 1794.793519 = -876487.300479 nChanged 131 SP:Iteration 23Q (5610.021320 sec): 3 clusters Score: Raw -878320.429408 + Penalty 1794.793519 = -876525.635889 nChanged 135 SP:Iteration 24Q (5610.048031 sec): 3 clusters Score: Raw -878356.058362 + Penalty 1794.793519 = -876561.264843 nChanged 114 SP:Iteration 25Q (5610.074461 sec): 3 clusters Score: Raw -878384.073581 + Penalty 1794.793519 = -876589.280061 nChanged 114 SP:Iteration 26Q (5610.100967 sec): 3 clusters Score: Raw -878414.363195 + Penalty 1794.793519 = -876619.569676 nChanged 120 SP:Iteration 27Q (5610.127301 sec): 3 clusters Score: Raw -878450.076234 + Penalty 1794.793519 = -876655.282714 nChanged 115 SP:Iteration 28Q (5610.153377 sec): 3 clusters Score: Raw -878487.034966 + Penalty 1794.793519 = -876692.241447 nChanged 105 SP:Iteration 29Q (5610.179314 sec): 3 clusters Score: Raw -878522.501507 + Penalty 1794.793519 = -876727.707988 nChanged 100 SP:Iteration 30Q (5610.205585 sec): 3 clusters Score: Raw -878553.792252 + Penalty 1794.793519 = -876758.998732 nChanged 94 SP:Iteration 31Q (5610.231669 sec): 3 clusters Score: Raw -878586.462900 + Penalty 1794.793519 = -876791.669380 nChanged 87 SP:Iteration 32Q (5610.257489 sec): 3 clusters Score: Raw -878619.713595 + Penalty 1794.793519 = -876824.920076 nChanged 108 SP:Iteration 33Q (5610.283182 sec): 3 clusters Score: Raw -878664.184329 + Penalty 1794.793519 = -876869.390810 nChanged 93 SP:Iteration 34Q (5610.308859 sec): 3 clusters Score: Raw -878699.742847 + Penalty 1794.793519 = -876904.949328 nChanged 82 SP:Iteration 35Q (5610.334234 sec): 3 clusters Score: Raw -878728.295043 + Penalty 1794.793519 = -876933.501523 nChanged 79 SP:Iteration 36Q (5610.359549 sec): 3 clusters Score: Raw -878751.699460 + Penalty 1794.793519 = -876956.905941 nChanged 65 SP:Iteration 37Q (5610.384681 sec): 3 clusters Score: Raw -878770.807369 + Penalty 1794.793519 = -876976.013849 nChanged 54 SP:Iteration 38Q (5610.409701 sec): 3 clusters Score: Raw -878785.665247 + Penalty 1794.793519 = -876990.871728 nChanged 52 SP:Iteration 39Q (5610.458448 sec): 3 clusters Score: Raw -878802.387148 + Penalty 1794.793519 = -877007.593629 nChanged 53 SP:Iteration 40F (5610.496067 sec): 3 clusters Score: Raw -878820.009153 + Penalty 1794.793519 = -877025.215634 nChanged 47 SP:Iteration 41Q (5610.521152 sec): 3 clusters Score: Raw -878835.739669 + Penalty 1794.793519 = -877040.946150 nChanged 49 SP:Iteration 42Q (5610.546015 sec): 3 clusters Score: Raw -878852.553826 + Penalty 1794.793519 = -877057.760306 nChanged 40 SP:Iteration 43Q (5610.570801 sec): 3 clusters Score: Raw -878865.383488 + Penalty 1794.793519 = -877070.589969 nChanged 38 SP:Iteration 44Q (5610.595700 sec): 3 clusters Score: Raw -878878.478760 + Penalty 1794.793519 = -877083.685240 nChanged 41 SP:Iteration 45Q (5610.620658 sec): 3 clusters Score: Raw -878888.593787 + Penalty 1794.793519 = -877093.800267 nChanged 24 SP:Iteration 46Q (5610.645492 sec): 3 clusters Score: Raw -878893.355062 + Penalty 1794.793519 = -877098.561542 nChanged 20 SP:Iteration 47Q (5610.670255 sec): 3 clusters Score: Raw -878897.145048 + Penalty 1794.793519 = -877102.351528 nChanged 17 SP:Iteration 48Q (5610.695004 sec): 3 clusters Score: Raw -878900.311691 + Penalty 1794.793519 = -877105.518172 nChanged 21 SP:Iteration 49Q (5610.719783 sec): 3 clusters Score: Raw -878905.795770 + Penalty 1794.793519 = -877111.002250 nChanged 22 SP:Iteration 50Q (5610.744786 sec): 3 clusters Score: Raw -878910.616288 + Penalty 1794.793519 = -877115.822768 nChanged 15 SP:Iteration 51Q (5610.769495 sec): 3 clusters Score: Raw -878914.663014 + Penalty 1794.793519 = -877119.869495 nChanged 11 SP:Iteration 52Q (5610.794191 sec): 3 clusters Score: Raw -878917.888669 + Penalty 1794.793519 = -877123.095150 nChanged 15 SP:Iteration 53Q (5610.818729 sec): 3 clusters Score: Raw -878921.462721 + Penalty 1794.793519 = -877126.669201 nChanged 16 SP:Iteration 54Q (5610.843384 sec): 3 clusters Score: Raw -878926.182218 + Penalty 1794.793519 = -877131.388698 nChanged 14 SP:Iteration 55Q (5610.867865 sec): 3 clusters Score: Raw -878930.101332 + Penalty 1794.793519 = -877135.307812 nChanged 13 SP:Iteration 56Q (5610.892487 sec): 3 clusters Score: Raw -878933.244833 + Penalty 1794.793519 = -877138.451314 nChanged 9 SP:Iteration 57Q (5610.917143 sec): 3 clusters Score: Raw -878935.919482 + Penalty 1794.793519 = -877141.125963 nChanged 11 SP:Iteration 58Q (5610.941948 sec): 3 clusters Score: Raw -878939.197074 + Penalty 1794.793519 = -877144.403554 nChanged 9 SP:Iteration 59Q (5610.966416 sec): 3 clusters Score: Raw -878941.951387 + Penalty 1794.793519 = -877147.157868 nChanged 8 SP:Iteration 60F (5610.994486 sec): 3 clusters Score: Raw -878943.865847 + Penalty 1794.793519 = -877149.072328 nChanged 4 SP:Iteration 61Q (5611.019062 sec): 3 clusters Score: Raw -878945.001232 + Penalty 1794.793519 = -877150.207713 nChanged 4 SP:Iteration 62Q (5611.043731 sec): 3 clusters Score: Raw -878945.825588 + Penalty 1794.793519 = -877151.032068 nChanged 2 SP:Iteration 63Q (5611.068303 sec): 3 clusters Score: Raw -878946.165580 + Penalty 1794.793519 = -877151.372061 nChanged 1 SP:Iteration 64Q (5611.092644 sec): 3 clusters Score: Raw -878946.424849 + Penalty 1794.793519 = -877151.631330 nChanged 0 SP:Iteration 65F (5611.120486 sec): 3 clusters Score: Raw -878946.424849 + Penalty 1794.793519 = -877151.631330 nChanged 0 Trying to split cluster 19 (14355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5611.144931 sec): 2 clusters Score: Raw -1014853.973269 + Penalty 909.326091 = -1013944.647178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5611.174915 sec): 3 clusters Score: Raw -1006086.677274 + Penalty 1818.652183 = -1004268.025091 nChanged 6529 SP:Iteration 1F (5611.203312 sec): 3 clusters Score: Raw -1009791.638684 + Penalty 1818.652183 = -1007972.986501 nChanged 849 SP:Iteration 2F (5611.231567 sec): 3 clusters Score: Raw -1010166.682408 + Penalty 1818.652183 = -1008348.030225 nChanged 805 SP:Iteration 3F (5611.260095 sec): 3 clusters Score: Raw -1010562.078846 + Penalty 1818.652183 = -1008743.426664 nChanged 799 SP:Iteration 4F (5611.288674 sec): 3 clusters Score: Raw -1010990.861308 + Penalty 1818.652183 = -1009172.209125 nChanged 788 SP:Iteration 5F (5611.317297 sec): 3 clusters Score: Raw -1011438.162866 + Penalty 1818.652183 = -1009619.510684 nChanged 819 SP:Iteration 6F (5611.345577 sec): 3 clusters Score: Raw -1011970.903571 + Penalty 1818.652183 = -1010152.251388 nChanged 858 SP:Iteration 7F (5611.373960 sec): 3 clusters Score: Raw -1012594.545860 + Penalty 1818.652183 = -1010775.893677 nChanged 839 SP:Iteration 8F (5611.402315 sec): 3 clusters Score: Raw -1013244.553723 + Penalty 1818.652183 = -1011425.901540 nChanged 699 SP:Iteration 9Q (5611.430723 sec): 3 clusters Score: Raw -1013800.474477 + Penalty 1818.652183 = -1011981.822295 nChanged 523 SP:Iteration 10Q (5611.458561 sec): 3 clusters Score: Raw -1014156.401545 + Penalty 1818.652183 = -1012337.749362 nChanged 379 SP:Iteration 11Q (5611.486002 sec): 3 clusters Score: Raw -1014409.322623 + Penalty 1818.652183 = -1012590.670440 nChanged 279 SP:Iteration 12Q (5611.513139 sec): 3 clusters Score: Raw -1014567.198661 + Penalty 1818.652183 = -1012748.546478 nChanged 214 SP:Iteration 13Q (5611.539911 sec): 3 clusters Score: Raw -1014672.331854 + Penalty 1818.652183 = -1012853.679672 nChanged 151 SP:Iteration 14Q (5611.566473 sec): 3 clusters Score: Raw -1014746.208708 + Penalty 1818.652183 = -1012927.556525 nChanged 123 SP:Iteration 15Q (5611.592967 sec): 3 clusters Score: Raw -1014805.011780 + Penalty 1818.652183 = -1012986.359598 nChanged 99 SP:Iteration 16Q (5611.619385 sec): 3 clusters Score: Raw -1014850.618646 + Penalty 1818.652183 = -1013031.966463 nChanged 89 SP:Iteration 17Q (5611.645603 sec): 3 clusters Score: Raw -1014900.056287 + Penalty 1818.652183 = -1013081.404104 nChanged 92 SP:Iteration 18Q (5611.671781 sec): 3 clusters Score: Raw -1014939.462022 + Penalty 1818.652183 = -1013120.809839 nChanged 69 SP:Iteration 19Q (5611.697820 sec): 3 clusters Score: Raw -1014965.140418 + Penalty 1818.652183 = -1013146.488235 nChanged 61 SP:Iteration 20F (5611.726153 sec): 3 clusters Score: Raw -1014990.377301 + Penalty 1818.652183 = -1013171.725119 nChanged 51 SP:Iteration 21Q (5611.752100 sec): 3 clusters Score: Raw -1015008.345055 + Penalty 1818.652183 = -1013189.692872 nChanged 43 SP:Iteration 22Q (5611.777898 sec): 3 clusters Score: Raw -1015023.542223 + Penalty 1818.652183 = -1013204.890041 nChanged 36 SP:Iteration 23Q (5611.803819 sec): 3 clusters Score: Raw -1015039.365531 + Penalty 1818.652183 = -1013220.713348 nChanged 32 SP:Iteration 24Q (5611.829837 sec): 3 clusters Score: Raw -1015050.462853 + Penalty 1818.652183 = -1013231.810671 nChanged 17 SP:Iteration 25Q (5611.855733 sec): 3 clusters Score: Raw -1015055.413712 + Penalty 1818.652183 = -1013236.761530 nChanged 19 SP:Iteration 26Q (5611.881660 sec): 3 clusters Score: Raw -1015062.312232 + Penalty 1818.652183 = -1013243.660050 nChanged 16 SP:Iteration 27Q (5611.907555 sec): 3 clusters Score: Raw -1015067.482200 + Penalty 1818.652183 = -1013248.830017 nChanged 17 SP:Iteration 28Q (5611.933225 sec): 3 clusters Score: Raw -1015071.581642 + Penalty 1818.652183 = -1013252.929459 nChanged 12 SP:Iteration 29Q (5611.959229 sec): 3 clusters Score: Raw -1015076.907201 + Penalty 1818.652183 = -1013258.255018 nChanged 14 SP:Iteration 30Q (5611.985200 sec): 3 clusters Score: Raw -1015083.512773 + Penalty 1818.652183 = -1013264.860590 nChanged 19 SP:Iteration 31Q (5612.010966 sec): 3 clusters Score: Raw -1015090.085297 + Penalty 1818.652183 = -1013271.433114 nChanged 18 SP:Iteration 32Q (5612.036668 sec): 3 clusters Score: Raw -1015096.225388 + Penalty 1818.652183 = -1013277.573205 nChanged 10 SP:Iteration 33Q (5612.062246 sec): 3 clusters Score: Raw -1015099.487237 + Penalty 1818.652183 = -1013280.835054 nChanged 12 SP:Iteration 34Q (5612.087968 sec): 3 clusters Score: Raw -1015102.718540 + Penalty 1818.652183 = -1013284.066358 nChanged 6 SP:Iteration 35Q (5612.113684 sec): 3 clusters Score: Raw -1015104.795119 + Penalty 1818.652183 = -1013286.142936 nChanged 6 SP:Iteration 36Q (5612.139295 sec): 3 clusters Score: Raw -1015108.031894 + Penalty 1818.652183 = -1013289.379711 nChanged 17 SP:Iteration 37Q (5612.165000 sec): 3 clusters Score: Raw -1015114.839668 + Penalty 1818.652183 = -1013296.187486 nChanged 8 SP:Iteration 38Q (5612.190579 sec): 3 clusters Score: Raw -1015117.474705 + Penalty 1818.652183 = -1013298.822522 nChanged 8 SP:Iteration 39Q (5612.216180 sec): 3 clusters Score: Raw -1015118.910407 + Penalty 1818.652183 = -1013300.258224 nChanged 4 SP:Iteration 40F (5612.244575 sec): 3 clusters Score: Raw -1015119.895340 + Penalty 1818.652183 = -1013301.243157 nChanged 7 SP:Iteration 41Q (5612.270481 sec): 3 clusters Score: Raw -1015121.502460 + Penalty 1818.652183 = -1013302.850277 nChanged 3 SP:Iteration 42Q (5612.296028 sec): 3 clusters Score: Raw -1015122.062888 + Penalty 1818.652183 = -1013303.410705 nChanged 3 SP:Iteration 43Q (5612.321641 sec): 3 clusters Score: Raw -1015122.603112 + Penalty 1818.652183 = -1013303.950929 nChanged 3 SP:Iteration 44Q (5612.347402 sec): 3 clusters Score: Raw -1015123.568441 + Penalty 1818.652183 = -1013304.916258 nChanged 3 SP:Iteration 45Q (5612.373264 sec): 3 clusters Score: Raw -1015123.904548 + Penalty 1818.652183 = -1013305.252366 nChanged 1 SP:Iteration 46Q (5612.398924 sec): 3 clusters Score: Raw -1015124.031832 + Penalty 1818.652183 = -1013305.379650 nChanged 2 SP:Iteration 47Q (5612.424614 sec): 3 clusters Score: Raw -1015124.229373 + Penalty 1818.652183 = -1013305.577191 nChanged 0 SP:Iteration 48F (5612.452907 sec): 3 clusters Score: Raw -1015124.229373 + Penalty 1818.652183 = -1013305.577191 nChanged 0 Trying to split cluster 20 (22082 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5612.484600 sec): 2 clusters Score: Raw -1630834.322928 + Penalty 950.239217 = -1629884.083711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5612.523238 sec): 3 clusters Score: Raw -1617144.008388 + Penalty 1900.478434 = -1615243.529954 nChanged 10204 SP:Iteration 1F (5612.559357 sec): 3 clusters Score: Raw -1624284.593041 + Penalty 1900.478434 = -1622384.114607 nChanged 1792 SP:Iteration 2F (5612.595628 sec): 3 clusters Score: Raw -1625591.702394 + Penalty 1900.478434 = -1623691.223959 nChanged 1770 SP:Iteration 3F (5612.631888 sec): 3 clusters Score: Raw -1626916.065839 + Penalty 1900.478434 = -1625015.587404 nChanged 1482 SP:Iteration 4F (5612.668189 sec): 3 clusters Score: Raw -1627975.290307 + Penalty 1900.478434 = -1626074.811872 nChanged 1052 SP:Iteration 5Q (5612.705505 sec): 3 clusters Score: Raw -1628714.073625 + Penalty 1900.478434 = -1626813.595191 nChanged 762 SP:Iteration 6Q (5612.742053 sec): 3 clusters Score: Raw -1629262.111748 + Penalty 1900.478434 = -1627361.633313 nChanged 577 SP:Iteration 7Q (5612.778214 sec): 3 clusters Score: Raw -1629621.631310 + Penalty 1900.478434 = -1627721.152876 nChanged 432 SP:Iteration 8Q (5612.813698 sec): 3 clusters Score: Raw -1629862.306707 + Penalty 1900.478434 = -1627961.828273 nChanged 334 SP:Iteration 9Q (5612.848443 sec): 3 clusters Score: Raw -1630004.302728 + Penalty 1900.478434 = -1628103.824294 nChanged 246 SP:Iteration 10Q (5612.882858 sec): 3 clusters Score: Raw -1630099.963776 + Penalty 1900.478434 = -1628199.485342 nChanged 197 SP:Iteration 11Q (5612.917159 sec): 3 clusters Score: Raw -1630176.582309 + Penalty 1900.478434 = -1628276.103874 nChanged 183 SP:Iteration 12Q (5612.951035 sec): 3 clusters Score: Raw -1630243.163925 + Penalty 1900.478434 = -1628342.685490 nChanged 168 SP:Iteration 13Q (5612.984807 sec): 3 clusters Score: Raw -1630297.319505 + Penalty 1900.478434 = -1628396.841070 nChanged 160 SP:Iteration 14Q (5613.018348 sec): 3 clusters Score: Raw -1630352.922829 + Penalty 1900.478434 = -1628452.444395 nChanged 148 SP:Iteration 15Q (5613.051696 sec): 3 clusters Score: Raw -1630404.756719 + Penalty 1900.478434 = -1628504.278284 nChanged 144 SP:Iteration 16Q (5613.084921 sec): 3 clusters Score: Raw -1630456.112515 + Penalty 1900.478434 = -1628555.634081 nChanged 144 SP:Iteration 17Q (5613.117966 sec): 3 clusters Score: Raw -1630510.079394 + Penalty 1900.478434 = -1628609.600960 nChanged 141 SP:Iteration 18Q (5613.150864 sec): 3 clusters Score: Raw -1630558.667445 + Penalty 1900.478434 = -1628658.189010 nChanged 110 SP:Iteration 19Q (5613.183588 sec): 3 clusters Score: Raw -1630591.218593 + Penalty 1900.478434 = -1628690.740158 nChanged 106 SP:Iteration 20F (5613.219916 sec): 3 clusters Score: Raw -1630623.201737 + Penalty 1900.478434 = -1628722.723303 nChanged 112 SP:Iteration 21Q (5613.252843 sec): 3 clusters Score: Raw -1630660.695247 + Penalty 1900.478434 = -1628760.216812 nChanged 94 SP:Iteration 22Q (5613.285250 sec): 3 clusters Score: Raw -1630688.532780 + Penalty 1900.478434 = -1628788.054345 nChanged 81 SP:Iteration 23Q (5613.317355 sec): 3 clusters Score: Raw -1630710.874257 + Penalty 1900.478434 = -1628810.395822 nChanged 67 SP:Iteration 24Q (5613.349773 sec): 3 clusters Score: Raw -1630731.478109 + Penalty 1900.478434 = -1628830.999674 nChanged 64 SP:Iteration 25Q (5613.381915 sec): 3 clusters Score: Raw -1630752.263748 + Penalty 1900.478434 = -1628851.785314 nChanged 63 SP:Iteration 26Q (5613.413980 sec): 3 clusters Score: Raw -1630778.630814 + Penalty 1900.478434 = -1628878.152379 nChanged 61 SP:Iteration 27Q (5613.445908 sec): 3 clusters Score: Raw -1630801.054361 + Penalty 1900.478434 = -1628900.575927 nChanged 52 SP:Iteration 28Q (5613.477925 sec): 3 clusters Score: Raw -1630821.556429 + Penalty 1900.478434 = -1628921.077995 nChanged 55 SP:Iteration 29Q (5613.509738 sec): 3 clusters Score: Raw -1630840.943755 + Penalty 1900.478434 = -1628940.465321 nChanged 50 SP:Iteration 30Q (5613.541447 sec): 3 clusters Score: Raw -1630860.013855 + Penalty 1900.478434 = -1628959.535420 nChanged 59 SP:Iteration 31Q (5613.573357 sec): 3 clusters Score: Raw -1630884.237197 + Penalty 1900.478434 = -1628983.758762 nChanged 56 SP:Iteration 32Q (5613.605112 sec): 3 clusters Score: Raw -1630907.569369 + Penalty 1900.478434 = -1629007.090935 nChanged 54 SP:Iteration 33Q (5613.636780 sec): 3 clusters Score: Raw -1630927.520622 + Penalty 1900.478434 = -1629027.042187 nChanged 47 SP:Iteration 34Q (5613.668257 sec): 3 clusters Score: Raw -1630952.266434 + Penalty 1900.478434 = -1629051.788000 nChanged 55 SP:Iteration 35Q (5613.699831 sec): 3 clusters Score: Raw -1630979.033568 + Penalty 1900.478434 = -1629078.555134 nChanged 54 SP:Iteration 36Q (5613.731455 sec): 3 clusters Score: Raw -1631003.870296 + Penalty 1900.478434 = -1629103.391862 nChanged 45 SP:Iteration 37Q (5613.762808 sec): 3 clusters Score: Raw -1631021.366315 + Penalty 1900.478434 = -1629120.887881 nChanged 39 SP:Iteration 38Q (5613.794130 sec): 3 clusters Score: Raw -1631035.029501 + Penalty 1900.478434 = -1629134.551067 nChanged 33 SP:Iteration 39Q (5613.825778 sec): 3 clusters Score: Raw -1631045.044209 + Penalty 1900.478434 = -1629144.565775 nChanged 28 SP:Iteration 40F (5613.861856 sec): 3 clusters Score: Raw -1631057.947697 + Penalty 1900.478434 = -1629157.469263 nChanged 33 SP:Iteration 41Q (5613.893340 sec): 3 clusters Score: Raw -1631068.532091 + Penalty 1900.478434 = -1629168.053656 nChanged 26 SP:Iteration 42Q (5613.924765 sec): 3 clusters Score: Raw -1631078.636369 + Penalty 1900.478434 = -1629178.157934 nChanged 22 SP:Iteration 43Q (5613.956135 sec): 3 clusters Score: Raw -1631084.945994 + Penalty 1900.478434 = -1629184.467560 nChanged 18 SP:Iteration 44Q (5613.987139 sec): 3 clusters Score: Raw -1631089.415621 + Penalty 1900.478434 = -1629188.937187 nChanged 11 SP:Iteration 45Q (5614.018108 sec): 3 clusters Score: Raw -1631093.130512 + Penalty 1900.478434 = -1629192.652078 nChanged 12 SP:Iteration 46Q (5614.049086 sec): 3 clusters Score: Raw -1631097.297395 + Penalty 1900.478434 = -1629196.818961 nChanged 9 SP:Iteration 47Q (5614.080083 sec): 3 clusters Score: Raw -1631100.738920 + Penalty 1900.478434 = -1629200.260485 nChanged 11 SP:Iteration 48Q (5614.110943 sec): 3 clusters Score: Raw -1631103.979640 + Penalty 1900.478434 = -1629203.501205 nChanged 9 SP:Iteration 49Q (5614.141942 sec): 3 clusters Score: Raw -1631106.362283 + Penalty 1900.478434 = -1629205.883848 nChanged 7 SP:Iteration 50Q (5614.173020 sec): 3 clusters Score: Raw -1631108.321255 + Penalty 1900.478434 = -1629207.842821 nChanged 5 SP:Iteration 51Q (5614.203918 sec): 3 clusters Score: Raw -1631109.427947 + Penalty 1900.478434 = -1629208.949512 nChanged 5 SP:Iteration 52Q (5614.234902 sec): 3 clusters Score: Raw -1631110.702394 + Penalty 1900.478434 = -1629210.223960 nChanged 5 SP:Iteration 53Q (5614.265961 sec): 3 clusters Score: Raw -1631112.592230 + Penalty 1900.478434 = -1629212.113795 nChanged 8 SP:Iteration 54Q (5614.296864 sec): 3 clusters Score: Raw -1631114.134467 + Penalty 1900.478434 = -1629213.656033 nChanged 3 SP:Iteration 55Q (5614.327785 sec): 3 clusters Score: Raw -1631114.375697 + Penalty 1900.478434 = -1629213.897262 nChanged 0 SP:Iteration 56F (5614.363864 sec): 3 clusters Score: Raw -1631114.375697 + Penalty 1900.478434 = -1629213.897262 nChanged 0 Trying to split cluster 21 (4389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5614.379813 sec): 2 clusters Score: Raw -305310.246398 + Penalty 796.751386 = -304513.495013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5614.396799 sec): 3 clusters Score: Raw -302915.007499 + Penalty 1593.502771 = -301321.504728 nChanged 1794 SP:Iteration 1F (5614.412404 sec): 3 clusters Score: Raw -303886.613997 + Penalty 1593.502771 = -302293.111226 nChanged 345 SP:Iteration 2F (5614.428150 sec): 3 clusters Score: Raw -304083.854874 + Penalty 1593.502771 = -302490.352103 nChanged 273 SP:Iteration 3F (5614.443900 sec): 3 clusters Score: Raw -304235.806783 + Penalty 1593.502771 = -302642.304012 nChanged 205 SP:Iteration 4Q (5614.459681 sec): 3 clusters Score: Raw -304348.910527 + Penalty 1593.502771 = -302755.407756 nChanged 194 SP:Iteration 5Q (5614.475403 sec): 3 clusters Score: Raw -304454.353365 + Penalty 1593.502771 = -302860.850594 nChanged 168 SP:Iteration 6Q (5614.491192 sec): 3 clusters Score: Raw -304555.580909 + Penalty 1593.502771 = -302962.078138 nChanged 180 SP:Iteration 7Q (5614.506914 sec): 3 clusters Score: Raw -304685.960241 + Penalty 1593.502771 = -303092.457470 nChanged 197 SP:Iteration 8Q (5614.522618 sec): 3 clusters Score: Raw -304809.010614 + Penalty 1593.502771 = -303215.507843 nChanged 171 SP:Iteration 9Q (5614.538271 sec): 3 clusters Score: Raw -304918.056700 + Penalty 1593.502771 = -303324.553929 nChanged 151 SP:Iteration 10Q (5614.553871 sec): 3 clusters Score: Raw -305016.411144 + Penalty 1593.502771 = -303422.908373 nChanged 150 SP:Iteration 11Q (5614.569431 sec): 3 clusters Score: Raw -305097.294540 + Penalty 1593.502771 = -303503.791769 nChanged 120 SP:Iteration 12Q (5614.585005 sec): 3 clusters Score: Raw -305175.983048 + Penalty 1593.502771 = -303582.480277 nChanged 116 SP:Iteration 13Q (5614.600433 sec): 3 clusters Score: Raw -305264.717743 + Penalty 1593.502771 = -303671.214972 nChanged 116 SP:Iteration 14Q (5614.615909 sec): 3 clusters Score: Raw -305340.434908 + Penalty 1593.502771 = -303746.932136 nChanged 101 SP:Iteration 15Q (5614.631378 sec): 3 clusters Score: Raw -305394.480956 + Penalty 1593.502771 = -303800.978185 nChanged 89 SP:Iteration 16Q (5614.646769 sec): 3 clusters Score: Raw -305452.673994 + Penalty 1593.502771 = -303859.171223 nChanged 96 SP:Iteration 17Q (5614.667331 sec): 3 clusters Score: Raw -305520.049330 + Penalty 1593.502771 = -303926.546559 nChanged 81 SP:Iteration 18Q (5614.682531 sec): 3 clusters Score: Raw -305578.265692 + Penalty 1593.502771 = -303984.762921 nChanged 90 SP:Iteration 19Q (5614.697823 sec): 3 clusters Score: Raw -305656.855254 + Penalty 1593.502771 = -304063.352483 nChanged 105 SP:Iteration 20F (5614.713517 sec): 3 clusters Score: Raw -305767.232074 + Penalty 1593.502771 = -304173.729303 nChanged 111 SP:Iteration 21Q (5614.728734 sec): 3 clusters Score: Raw -305938.207859 + Penalty 1593.502771 = -304344.705088 nChanged 125 SP:Iteration 22Q (5614.743851 sec): 3 clusters Score: Raw -306164.132978 + Penalty 1593.502771 = -304570.630207 nChanged 108 SP:Iteration 23Q (5614.758844 sec): 3 clusters Score: Raw -306458.477662 + Penalty 1593.502771 = -304864.974891 nChanged 87 SP:Iteration 24Q (5614.773590 sec): 3 clusters Score: Raw -306668.170258 + Penalty 1593.502771 = -305074.667486 nChanged 27 SP:Iteration 25Q (5614.788257 sec): 3 clusters Score: Raw -306701.371822 + Penalty 1593.502771 = -305107.869051 nChanged 5 SP:Iteration 26Q (5614.802663 sec): 3 clusters Score: Raw -306703.073265 + Penalty 1593.502771 = -305109.570494 nChanged 1 SP:Iteration 27Q (5614.817270 sec): 3 clusters Score: Raw -306703.270272 + Penalty 1593.502771 = -305109.767501 nChanged 0 SP:Iteration 28F (5614.832931 sec): 3 clusters Score: Raw -306709.551530 + Penalty 1593.502771 = -305116.048759 nChanged 3 SP:Iteration 29Q (5614.847506 sec): 3 clusters Score: Raw -306712.631488 + Penalty 1593.502771 = -305119.128717 nChanged 1 SP:Iteration 30Q (5614.862065 sec): 3 clusters Score: Raw -306713.045327 + Penalty 1593.502771 = -305119.542556 nChanged 0 SP:Iteration 31F (5614.877653 sec): 3 clusters Score: Raw -306713.045327 + Penalty 1593.502771 = -305119.542556 nChanged 0 Score: Raw -45949764.543041 + Penalty 50812.560966 = -45898951.982076 Splitting cluster 21 changes total score from -45898808.658846 to -45898951.982076 So it's getting split into cluster 40. Trying to split cluster 22 (5796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5626.367611 sec): 2 clusters Score: Raw -383009.085878 + Penalty 823.167714 = -382185.918164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5626.388116 sec): 3 clusters Score: Raw -379698.319000 + Penalty 1646.335428 = -378051.983572 nChanged 2524 SP:Iteration 1F (5626.407818 sec): 3 clusters Score: Raw -381149.226277 + Penalty 1646.335428 = -379502.890849 nChanged 471 SP:Iteration 2F (5626.427725 sec): 3 clusters Score: Raw -381448.345151 + Penalty 1646.335428 = -379802.009723 nChanged 417 SP:Iteration 3F (5626.447507 sec): 3 clusters Score: Raw -381748.665100 + Penalty 1646.335428 = -380102.329672 nChanged 409 SP:Iteration 4F (5626.467200 sec): 3 clusters Score: Raw -382028.302564 + Penalty 1646.335428 = -380381.967136 nChanged 315 SP:Iteration 5F (5626.487007 sec): 3 clusters Score: Raw -382259.482331 + Penalty 1646.335428 = -380613.146903 nChanged 266 SP:Iteration 6Q (5626.506739 sec): 3 clusters Score: Raw -382461.974125 + Penalty 1646.335428 = -380815.638697 nChanged 240 SP:Iteration 7Q (5626.526315 sec): 3 clusters Score: Raw -382625.830873 + Penalty 1646.335428 = -380979.495446 nChanged 190 SP:Iteration 8Q (5626.545741 sec): 3 clusters Score: Raw -382751.084243 + Penalty 1646.335428 = -381104.748815 nChanged 135 SP:Iteration 9Q (5626.565302 sec): 3 clusters Score: Raw -382834.160415 + Penalty 1646.335428 = -381187.824987 nChanged 109 SP:Iteration 10Q (5626.584741 sec): 3 clusters Score: Raw -382899.187230 + Penalty 1646.335428 = -381252.851802 nChanged 98 SP:Iteration 11Q (5626.603992 sec): 3 clusters Score: Raw -382964.709654 + Penalty 1646.335428 = -381318.374227 nChanged 68 SP:Iteration 12Q (5626.623066 sec): 3 clusters Score: Raw -383000.018619 + Penalty 1646.335428 = -381353.683191 nChanged 62 SP:Iteration 13Q (5626.642274 sec): 3 clusters Score: Raw -383026.837102 + Penalty 1646.335428 = -381380.501675 nChanged 48 SP:Iteration 14Q (5626.661228 sec): 3 clusters Score: Raw -383047.185947 + Penalty 1646.335428 = -381400.850519 nChanged 40 SP:Iteration 15Q (5626.680562 sec): 3 clusters Score: Raw -383066.228238 + Penalty 1646.335428 = -381419.892810 nChanged 35 SP:Iteration 16Q (5626.699410 sec): 3 clusters Score: Raw -383080.936675 + Penalty 1646.335428 = -381434.601248 nChanged 33 SP:Iteration 17Q (5626.718156 sec): 3 clusters Score: Raw -383095.842435 + Penalty 1646.335428 = -381449.507008 nChanged 33 SP:Iteration 18Q (5626.737023 sec): 3 clusters Score: Raw -383111.239427 + Penalty 1646.335428 = -381464.904000 nChanged 28 SP:Iteration 19Q (5626.755906 sec): 3 clusters Score: Raw -383121.932872 + Penalty 1646.335428 = -381475.597444 nChanged 23 SP:Iteration 20F (5626.775548 sec): 3 clusters Score: Raw -383128.853262 + Penalty 1646.335428 = -381482.517834 nChanged 16 SP:Iteration 21Q (5626.794535 sec): 3 clusters Score: Raw -383134.595555 + Penalty 1646.335428 = -381488.260127 nChanged 17 SP:Iteration 22Q (5626.813307 sec): 3 clusters Score: Raw -383140.349039 + Penalty 1646.335428 = -381494.013611 nChanged 17 SP:Iteration 23Q (5626.832000 sec): 3 clusters Score: Raw -383148.903827 + Penalty 1646.335428 = -381502.568399 nChanged 18 SP:Iteration 24Q (5626.850626 sec): 3 clusters Score: Raw -383159.602776 + Penalty 1646.335428 = -381513.267348 nChanged 20 SP:Iteration 25Q (5626.869239 sec): 3 clusters Score: Raw -383169.463746 + Penalty 1646.335428 = -381523.128319 nChanged 20 SP:Iteration 26Q (5626.888094 sec): 3 clusters Score: Raw -383181.682736 + Penalty 1646.335428 = -381535.347309 nChanged 25 SP:Iteration 27Q (5626.907286 sec): 3 clusters Score: Raw -383192.940581 + Penalty 1646.335428 = -381546.605153 nChanged 24 SP:Iteration 28Q (5626.926072 sec): 3 clusters Score: Raw -383202.744802 + Penalty 1646.335428 = -381556.409375 nChanged 17 SP:Iteration 29Q (5626.944943 sec): 3 clusters Score: Raw -383209.546086 + Penalty 1646.335428 = -381563.210658 nChanged 20 SP:Iteration 30Q (5626.963501 sec): 3 clusters Score: Raw -383221.387465 + Penalty 1646.335428 = -381575.052037 nChanged 14 SP:Iteration 31Q (5626.981915 sec): 3 clusters Score: Raw -383228.727528 + Penalty 1646.335428 = -381582.392100 nChanged 13 SP:Iteration 32Q (5627.000554 sec): 3 clusters Score: Raw -383232.677131 + Penalty 1646.335428 = -381586.341703 nChanged 1 SP:Iteration 33Q (5627.018989 sec): 3 clusters Score: Raw -383233.555039 + Penalty 1646.335428 = -381587.219612 nChanged 2 SP:Iteration 34Q (5627.037596 sec): 3 clusters Score: Raw -383234.131646 + Penalty 1646.335428 = -381587.796219 nChanged 3 SP:Iteration 35Q (5627.056283 sec): 3 clusters Score: Raw -383235.386950 + Penalty 1646.335428 = -381589.051522 nChanged 5 SP:Iteration 36Q (5627.074601 sec): 3 clusters Score: Raw -383236.751469 + Penalty 1646.335428 = -381590.416042 nChanged 3 SP:Iteration 37Q (5627.093047 sec): 3 clusters Score: Raw -383237.108916 + Penalty 1646.335428 = -381590.773488 nChanged 0 SP:Iteration 38F (5627.112763 sec): 3 clusters Score: Raw -383237.108916 + Penalty 1646.335428 = -381590.773488 nChanged 0 Trying to split cluster 23 (4154 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5627.129300 sec): 2 clusters Score: Raw -313169.728346 + Penalty 791.523565 = -312378.204781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5627.145434 sec): 3 clusters Score: Raw -310915.364449 + Penalty 1583.047131 = -309332.317318 nChanged 1737 SP:Iteration 1F (5627.160313 sec): 3 clusters Score: Raw -311983.891177 + Penalty 1583.047131 = -310400.844046 nChanged 404 SP:Iteration 2F (5627.175163 sec): 3 clusters Score: Raw -312440.911089 + Penalty 1583.047131 = -310857.863958 nChanged 437 SP:Iteration 3F (5627.189977 sec): 3 clusters Score: Raw -312918.880304 + Penalty 1583.047131 = -311335.833173 nChanged 362 SP:Iteration 4F (5627.204614 sec): 3 clusters Score: Raw -313271.144224 + Penalty 1583.047131 = -311688.097093 nChanged 248 SP:Iteration 5F (5627.219404 sec): 3 clusters Score: Raw -313487.380293 + Penalty 1583.047131 = -311904.333162 nChanged 166 SP:Iteration 6Q (5627.234152 sec): 3 clusters Score: Raw -313605.043734 + Penalty 1583.047131 = -312021.996603 nChanged 112 SP:Iteration 7Q (5627.248865 sec): 3 clusters Score: Raw -313681.806573 + Penalty 1583.047131 = -312098.759442 nChanged 83 SP:Iteration 8Q (5627.263613 sec): 3 clusters Score: Raw -313744.249027 + Penalty 1583.047131 = -312161.201896 nChanged 58 SP:Iteration 9Q (5627.278280 sec): 3 clusters Score: Raw -313778.352424 + Penalty 1583.047131 = -312195.305293 nChanged 38 SP:Iteration 10Q (5627.293010 sec): 3 clusters Score: Raw -313801.618968 + Penalty 1583.047131 = -312218.571837 nChanged 38 SP:Iteration 11Q (5627.307485 sec): 3 clusters Score: Raw -313824.115662 + Penalty 1583.047131 = -312241.068531 nChanged 33 SP:Iteration 12Q (5627.322148 sec): 3 clusters Score: Raw -313839.952518 + Penalty 1583.047131 = -312256.905387 nChanged 19 SP:Iteration 13Q (5627.336726 sec): 3 clusters Score: Raw -313845.296415 + Penalty 1583.047131 = -312262.249284 nChanged 9 SP:Iteration 14Q (5627.351101 sec): 3 clusters Score: Raw -313848.345115 + Penalty 1583.047131 = -312265.297984 nChanged 7 SP:Iteration 15Q (5627.365445 sec): 3 clusters Score: Raw -313849.907183 + Penalty 1583.047131 = -312266.860052 nChanged 3 SP:Iteration 16Q (5627.379969 sec): 3 clusters Score: Raw -313852.486471 + Penalty 1583.047131 = -312269.439340 nChanged 5 SP:Iteration 17Q (5627.394433 sec): 3 clusters Score: Raw -313853.618443 + Penalty 1583.047131 = -312270.571312 nChanged 2 SP:Iteration 18Q (5627.408898 sec): 3 clusters Score: Raw -313853.822054 + Penalty 1583.047131 = -312270.774923 nChanged 0 SP:Iteration 19F (5627.423713 sec): 3 clusters Score: Raw -313853.822054 + Penalty 1583.047131 = -312270.774923 nChanged 0 Trying to split cluster 24 (3054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5627.439702 sec): 2 clusters Score: Raw -199165.617476 + Penalty 762.299711 = -198403.317765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5627.452121 sec): 3 clusters Score: Raw -197583.857511 + Penalty 1524.599422 = -196059.258088 nChanged 1254 SP:Iteration 1F (5627.463523 sec): 3 clusters Score: Raw -198407.941626 + Penalty 1524.599422 = -196883.342203 nChanged 255 SP:Iteration 2F (5627.474910 sec): 3 clusters Score: Raw -198631.208508 + Penalty 1524.599422 = -197106.609086 nChanged 231 SP:Iteration 3F (5627.486233 sec): 3 clusters Score: Raw -198814.249867 + Penalty 1524.599422 = -197289.650445 nChanged 220 SP:Iteration 4F (5627.497645 sec): 3 clusters Score: Raw -198973.653897 + Penalty 1524.599422 = -197449.054475 nChanged 168 SP:Iteration 5F (5627.509004 sec): 3 clusters Score: Raw -199071.991584 + Penalty 1524.599422 = -197547.392162 nChanged 126 SP:Iteration 6Q (5627.520161 sec): 3 clusters Score: Raw -199143.483667 + Penalty 1524.599422 = -197618.884245 nChanged 101 SP:Iteration 7Q (5627.531435 sec): 3 clusters Score: Raw -199197.492589 + Penalty 1524.599422 = -197672.893166 nChanged 78 SP:Iteration 8Q (5627.542858 sec): 3 clusters Score: Raw -199236.208648 + Penalty 1524.599422 = -197711.609226 nChanged 60 SP:Iteration 9Q (5627.554290 sec): 3 clusters Score: Raw -199265.988912 + Penalty 1524.599422 = -197741.389489 nChanged 50 SP:Iteration 10Q (5627.565674 sec): 3 clusters Score: Raw -199290.068237 + Penalty 1524.599422 = -197765.468814 nChanged 42 SP:Iteration 11Q (5627.576999 sec): 3 clusters Score: Raw -199307.578919 + Penalty 1524.599422 = -197782.979497 nChanged 25 SP:Iteration 12Q (5627.588345 sec): 3 clusters Score: Raw -199317.667511 + Penalty 1524.599422 = -197793.068089 nChanged 23 SP:Iteration 13Q (5627.599641 sec): 3 clusters Score: Raw -199328.695616 + Penalty 1524.599422 = -197804.096194 nChanged 25 SP:Iteration 14Q (5627.611039 sec): 3 clusters Score: Raw -199341.258621 + Penalty 1524.599422 = -197816.659198 nChanged 37 SP:Iteration 15Q (5627.622443 sec): 3 clusters Score: Raw -199360.315738 + Penalty 1524.599422 = -197835.716316 nChanged 30 SP:Iteration 16Q (5627.633882 sec): 3 clusters Score: Raw -199374.795382 + Penalty 1524.599422 = -197850.195959 nChanged 27 SP:Iteration 17Q (5627.645176 sec): 3 clusters Score: Raw -199388.660909 + Penalty 1524.599422 = -197864.061487 nChanged 30 SP:Iteration 18Q (5627.656531 sec): 3 clusters Score: Raw -199409.643811 + Penalty 1524.599422 = -197885.044389 nChanged 39 SP:Iteration 19Q (5627.667850 sec): 3 clusters Score: Raw -199442.212282 + Penalty 1524.599422 = -197917.612860 nChanged 30 SP:Iteration 20F (5627.679201 sec): 3 clusters Score: Raw -199475.678661 + Penalty 1524.599422 = -197951.079239 nChanged 28 SP:Iteration 21Q (5627.690479 sec): 3 clusters Score: Raw -199500.866002 + Penalty 1524.599422 = -197976.266580 nChanged 20 SP:Iteration 22Q (5627.701778 sec): 3 clusters Score: Raw -199515.213302 + Penalty 1524.599422 = -197990.613879 nChanged 18 SP:Iteration 23Q (5627.712946 sec): 3 clusters Score: Raw -199524.849237 + Penalty 1524.599422 = -198000.249815 nChanged 14 SP:Iteration 24Q (5627.724194 sec): 3 clusters Score: Raw -199532.839866 + Penalty 1524.599422 = -198008.240444 nChanged 13 SP:Iteration 25Q (5627.735405 sec): 3 clusters Score: Raw -199538.302443 + Penalty 1524.599422 = -198013.703021 nChanged 13 SP:Iteration 26Q (5627.746500 sec): 3 clusters Score: Raw -199544.028260 + Penalty 1524.599422 = -198019.428837 nChanged 13 SP:Iteration 27Q (5627.757627 sec): 3 clusters Score: Raw -199552.839816 + Penalty 1524.599422 = -198028.240394 nChanged 8 SP:Iteration 28Q (5627.768655 sec): 3 clusters Score: Raw -199558.412993 + Penalty 1524.599422 = -198033.813571 nChanged 8 SP:Iteration 29Q (5627.779721 sec): 3 clusters Score: Raw -199563.692974 + Penalty 1524.599422 = -198039.093551 nChanged 9 SP:Iteration 30Q (5627.790749 sec): 3 clusters Score: Raw -199569.319899 + Penalty 1524.599422 = -198044.720476 nChanged 7 SP:Iteration 31Q (5627.801637 sec): 3 clusters Score: Raw -199572.506872 + Penalty 1524.599422 = -198047.907450 nChanged 4 SP:Iteration 32Q (5627.812613 sec): 3 clusters Score: Raw -199574.638700 + Penalty 1524.599422 = -198050.039278 nChanged 3 SP:Iteration 33Q (5627.823657 sec): 3 clusters Score: Raw -199577.071796 + Penalty 1524.599422 = -198052.472374 nChanged 7 SP:Iteration 34Q (5627.834629 sec): 3 clusters Score: Raw -199582.175886 + Penalty 1524.599422 = -198057.576463 nChanged 5 SP:Iteration 35Q (5627.845617 sec): 3 clusters Score: Raw -199587.056788 + Penalty 1524.599422 = -198062.457366 nChanged 8 SP:Iteration 36Q (5627.856587 sec): 3 clusters Score: Raw -199592.152736 + Penalty 1524.599422 = -198067.553313 nChanged 3 SP:Iteration 37Q (5627.867540 sec): 3 clusters Score: Raw -199593.841587 + Penalty 1524.599422 = -198069.242165 nChanged 1 SP:Iteration 38Q (5627.878410 sec): 3 clusters Score: Raw -199593.906241 + Penalty 1524.599422 = -198069.306819 nChanged 0 SP:Iteration 39F (5627.889722 sec): 3 clusters Score: Raw -199593.906241 + Penalty 1524.599422 = -198069.306819 nChanged 0 Trying to split cluster 25 (154034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5628.038424 sec): 2 clusters Score: Raw -11991377.776358 + Penalty 1134.768220 = -11990243.008138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5628.224820 sec): 3 clusters Score: Raw -11888620.624459 + Penalty 2269.536441 = -11886351.088018 nChanged 75079 SP:Iteration 1F (5628.408063 sec): 3 clusters Score: Raw -11934706.185345 + Penalty 2269.536441 = -11932436.648904 nChanged 7706 SP:Iteration 2F (5628.591084 sec): 3 clusters Score: Raw -11938097.878655 + Penalty 2269.536441 = -11935828.342214 nChanged 9901 SP:Iteration 3F (5628.773783 sec): 3 clusters Score: Raw -11943812.509750 + Penalty 2269.536441 = -11941542.973309 nChanged 12024 SP:Iteration 4F (5628.956529 sec): 3 clusters Score: Raw -11952555.104433 + Penalty 2269.536441 = -11950285.567992 nChanged 12879 SP:Iteration 5F (5629.151693 sec): 3 clusters Score: Raw -11963583.242948 + Penalty 2269.536441 = -11961313.706507 nChanged 11435 SP:Iteration 6F (5629.334726 sec): 3 clusters Score: Raw -11974215.454813 + Penalty 2269.536441 = -11971945.918372 nChanged 8250 SP:Iteration 7F (5629.517424 sec): 3 clusters Score: Raw -11982001.321410 + Penalty 2269.536441 = -11979731.784969 nChanged 5130 SP:Iteration 8Q (5629.703885 sec): 3 clusters Score: Raw -11986637.537649 + Penalty 2269.536441 = -11984368.001209 nChanged 2826 SP:Iteration 9Q (5629.877715 sec): 3 clusters Score: Raw -11988996.701956 + Penalty 2269.536441 = -11986727.165515 nChanged 1516 SP:Iteration 10Q (5630.044972 sec): 3 clusters Score: Raw -11990163.854231 + Penalty 2269.536441 = -11987894.317790 nChanged 868 SP:Iteration 11Q (5630.207755 sec): 3 clusters Score: Raw -11990740.290753 + Penalty 2269.536441 = -11988470.754312 nChanged 528 SP:Iteration 12Q (5630.367814 sec): 3 clusters Score: Raw -11991067.649260 + Penalty 2269.536441 = -11988798.112819 nChanged 323 SP:Iteration 13Q (5630.526703 sec): 3 clusters Score: Raw -11991234.932500 + Penalty 2269.536441 = -11988965.396059 nChanged 202 SP:Iteration 14Q (5630.684858 sec): 3 clusters Score: Raw -11991337.777245 + Penalty 2269.536441 = -11989068.240804 nChanged 139 SP:Iteration 15Q (5630.842751 sec): 3 clusters Score: Raw -11991408.661586 + Penalty 2269.536441 = -11989139.125145 nChanged 111 SP:Iteration 16Q (5631.000409 sec): 3 clusters Score: Raw -11991469.853267 + Penalty 2269.536441 = -11989200.316826 nChanged 82 SP:Iteration 17Q (5631.157905 sec): 3 clusters Score: Raw -11991515.482959 + Penalty 2269.536441 = -11989245.946518 nChanged 64 SP:Iteration 18Q (5631.315360 sec): 3 clusters Score: Raw -11991543.463854 + Penalty 2269.536441 = -11989273.927413 nChanged 44 SP:Iteration 19Q (5631.472650 sec): 3 clusters Score: Raw -11991560.707167 + Penalty 2269.536441 = -11989291.170726 nChanged 31 SP:Iteration 20F (5631.655108 sec): 3 clusters Score: Raw -11991575.477650 + Penalty 2269.536441 = -11989305.941209 nChanged 27 SP:Iteration 21Q (5631.814951 sec): 3 clusters Score: Raw -11991586.847174 + Penalty 2269.536441 = -11989317.310733 nChanged 20 SP:Iteration 22Q (5631.973364 sec): 3 clusters Score: Raw -11991592.457562 + Penalty 2269.536441 = -11989322.921121 nChanged 16 SP:Iteration 23Q (5632.131211 sec): 3 clusters Score: Raw -11991597.092033 + Penalty 2269.536441 = -11989327.555592 nChanged 16 SP:Iteration 24Q (5632.288324 sec): 3 clusters Score: Raw -11991603.217914 + Penalty 2269.536441 = -11989333.681473 nChanged 11 SP:Iteration 25Q (5632.445534 sec): 3 clusters Score: Raw -11991608.795737 + Penalty 2269.536441 = -11989339.259296 nChanged 8 SP:Iteration 26Q (5632.603167 sec): 3 clusters Score: Raw -11991611.053523 + Penalty 2269.536441 = -11989341.517083 nChanged 6 SP:Iteration 27Q (5632.760252 sec): 3 clusters Score: Raw -11991612.883415 + Penalty 2269.536441 = -11989343.346974 nChanged 6 SP:Iteration 28Q (5632.917290 sec): 3 clusters Score: Raw -11991615.133624 + Penalty 2269.536441 = -11989345.597183 nChanged 8 SP:Iteration 29Q (5633.074303 sec): 3 clusters Score: Raw -11991616.847370 + Penalty 2269.536441 = -11989347.310929 nChanged 6 SP:Iteration 30Q (5633.231257 sec): 3 clusters Score: Raw -11991619.394274 + Penalty 2269.536441 = -11989349.857833 nChanged 7 SP:Iteration 31Q (5633.388282 sec): 3 clusters Score: Raw -11991622.526897 + Penalty 2269.536441 = -11989352.990456 nChanged 2 SP:Iteration 32Q (5633.545260 sec): 3 clusters Score: Raw -11991623.059847 + Penalty 2269.536441 = -11989353.523407 nChanged 2 SP:Iteration 33Q (5633.702317 sec): 3 clusters Score: Raw -11991623.589690 + Penalty 2269.536441 = -11989354.053249 nChanged 2 SP:Iteration 34Q (5633.859267 sec): 3 clusters Score: Raw -11991623.977719 + Penalty 2269.536441 = -11989354.441278 nChanged 2 SP:Iteration 35Q (5634.026757 sec): 3 clusters Score: Raw -11991624.919698 + Penalty 2269.536441 = -11989355.383257 nChanged 4 SP:Iteration 36Q (5634.183998 sec): 3 clusters Score: Raw -11991625.803681 + Penalty 2269.536441 = -11989356.267240 nChanged 5 SP:Iteration 37Q (5634.340933 sec): 3 clusters Score: Raw -11991628.946916 + Penalty 2269.536441 = -11989359.410475 nChanged 9 SP:Iteration 38Q (5634.497919 sec): 3 clusters Score: Raw -11991631.810388 + Penalty 2269.536441 = -11989362.273947 nChanged 2 SP:Iteration 39Q (5634.654943 sec): 3 clusters Score: Raw -11991632.464179 + Penalty 2269.536441 = -11989362.927738 nChanged 2 SP:Iteration 40F (5634.834770 sec): 3 clusters Score: Raw -11991632.763561 + Penalty 2269.536441 = -11989363.227120 nChanged 1 SP:Iteration 41Q (5634.991775 sec): 3 clusters Score: Raw -11991633.102222 + Penalty 2269.536441 = -11989363.565781 nChanged 1 SP:Iteration 42Q (5635.148732 sec): 3 clusters Score: Raw -11991633.528408 + Penalty 2269.536441 = -11989363.991968 nChanged 1 SP:Iteration 43Q (5635.305738 sec): 3 clusters Score: Raw -11991634.289920 + Penalty 2269.536441 = -11989364.753479 nChanged 0 SP:Iteration 44F (5635.485621 sec): 3 clusters Score: Raw -11991634.289920 + Penalty 2269.536441 = -11989364.753479 nChanged 0 Trying to split cluster 26 (110858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5635.586227 sec): 2 clusters Score: Raw -8656483.071745 + Penalty 1103.520511 = -8655379.551234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5635.753547 sec): 3 clusters Score: Raw -8583177.987718 + Penalty 2207.041023 = -8580970.946695 nChanged 53739 SP:Iteration 1F (5635.886240 sec): 3 clusters Score: Raw -8616138.767718 + Penalty 2207.041023 = -8613931.726695 nChanged 5152 SP:Iteration 2Q (5636.032512 sec): 3 clusters Score: Raw -8618198.528163 + Penalty 2207.041023 = -8615991.487140 nChanged 5990 SP:Iteration 3F (5636.167247 sec): 3 clusters Score: Raw -8620986.252369 + Penalty 2207.041023 = -8618779.211347 nChanged 6708 SP:Iteration 4F (5636.301986 sec): 3 clusters Score: Raw -8624472.124626 + Penalty 2207.041023 = -8622265.083604 nChanged 6927 SP:Iteration 5F (5636.436596 sec): 3 clusters Score: Raw -8628130.731766 + Penalty 2207.041023 = -8625923.690744 nChanged 6455 SP:Iteration 6F (5636.571371 sec): 3 clusters Score: Raw -8631220.091117 + Penalty 2207.041023 = -8629013.050094 nChanged 5479 SP:Iteration 7Q (5636.716989 sec): 3 clusters Score: Raw -8633409.965244 + Penalty 2207.041023 = -8631202.924221 nChanged 4290 SP:Iteration 8Q (5636.862477 sec): 3 clusters Score: Raw -8634899.767523 + Penalty 2207.041023 = -8632692.726500 nChanged 3644 SP:Iteration 9Q (5637.007785 sec): 3 clusters Score: Raw -8636101.603032 + Penalty 2207.041023 = -8633894.562010 nChanged 3200 SP:Iteration 10Q (5637.153077 sec): 3 clusters Score: Raw -8637217.056061 + Penalty 2207.041023 = -8635010.015038 nChanged 2990 SP:Iteration 11Q (5637.298219 sec): 3 clusters Score: Raw -8638388.036795 + Penalty 2207.041023 = -8636180.995773 nChanged 2933 SP:Iteration 12Q (5637.443027 sec): 3 clusters Score: Raw -8639631.934514 + Penalty 2207.041023 = -8637424.893491 nChanged 2981 SP:Iteration 13Q (5637.586985 sec): 3 clusters Score: Raw -8640942.778734 + Penalty 2207.041023 = -8638735.737711 nChanged 2771 SP:Iteration 14Q (5637.730013 sec): 3 clusters Score: Raw -8642246.784984 + Penalty 2207.041023 = -8640039.743962 nChanged 2594 SP:Iteration 15Q (5637.871813 sec): 3 clusters Score: Raw -8643405.272100 + Penalty 2207.041023 = -8641198.231078 nChanged 2211 SP:Iteration 16Q (5638.012341 sec): 3 clusters Score: Raw -8644327.431018 + Penalty 2207.041023 = -8642120.389996 nChanged 1983 SP:Iteration 17Q (5638.151277 sec): 3 clusters Score: Raw -8645052.295942 + Penalty 2207.041023 = -8642845.254920 nChanged 1811 SP:Iteration 18Q (5638.289078 sec): 3 clusters Score: Raw -8645681.784603 + Penalty 2207.041023 = -8643474.743580 nChanged 1887 SP:Iteration 19Q (5638.425788 sec): 3 clusters Score: Raw -8646307.592727 + Penalty 2207.041023 = -8644100.551704 nChanged 1936 SP:Iteration 20F (5638.560505 sec): 3 clusters Score: Raw -8646972.762578 + Penalty 2207.041023 = -8644765.721556 nChanged 2024 SP:Iteration 21Q (5638.695674 sec): 3 clusters Score: Raw -8647658.740738 + Penalty 2207.041023 = -8645451.699716 nChanged 1996 SP:Iteration 22Q (5638.829843 sec): 3 clusters Score: Raw -8648358.590860 + Penalty 2207.041023 = -8646151.549837 nChanged 2006 SP:Iteration 23Q (5638.962934 sec): 3 clusters Score: Raw -8649088.124553 + Penalty 2207.041023 = -8646881.083530 nChanged 2072 SP:Iteration 24Q (5639.095087 sec): 3 clusters Score: Raw -8649890.954091 + Penalty 2207.041023 = -8647683.913069 nChanged 1976 SP:Iteration 25Q (5639.226037 sec): 3 clusters Score: Raw -8650672.897936 + Penalty 2207.041023 = -8648465.856914 nChanged 1876 SP:Iteration 26Q (5639.356912 sec): 3 clusters Score: Raw -8651412.508618 + Penalty 2207.041023 = -8649205.467596 nChanged 1770 SP:Iteration 27Q (5639.486536 sec): 3 clusters Score: Raw -8652135.913831 + Penalty 2207.041023 = -8649928.872809 nChanged 1688 SP:Iteration 28Q (5639.615401 sec): 3 clusters Score: Raw -8652842.982663 + Penalty 2207.041023 = -8650635.941640 nChanged 1566 SP:Iteration 29Q (5639.743194 sec): 3 clusters Score: Raw -8653499.777156 + Penalty 2207.041023 = -8651292.736134 nChanged 1452 SP:Iteration 30Q (5639.870091 sec): 3 clusters Score: Raw -8654155.346485 + Penalty 2207.041023 = -8651948.305462 nChanged 1365 SP:Iteration 31Q (5639.996066 sec): 3 clusters Score: Raw -8654792.982294 + Penalty 2207.041023 = -8652585.941272 nChanged 1211 SP:Iteration 32Q (5640.121059 sec): 3 clusters Score: Raw -8655354.728844 + Penalty 2207.041023 = -8653147.687821 nChanged 1036 SP:Iteration 33Q (5640.245101 sec): 3 clusters Score: Raw -8655850.008356 + Penalty 2207.041023 = -8653642.967334 nChanged 908 SP:Iteration 34Q (5640.368170 sec): 3 clusters Score: Raw -8656267.953149 + Penalty 2207.041023 = -8654060.912126 nChanged 708 SP:Iteration 35Q (5640.490348 sec): 3 clusters Score: Raw -8656570.808682 + Penalty 2207.041023 = -8654363.767659 nChanged 537 SP:Iteration 36Q (5640.611641 sec): 3 clusters Score: Raw -8656791.424753 + Penalty 2207.041023 = -8654584.383730 nChanged 417 SP:Iteration 37Q (5640.730936 sec): 3 clusters Score: Raw -8656954.638790 + Penalty 2207.041023 = -8654747.597768 nChanged 315 SP:Iteration 38Q (5640.849531 sec): 3 clusters Score: Raw -8657061.264498 + Penalty 2207.041023 = -8654854.223475 nChanged 264 SP:Iteration 39Q (5640.967767 sec): 3 clusters Score: Raw -8657141.231089 + Penalty 2207.041023 = -8654934.190066 nChanged 206 SP:Iteration 40F (5641.100468 sec): 3 clusters Score: Raw -8657198.063014 + Penalty 2207.041023 = -8654991.021991 nChanged 164 SP:Iteration 41Q (5641.218195 sec): 3 clusters Score: Raw -8657239.896551 + Penalty 2207.041023 = -8655032.855529 nChanged 158 SP:Iteration 42Q (5641.335663 sec): 3 clusters Score: Raw -8657285.097248 + Penalty 2207.041023 = -8655078.056226 nChanged 133 SP:Iteration 43Q (5641.453087 sec): 3 clusters Score: Raw -8657325.846016 + Penalty 2207.041023 = -8655118.804994 nChanged 117 SP:Iteration 44Q (5641.570340 sec): 3 clusters Score: Raw -8657357.223858 + Penalty 2207.041023 = -8655150.182835 nChanged 96 SP:Iteration 45Q (5641.687512 sec): 3 clusters Score: Raw -8657378.641854 + Penalty 2207.041023 = -8655171.600832 nChanged 78 SP:Iteration 46Q (5641.804399 sec): 3 clusters Score: Raw -8657395.192390 + Penalty 2207.041023 = -8655188.151368 nChanged 55 SP:Iteration 47Q (5641.921251 sec): 3 clusters Score: Raw -8657405.397282 + Penalty 2207.041023 = -8655198.356259 nChanged 55 SP:Iteration 48Q (5642.038011 sec): 3 clusters Score: Raw -8657418.748821 + Penalty 2207.041023 = -8655211.707799 nChanged 47 SP:Iteration 49Q (5642.154649 sec): 3 clusters Score: Raw -8657426.326916 + Penalty 2207.041023 = -8655219.285893 nChanged 36 SP:Iteration 50Q (5642.271278 sec): 3 clusters Score: Raw -8657433.990560 + Penalty 2207.041023 = -8655226.949537 nChanged 33 SP:Iteration 51Q (5642.387850 sec): 3 clusters Score: Raw -8657440.925890 + Penalty 2207.041023 = -8655233.884867 nChanged 29 SP:Iteration 52Q (5642.504583 sec): 3 clusters Score: Raw -8657447.023629 + Penalty 2207.041023 = -8655239.982606 nChanged 26 SP:Iteration 53Q (5642.621170 sec): 3 clusters Score: Raw -8657451.041275 + Penalty 2207.041023 = -8655244.000252 nChanged 19 SP:Iteration 54Q (5642.738210 sec): 3 clusters Score: Raw -8657454.147926 + Penalty 2207.041023 = -8655247.106903 nChanged 18 SP:Iteration 55Q (5642.854713 sec): 3 clusters Score: Raw -8657456.467414 + Penalty 2207.041023 = -8655249.426392 nChanged 14 SP:Iteration 56Q (5642.971172 sec): 3 clusters Score: Raw -8657459.310762 + Penalty 2207.041023 = -8655252.269739 nChanged 20 SP:Iteration 57Q (5643.087622 sec): 3 clusters Score: Raw -8657462.002421 + Penalty 2207.041023 = -8655254.961398 nChanged 16 SP:Iteration 58Q (5643.203981 sec): 3 clusters Score: Raw -8657464.325892 + Penalty 2207.041023 = -8655257.284870 nChanged 19 SP:Iteration 59Q (5643.320586 sec): 3 clusters Score: Raw -8657467.485505 + Penalty 2207.041023 = -8655260.444483 nChanged 19 SP:Iteration 60F (5643.453338 sec): 3 clusters Score: Raw -8657470.129496 + Penalty 2207.041023 = -8655263.088473 nChanged 20 SP:Iteration 61Q (5643.569886 sec): 3 clusters Score: Raw -8657472.559566 + Penalty 2207.041023 = -8655265.518543 nChanged 23 SP:Iteration 62Q (5643.688205 sec): 3 clusters Score: Raw -8657476.355211 + Penalty 2207.041023 = -8655269.314188 nChanged 18 SP:Iteration 63Q (5643.804701 sec): 3 clusters Score: Raw -8657478.753332 + Penalty 2207.041023 = -8655271.712310 nChanged 12 SP:Iteration 64Q (5643.921076 sec): 3 clusters Score: Raw -8657480.557639 + Penalty 2207.041023 = -8655273.516616 nChanged 20 SP:Iteration 65Q (5644.037405 sec): 3 clusters Score: Raw -8657485.035875 + Penalty 2207.041023 = -8655277.994852 nChanged 22 SP:Iteration 66Q (5644.153883 sec): 3 clusters Score: Raw -8657489.701445 + Penalty 2207.041023 = -8655282.660422 nChanged 22 SP:Iteration 67Q (5644.294732 sec): 3 clusters Score: Raw -8657493.323571 + Penalty 2207.041023 = -8655286.282549 nChanged 18 SP:Iteration 68Q (5644.420447 sec): 3 clusters Score: Raw -8657496.732640 + Penalty 2207.041023 = -8655289.691618 nChanged 20 SP:Iteration 69Q (5644.536815 sec): 3 clusters Score: Raw -8657499.482045 + Penalty 2207.041023 = -8655292.441023 nChanged 20 SP:Iteration 70Q (5644.653235 sec): 3 clusters Score: Raw -8657502.425098 + Penalty 2207.041023 = -8655295.384076 nChanged 19 SP:Iteration 71Q (5644.769527 sec): 3 clusters Score: Raw -8657505.902397 + Penalty 2207.041023 = -8655298.861374 nChanged 22 SP:Iteration 72Q (5644.885838 sec): 3 clusters Score: Raw -8657510.872491 + Penalty 2207.041023 = -8655303.831468 nChanged 32 SP:Iteration 73Q (5645.002196 sec): 3 clusters Score: Raw -8657516.905138 + Penalty 2207.041023 = -8655309.864115 nChanged 29 SP:Iteration 74Q (5645.118461 sec): 3 clusters Score: Raw -8657522.843523 + Penalty 2207.041023 = -8655315.802500 nChanged 30 SP:Iteration 75Q (5645.234738 sec): 3 clusters Score: Raw -8657528.130283 + Penalty 2207.041023 = -8655321.089260 nChanged 22 SP:Iteration 76Q (5645.351081 sec): 3 clusters Score: Raw -8657533.341180 + Penalty 2207.041023 = -8655326.300158 nChanged 28 SP:Iteration 77Q (5645.467326 sec): 3 clusters Score: Raw -8657538.996274 + Penalty 2207.041023 = -8655331.955251 nChanged 21 SP:Iteration 78Q (5645.583501 sec): 3 clusters Score: Raw -8657544.039598 + Penalty 2207.041023 = -8655336.998575 nChanged 28 SP:Iteration 79Q (5645.699693 sec): 3 clusters Score: Raw -8657552.001030 + Penalty 2207.041023 = -8655344.960008 nChanged 37 SP:Iteration 80F (5645.832532 sec): 3 clusters Score: Raw -8657561.168298 + Penalty 2207.041023 = -8655354.127276 nChanged 32 SP:Iteration 81Q (5645.948842 sec): 3 clusters Score: Raw -8657570.560507 + Penalty 2207.041023 = -8655363.519484 nChanged 39 SP:Iteration 82Q (5646.085867 sec): 3 clusters Score: Raw -8657578.496045 + Penalty 2207.041023 = -8655371.455022 nChanged 29 SP:Iteration 83Q (5646.202106 sec): 3 clusters Score: Raw -8657587.378568 + Penalty 2207.041023 = -8655380.337546 nChanged 30 SP:Iteration 84Q (5646.318275 sec): 3 clusters Score: Raw -8657594.280192 + Penalty 2207.041023 = -8655387.239169 nChanged 21 SP:Iteration 85Q (5646.434380 sec): 3 clusters Score: Raw -8657599.611543 + Penalty 2207.041023 = -8655392.570520 nChanged 38 SP:Iteration 86Q (5646.550534 sec): 3 clusters Score: Raw -8657609.744996 + Penalty 2207.041023 = -8655402.703974 nChanged 38 SP:Iteration 87Q (5646.666616 sec): 3 clusters Score: Raw -8657618.099862 + Penalty 2207.041023 = -8655411.058839 nChanged 34 SP:Iteration 88Q (5646.782616 sec): 3 clusters Score: Raw -8657628.594764 + Penalty 2207.041023 = -8655421.553741 nChanged 38 SP:Iteration 89Q (5646.898630 sec): 3 clusters Score: Raw -8657638.165175 + Penalty 2207.041023 = -8655431.124153 nChanged 33 SP:Iteration 90Q (5647.014674 sec): 3 clusters Score: Raw -8657645.668537 + Penalty 2207.041023 = -8655438.627514 nChanged 32 SP:Iteration 91Q (5647.130636 sec): 3 clusters Score: Raw -8657652.851607 + Penalty 2207.041023 = -8655445.810584 nChanged 32 SP:Iteration 92Q (5647.246514 sec): 3 clusters Score: Raw -8657659.934398 + Penalty 2207.041023 = -8655452.893376 nChanged 29 SP:Iteration 93Q (5647.362486 sec): 3 clusters Score: Raw -8657668.197348 + Penalty 2207.041023 = -8655461.156325 nChanged 28 SP:Iteration 94Q (5647.478458 sec): 3 clusters Score: Raw -8657674.277958 + Penalty 2207.041023 = -8655467.236936 nChanged 30 SP:Iteration 95Q (5647.594312 sec): 3 clusters Score: Raw -8657680.164646 + Penalty 2207.041023 = -8655473.123623 nChanged 25 SP:Iteration 96Q (5647.710055 sec): 3 clusters Score: Raw -8657685.123767 + Penalty 2207.041023 = -8655478.082744 nChanged 25 SP:Iteration 97Q (5647.825708 sec): 3 clusters Score: Raw -8657689.716545 + Penalty 2207.041023 = -8655482.675522 nChanged 27 SP:Iteration 98Q (5647.941560 sec): 3 clusters Score: Raw -8657695.571831 + Penalty 2207.041023 = -8655488.530809 nChanged 27 SP:Iteration 99Q (5648.057316 sec): 3 clusters Score: Raw -8657701.822273 + Penalty 2207.041023 = -8655494.781250 nChanged 23 SP:Iteration 100F (5648.190215 sec): 3 clusters Score: Raw -8657706.782874 + Penalty 2207.041023 = -8655499.741852 nChanged 16 SP:Iteration 101Q (5648.306232 sec): 3 clusters Score: Raw -8657709.780729 + Penalty 2207.041023 = -8655502.739706 nChanged 21 SP:Iteration 102Q (5648.422341 sec): 3 clusters Score: Raw -8657712.750472 + Penalty 2207.041023 = -8655505.709449 nChanged 18 SP:Iteration 103Q (5648.538862 sec): 3 clusters Score: Raw -8657716.052059 + Penalty 2207.041023 = -8655509.011036 nChanged 21 SP:Iteration 104Q (5648.656793 sec): 3 clusters Score: Raw -8657721.147002 + Penalty 2207.041023 = -8655514.105979 nChanged 24 SP:Iteration 105Q (5648.773947 sec): 3 clusters Score: Raw -8657726.250588 + Penalty 2207.041023 = -8655519.209565 nChanged 27 SP:Iteration 106Q (5648.890848 sec): 3 clusters Score: Raw -8657732.367177 + Penalty 2207.041023 = -8655525.326154 nChanged 28 SP:Iteration 107Q (5649.007978 sec): 3 clusters Score: Raw -8657738.160590 + Penalty 2207.041023 = -8655531.119567 nChanged 30 SP:Iteration 108Q (5649.124564 sec): 3 clusters Score: Raw -8657744.138856 + Penalty 2207.041023 = -8655537.097834 nChanged 23 SP:Iteration 109Q (5649.240655 sec): 3 clusters Score: Raw -8657748.668894 + Penalty 2207.041023 = -8655541.627871 nChanged 19 SP:Iteration 110Q (5649.389447 sec): 3 clusters Score: Raw -8657751.967431 + Penalty 2207.041023 = -8655544.926409 nChanged 21 SP:Iteration 111Q (5649.505642 sec): 3 clusters Score: Raw -8657755.741997 + Penalty 2207.041023 = -8655548.700975 nChanged 21 SP:Iteration 112Q (5649.621705 sec): 3 clusters Score: Raw -8657759.536953 + Penalty 2207.041023 = -8655552.495930 nChanged 22 SP:Iteration 113Q (5649.737585 sec): 3 clusters Score: Raw -8657763.585452 + Penalty 2207.041023 = -8655556.544430 nChanged 20 SP:Iteration 114Q (5649.853477 sec): 3 clusters Score: Raw -8657766.211935 + Penalty 2207.041023 = -8655559.170913 nChanged 16 SP:Iteration 115Q (5649.969363 sec): 3 clusters Score: Raw -8657768.214716 + Penalty 2207.041023 = -8655561.173694 nChanged 18 SP:Iteration 116Q (5650.085250 sec): 3 clusters Score: Raw -8657771.537352 + Penalty 2207.041023 = -8655564.496329 nChanged 15 SP:Iteration 117Q (5650.201129 sec): 3 clusters Score: Raw -8657773.944923 + Penalty 2207.041023 = -8655566.903900 nChanged 8 SP:Iteration 118Q (5650.317005 sec): 3 clusters Score: Raw -8657775.220533 + Penalty 2207.041023 = -8655568.179510 nChanged 7 SP:Iteration 119Q (5650.432915 sec): 3 clusters Score: Raw -8657776.584777 + Penalty 2207.041023 = -8655569.543755 nChanged 12 SP:Iteration 120F (5650.565905 sec): 3 clusters Score: Raw -8657778.140384 + Penalty 2207.041023 = -8655571.099361 nChanged 9 SP:Iteration 121Q (5650.681968 sec): 3 clusters Score: Raw -8657778.982959 + Penalty 2207.041023 = -8655571.941937 nChanged 7 SP:Iteration 122Q (5650.798111 sec): 3 clusters Score: Raw -8657779.589396 + Penalty 2207.041023 = -8655572.548374 nChanged 7 SP:Iteration 123Q (5650.914096 sec): 3 clusters Score: Raw -8657780.544900 + Penalty 2207.041023 = -8655573.503878 nChanged 5 SP:Iteration 124Q (5651.030181 sec): 3 clusters Score: Raw -8657781.164890 + Penalty 2207.041023 = -8655574.123867 nChanged 6 SP:Iteration 125Q (5651.146258 sec): 3 clusters Score: Raw -8657781.892884 + Penalty 2207.041023 = -8655574.851862 nChanged 3 SP:Iteration 126Q (5651.262238 sec): 3 clusters Score: Raw -8657782.144311 + Penalty 2207.041023 = -8655575.103288 nChanged 3 SP:Iteration 127Q (5651.378346 sec): 3 clusters Score: Raw -8657782.285199 + Penalty 2207.041023 = -8655575.244177 nChanged 0 SP:Iteration 128F (5651.511262 sec): 3 clusters Score: Raw -8657782.285199 + Penalty 2207.041023 = -8655575.244177 nChanged 0 Score: Raw -45951063.756495 + Penalty 52082.874990 = -45898980.881505 Splitting cluster 26 changes total score from -45898808.658846 to -45898980.881505 So it's getting split into cluster 41. Trying to split cluster 27 (7477 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5663.192390 sec): 2 clusters Score: Raw -477241.466408 + Penalty 847.360757 = -476394.105651 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5663.214504 sec): 3 clusters Score: Raw -472877.423045 + Penalty 1694.721515 = -471182.701530 nChanged 3291 SP:Iteration 1F (5663.235747 sec): 3 clusters Score: Raw -474864.204491 + Penalty 1694.721515 = -473169.482976 nChanged 591 SP:Iteration 2F (5663.257101 sec): 3 clusters Score: Raw -475259.072037 + Penalty 1694.721515 = -473564.350522 nChanged 567 SP:Iteration 3F (5663.278383 sec): 3 clusters Score: Raw -475642.199003 + Penalty 1694.721515 = -473947.477488 nChanged 504 SP:Iteration 4F (5663.299646 sec): 3 clusters Score: Raw -476038.883618 + Penalty 1694.721515 = -474344.162103 nChanged 427 SP:Iteration 5F (5663.320919 sec): 3 clusters Score: Raw -476422.997627 + Penalty 1694.721515 = -474728.276112 nChanged 335 SP:Iteration 6Q (5663.342042 sec): 3 clusters Score: Raw -476740.991518 + Penalty 1694.721515 = -475046.270003 nChanged 263 SP:Iteration 7Q (5663.363116 sec): 3 clusters Score: Raw -477014.216081 + Penalty 1694.721515 = -475319.494566 nChanged 183 SP:Iteration 8Q (5663.383808 sec): 3 clusters Score: Raw -477165.804106 + Penalty 1694.721515 = -475471.082591 nChanged 124 SP:Iteration 9Q (5663.404155 sec): 3 clusters Score: Raw -477259.895181 + Penalty 1694.721515 = -475565.173666 nChanged 103 SP:Iteration 10Q (5663.424464 sec): 3 clusters Score: Raw -477326.983369 + Penalty 1694.721515 = -475632.261854 nChanged 76 SP:Iteration 11Q (5663.444341 sec): 3 clusters Score: Raw -477364.836100 + Penalty 1694.721515 = -475670.114585 nChanged 55 SP:Iteration 12Q (5663.464473 sec): 3 clusters Score: Raw -477392.095242 + Penalty 1694.721515 = -475697.373727 nChanged 39 SP:Iteration 13Q (5663.484426 sec): 3 clusters Score: Raw -477414.176285 + Penalty 1694.721515 = -475719.454770 nChanged 33 SP:Iteration 14Q (5663.504138 sec): 3 clusters Score: Raw -477425.102330 + Penalty 1694.721515 = -475730.380815 nChanged 23 SP:Iteration 15Q (5663.524080 sec): 3 clusters Score: Raw -477433.210987 + Penalty 1694.721515 = -475738.489472 nChanged 14 SP:Iteration 16Q (5663.543932 sec): 3 clusters Score: Raw -477438.368855 + Penalty 1694.721515 = -475743.647340 nChanged 12 SP:Iteration 17Q (5663.563676 sec): 3 clusters Score: Raw -477441.395861 + Penalty 1694.721515 = -475746.674346 nChanged 5 SP:Iteration 18Q (5663.583429 sec): 3 clusters Score: Raw -477442.861933 + Penalty 1694.721515 = -475748.140418 nChanged 6 SP:Iteration 19Q (5663.603072 sec): 3 clusters Score: Raw -477444.798278 + Penalty 1694.721515 = -475750.076763 nChanged 2 SP:Iteration 20F (5663.624633 sec): 3 clusters Score: Raw -477446.502194 + Penalty 1694.721515 = -475751.780679 nChanged 6 SP:Iteration 21Q (5663.644654 sec): 3 clusters Score: Raw -477450.506769 + Penalty 1694.721515 = -475755.785254 nChanged 9 SP:Iteration 22Q (5663.664245 sec): 3 clusters Score: Raw -477456.265563 + Penalty 1694.721515 = -475761.544048 nChanged 7 SP:Iteration 23Q (5663.684044 sec): 3 clusters Score: Raw -477460.703505 + Penalty 1694.721515 = -475765.981990 nChanged 8 SP:Iteration 24Q (5663.703787 sec): 3 clusters Score: Raw -477463.330721 + Penalty 1694.721515 = -475768.609206 nChanged 10 SP:Iteration 25Q (5663.723294 sec): 3 clusters Score: Raw -477465.368547 + Penalty 1694.721515 = -475770.647032 nChanged 8 SP:Iteration 26Q (5663.742841 sec): 3 clusters Score: Raw -477467.736481 + Penalty 1694.721515 = -475773.014966 nChanged 4 SP:Iteration 27Q (5663.762537 sec): 3 clusters Score: Raw -477468.512015 + Penalty 1694.721515 = -475773.790500 nChanged 4 SP:Iteration 28Q (5663.782052 sec): 3 clusters Score: Raw -477470.226470 + Penalty 1694.721515 = -475775.504955 nChanged 5 SP:Iteration 29Q (5663.802019 sec): 3 clusters Score: Raw -477470.996534 + Penalty 1694.721515 = -475776.275019 nChanged 4 SP:Iteration 30Q (5663.821741 sec): 3 clusters Score: Raw -477472.343558 + Penalty 1694.721515 = -475777.622043 nChanged 5 SP:Iteration 31Q (5663.841325 sec): 3 clusters Score: Raw -477473.307997 + Penalty 1694.721515 = -475778.586482 nChanged 1 SP:Iteration 32Q (5663.861006 sec): 3 clusters Score: Raw -477473.447875 + Penalty 1694.721515 = -475778.726360 nChanged 3 SP:Iteration 33Q (5663.880687 sec): 3 clusters Score: Raw -477474.286405 + Penalty 1694.721515 = -475779.564890 nChanged 1 SP:Iteration 34Q (5663.900342 sec): 3 clusters Score: Raw -477474.423426 + Penalty 1694.721515 = -475779.701911 nChanged 0 SP:Iteration 35F (5663.921894 sec): 3 clusters Score: Raw -477474.423426 + Penalty 1694.721515 = -475779.701911 nChanged 0 Trying to split cluster 28 (9444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5663.942792 sec): 2 clusters Score: Raw -619814.198367 + Penalty 869.547815 = -618944.650552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5663.966996 sec): 3 clusters Score: Raw -614229.984286 + Penalty 1739.095631 = -612490.888656 nChanged 4244 SP:Iteration 1F (5663.990504 sec): 3 clusters Score: Raw -616667.087155 + Penalty 1739.095631 = -614927.991524 nChanged 660 SP:Iteration 2F (5664.014006 sec): 3 clusters Score: Raw -617057.654694 + Penalty 1739.095631 = -615318.559063 nChanged 695 SP:Iteration 3F (5664.037638 sec): 3 clusters Score: Raw -617533.756176 + Penalty 1739.095631 = -615794.660545 nChanged 612 SP:Iteration 4F (5664.061177 sec): 3 clusters Score: Raw -617896.855221 + Penalty 1739.095631 = -616157.759590 nChanged 517 SP:Iteration 5F (5664.086392 sec): 3 clusters Score: Raw -618194.651935 + Penalty 1739.095631 = -616455.556305 nChanged 476 SP:Iteration 6F (5664.109967 sec): 3 clusters Score: Raw -618454.949161 + Penalty 1739.095631 = -616715.853531 nChanged 407 SP:Iteration 7Q (5664.133460 sec): 3 clusters Score: Raw -618662.021103 + Penalty 1739.095631 = -616922.925473 nChanged 345 SP:Iteration 8Q (5664.156866 sec): 3 clusters Score: Raw -618834.633361 + Penalty 1739.095631 = -617095.537731 nChanged 316 SP:Iteration 9Q (5664.180197 sec): 3 clusters Score: Raw -618985.070725 + Penalty 1739.095631 = -617245.975094 nChanged 263 SP:Iteration 10Q (5664.203381 sec): 3 clusters Score: Raw -619092.392114 + Penalty 1739.095631 = -617353.296483 nChanged 230 SP:Iteration 11Q (5664.226756 sec): 3 clusters Score: Raw -619177.800737 + Penalty 1739.095631 = -617438.705106 nChanged 217 SP:Iteration 12Q (5664.249878 sec): 3 clusters Score: Raw -619270.751748 + Penalty 1739.095631 = -617531.656117 nChanged 202 SP:Iteration 13Q (5664.273136 sec): 3 clusters Score: Raw -619354.076189 + Penalty 1739.095631 = -617614.980558 nChanged 175 SP:Iteration 14Q (5664.296424 sec): 3 clusters Score: Raw -619416.678881 + Penalty 1739.095631 = -617677.583250 nChanged 160 SP:Iteration 15Q (5664.319482 sec): 3 clusters Score: Raw -619468.096674 + Penalty 1739.095631 = -617729.001044 nChanged 151 SP:Iteration 16Q (5664.342526 sec): 3 clusters Score: Raw -619520.020016 + Penalty 1739.095631 = -617780.924386 nChanged 121 SP:Iteration 17Q (5664.365712 sec): 3 clusters Score: Raw -619553.630807 + Penalty 1739.095631 = -617814.535177 nChanged 118 SP:Iteration 18Q (5664.388699 sec): 3 clusters Score: Raw -619581.693609 + Penalty 1739.095631 = -617842.597979 nChanged 91 SP:Iteration 19Q (5664.411826 sec): 3 clusters Score: Raw -619604.462161 + Penalty 1739.095631 = -617865.366530 nChanged 93 SP:Iteration 20F (5664.435284 sec): 3 clusters Score: Raw -619631.205657 + Penalty 1739.095631 = -617892.110026 nChanged 116 SP:Iteration 21Q (5664.458251 sec): 3 clusters Score: Raw -619660.081081 + Penalty 1739.095631 = -617920.985450 nChanged 108 SP:Iteration 22Q (5664.481248 sec): 3 clusters Score: Raw -619689.217413 + Penalty 1739.095631 = -617950.121782 nChanged 93 SP:Iteration 23Q (5664.504214 sec): 3 clusters Score: Raw -619705.797369 + Penalty 1739.095631 = -617966.701738 nChanged 61 SP:Iteration 24Q (5664.527243 sec): 3 clusters Score: Raw -619714.017473 + Penalty 1739.095631 = -617974.921842 nChanged 43 SP:Iteration 25Q (5664.550295 sec): 3 clusters Score: Raw -619718.334771 + Penalty 1739.095631 = -617979.239140 nChanged 29 SP:Iteration 26Q (5664.573375 sec): 3 clusters Score: Raw -619722.836654 + Penalty 1739.095631 = -617983.741023 nChanged 30 SP:Iteration 27Q (5664.596196 sec): 3 clusters Score: Raw -619726.159209 + Penalty 1739.095631 = -617987.063578 nChanged 29 SP:Iteration 28Q (5664.619157 sec): 3 clusters Score: Raw -619729.199384 + Penalty 1739.095631 = -617990.103753 nChanged 22 SP:Iteration 29Q (5664.642223 sec): 3 clusters Score: Raw -619731.818855 + Penalty 1739.095631 = -617992.723224 nChanged 27 SP:Iteration 30Q (5664.665266 sec): 3 clusters Score: Raw -619734.841573 + Penalty 1739.095631 = -617995.745943 nChanged 30 SP:Iteration 31Q (5664.688382 sec): 3 clusters Score: Raw -619737.660039 + Penalty 1739.095631 = -617998.564408 nChanged 19 SP:Iteration 32Q (5664.711227 sec): 3 clusters Score: Raw -619739.300064 + Penalty 1739.095631 = -618000.204434 nChanged 20 SP:Iteration 33Q (5664.734348 sec): 3 clusters Score: Raw -619741.261436 + Penalty 1739.095631 = -618002.165805 nChanged 15 SP:Iteration 34Q (5664.757296 sec): 3 clusters Score: Raw -619743.081738 + Penalty 1739.095631 = -618003.986107 nChanged 25 SP:Iteration 35Q (5664.780401 sec): 3 clusters Score: Raw -619745.714728 + Penalty 1739.095631 = -618006.619097 nChanged 17 SP:Iteration 36Q (5664.803523 sec): 3 clusters Score: Raw -619747.387462 + Penalty 1739.095631 = -618008.291831 nChanged 19 SP:Iteration 37Q (5664.826404 sec): 3 clusters Score: Raw -619750.026260 + Penalty 1739.095631 = -618010.930630 nChanged 18 SP:Iteration 38Q (5664.849518 sec): 3 clusters Score: Raw -619752.314166 + Penalty 1739.095631 = -618013.218535 nChanged 20 SP:Iteration 39Q (5664.872326 sec): 3 clusters Score: Raw -619754.316529 + Penalty 1739.095631 = -618015.220898 nChanged 21 SP:Iteration 40F (5664.895796 sec): 3 clusters Score: Raw -619755.906013 + Penalty 1739.095631 = -618016.810383 nChanged 20 SP:Iteration 41Q (5664.918586 sec): 3 clusters Score: Raw -619757.515842 + Penalty 1739.095631 = -618018.420211 nChanged 13 SP:Iteration 42Q (5664.941673 sec): 3 clusters Score: Raw -619758.891799 + Penalty 1739.095631 = -618019.796168 nChanged 15 SP:Iteration 43Q (5664.964741 sec): 3 clusters Score: Raw -619760.459764 + Penalty 1739.095631 = -618021.364134 nChanged 10 SP:Iteration 44Q (5664.987632 sec): 3 clusters Score: Raw -619761.368838 + Penalty 1739.095631 = -618022.273207 nChanged 10 SP:Iteration 45Q (5665.010600 sec): 3 clusters Score: Raw -619762.358802 + Penalty 1739.095631 = -618023.263171 nChanged 12 SP:Iteration 46Q (5665.033600 sec): 3 clusters Score: Raw -619763.923482 + Penalty 1739.095631 = -618024.827851 nChanged 13 SP:Iteration 47Q (5665.056697 sec): 3 clusters Score: Raw -619765.297803 + Penalty 1739.095631 = -618026.202172 nChanged 18 SP:Iteration 48Q (5665.079777 sec): 3 clusters Score: Raw -619767.123163 + Penalty 1739.095631 = -618028.027533 nChanged 21 SP:Iteration 49Q (5665.102666 sec): 3 clusters Score: Raw -619770.132617 + Penalty 1739.095631 = -618031.036987 nChanged 20 SP:Iteration 50Q (5665.125612 sec): 3 clusters Score: Raw -619772.598420 + Penalty 1739.095631 = -618033.502789 nChanged 19 SP:Iteration 51Q (5665.148531 sec): 3 clusters Score: Raw -619774.621168 + Penalty 1739.095631 = -618035.525537 nChanged 9 SP:Iteration 52Q (5665.171295 sec): 3 clusters Score: Raw -619775.451317 + Penalty 1739.095631 = -618036.355687 nChanged 10 SP:Iteration 53Q (5665.194480 sec): 3 clusters Score: Raw -619776.517173 + Penalty 1739.095631 = -618037.421542 nChanged 15 SP:Iteration 54Q (5665.217397 sec): 3 clusters Score: Raw -619777.875920 + Penalty 1739.095631 = -618038.780289 nChanged 11 SP:Iteration 55Q (5665.240219 sec): 3 clusters Score: Raw -619778.840229 + Penalty 1739.095631 = -618039.744599 nChanged 13 SP:Iteration 56Q (5665.263207 sec): 3 clusters Score: Raw -619780.036113 + Penalty 1739.095631 = -618040.940483 nChanged 18 SP:Iteration 57Q (5665.286319 sec): 3 clusters Score: Raw -619782.562596 + Penalty 1739.095631 = -618043.466965 nChanged 19 SP:Iteration 58Q (5665.309231 sec): 3 clusters Score: Raw -619786.546034 + Penalty 1739.095631 = -618047.450403 nChanged 35 SP:Iteration 59Q (5665.332178 sec): 3 clusters Score: Raw -619792.641343 + Penalty 1739.095631 = -618053.545712 nChanged 31 SP:Iteration 60F (5665.355580 sec): 3 clusters Score: Raw -619797.503205 + Penalty 1739.095631 = -618058.407574 nChanged 27 SP:Iteration 61Q (5665.378843 sec): 3 clusters Score: Raw -619801.155375 + Penalty 1739.095631 = -618062.059745 nChanged 29 SP:Iteration 62Q (5665.401837 sec): 3 clusters Score: Raw -619803.690469 + Penalty 1739.095631 = -618064.594838 nChanged 22 SP:Iteration 63Q (5665.424841 sec): 3 clusters Score: Raw -619805.715885 + Penalty 1739.095631 = -618066.620254 nChanged 16 SP:Iteration 64Q (5665.447758 sec): 3 clusters Score: Raw -619807.564879 + Penalty 1739.095631 = -618068.469249 nChanged 18 SP:Iteration 65Q (5665.470808 sec): 3 clusters Score: Raw -619809.364628 + Penalty 1739.095631 = -618070.268998 nChanged 18 SP:Iteration 66Q (5665.493658 sec): 3 clusters Score: Raw -619811.352991 + Penalty 1739.095631 = -618072.257361 nChanged 18 SP:Iteration 67Q (5665.516538 sec): 3 clusters Score: Raw -619814.253898 + Penalty 1739.095631 = -618075.158267 nChanged 24 SP:Iteration 68Q (5665.539560 sec): 3 clusters Score: Raw -619817.508636 + Penalty 1739.095631 = -618078.413005 nChanged 19 SP:Iteration 69Q (5665.562419 sec): 3 clusters Score: Raw -619820.044099 + Penalty 1739.095631 = -618080.948468 nChanged 20 SP:Iteration 70Q (5665.585508 sec): 3 clusters Score: Raw -619823.312863 + Penalty 1739.095631 = -618084.217233 nChanged 21 SP:Iteration 71Q (5665.608314 sec): 3 clusters Score: Raw -619826.118967 + Penalty 1739.095631 = -618087.023337 nChanged 23 SP:Iteration 72Q (5665.631114 sec): 3 clusters Score: Raw -619828.824906 + Penalty 1739.095631 = -618089.729276 nChanged 16 SP:Iteration 73Q (5665.653985 sec): 3 clusters Score: Raw -619830.603235 + Penalty 1739.095631 = -618091.507604 nChanged 12 SP:Iteration 74Q (5665.676877 sec): 3 clusters Score: Raw -619831.853221 + Penalty 1739.095631 = -618092.757590 nChanged 14 SP:Iteration 75Q (5665.699753 sec): 3 clusters Score: Raw -619833.486920 + Penalty 1739.095631 = -618094.391290 nChanged 17 SP:Iteration 76Q (5665.722811 sec): 3 clusters Score: Raw -619835.561520 + Penalty 1739.095631 = -618096.465890 nChanged 11 SP:Iteration 77Q (5665.745658 sec): 3 clusters Score: Raw -619836.613282 + Penalty 1739.095631 = -618097.517652 nChanged 12 SP:Iteration 78Q (5665.768812 sec): 3 clusters Score: Raw -619837.554042 + Penalty 1739.095631 = -618098.458411 nChanged 6 SP:Iteration 79Q (5665.791797 sec): 3 clusters Score: Raw -619838.036098 + Penalty 1739.095631 = -618098.940468 nChanged 7 SP:Iteration 80F (5665.815388 sec): 3 clusters Score: Raw -619838.633668 + Penalty 1739.095631 = -618099.538037 nChanged 9 SP:Iteration 81Q (5665.838291 sec): 3 clusters Score: Raw -619839.416672 + Penalty 1739.095631 = -618100.321042 nChanged 11 SP:Iteration 82Q (5665.861136 sec): 3 clusters Score: Raw -619840.084202 + Penalty 1739.095631 = -618100.988571 nChanged 12 SP:Iteration 83Q (5665.883939 sec): 3 clusters Score: Raw -619840.749703 + Penalty 1739.095631 = -618101.654073 nChanged 10 SP:Iteration 84Q (5665.906705 sec): 3 clusters Score: Raw -619841.492425 + Penalty 1739.095631 = -618102.396794 nChanged 8 SP:Iteration 85Q (5665.929592 sec): 3 clusters Score: Raw -619842.019203 + Penalty 1739.095631 = -618102.923572 nChanged 8 SP:Iteration 86Q (5665.952528 sec): 3 clusters Score: Raw -619842.617281 + Penalty 1739.095631 = -618103.521651 nChanged 9 SP:Iteration 87Q (5665.975275 sec): 3 clusters Score: Raw -619843.199280 + Penalty 1739.095631 = -618104.103650 nChanged 8 SP:Iteration 88Q (5665.997922 sec): 3 clusters Score: Raw -619843.834300 + Penalty 1739.095631 = -618104.738670 nChanged 7 SP:Iteration 89Q (5666.020747 sec): 3 clusters Score: Raw -619844.446414 + Penalty 1739.095631 = -618105.350783 nChanged 12 SP:Iteration 90Q (5666.043636 sec): 3 clusters Score: Raw -619846.287352 + Penalty 1739.095631 = -618107.191721 nChanged 15 SP:Iteration 91Q (5666.066434 sec): 3 clusters Score: Raw -619848.213319 + Penalty 1739.095631 = -618109.117688 nChanged 18 SP:Iteration 92Q (5666.089441 sec): 3 clusters Score: Raw -619850.146021 + Penalty 1739.095631 = -618111.050391 nChanged 13 SP:Iteration 93Q (5666.112404 sec): 3 clusters Score: Raw -619851.158707 + Penalty 1739.095631 = -618112.063076 nChanged 14 SP:Iteration 94Q (5666.135183 sec): 3 clusters Score: Raw -619852.428587 + Penalty 1739.095631 = -618113.332957 nChanged 11 SP:Iteration 95Q (5666.158222 sec): 3 clusters Score: Raw -619854.629434 + Penalty 1739.095631 = -618115.533804 nChanged 23 SP:Iteration 96Q (5666.181117 sec): 3 clusters Score: Raw -619857.315196 + Penalty 1739.095631 = -618118.219565 nChanged 16 SP:Iteration 97Q (5666.203818 sec): 3 clusters Score: Raw -619858.420992 + Penalty 1739.095631 = -618119.325362 nChanged 11 SP:Iteration 98Q (5666.226653 sec): 3 clusters Score: Raw -619860.002189 + Penalty 1739.095631 = -618120.906558 nChanged 12 SP:Iteration 99Q (5666.249692 sec): 3 clusters Score: Raw -619861.737988 + Penalty 1739.095631 = -618122.642358 nChanged 12 SP:Iteration 100F (5666.273096 sec): 3 clusters Score: Raw -619862.611868 + Penalty 1739.095631 = -618123.516238 nChanged 8 SP:Iteration 101Q (5666.296000 sec): 3 clusters Score: Raw -619863.110345 + Penalty 1739.095631 = -618124.014715 nChanged 7 SP:Iteration 102Q (5666.318933 sec): 3 clusters Score: Raw -619863.574327 + Penalty 1739.095631 = -618124.478696 nChanged 4 SP:Iteration 103Q (5666.341904 sec): 3 clusters Score: Raw -619863.732106 + Penalty 1739.095631 = -618124.636475 nChanged 4 SP:Iteration 104Q (5666.364874 sec): 3 clusters Score: Raw -619863.905917 + Penalty 1739.095631 = -618124.810287 nChanged 2 SP:Iteration 105Q (5666.387715 sec): 3 clusters Score: Raw -619863.957285 + Penalty 1739.095631 = -618124.861654 nChanged 2 SP:Iteration 106Q (5666.410392 sec): 3 clusters Score: Raw -619864.297166 + Penalty 1739.095631 = -618125.201536 nChanged 4 SP:Iteration 107Q (5666.433474 sec): 3 clusters Score: Raw -619864.718774 + Penalty 1739.095631 = -618125.623143 nChanged 4 SP:Iteration 108Q (5666.456291 sec): 3 clusters Score: Raw -619865.111310 + Penalty 1739.095631 = -618126.015679 nChanged 4 SP:Iteration 109Q (5666.479030 sec): 3 clusters Score: Raw -619865.279773 + Penalty 1739.095631 = -618126.184142 nChanged 2 SP:Iteration 110Q (5666.502014 sec): 3 clusters Score: Raw -619865.322167 + Penalty 1739.095631 = -618126.226536 nChanged 0 SP:Iteration 111F (5666.525512 sec): 3 clusters Score: Raw -619865.322167 + Penalty 1739.095631 = -618126.226536 nChanged 0 Trying to split cluster 29 (8459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5666.545835 sec): 2 clusters Score: Raw -618288.921209 + Penalty 859.083693 = -617429.837516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5666.569774 sec): 3 clusters Score: Raw -613334.387202 + Penalty 1718.167386 = -611616.219816 nChanged 3793 SP:Iteration 1F (5666.592711 sec): 3 clusters Score: Raw -615467.549567 + Penalty 1718.167386 = -613749.382181 nChanged 532 SP:Iteration 2F (5666.615747 sec): 3 clusters Score: Raw -615687.649985 + Penalty 1718.167386 = -613969.482599 nChanged 462 SP:Iteration 3F (5666.638557 sec): 3 clusters Score: Raw -615909.178913 + Penalty 1718.167386 = -614191.011527 nChanged 461 SP:Iteration 4F (5666.661556 sec): 3 clusters Score: Raw -616170.987112 + Penalty 1718.167386 = -614452.819726 nChanged 523 SP:Iteration 5F (5666.684216 sec): 3 clusters Score: Raw -616513.685746 + Penalty 1718.167386 = -614795.518359 nChanged 525 SP:Iteration 6F (5666.706908 sec): 3 clusters Score: Raw -616908.389003 + Penalty 1718.167386 = -615190.221617 nChanged 525 SP:Iteration 7F (5666.729544 sec): 3 clusters Score: Raw -617315.956473 + Penalty 1718.167386 = -615597.789087 nChanged 449 SP:Iteration 8F (5666.752405 sec): 3 clusters Score: Raw -617665.565981 + Penalty 1718.167386 = -615947.398595 nChanged 358 SP:Iteration 9Q (5666.775261 sec): 3 clusters Score: Raw -617956.596815 + Penalty 1718.167386 = -616238.429429 nChanged 309 SP:Iteration 10Q (5666.797902 sec): 3 clusters Score: Raw -618206.357667 + Penalty 1718.167386 = -616488.190281 nChanged 244 SP:Iteration 11Q (5666.820378 sec): 3 clusters Score: Raw -618363.173076 + Penalty 1718.167386 = -616645.005690 nChanged 183 SP:Iteration 12Q (5666.842656 sec): 3 clusters Score: Raw -618467.573844 + Penalty 1718.167386 = -616749.406458 nChanged 137 SP:Iteration 13Q (5666.864640 sec): 3 clusters Score: Raw -618545.706087 + Penalty 1718.167386 = -616827.538701 nChanged 102 SP:Iteration 14Q (5666.886551 sec): 3 clusters Score: Raw -618605.797036 + Penalty 1718.167386 = -616887.629650 nChanged 109 SP:Iteration 15Q (5666.908377 sec): 3 clusters Score: Raw -618655.679177 + Penalty 1718.167386 = -616937.511791 nChanged 86 SP:Iteration 16Q (5666.930248 sec): 3 clusters Score: Raw -618692.463337 + Penalty 1718.167386 = -616974.295951 nChanged 70 SP:Iteration 17Q (5666.952018 sec): 3 clusters Score: Raw -618716.512132 + Penalty 1718.167386 = -616998.344746 nChanged 48 SP:Iteration 18Q (5666.973776 sec): 3 clusters Score: Raw -618730.698243 + Penalty 1718.167386 = -617012.530857 nChanged 45 SP:Iteration 19Q (5666.995769 sec): 3 clusters Score: Raw -618745.578917 + Penalty 1718.167386 = -617027.411531 nChanged 44 SP:Iteration 20F (5667.018967 sec): 3 clusters Score: Raw -618759.169657 + Penalty 1718.167386 = -617041.002271 nChanged 40 SP:Iteration 21Q (5667.040740 sec): 3 clusters Score: Raw -618773.390328 + Penalty 1718.167386 = -617055.222941 nChanged 30 SP:Iteration 22Q (5667.062312 sec): 3 clusters Score: Raw -618784.265269 + Penalty 1718.167386 = -617066.097883 nChanged 24 SP:Iteration 23Q (5667.083918 sec): 3 clusters Score: Raw -618789.081804 + Penalty 1718.167386 = -617070.914418 nChanged 19 SP:Iteration 24Q (5667.105336 sec): 3 clusters Score: Raw -618792.687126 + Penalty 1718.167386 = -617074.519740 nChanged 22 SP:Iteration 25Q (5667.126850 sec): 3 clusters Score: Raw -618798.562981 + Penalty 1718.167386 = -617080.395595 nChanged 17 SP:Iteration 26Q (5667.148209 sec): 3 clusters Score: Raw -618802.910155 + Penalty 1718.167386 = -617084.742769 nChanged 16 SP:Iteration 27Q (5667.169587 sec): 3 clusters Score: Raw -618807.847307 + Penalty 1718.167386 = -617089.679921 nChanged 14 SP:Iteration 28Q (5667.191171 sec): 3 clusters Score: Raw -618810.813825 + Penalty 1718.167386 = -617092.646439 nChanged 12 SP:Iteration 29Q (5667.212611 sec): 3 clusters Score: Raw -618813.371215 + Penalty 1718.167386 = -617095.203829 nChanged 8 SP:Iteration 30Q (5667.234264 sec): 3 clusters Score: Raw -618814.784121 + Penalty 1718.167386 = -617096.616735 nChanged 8 SP:Iteration 31Q (5667.255673 sec): 3 clusters Score: Raw -618816.161847 + Penalty 1718.167386 = -617097.994461 nChanged 11 SP:Iteration 32Q (5667.277059 sec): 3 clusters Score: Raw -618817.637611 + Penalty 1718.167386 = -617099.470225 nChanged 8 SP:Iteration 33Q (5667.298663 sec): 3 clusters Score: Raw -618818.602909 + Penalty 1718.167386 = -617100.435523 nChanged 4 SP:Iteration 34Q (5667.320153 sec): 3 clusters Score: Raw -618819.089376 + Penalty 1718.167386 = -617100.921990 nChanged 1 SP:Iteration 35Q (5667.341508 sec): 3 clusters Score: Raw -618819.242436 + Penalty 1718.167386 = -617101.075050 nChanged 2 SP:Iteration 36Q (5667.362847 sec): 3 clusters Score: Raw -618819.422802 + Penalty 1718.167386 = -617101.255416 nChanged 2 SP:Iteration 37Q (5667.384223 sec): 3 clusters Score: Raw -618819.641195 + Penalty 1718.167386 = -617101.473809 nChanged 1 SP:Iteration 38Q (5667.405587 sec): 3 clusters Score: Raw -618819.831121 + Penalty 1718.167386 = -617101.663734 nChanged 2 SP:Iteration 39Q (5667.427074 sec): 3 clusters Score: Raw -618819.975381 + Penalty 1718.167386 = -617101.807995 nChanged 2 SP:Iteration 40F (5667.449845 sec): 3 clusters Score: Raw -618820.179045 + Penalty 1718.167386 = -617102.011659 nChanged 2 SP:Iteration 41Q (5667.471428 sec): 3 clusters Score: Raw -618820.310865 + Penalty 1718.167386 = -617102.143479 nChanged 0 SP:Iteration 42F (5667.494367 sec): 3 clusters Score: Raw -618820.310865 + Penalty 1718.167386 = -617102.143479 nChanged 0 Trying to split cluster 30 (1520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5667.508813 sec): 2 clusters Score: Raw -79299.748992 + Penalty 696.014233 = -78603.734758 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5667.515243 sec): 3 clusters Score: Raw -78634.077401 + Penalty 1392.028467 = -77242.048934 nChanged 597 SP:Iteration 1F (5667.521063 sec): 3 clusters Score: Raw -79027.526542 + Penalty 1392.028467 = -77635.498075 nChanged 126 SP:Iteration 2F (5667.526874 sec): 3 clusters Score: Raw -79099.533051 + Penalty 1392.028467 = -77707.504584 nChanged 64 SP:Iteration 3Q (5667.532716 sec): 3 clusters Score: Raw -79144.051634 + Penalty 1392.028467 = -77752.023167 nChanged 46 SP:Iteration 4Q (5667.538550 sec): 3 clusters Score: Raw -79184.871704 + Penalty 1392.028467 = -77792.843237 nChanged 49 SP:Iteration 5Q (5667.544373 sec): 3 clusters Score: Raw -79231.101977 + Penalty 1392.028467 = -77839.073510 nChanged 55 SP:Iteration 6Q (5667.550158 sec): 3 clusters Score: Raw -79280.679821 + Penalty 1392.028467 = -77888.651354 nChanged 47 SP:Iteration 7Q (5667.556007 sec): 3 clusters Score: Raw -79326.910622 + Penalty 1392.028467 = -77934.882156 nChanged 44 SP:Iteration 8Q (5667.561910 sec): 3 clusters Score: Raw -79353.180453 + Penalty 1392.028467 = -77961.151986 nChanged 30 SP:Iteration 9Q (5667.567644 sec): 3 clusters Score: Raw -79379.827162 + Penalty 1392.028467 = -77987.798695 nChanged 31 SP:Iteration 10Q (5667.573416 sec): 3 clusters Score: Raw -79409.018029 + Penalty 1392.028467 = -78016.989562 nChanged 31 SP:Iteration 11Q (5667.579219 sec): 3 clusters Score: Raw -79436.204036 + Penalty 1392.028467 = -78044.175569 nChanged 32 SP:Iteration 12Q (5667.584954 sec): 3 clusters Score: Raw -79466.061576 + Penalty 1392.028467 = -78074.033109 nChanged 32 SP:Iteration 13Q (5667.590755 sec): 3 clusters Score: Raw -79486.850608 + Penalty 1392.028467 = -78094.822141 nChanged 24 SP:Iteration 14Q (5667.596502 sec): 3 clusters Score: Raw -79500.629096 + Penalty 1392.028467 = -78108.600629 nChanged 22 SP:Iteration 15Q (5667.602235 sec): 3 clusters Score: Raw -79513.988376 + Penalty 1392.028467 = -78121.959909 nChanged 24 SP:Iteration 16Q (5667.607984 sec): 3 clusters Score: Raw -79528.323109 + Penalty 1392.028467 = -78136.294643 nChanged 22 SP:Iteration 17Q (5667.613724 sec): 3 clusters Score: Raw -79547.633334 + Penalty 1392.028467 = -78155.604868 nChanged 16 SP:Iteration 18Q (5667.619493 sec): 3 clusters Score: Raw -79559.887694 + Penalty 1392.028467 = -78167.859227 nChanged 12 SP:Iteration 19Q (5667.625215 sec): 3 clusters Score: Raw -79566.438092 + Penalty 1392.028467 = -78174.409625 nChanged 8 SP:Iteration 20F (5667.631125 sec): 3 clusters Score: Raw -79571.076769 + Penalty 1392.028467 = -78179.048302 nChanged 6 SP:Iteration 21Q (5667.636873 sec): 3 clusters Score: Raw -79572.705998 + Penalty 1392.028467 = -78180.677531 nChanged 2 SP:Iteration 22Q (5667.642590 sec): 3 clusters Score: Raw -79573.334802 + Penalty 1392.028467 = -78181.306336 nChanged 0 SP:Iteration 23F (5667.648370 sec): 3 clusters Score: Raw -79573.334802 + Penalty 1392.028467 = -78181.306336 nChanged 0 Trying to split cluster 31 (3159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5667.664748 sec): 2 clusters Score: Raw -223892.545543 + Penalty 765.511026 = -223127.034517 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5667.677109 sec): 3 clusters Score: Raw -222324.760407 + Penalty 1531.022052 = -220793.738355 nChanged 1247 SP:Iteration 1F (5667.688690 sec): 3 clusters Score: Raw -223095.940186 + Penalty 1531.022052 = -221564.918134 nChanged 225 SP:Iteration 2F (5667.700058 sec): 3 clusters Score: Raw -223249.983279 + Penalty 1531.022052 = -221718.961227 nChanged 193 SP:Iteration 3F (5667.711495 sec): 3 clusters Score: Raw -223381.826567 + Penalty 1531.022052 = -221850.804515 nChanged 177 SP:Iteration 4F (5667.723005 sec): 3 clusters Score: Raw -223511.216941 + Penalty 1531.022052 = -221980.194888 nChanged 159 SP:Iteration 5F (5667.734477 sec): 3 clusters Score: Raw -223630.855683 + Penalty 1531.022052 = -222099.833631 nChanged 169 SP:Iteration 6F (5667.745986 sec): 3 clusters Score: Raw -223745.416856 + Penalty 1531.022052 = -222214.394804 nChanged 147 SP:Iteration 7Q (5667.757398 sec): 3 clusters Score: Raw -223861.618142 + Penalty 1531.022052 = -222330.596090 nChanged 124 SP:Iteration 8Q (5667.768824 sec): 3 clusters Score: Raw -223967.755784 + Penalty 1531.022052 = -222436.733732 nChanged 116 SP:Iteration 9Q (5667.780252 sec): 3 clusters Score: Raw -224065.134516 + Penalty 1531.022052 = -222534.112464 nChanged 89 SP:Iteration 10Q (5667.791501 sec): 3 clusters Score: Raw -224130.957450 + Penalty 1531.022052 = -222599.935398 nChanged 75 SP:Iteration 11Q (5667.802798 sec): 3 clusters Score: Raw -224175.752992 + Penalty 1531.022052 = -222644.730940 nChanged 61 SP:Iteration 12Q (5667.814017 sec): 3 clusters Score: Raw -224203.132518 + Penalty 1531.022052 = -222672.110466 nChanged 38 SP:Iteration 13Q (5667.825180 sec): 3 clusters Score: Raw -224219.115792 + Penalty 1531.022052 = -222688.093740 nChanged 35 SP:Iteration 14Q (5667.836402 sec): 3 clusters Score: Raw -224245.306366 + Penalty 1531.022052 = -222714.284314 nChanged 46 SP:Iteration 15Q (5667.847584 sec): 3 clusters Score: Raw -224263.694374 + Penalty 1531.022052 = -222732.672322 nChanged 35 SP:Iteration 16Q (5667.858674 sec): 3 clusters Score: Raw -224278.795609 + Penalty 1531.022052 = -222747.773557 nChanged 25 SP:Iteration 17Q (5667.869814 sec): 3 clusters Score: Raw -224285.669818 + Penalty 1531.022052 = -222754.647766 nChanged 20 SP:Iteration 18Q (5667.880986 sec): 3 clusters Score: Raw -224291.449934 + Penalty 1531.022052 = -222760.427882 nChanged 15 SP:Iteration 19Q (5667.892109 sec): 3 clusters Score: Raw -224296.116695 + Penalty 1531.022052 = -222765.094642 nChanged 17 SP:Iteration 20F (5667.903608 sec): 3 clusters Score: Raw -224303.400198 + Penalty 1531.022052 = -222772.378145 nChanged 18 SP:Iteration 21Q (5667.914804 sec): 3 clusters Score: Raw -224310.369484 + Penalty 1531.022052 = -222779.347432 nChanged 13 SP:Iteration 22Q (5667.925941 sec): 3 clusters Score: Raw -224318.008752 + Penalty 1531.022052 = -222786.986700 nChanged 17 SP:Iteration 23Q (5667.937096 sec): 3 clusters Score: Raw -224329.891372 + Penalty 1531.022052 = -222798.869319 nChanged 25 SP:Iteration 24Q (5667.948216 sec): 3 clusters Score: Raw -224337.412661 + Penalty 1531.022052 = -222806.390609 nChanged 19 SP:Iteration 25Q (5667.959355 sec): 3 clusters Score: Raw -224341.783270 + Penalty 1531.022052 = -222810.761217 nChanged 19 SP:Iteration 26Q (5667.970487 sec): 3 clusters Score: Raw -224345.738929 + Penalty 1531.022052 = -222814.716877 nChanged 8 SP:Iteration 27Q (5667.981588 sec): 3 clusters Score: Raw -224348.144619 + Penalty 1531.022052 = -222817.122567 nChanged 10 SP:Iteration 28Q (5667.992682 sec): 3 clusters Score: Raw -224350.060299 + Penalty 1531.022052 = -222819.038247 nChanged 7 SP:Iteration 29Q (5668.003807 sec): 3 clusters Score: Raw -224351.776289 + Penalty 1531.022052 = -222820.754237 nChanged 7 SP:Iteration 30Q (5668.014825 sec): 3 clusters Score: Raw -224352.994803 + Penalty 1531.022052 = -222821.972751 nChanged 4 SP:Iteration 31Q (5668.025925 sec): 3 clusters Score: Raw -224353.510871 + Penalty 1531.022052 = -222822.488819 nChanged 4 SP:Iteration 32Q (5668.036952 sec): 3 clusters Score: Raw -224353.958898 + Penalty 1531.022052 = -222822.936846 nChanged 1 SP:Iteration 33Q (5668.048057 sec): 3 clusters Score: Raw -224354.049726 + Penalty 1531.022052 = -222823.027674 nChanged 2 SP:Iteration 34Q (5668.059148 sec): 3 clusters Score: Raw -224354.317423 + Penalty 1531.022052 = -222823.295371 nChanged 2 SP:Iteration 35Q (5668.070099 sec): 3 clusters Score: Raw -224354.501676 + Penalty 1531.022052 = -222823.479624 nChanged 1 SP:Iteration 36Q (5668.081101 sec): 3 clusters Score: Raw -224354.595358 + Penalty 1531.022052 = -222823.573306 nChanged 3 SP:Iteration 37Q (5668.092087 sec): 3 clusters Score: Raw -224355.330361 + Penalty 1531.022052 = -222824.308309 nChanged 2 SP:Iteration 38Q (5668.103349 sec): 3 clusters Score: Raw -224355.973420 + Penalty 1531.022052 = -222824.951368 nChanged 4 SP:Iteration 39Q (5668.147383 sec): 3 clusters Score: Raw -224357.442841 + Penalty 1531.022052 = -222826.420789 nChanged 3 SP:Iteration 40F (5668.161070 sec): 3 clusters Score: Raw -224357.721216 + Penalty 1531.022052 = -222826.699164 nChanged 2 SP:Iteration 41Q (5668.172184 sec): 3 clusters Score: Raw -224358.145784 + Penalty 1531.022052 = -222827.123732 nChanged 0 SP:Iteration 42F (5668.183648 sec): 3 clusters Score: Raw -224358.145784 + Penalty 1531.022052 = -222827.123732 nChanged 0 Trying to split cluster 32 (2943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5668.199487 sec): 2 clusters Score: Raw -162358.112272 + Penalty 758.782551 = -161599.329721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5668.211263 sec): 3 clusters Score: Raw -160869.277999 + Penalty 1517.565102 = -159351.712897 nChanged 1226 SP:Iteration 1F (5668.221987 sec): 3 clusters Score: Raw -161760.314009 + Penalty 1517.565102 = -160242.748907 nChanged 270 SP:Iteration 2F (5668.232421 sec): 3 clusters Score: Raw -161966.450567 + Penalty 1517.565102 = -160448.885465 nChanged 184 SP:Iteration 3F (5668.243079 sec): 3 clusters Score: Raw -162088.670685 + Penalty 1517.565102 = -160571.105583 nChanged 132 SP:Iteration 4Q (5668.253803 sec): 3 clusters Score: Raw -162169.137751 + Penalty 1517.565102 = -160651.572649 nChanged 106 SP:Iteration 5Q (5668.264279 sec): 3 clusters Score: Raw -162227.524411 + Penalty 1517.565102 = -160709.959309 nChanged 88 SP:Iteration 6Q (5668.274993 sec): 3 clusters Score: Raw -162268.757969 + Penalty 1517.565102 = -160751.192867 nChanged 74 SP:Iteration 7Q (5668.285720 sec): 3 clusters Score: Raw -162307.729725 + Penalty 1517.565102 = -160790.164623 nChanged 68 SP:Iteration 8Q (5668.296393 sec): 3 clusters Score: Raw -162346.536251 + Penalty 1517.565102 = -160828.971148 nChanged 66 SP:Iteration 9Q (5668.306973 sec): 3 clusters Score: Raw -162391.358039 + Penalty 1517.565102 = -160873.792937 nChanged 65 SP:Iteration 10Q (5668.317539 sec): 3 clusters Score: Raw -162427.405858 + Penalty 1517.565102 = -160909.840756 nChanged 65 SP:Iteration 11Q (5668.328204 sec): 3 clusters Score: Raw -162462.442229 + Penalty 1517.565102 = -160944.877127 nChanged 54 SP:Iteration 12Q (5668.338877 sec): 3 clusters Score: Raw -162498.005366 + Penalty 1517.565102 = -160980.440263 nChanged 50 SP:Iteration 13Q (5668.349597 sec): 3 clusters Score: Raw -162534.435201 + Penalty 1517.565102 = -161016.870099 nChanged 51 SP:Iteration 14Q (5668.360244 sec): 3 clusters Score: Raw -162567.891443 + Penalty 1517.565102 = -161050.326340 nChanged 50 SP:Iteration 15Q (5668.370872 sec): 3 clusters Score: Raw -162608.427473 + Penalty 1517.565102 = -161090.862371 nChanged 63 SP:Iteration 16Q (5668.381614 sec): 3 clusters Score: Raw -162648.292796 + Penalty 1517.565102 = -161130.727693 nChanged 44 SP:Iteration 17Q (5668.392247 sec): 3 clusters Score: Raw -162678.239230 + Penalty 1517.565102 = -161160.674128 nChanged 32 SP:Iteration 18Q (5668.402908 sec): 3 clusters Score: Raw -162698.706497 + Penalty 1517.565102 = -161181.141395 nChanged 30 SP:Iteration 19Q (5668.413514 sec): 3 clusters Score: Raw -162709.750164 + Penalty 1517.565102 = -161192.185062 nChanged 20 SP:Iteration 20F (5668.424286 sec): 3 clusters Score: Raw -162716.558003 + Penalty 1517.565102 = -161198.992901 nChanged 14 SP:Iteration 21Q (5668.434762 sec): 3 clusters Score: Raw -162721.879442 + Penalty 1517.565102 = -161204.314340 nChanged 10 SP:Iteration 22Q (5668.445368 sec): 3 clusters Score: Raw -162726.141772 + Penalty 1517.565102 = -161208.576670 nChanged 10 SP:Iteration 23Q (5668.455879 sec): 3 clusters Score: Raw -162728.334051 + Penalty 1517.565102 = -161210.768949 nChanged 6 SP:Iteration 24Q (5668.466421 sec): 3 clusters Score: Raw -162730.592945 + Penalty 1517.565102 = -161213.027843 nChanged 10 SP:Iteration 25Q (5668.476977 sec): 3 clusters Score: Raw -162733.718146 + Penalty 1517.565102 = -161216.153044 nChanged 12 SP:Iteration 26Q (5668.487493 sec): 3 clusters Score: Raw -162737.000383 + Penalty 1517.565102 = -161219.435281 nChanged 11 SP:Iteration 27Q (5668.498079 sec): 3 clusters Score: Raw -162741.705826 + Penalty 1517.565102 = -161224.140724 nChanged 11 SP:Iteration 28Q (5668.508649 sec): 3 clusters Score: Raw -162746.221521 + Penalty 1517.565102 = -161228.656419 nChanged 12 SP:Iteration 29Q (5668.519160 sec): 3 clusters Score: Raw -162751.674303 + Penalty 1517.565102 = -161234.109201 nChanged 17 SP:Iteration 30Q (5668.529660 sec): 3 clusters Score: Raw -162756.390263 + Penalty 1517.565102 = -161238.825161 nChanged 15 SP:Iteration 31Q (5668.540040 sec): 3 clusters Score: Raw -162764.182897 + Penalty 1517.565102 = -161246.617795 nChanged 14 SP:Iteration 32Q (5668.550561 sec): 3 clusters Score: Raw -162771.518984 + Penalty 1517.565102 = -161253.953882 nChanged 7 SP:Iteration 33Q (5668.561039 sec): 3 clusters Score: Raw -162776.324291 + Penalty 1517.565102 = -161258.759189 nChanged 12 SP:Iteration 34Q (5668.571558 sec): 3 clusters Score: Raw -162781.531980 + Penalty 1517.565102 = -161263.966878 nChanged 14 SP:Iteration 35Q (5668.582070 sec): 3 clusters Score: Raw -162787.004269 + Penalty 1517.565102 = -161269.439167 nChanged 16 SP:Iteration 36Q (5668.592469 sec): 3 clusters Score: Raw -162794.180028 + Penalty 1517.565102 = -161276.614926 nChanged 16 SP:Iteration 37Q (5668.602818 sec): 3 clusters Score: Raw -162800.812743 + Penalty 1517.565102 = -161283.247641 nChanged 16 SP:Iteration 38Q (5668.613385 sec): 3 clusters Score: Raw -162807.053892 + Penalty 1517.565102 = -161289.488789 nChanged 13 SP:Iteration 39Q (5668.623836 sec): 3 clusters Score: Raw -162812.363260 + Penalty 1517.565102 = -161294.798158 nChanged 10 SP:Iteration 40F (5668.634581 sec): 3 clusters Score: Raw -162817.396283 + Penalty 1517.565102 = -161299.831181 nChanged 10 SP:Iteration 41Q (5668.644991 sec): 3 clusters Score: Raw -162821.517970 + Penalty 1517.565102 = -161303.952868 nChanged 8 SP:Iteration 42Q (5668.655539 sec): 3 clusters Score: Raw -162824.003332 + Penalty 1517.565102 = -161306.438229 nChanged 3 SP:Iteration 43Q (5668.665980 sec): 3 clusters Score: Raw -162824.813483 + Penalty 1517.565102 = -161307.248381 nChanged 3 SP:Iteration 44Q (5668.676503 sec): 3 clusters Score: Raw -162825.482886 + Penalty 1517.565102 = -161307.917784 nChanged 4 SP:Iteration 45Q (5668.687034 sec): 3 clusters Score: Raw -162826.261349 + Penalty 1517.565102 = -161308.696247 nChanged 5 SP:Iteration 46Q (5668.697573 sec): 3 clusters Score: Raw -162828.414611 + Penalty 1517.565102 = -161310.849508 nChanged 5 SP:Iteration 47Q (5668.707952 sec): 3 clusters Score: Raw -162829.411798 + Penalty 1517.565102 = -161311.846696 nChanged 4 SP:Iteration 48Q (5668.718385 sec): 3 clusters Score: Raw -162830.247234 + Penalty 1517.565102 = -161312.682132 nChanged 5 SP:Iteration 49Q (5668.728802 sec): 3 clusters Score: Raw -162831.166182 + Penalty 1517.565102 = -161313.601080 nChanged 5 SP:Iteration 50Q (5668.739259 sec): 3 clusters Score: Raw -162832.695663 + Penalty 1517.565102 = -161315.130560 nChanged 8 SP:Iteration 51Q (5668.749689 sec): 3 clusters Score: Raw -162835.845003 + Penalty 1517.565102 = -161318.279901 nChanged 8 SP:Iteration 52Q (5668.760088 sec): 3 clusters Score: Raw -162837.953873 + Penalty 1517.565102 = -161320.388771 nChanged 4 SP:Iteration 53Q (5668.770381 sec): 3 clusters Score: Raw -162838.691389 + Penalty 1517.565102 = -161321.126287 nChanged 3 SP:Iteration 54Q (5668.780781 sec): 3 clusters Score: Raw -162839.297728 + Penalty 1517.565102 = -161321.732626 nChanged 2 SP:Iteration 55Q (5668.791274 sec): 3 clusters Score: Raw -162839.739642 + Penalty 1517.565102 = -161322.174540 nChanged 2 SP:Iteration 56Q (5668.801664 sec): 3 clusters Score: Raw -162840.478066 + Penalty 1517.565102 = -161322.912964 nChanged 1 SP:Iteration 57Q (5668.812032 sec): 3 clusters Score: Raw -162840.545852 + Penalty 1517.565102 = -161322.980749 nChanged 0 SP:Iteration 58F (5668.822651 sec): 3 clusters Score: Raw -162840.545852 + Penalty 1517.565102 = -161322.980749 nChanged 0 Trying to split cluster 33 (17072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5668.850251 sec): 2 clusters Score: Raw -1273830.166990 + Penalty 925.793522 = -1272904.373467 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5668.882955 sec): 3 clusters Score: Raw -1263347.911306 + Penalty 1851.587045 = -1261496.324261 nChanged 7876 SP:Iteration 1F (5668.914081 sec): 3 clusters Score: Raw -1267700.945910 + Penalty 1851.587045 = -1265849.358865 nChanged 865 SP:Iteration 2F (5668.945129 sec): 3 clusters Score: Raw -1268026.423782 + Penalty 1851.587045 = -1266174.836737 nChanged 823 SP:Iteration 3Q (5668.976877 sec): 3 clusters Score: Raw -1268408.293600 + Penalty 1851.587045 = -1266556.706556 nChanged 961 SP:Iteration 4F (5669.007997 sec): 3 clusters Score: Raw -1268924.608497 + Penalty 1851.587045 = -1267073.021452 nChanged 1016 SP:Iteration 5F (5669.039228 sec): 3 clusters Score: Raw -1269530.323649 + Penalty 1851.587045 = -1267678.736604 nChanged 1079 SP:Iteration 6F (5669.070492 sec): 3 clusters Score: Raw -1270272.273460 + Penalty 1851.587045 = -1268420.686415 nChanged 1086 SP:Iteration 7F (5669.101678 sec): 3 clusters Score: Raw -1271101.351006 + Penalty 1851.587045 = -1269249.763961 nChanged 1015 SP:Iteration 8F (5669.133196 sec): 3 clusters Score: Raw -1271823.684026 + Penalty 1851.587045 = -1269972.096981 nChanged 779 SP:Iteration 9Q (5669.164438 sec): 3 clusters Score: Raw -1272304.528738 + Penalty 1851.587045 = -1270452.941693 nChanged 531 SP:Iteration 10Q (5669.195013 sec): 3 clusters Score: Raw -1272583.387858 + Penalty 1851.587045 = -1270731.800813 nChanged 399 SP:Iteration 11Q (5669.225453 sec): 3 clusters Score: Raw -1272782.230880 + Penalty 1851.587045 = -1270930.643835 nChanged 327 SP:Iteration 12Q (5669.255537 sec): 3 clusters Score: Raw -1272953.596266 + Penalty 1851.587045 = -1271102.009221 nChanged 309 SP:Iteration 13Q (5669.285692 sec): 3 clusters Score: Raw -1273119.196157 + Penalty 1851.587045 = -1271267.609113 nChanged 268 SP:Iteration 14Q (5669.315526 sec): 3 clusters Score: Raw -1273263.536388 + Penalty 1851.587045 = -1271411.949343 nChanged 253 SP:Iteration 15Q (5669.345101 sec): 3 clusters Score: Raw -1273392.740463 + Penalty 1851.587045 = -1271541.153418 nChanged 232 SP:Iteration 16Q (5669.374860 sec): 3 clusters Score: Raw -1273505.390511 + Penalty 1851.587045 = -1271653.803466 nChanged 204 SP:Iteration 17Q (5669.404112 sec): 3 clusters Score: Raw -1273593.202913 + Penalty 1851.587045 = -1271741.615868 nChanged 147 SP:Iteration 18Q (5669.433358 sec): 3 clusters Score: Raw -1273645.931241 + Penalty 1851.587045 = -1271794.344196 nChanged 131 SP:Iteration 19Q (5669.462388 sec): 3 clusters Score: Raw -1273683.739883 + Penalty 1851.587045 = -1271832.152838 nChanged 110 SP:Iteration 20F (5669.493618 sec): 3 clusters Score: Raw -1273708.667361 + Penalty 1851.587045 = -1271857.080316 nChanged 90 SP:Iteration 21Q (5669.522761 sec): 3 clusters Score: Raw -1273726.369731 + Penalty 1851.587045 = -1271874.782686 nChanged 88 SP:Iteration 22Q (5669.551881 sec): 3 clusters Score: Raw -1273743.961503 + Penalty 1851.587045 = -1271892.374458 nChanged 74 SP:Iteration 23Q (5669.580686 sec): 3 clusters Score: Raw -1273761.033976 + Penalty 1851.587045 = -1271909.446931 nChanged 68 SP:Iteration 24Q (5669.610215 sec): 3 clusters Score: Raw -1273773.191413 + Penalty 1851.587045 = -1271921.604368 nChanged 57 SP:Iteration 25Q (5669.639212 sec): 3 clusters Score: Raw -1273782.453310 + Penalty 1851.587045 = -1271930.866265 nChanged 53 SP:Iteration 26Q (5669.668392 sec): 3 clusters Score: Raw -1273791.765507 + Penalty 1851.587045 = -1271940.178462 nChanged 57 SP:Iteration 27Q (5669.697252 sec): 3 clusters Score: Raw -1273801.973434 + Penalty 1851.587045 = -1271950.386389 nChanged 62 SP:Iteration 28Q (5669.725844 sec): 3 clusters Score: Raw -1273813.952352 + Penalty 1851.587045 = -1271962.365307 nChanged 63 SP:Iteration 29Q (5669.754857 sec): 3 clusters Score: Raw -1273824.806686 + Penalty 1851.587045 = -1271973.219641 nChanged 51 SP:Iteration 30Q (5669.783768 sec): 3 clusters Score: Raw -1273832.460372 + Penalty 1851.587045 = -1271980.873327 nChanged 41 SP:Iteration 31Q (5669.812330 sec): 3 clusters Score: Raw -1273837.221394 + Penalty 1851.587045 = -1271985.634349 nChanged 38 SP:Iteration 32Q (5669.840956 sec): 3 clusters Score: Raw -1273841.862667 + Penalty 1851.587045 = -1271990.275622 nChanged 40 SP:Iteration 33Q (5669.869473 sec): 3 clusters Score: Raw -1273846.850244 + Penalty 1851.587045 = -1271995.263199 nChanged 35 SP:Iteration 34Q (5669.898066 sec): 3 clusters Score: Raw -1273853.021101 + Penalty 1851.587045 = -1272001.434056 nChanged 39 SP:Iteration 35Q (5669.926704 sec): 3 clusters Score: Raw -1273859.972609 + Penalty 1851.587045 = -1272008.385564 nChanged 44 SP:Iteration 36Q (5669.955113 sec): 3 clusters Score: Raw -1273866.610155 + Penalty 1851.587045 = -1272015.023110 nChanged 45 SP:Iteration 37Q (5669.983549 sec): 3 clusters Score: Raw -1273873.219758 + Penalty 1851.587045 = -1272021.632713 nChanged 35 SP:Iteration 38Q (5670.011916 sec): 3 clusters Score: Raw -1273878.732284 + Penalty 1851.587045 = -1272027.145239 nChanged 36 SP:Iteration 39Q (5670.040448 sec): 3 clusters Score: Raw -1273883.226436 + Penalty 1851.587045 = -1272031.639391 nChanged 28 SP:Iteration 40F (5670.071666 sec): 3 clusters Score: Raw -1273886.992063 + Penalty 1851.587045 = -1272035.405018 nChanged 26 SP:Iteration 41Q (5670.100308 sec): 3 clusters Score: Raw -1273890.159732 + Penalty 1851.587045 = -1272038.572687 nChanged 26 SP:Iteration 42Q (5670.128738 sec): 3 clusters Score: Raw -1273893.579549 + Penalty 1851.587045 = -1272041.992504 nChanged 33 SP:Iteration 43Q (5670.157138 sec): 3 clusters Score: Raw -1273897.335309 + Penalty 1851.587045 = -1272045.748265 nChanged 24 SP:Iteration 44Q (5670.185707 sec): 3 clusters Score: Raw -1273900.153648 + Penalty 1851.587045 = -1272048.566603 nChanged 22 SP:Iteration 45Q (5670.214001 sec): 3 clusters Score: Raw -1273902.881608 + Penalty 1851.587045 = -1272051.294563 nChanged 17 SP:Iteration 46Q (5670.242345 sec): 3 clusters Score: Raw -1273904.361209 + Penalty 1851.587045 = -1272052.774164 nChanged 16 SP:Iteration 47Q (5670.270803 sec): 3 clusters Score: Raw -1273906.359617 + Penalty 1851.587045 = -1272054.772572 nChanged 20 SP:Iteration 48Q (5670.299039 sec): 3 clusters Score: Raw -1273909.662104 + Penalty 1851.587045 = -1272058.075059 nChanged 26 SP:Iteration 49Q (5670.327392 sec): 3 clusters Score: Raw -1273913.775443 + Penalty 1851.587045 = -1272062.188398 nChanged 33 SP:Iteration 50Q (5670.355782 sec): 3 clusters Score: Raw -1273919.657615 + Penalty 1851.587045 = -1272068.070570 nChanged 33 SP:Iteration 51Q (5670.384007 sec): 3 clusters Score: Raw -1273925.416940 + Penalty 1851.587045 = -1272073.829895 nChanged 33 SP:Iteration 52Q (5670.412324 sec): 3 clusters Score: Raw -1273930.609303 + Penalty 1851.587045 = -1272079.022258 nChanged 30 SP:Iteration 53Q (5670.440519 sec): 3 clusters Score: Raw -1273935.608761 + Penalty 1851.587045 = -1272084.021716 nChanged 36 SP:Iteration 54Q (5670.468780 sec): 3 clusters Score: Raw -1273940.756771 + Penalty 1851.587045 = -1272089.169726 nChanged 42 SP:Iteration 55Q (5670.496811 sec): 3 clusters Score: Raw -1273947.572414 + Penalty 1851.587045 = -1272095.985369 nChanged 28 SP:Iteration 56Q (5670.525123 sec): 3 clusters Score: Raw -1273952.119007 + Penalty 1851.587045 = -1272100.531962 nChanged 33 SP:Iteration 57Q (5670.553307 sec): 3 clusters Score: Raw -1273958.124728 + Penalty 1851.587045 = -1272106.537683 nChanged 39 SP:Iteration 58Q (5670.581378 sec): 3 clusters Score: Raw -1273966.243058 + Penalty 1851.587045 = -1272114.656013 nChanged 44 SP:Iteration 59Q (5670.609707 sec): 3 clusters Score: Raw -1273974.505775 + Penalty 1851.587045 = -1272122.918730 nChanged 34 SP:Iteration 60F (5670.640710 sec): 3 clusters Score: Raw -1273980.544136 + Penalty 1851.587045 = -1272128.957091 nChanged 44 SP:Iteration 61Q (5670.668751 sec): 3 clusters Score: Raw -1273988.155350 + Penalty 1851.587045 = -1272136.568305 nChanged 40 SP:Iteration 62Q (5670.696997 sec): 3 clusters Score: Raw -1273995.003878 + Penalty 1851.587045 = -1272143.416833 nChanged 38 SP:Iteration 63Q (5670.724979 sec): 3 clusters Score: Raw -1274001.921629 + Penalty 1851.587045 = -1272150.334584 nChanged 31 SP:Iteration 64Q (5670.753023 sec): 3 clusters Score: Raw -1274007.447517 + Penalty 1851.587045 = -1272155.860472 nChanged 26 SP:Iteration 65Q (5670.780981 sec): 3 clusters Score: Raw -1274011.647889 + Penalty 1851.587045 = -1272160.060844 nChanged 27 SP:Iteration 66Q (5670.808772 sec): 3 clusters Score: Raw -1274015.240473 + Penalty 1851.587045 = -1272163.653428 nChanged 22 SP:Iteration 67Q (5670.836763 sec): 3 clusters Score: Raw -1274018.210300 + Penalty 1851.587045 = -1272166.623255 nChanged 31 SP:Iteration 68Q (5670.864771 sec): 3 clusters Score: Raw -1274023.219131 + Penalty 1851.587045 = -1272171.632086 nChanged 24 SP:Iteration 69Q (5670.892666 sec): 3 clusters Score: Raw -1274028.477463 + Penalty 1851.587045 = -1272176.890418 nChanged 36 SP:Iteration 70Q (5670.920701 sec): 3 clusters Score: Raw -1274035.861956 + Penalty 1851.587045 = -1272184.274911 nChanged 37 SP:Iteration 71Q (5670.948391 sec): 3 clusters Score: Raw -1274042.888642 + Penalty 1851.587045 = -1272191.301597 nChanged 37 SP:Iteration 72Q (5670.976382 sec): 3 clusters Score: Raw -1274050.439476 + Penalty 1851.587045 = -1272198.852431 nChanged 40 SP:Iteration 73Q (5671.004094 sec): 3 clusters Score: Raw -1274058.836487 + Penalty 1851.587045 = -1272207.249442 nChanged 31 SP:Iteration 74Q (5671.031732 sec): 3 clusters Score: Raw -1274064.216788 + Penalty 1851.587045 = -1272212.629743 nChanged 25 SP:Iteration 75Q (5671.059617 sec): 3 clusters Score: Raw -1274068.708389 + Penalty 1851.587045 = -1272217.121344 nChanged 28 SP:Iteration 76Q (5671.087324 sec): 3 clusters Score: Raw -1274074.032364 + Penalty 1851.587045 = -1272222.445319 nChanged 24 SP:Iteration 77Q (5671.115021 sec): 3 clusters Score: Raw -1274080.442325 + Penalty 1851.587045 = -1272228.855280 nChanged 34 SP:Iteration 78Q (5671.142792 sec): 3 clusters Score: Raw -1274089.068282 + Penalty 1851.587045 = -1272237.481237 nChanged 37 SP:Iteration 79Q (5671.170287 sec): 3 clusters Score: Raw -1274098.316933 + Penalty 1851.587045 = -1272246.729888 nChanged 36 SP:Iteration 80F (5671.201906 sec): 3 clusters Score: Raw -1274105.212245 + Penalty 1851.587045 = -1272253.625200 nChanged 27 SP:Iteration 81Q (5671.229505 sec): 3 clusters Score: Raw -1274109.649328 + Penalty 1851.587045 = -1272258.062283 nChanged 22 SP:Iteration 82Q (5671.257132 sec): 3 clusters Score: Raw -1274112.861743 + Penalty 1851.587045 = -1272261.274698 nChanged 19 SP:Iteration 83Q (5671.284799 sec): 3 clusters Score: Raw -1274116.341968 + Penalty 1851.587045 = -1272264.754923 nChanged 17 SP:Iteration 84Q (5671.312306 sec): 3 clusters Score: Raw -1274120.015120 + Penalty 1851.587045 = -1272268.428075 nChanged 19 SP:Iteration 85Q (5671.339810 sec): 3 clusters Score: Raw -1274124.474779 + Penalty 1851.587045 = -1272272.887734 nChanged 19 SP:Iteration 86Q (5671.367359 sec): 3 clusters Score: Raw -1274128.832713 + Penalty 1851.587045 = -1272277.245668 nChanged 17 SP:Iteration 87Q (5671.394772 sec): 3 clusters Score: Raw -1274132.878076 + Penalty 1851.587045 = -1272281.291031 nChanged 21 SP:Iteration 88Q (5671.422189 sec): 3 clusters Score: Raw -1274136.101714 + Penalty 1851.587045 = -1272284.514669 nChanged 14 SP:Iteration 89Q (5671.449500 sec): 3 clusters Score: Raw -1274138.365377 + Penalty 1851.587045 = -1272286.778332 nChanged 10 SP:Iteration 90Q (5671.476825 sec): 3 clusters Score: Raw -1274140.012924 + Penalty 1851.587045 = -1272288.425879 nChanged 9 SP:Iteration 91Q (5671.504426 sec): 3 clusters Score: Raw -1274142.062191 + Penalty 1851.587045 = -1272290.475146 nChanged 13 SP:Iteration 92Q (5671.531962 sec): 3 clusters Score: Raw -1274144.666454 + Penalty 1851.587045 = -1272293.079409 nChanged 11 SP:Iteration 93Q (5671.559343 sec): 3 clusters Score: Raw -1274146.538629 + Penalty 1851.587045 = -1272294.951584 nChanged 13 SP:Iteration 94Q (5671.586787 sec): 3 clusters Score: Raw -1274149.059008 + Penalty 1851.587045 = -1272297.471963 nChanged 7 SP:Iteration 95Q (5671.613960 sec): 3 clusters Score: Raw -1274150.272151 + Penalty 1851.587045 = -1272298.685106 nChanged 7 SP:Iteration 96Q (5671.641445 sec): 3 clusters Score: Raw -1274151.416274 + Penalty 1851.587045 = -1272299.829229 nChanged 6 SP:Iteration 97Q (5671.668764 sec): 3 clusters Score: Raw -1274152.299135 + Penalty 1851.587045 = -1272300.712090 nChanged 5 SP:Iteration 98Q (5671.696239 sec): 3 clusters Score: Raw -1274153.243624 + Penalty 1851.587045 = -1272301.656579 nChanged 10 SP:Iteration 99Q (5671.723631 sec): 3 clusters Score: Raw -1274155.326294 + Penalty 1851.587045 = -1272303.739249 nChanged 12 SP:Iteration 100F (5671.754818 sec): 3 clusters Score: Raw -1274156.844513 + Penalty 1851.587045 = -1272305.257468 nChanged 6 SP:Iteration 101Q (5671.782350 sec): 3 clusters Score: Raw -1274157.620572 + Penalty 1851.587045 = -1272306.033527 nChanged 2 SP:Iteration 102Q (5671.809612 sec): 3 clusters Score: Raw -1274157.829883 + Penalty 1851.587045 = -1272306.242838 nChanged 0 SP:Iteration 103F (5671.840608 sec): 3 clusters Score: Raw -1274157.829883 + Penalty 1851.587045 = -1272306.242838 nChanged 0 Trying to split cluster 34 (764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5671.854086 sec): 2 clusters Score: Raw -46660.424069 + Penalty 630.663940 = -46029.760129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5671.857696 sec): 3 clusters Score: Raw -46433.480006 + Penalty 1261.327880 = -45172.152126 nChanged 250 SP:Iteration 1F (5671.860968 sec): 3 clusters Score: Raw -46692.349075 + Penalty 1261.327880 = -45431.021195 nChanged 63 SP:Iteration 2F (5671.864189 sec): 3 clusters Score: Raw -46793.812188 + Penalty 1261.327880 = -45532.484308 nChanged 59 SP:Iteration 3F (5671.867429 sec): 3 clusters Score: Raw -46886.756766 + Penalty 1261.327880 = -45625.428886 nChanged 46 SP:Iteration 4F (5671.870776 sec): 3 clusters Score: Raw -46960.567413 + Penalty 1261.327880 = -45699.239533 nChanged 38 SP:Iteration 5Q (5671.874037 sec): 3 clusters Score: Raw -47044.555157 + Penalty 1261.327880 = -45783.227277 nChanged 36 SP:Iteration 6Q (5671.877183 sec): 3 clusters Score: Raw -47132.812284 + Penalty 1261.327880 = -45871.484404 nChanged 28 SP:Iteration 7Q (5671.880316 sec): 3 clusters Score: Raw -47180.739490 + Penalty 1261.327880 = -45919.411610 nChanged 22 SP:Iteration 8Q (5671.883438 sec): 3 clusters Score: Raw -47225.877232 + Penalty 1261.327880 = -45964.549352 nChanged 14 SP:Iteration 9Q (5671.886543 sec): 3 clusters Score: Raw -47245.446245 + Penalty 1261.327880 = -45984.118365 nChanged 2 SP:Iteration 10Q (5671.889643 sec): 3 clusters Score: Raw -47248.622194 + Penalty 1261.327880 = -45987.294314 nChanged 3 SP:Iteration 11Q (5671.892727 sec): 3 clusters Score: Raw -47250.773820 + Penalty 1261.327880 = -45989.445940 nChanged 3 SP:Iteration 12Q (5671.895809 sec): 3 clusters Score: Raw -47253.037221 + Penalty 1261.327880 = -45991.709341 nChanged 3 SP:Iteration 13Q (5671.898863 sec): 3 clusters Score: Raw -47255.116957 + Penalty 1261.327880 = -45993.789077 nChanged 1 SP:Iteration 14Q (5671.901942 sec): 3 clusters Score: Raw -47255.504250 + Penalty 1261.327880 = -45994.176370 nChanged 1 SP:Iteration 15Q (5671.905017 sec): 3 clusters Score: Raw -47255.842988 + Penalty 1261.327880 = -45994.515108 nChanged 0 SP:Iteration 16F (5671.908263 sec): 3 clusters Score: Raw -47255.842988 + Penalty 1261.327880 = -45994.515108 nChanged 0 Trying to split cluster 35 (4553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5671.925767 sec): 2 clusters Score: Raw -293132.512066 + Penalty 800.236455 = -292332.275610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5671.943813 sec): 3 clusters Score: Raw -290650.212288 + Penalty 1600.472911 = -289049.739377 nChanged 1888 SP:Iteration 1F (5671.959989 sec): 3 clusters Score: Raw -291705.515281 + Penalty 1600.472911 = -290105.042371 nChanged 310 SP:Iteration 2F (5671.976400 sec): 3 clusters Score: Raw -291862.153572 + Penalty 1600.472911 = -290261.680661 nChanged 241 SP:Iteration 3F (5671.992788 sec): 3 clusters Score: Raw -291978.736261 + Penalty 1600.472911 = -290378.263350 nChanged 212 SP:Iteration 4Q (5672.009049 sec): 3 clusters Score: Raw -292073.954883 + Penalty 1600.472911 = -290473.481972 nChanged 179 SP:Iteration 5Q (5672.025465 sec): 3 clusters Score: Raw -292173.360112 + Penalty 1600.472911 = -290572.887201 nChanged 182 SP:Iteration 6Q (5672.041678 sec): 3 clusters Score: Raw -292291.294191 + Penalty 1600.472911 = -290690.821280 nChanged 184 SP:Iteration 7Q (5672.058000 sec): 3 clusters Score: Raw -292385.295142 + Penalty 1600.472911 = -290784.822231 nChanged 167 SP:Iteration 8Q (5672.074135 sec): 3 clusters Score: Raw -292464.590228 + Penalty 1600.472911 = -290864.117317 nChanged 132 SP:Iteration 9Q (5672.090168 sec): 3 clusters Score: Raw -292522.985806 + Penalty 1600.472911 = -290922.512895 nChanged 109 SP:Iteration 10Q (5672.106178 sec): 3 clusters Score: Raw -292574.009504 + Penalty 1600.472911 = -290973.536593 nChanged 109 SP:Iteration 11Q (5672.122410 sec): 3 clusters Score: Raw -292630.342334 + Penalty 1600.472911 = -291029.869423 nChanged 105 SP:Iteration 12Q (5672.138357 sec): 3 clusters Score: Raw -292682.205505 + Penalty 1600.472911 = -291081.732594 nChanged 94 SP:Iteration 13Q (5672.154233 sec): 3 clusters Score: Raw -292728.756467 + Penalty 1600.472911 = -291128.283557 nChanged 100 SP:Iteration 14Q (5672.170306 sec): 3 clusters Score: Raw -292783.124183 + Penalty 1600.472911 = -291182.651272 nChanged 106 SP:Iteration 15Q (5672.186267 sec): 3 clusters Score: Raw -292840.612271 + Penalty 1600.472911 = -291240.139360 nChanged 91 SP:Iteration 16Q (5672.202240 sec): 3 clusters Score: Raw -292897.076762 + Penalty 1600.472911 = -291296.603852 nChanged 73 SP:Iteration 17Q (5672.218106 sec): 3 clusters Score: Raw -292934.248256 + Penalty 1600.472911 = -291333.775345 nChanged 68 SP:Iteration 18Q (5672.233999 sec): 3 clusters Score: Raw -292963.367438 + Penalty 1600.472911 = -291362.894527 nChanged 66 SP:Iteration 19Q (5672.249774 sec): 3 clusters Score: Raw -292990.751238 + Penalty 1600.472911 = -291390.278328 nChanged 53 SP:Iteration 20F (5672.265922 sec): 3 clusters Score: Raw -293021.746550 + Penalty 1600.472911 = -291421.273639 nChanged 58 SP:Iteration 21Q (5672.281694 sec): 3 clusters Score: Raw -293059.893315 + Penalty 1600.472911 = -291459.420404 nChanged 55 SP:Iteration 22Q (5672.297280 sec): 3 clusters Score: Raw -293093.218923 + Penalty 1600.472911 = -291492.746013 nChanged 45 SP:Iteration 23Q (5672.312939 sec): 3 clusters Score: Raw -293115.628769 + Penalty 1600.472911 = -291515.155859 nChanged 46 SP:Iteration 24Q (5672.328720 sec): 3 clusters Score: Raw -293141.407057 + Penalty 1600.472911 = -291540.934146 nChanged 46 SP:Iteration 25Q (5672.344432 sec): 3 clusters Score: Raw -293164.198758 + Penalty 1600.472911 = -291563.725848 nChanged 44 SP:Iteration 26Q (5672.360026 sec): 3 clusters Score: Raw -293183.098597 + Penalty 1600.472911 = -291582.625687 nChanged 36 SP:Iteration 27Q (5672.375618 sec): 3 clusters Score: Raw -293197.381132 + Penalty 1600.472911 = -291596.908221 nChanged 23 SP:Iteration 28Q (5672.391335 sec): 3 clusters Score: Raw -293207.447691 + Penalty 1600.472911 = -291606.974781 nChanged 20 SP:Iteration 29Q (5672.406925 sec): 3 clusters Score: Raw -293220.870240 + Penalty 1600.472911 = -291620.397330 nChanged 18 SP:Iteration 30Q (5672.422616 sec): 3 clusters Score: Raw -293234.487717 + Penalty 1600.472911 = -291634.014807 nChanged 26 SP:Iteration 31Q (5672.438216 sec): 3 clusters Score: Raw -293247.599756 + Penalty 1600.472911 = -291647.126845 nChanged 21 SP:Iteration 32Q (5672.453803 sec): 3 clusters Score: Raw -293258.547692 + Penalty 1600.472911 = -291658.074781 nChanged 22 SP:Iteration 33Q (5672.469354 sec): 3 clusters Score: Raw -293272.341010 + Penalty 1600.472911 = -291671.868100 nChanged 23 SP:Iteration 34Q (5672.484919 sec): 3 clusters Score: Raw -293285.278980 + Penalty 1600.472911 = -291684.806069 nChanged 11 SP:Iteration 35Q (5672.500448 sec): 3 clusters Score: Raw -293291.623474 + Penalty 1600.472911 = -291691.150563 nChanged 16 SP:Iteration 36Q (5672.515868 sec): 3 clusters Score: Raw -293299.165569 + Penalty 1600.472911 = -291698.692659 nChanged 16 SP:Iteration 37Q (5672.531229 sec): 3 clusters Score: Raw -293307.703120 + Penalty 1600.472911 = -291707.230209 nChanged 8 SP:Iteration 38Q (5672.546776 sec): 3 clusters Score: Raw -293311.098301 + Penalty 1600.472911 = -291710.625390 nChanged 5 SP:Iteration 39Q (5672.562240 sec): 3 clusters Score: Raw -293313.424637 + Penalty 1600.472911 = -291712.951726 nChanged 5 SP:Iteration 40F (5672.578487 sec): 3 clusters Score: Raw -293316.850285 + Penalty 1600.472911 = -291716.377374 nChanged 4 SP:Iteration 41Q (5672.593995 sec): 3 clusters Score: Raw -293320.663292 + Penalty 1600.472911 = -291720.190381 nChanged 6 SP:Iteration 42Q (5672.609498 sec): 3 clusters Score: Raw -293323.934078 + Penalty 1600.472911 = -291723.461167 nChanged 6 SP:Iteration 43Q (5672.624978 sec): 3 clusters Score: Raw -293328.264087 + Penalty 1600.472911 = -291727.791177 nChanged 6 SP:Iteration 44Q (5672.640322 sec): 3 clusters Score: Raw -293333.264427 + Penalty 1600.472911 = -291732.791517 nChanged 7 SP:Iteration 45Q (5672.655801 sec): 3 clusters Score: Raw -293338.382886 + Penalty 1600.472911 = -291737.909975 nChanged 8 SP:Iteration 46Q (5672.671291 sec): 3 clusters Score: Raw -293342.186545 + Penalty 1600.472911 = -291741.713634 nChanged 6 SP:Iteration 47Q (5672.686722 sec): 3 clusters Score: Raw -293344.994034 + Penalty 1600.472911 = -291744.521124 nChanged 7 SP:Iteration 48Q (5672.702032 sec): 3 clusters Score: Raw -293347.012177 + Penalty 1600.472911 = -291746.539267 nChanged 5 SP:Iteration 49Q (5672.717481 sec): 3 clusters Score: Raw -293349.412331 + Penalty 1600.472911 = -291748.939420 nChanged 6 SP:Iteration 50Q (5672.732956 sec): 3 clusters Score: Raw -293353.201850 + Penalty 1600.472911 = -291752.728940 nChanged 2 SP:Iteration 51Q (5672.748389 sec): 3 clusters Score: Raw -293354.068309 + Penalty 1600.472911 = -291753.595398 nChanged 2 SP:Iteration 52Q (5672.763622 sec): 3 clusters Score: Raw -293355.058401 + Penalty 1600.472911 = -291754.585491 nChanged 2 SP:Iteration 53Q (5672.779036 sec): 3 clusters Score: Raw -293356.242006 + Penalty 1600.472911 = -291755.769095 nChanged 4 SP:Iteration 54Q (5672.794500 sec): 3 clusters Score: Raw -293357.942367 + Penalty 1600.472911 = -291757.469456 nChanged 3 SP:Iteration 55Q (5672.809760 sec): 3 clusters Score: Raw -293359.303014 + Penalty 1600.472911 = -291758.830104 nChanged 3 SP:Iteration 56Q (5672.825156 sec): 3 clusters Score: Raw -293360.094118 + Penalty 1600.472911 = -291759.621207 nChanged 4 SP:Iteration 57Q (5672.840622 sec): 3 clusters Score: Raw -293361.567941 + Penalty 1600.472911 = -291761.095030 nChanged 2 SP:Iteration 58Q (5672.856015 sec): 3 clusters Score: Raw -293362.245193 + Penalty 1600.472911 = -291761.772282 nChanged 1 SP:Iteration 59Q (5672.871437 sec): 3 clusters Score: Raw -293362.459241 + Penalty 1600.472911 = -291761.986330 nChanged 0 SP:Iteration 60F (5672.887636 sec): 3 clusters Score: Raw -293362.459241 + Penalty 1600.472911 = -291761.986330 nChanged 0 Trying to split cluster 36 (3678 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5672.903961 sec): 2 clusters Score: Raw -258134.800108 + Penalty 779.961818 = -257354.838289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5672.918314 sec): 3 clusters Score: Raw -256198.503639 + Penalty 1559.923637 = -254638.580002 nChanged 1502 SP:Iteration 1F (5672.931534 sec): 3 clusters Score: Raw -257061.836664 + Penalty 1559.923637 = -255501.913027 nChanged 310 SP:Iteration 2F (5672.944604 sec): 3 clusters Score: Raw -257229.639105 + Penalty 1559.923637 = -255669.715468 nChanged 233 SP:Iteration 3F (5672.957772 sec): 3 clusters Score: Raw -257356.318939 + Penalty 1559.923637 = -255796.395302 nChanged 185 SP:Iteration 4F (5672.971002 sec): 3 clusters Score: Raw -257443.601189 + Penalty 1559.923637 = -255883.677552 nChanged 138 SP:Iteration 5Q (5672.984209 sec): 3 clusters Score: Raw -257515.920611 + Penalty 1559.923637 = -255955.996974 nChanged 128 SP:Iteration 6Q (5672.997396 sec): 3 clusters Score: Raw -257574.789969 + Penalty 1559.923637 = -256014.866333 nChanged 117 SP:Iteration 7Q (5673.010572 sec): 3 clusters Score: Raw -257624.199703 + Penalty 1559.923637 = -256064.276066 nChanged 90 SP:Iteration 8Q (5673.023571 sec): 3 clusters Score: Raw -257659.424294 + Penalty 1559.923637 = -256099.500657 nChanged 92 SP:Iteration 9Q (5673.036594 sec): 3 clusters Score: Raw -257695.055109 + Penalty 1559.923637 = -256135.131472 nChanged 91 SP:Iteration 10Q (5673.049727 sec): 3 clusters Score: Raw -257732.378800 + Penalty 1559.923637 = -256172.455163 nChanged 103 SP:Iteration 11Q (5673.062878 sec): 3 clusters Score: Raw -257785.791037 + Penalty 1559.923637 = -256225.867400 nChanged 104 SP:Iteration 12Q (5673.075965 sec): 3 clusters Score: Raw -257849.153858 + Penalty 1559.923637 = -256289.230221 nChanged 103 SP:Iteration 13Q (5673.088963 sec): 3 clusters Score: Raw -257906.691151 + Penalty 1559.923637 = -256346.767514 nChanged 101 SP:Iteration 14Q (5673.102011 sec): 3 clusters Score: Raw -257973.444682 + Penalty 1559.923637 = -256413.521045 nChanged 116 SP:Iteration 15Q (5673.115076 sec): 3 clusters Score: Raw -258059.437794 + Penalty 1559.923637 = -256499.514157 nChanged 108 SP:Iteration 16Q (5673.128075 sec): 3 clusters Score: Raw -258134.962111 + Penalty 1559.923637 = -256575.038474 nChanged 87 SP:Iteration 17Q (5673.141037 sec): 3 clusters Score: Raw -258186.485732 + Penalty 1559.923637 = -256626.562095 nChanged 65 SP:Iteration 18Q (5673.153882 sec): 3 clusters Score: Raw -258219.166476 + Penalty 1559.923637 = -256659.242839 nChanged 44 SP:Iteration 19Q (5673.166816 sec): 3 clusters Score: Raw -258240.242176 + Penalty 1559.923637 = -256680.318539 nChanged 39 SP:Iteration 20F (5673.179976 sec): 3 clusters Score: Raw -258259.613837 + Penalty 1559.923637 = -256699.690200 nChanged 24 SP:Iteration 21Q (5673.192786 sec): 3 clusters Score: Raw -258266.759278 + Penalty 1559.923637 = -256706.835641 nChanged 17 SP:Iteration 22Q (5673.205703 sec): 3 clusters Score: Raw -258272.513346 + Penalty 1559.923637 = -256712.589709 nChanged 15 SP:Iteration 23Q (5673.218441 sec): 3 clusters Score: Raw -258276.631170 + Penalty 1559.923637 = -256716.707533 nChanged 13 SP:Iteration 24Q (5673.231293 sec): 3 clusters Score: Raw -258282.984920 + Penalty 1559.923637 = -256723.061283 nChanged 15 SP:Iteration 25Q (5673.244189 sec): 3 clusters Score: Raw -258288.069519 + Penalty 1559.923637 = -256728.145882 nChanged 9 SP:Iteration 26Q (5673.256922 sec): 3 clusters Score: Raw -258291.080261 + Penalty 1559.923637 = -256731.156624 nChanged 12 SP:Iteration 27Q (5673.269744 sec): 3 clusters Score: Raw -258294.854234 + Penalty 1559.923637 = -256734.930597 nChanged 12 SP:Iteration 28Q (5673.282619 sec): 3 clusters Score: Raw -258298.741506 + Penalty 1559.923637 = -256738.817869 nChanged 8 SP:Iteration 29Q (5673.295300 sec): 3 clusters Score: Raw -258302.298862 + Penalty 1559.923637 = -256742.375225 nChanged 13 SP:Iteration 30Q (5673.308171 sec): 3 clusters Score: Raw -258307.314638 + Penalty 1559.923637 = -256747.391001 nChanged 14 SP:Iteration 31Q (5673.320963 sec): 3 clusters Score: Raw -258312.980097 + Penalty 1559.923637 = -256753.056460 nChanged 15 SP:Iteration 32Q (5673.333801 sec): 3 clusters Score: Raw -258317.664827 + Penalty 1559.923637 = -256757.741190 nChanged 13 SP:Iteration 33Q (5673.346485 sec): 3 clusters Score: Raw -258323.411966 + Penalty 1559.923637 = -256763.488329 nChanged 17 SP:Iteration 34Q (5673.359282 sec): 3 clusters Score: Raw -258327.620939 + Penalty 1559.923637 = -256767.697302 nChanged 11 SP:Iteration 35Q (5673.372136 sec): 3 clusters Score: Raw -258332.025668 + Penalty 1559.923637 = -256772.102031 nChanged 15 SP:Iteration 36Q (5673.384939 sec): 3 clusters Score: Raw -258338.496401 + Penalty 1559.923637 = -256778.572764 nChanged 16 SP:Iteration 37Q (5673.397697 sec): 3 clusters Score: Raw -258343.503624 + Penalty 1559.923637 = -256783.579987 nChanged 12 SP:Iteration 38Q (5673.410468 sec): 3 clusters Score: Raw -258347.604105 + Penalty 1559.923637 = -256787.680468 nChanged 15 SP:Iteration 39Q (5673.423248 sec): 3 clusters Score: Raw -258351.131709 + Penalty 1559.923637 = -256791.208072 nChanged 8 SP:Iteration 40F (5673.436266 sec): 3 clusters Score: Raw -258352.760971 + Penalty 1559.923637 = -256792.837334 nChanged 8 SP:Iteration 41Q (5673.449066 sec): 3 clusters Score: Raw -258355.628124 + Penalty 1559.923637 = -256795.704487 nChanged 11 SP:Iteration 42Q (5673.461839 sec): 3 clusters Score: Raw -258359.067588 + Penalty 1559.923637 = -256799.143951 nChanged 9 SP:Iteration 43Q (5673.474463 sec): 3 clusters Score: Raw -258361.604383 + Penalty 1559.923637 = -256801.680746 nChanged 9 SP:Iteration 44Q (5673.487113 sec): 3 clusters Score: Raw -258363.384551 + Penalty 1559.923637 = -256803.460914 nChanged 4 SP:Iteration 45Q (5673.499867 sec): 3 clusters Score: Raw -258364.814751 + Penalty 1559.923637 = -256804.891114 nChanged 3 SP:Iteration 46Q (5673.512645 sec): 3 clusters Score: Raw -258365.213752 + Penalty 1559.923637 = -256805.290115 nChanged 0 SP:Iteration 47F (5673.525779 sec): 3 clusters Score: Raw -258365.213752 + Penalty 1559.923637 = -256805.290115 nChanged 0 Trying to split cluster 37 (4127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5673.542431 sec): 2 clusters Score: Raw -294832.555508 + Penalty 790.904073 = -294041.651435 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5673.558455 sec): 3 clusters Score: Raw -292615.224163 + Penalty 1581.808146 = -291033.416017 nChanged 1775 SP:Iteration 1F (5673.573051 sec): 3 clusters Score: Raw -293623.546312 + Penalty 1581.808146 = -292041.738167 nChanged 309 SP:Iteration 2F (5673.587793 sec): 3 clusters Score: Raw -293825.300195 + Penalty 1581.808146 = -292243.492049 nChanged 255 SP:Iteration 3F (5673.602576 sec): 3 clusters Score: Raw -293971.050083 + Penalty 1581.808146 = -292389.241938 nChanged 206 SP:Iteration 4Q (5673.617212 sec): 3 clusters Score: Raw -294101.208441 + Penalty 1581.808146 = -292519.400296 nChanged 223 SP:Iteration 5F (5673.631814 sec): 3 clusters Score: Raw -294240.090617 + Penalty 1581.808146 = -292658.282472 nChanged 188 SP:Iteration 6Q (5673.646575 sec): 3 clusters Score: Raw -294353.258752 + Penalty 1581.808146 = -292771.450607 nChanged 166 SP:Iteration 7Q (5673.661328 sec): 3 clusters Score: Raw -294449.551901 + Penalty 1581.808146 = -292867.743755 nChanged 138 SP:Iteration 8Q (5673.676045 sec): 3 clusters Score: Raw -294533.405869 + Penalty 1581.808146 = -292951.597723 nChanged 139 SP:Iteration 9Q (5673.690778 sec): 3 clusters Score: Raw -294603.127217 + Penalty 1581.808146 = -293021.319072 nChanged 114 SP:Iteration 10Q (5673.705451 sec): 3 clusters Score: Raw -294666.587911 + Penalty 1581.808146 = -293084.779765 nChanged 95 SP:Iteration 11Q (5673.719987 sec): 3 clusters Score: Raw -294709.380909 + Penalty 1581.808146 = -293127.572763 nChanged 70 SP:Iteration 12Q (5673.734602 sec): 3 clusters Score: Raw -294735.277472 + Penalty 1581.808146 = -293153.469326 nChanged 49 SP:Iteration 13Q (5673.749107 sec): 3 clusters Score: Raw -294749.511869 + Penalty 1581.808146 = -293167.703723 nChanged 26 SP:Iteration 14Q (5673.763548 sec): 3 clusters Score: Raw -294755.150462 + Penalty 1581.808146 = -293173.342316 nChanged 20 SP:Iteration 15Q (5673.778149 sec): 3 clusters Score: Raw -294760.512032 + Penalty 1581.808146 = -293178.703887 nChanged 22 SP:Iteration 16Q (5673.792720 sec): 3 clusters Score: Raw -294766.387515 + Penalty 1581.808146 = -293184.579370 nChanged 21 SP:Iteration 17Q (5673.807278 sec): 3 clusters Score: Raw -294772.122269 + Penalty 1581.808146 = -293190.314123 nChanged 20 SP:Iteration 18Q (5673.821692 sec): 3 clusters Score: Raw -294777.043303 + Penalty 1581.808146 = -293195.235158 nChanged 17 SP:Iteration 19Q (5673.836236 sec): 3 clusters Score: Raw -294781.023348 + Penalty 1581.808146 = -293199.215203 nChanged 14 SP:Iteration 20F (5673.850961 sec): 3 clusters Score: Raw -294783.230446 + Penalty 1581.808146 = -293201.422300 nChanged 9 SP:Iteration 21Q (5673.865529 sec): 3 clusters Score: Raw -294785.264010 + Penalty 1581.808146 = -293203.455864 nChanged 10 SP:Iteration 22Q (5673.880100 sec): 3 clusters Score: Raw -294787.187248 + Penalty 1581.808146 = -293205.379102 nChanged 13 SP:Iteration 23Q (5673.894462 sec): 3 clusters Score: Raw -294789.226782 + Penalty 1581.808146 = -293207.418636 nChanged 6 SP:Iteration 24Q (5673.909008 sec): 3 clusters Score: Raw -294790.033011 + Penalty 1581.808146 = -293208.224865 nChanged 4 SP:Iteration 25Q (5673.923547 sec): 3 clusters Score: Raw -294790.725685 + Penalty 1581.808146 = -293208.917539 nChanged 5 SP:Iteration 26Q (5673.938044 sec): 3 clusters Score: Raw -294791.725527 + Penalty 1581.808146 = -293209.917381 nChanged 3 SP:Iteration 27Q (5673.952567 sec): 3 clusters Score: Raw -294792.012363 + Penalty 1581.808146 = -293210.204217 nChanged 2 SP:Iteration 28Q (5673.967079 sec): 3 clusters Score: Raw -294792.218067 + Penalty 1581.808146 = -293210.409922 nChanged 2 SP:Iteration 29Q (5673.981593 sec): 3 clusters Score: Raw -294792.569222 + Penalty 1581.808146 = -293210.761076 nChanged 1 SP:Iteration 30Q (5673.996097 sec): 3 clusters Score: Raw -294792.701323 + Penalty 1581.808146 = -293210.893177 nChanged 1 SP:Iteration 31Q (5674.010619 sec): 3 clusters Score: Raw -294792.857198 + Penalty 1581.808146 = -293211.049052 nChanged 2 SP:Iteration 32Q (5674.025117 sec): 3 clusters Score: Raw -294792.982831 + Penalty 1581.808146 = -293211.174686 nChanged 3 SP:Iteration 33Q (5674.039661 sec): 3 clusters Score: Raw -294793.516556 + Penalty 1581.808146 = -293211.708411 nChanged 2 SP:Iteration 34Q (5674.054188 sec): 3 clusters Score: Raw -294793.701745 + Penalty 1581.808146 = -293211.893600 nChanged 0 SP:Iteration 35F (5674.068948 sec): 3 clusters Score: Raw -294793.701745 + Penalty 1581.808146 = -293211.893600 nChanged 0 Trying to split cluster 38 (1624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5674.083668 sec): 2 clusters Score: Raw -128898.443608 + Penalty 702.301514 = -128196.142093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5674.090545 sec): 3 clusters Score: Raw -128133.519643 + Penalty 1404.603029 = -126728.916614 nChanged 601 SP:Iteration 1F (5674.096783 sec): 3 clusters Score: Raw -128519.376680 + Penalty 1404.603029 = -127114.773651 nChanged 125 SP:Iteration 2F (5674.102963 sec): 3 clusters Score: Raw -128600.443203 + Penalty 1404.603029 = -127195.840174 nChanged 80 SP:Iteration 3Q (5674.109200 sec): 3 clusters Score: Raw -128645.782907 + Penalty 1404.603029 = -127241.179878 nChanged 58 SP:Iteration 4Q (5674.115446 sec): 3 clusters Score: Raw -128681.698554 + Penalty 1404.603029 = -127277.095525 nChanged 51 SP:Iteration 5Q (5674.121633 sec): 3 clusters Score: Raw -128705.056321 + Penalty 1404.603029 = -127300.453292 nChanged 37 SP:Iteration 6Q (5674.127913 sec): 3 clusters Score: Raw -128729.578322 + Penalty 1404.603029 = -127324.975293 nChanged 44 SP:Iteration 7Q (5674.134045 sec): 3 clusters Score: Raw -128765.107128 + Penalty 1404.603029 = -127360.504099 nChanged 48 SP:Iteration 8Q (5674.140227 sec): 3 clusters Score: Raw -128790.323722 + Penalty 1404.603029 = -127385.720693 nChanged 33 SP:Iteration 9Q (5674.146442 sec): 3 clusters Score: Raw -128807.269836 + Penalty 1404.603029 = -127402.666807 nChanged 24 SP:Iteration 10Q (5674.152642 sec): 3 clusters Score: Raw -128815.167343 + Penalty 1404.603029 = -127410.564314 nChanged 15 SP:Iteration 11Q (5674.158840 sec): 3 clusters Score: Raw -128820.584303 + Penalty 1404.603029 = -127415.981274 nChanged 11 SP:Iteration 12Q (5674.165006 sec): 3 clusters Score: Raw -128824.747282 + Penalty 1404.603029 = -127420.144253 nChanged 15 SP:Iteration 13Q (5674.171159 sec): 3 clusters Score: Raw -128832.023251 + Penalty 1404.603029 = -127427.420223 nChanged 11 SP:Iteration 14Q (5674.177265 sec): 3 clusters Score: Raw -128837.451443 + Penalty 1404.603029 = -127432.848414 nChanged 9 SP:Iteration 15Q (5674.183444 sec): 3 clusters Score: Raw -128841.667078 + Penalty 1404.603029 = -127437.064049 nChanged 9 SP:Iteration 16Q (5674.189635 sec): 3 clusters Score: Raw -128844.603317 + Penalty 1404.603029 = -127440.000288 nChanged 6 SP:Iteration 17Q (5674.195807 sec): 3 clusters Score: Raw -128847.039651 + Penalty 1404.603029 = -127442.436622 nChanged 8 SP:Iteration 18Q (5674.201986 sec): 3 clusters Score: Raw -128851.198262 + Penalty 1404.603029 = -127446.595233 nChanged 9 SP:Iteration 19Q (5674.208186 sec): 3 clusters Score: Raw -128855.447433 + Penalty 1404.603029 = -127450.844404 nChanged 13 SP:Iteration 20F (5674.214353 sec): 3 clusters Score: Raw -128862.157710 + Penalty 1404.603029 = -127457.554681 nChanged 15 SP:Iteration 21Q (5674.220522 sec): 3 clusters Score: Raw -128870.512121 + Penalty 1404.603029 = -127465.909092 nChanged 16 SP:Iteration 22Q (5674.226713 sec): 3 clusters Score: Raw -128877.765245 + Penalty 1404.603029 = -127473.162216 nChanged 11 SP:Iteration 23Q (5674.232891 sec): 3 clusters Score: Raw -128881.355843 + Penalty 1404.603029 = -127476.752814 nChanged 11 SP:Iteration 24Q (5674.239051 sec): 3 clusters Score: Raw -128885.365270 + Penalty 1404.603029 = -127480.762241 nChanged 9 SP:Iteration 25Q (5674.245208 sec): 3 clusters Score: Raw -128888.664070 + Penalty 1404.603029 = -127484.061041 nChanged 12 SP:Iteration 26Q (5674.251361 sec): 3 clusters Score: Raw -128894.391392 + Penalty 1404.603029 = -127489.788363 nChanged 9 SP:Iteration 27Q (5674.257492 sec): 3 clusters Score: Raw -128897.186376 + Penalty 1404.603029 = -127492.583347 nChanged 11 SP:Iteration 28Q (5674.263592 sec): 3 clusters Score: Raw -128902.266003 + Penalty 1404.603029 = -127497.662974 nChanged 21 SP:Iteration 29Q (5674.269681 sec): 3 clusters Score: Raw -128913.286464 + Penalty 1404.603029 = -127508.683435 nChanged 20 SP:Iteration 30Q (5674.275757 sec): 3 clusters Score: Raw -128924.615356 + Penalty 1404.603029 = -127520.012327 nChanged 22 SP:Iteration 31Q (5674.281945 sec): 3 clusters Score: Raw -128934.814291 + Penalty 1404.603029 = -127530.211262 nChanged 19 SP:Iteration 32Q (5674.288113 sec): 3 clusters Score: Raw -128941.267518 + Penalty 1404.603029 = -127536.664489 nChanged 14 SP:Iteration 33Q (5674.294251 sec): 3 clusters Score: Raw -128948.485905 + Penalty 1404.603029 = -127543.882877 nChanged 12 SP:Iteration 34Q (5674.300385 sec): 3 clusters Score: Raw -128953.044784 + Penalty 1404.603029 = -127548.441755 nChanged 9 SP:Iteration 35Q (5674.306458 sec): 3 clusters Score: Raw -128956.035116 + Penalty 1404.603029 = -127551.432087 nChanged 6 SP:Iteration 36Q (5674.312570 sec): 3 clusters Score: Raw -128958.511149 + Penalty 1404.603029 = -127553.908120 nChanged 2 SP:Iteration 37Q (5674.318745 sec): 3 clusters Score: Raw -128959.155108 + Penalty 1404.603029 = -127554.552079 nChanged 4 SP:Iteration 38Q (5674.324921 sec): 3 clusters Score: Raw -128960.580542 + Penalty 1404.603029 = -127555.977513 nChanged 5 SP:Iteration 39Q (5674.331053 sec): 3 clusters Score: Raw -128961.979765 + Penalty 1404.603029 = -127557.376736 nChanged 4 SP:Iteration 40F (5674.364652 sec): 3 clusters Score: Raw -128963.250931 + Penalty 1404.603029 = -127558.647902 nChanged 5 SP:Iteration 41Q (5674.375145 sec): 3 clusters Score: Raw -128964.802653 + Penalty 1404.603029 = -127560.199624 nChanged 1 SP:Iteration 42Q (5674.381315 sec): 3 clusters Score: Raw -128965.081399 + Penalty 1404.603029 = -127560.478370 nChanged 2 SP:Iteration 43Q (5674.387425 sec): 3 clusters Score: Raw -128965.945421 + Penalty 1404.603029 = -127561.342392 nChanged 4 SP:Iteration 44Q (5674.393558 sec): 3 clusters Score: Raw -128966.730886 + Penalty 1404.603029 = -127562.127857 nChanged 3 SP:Iteration 45Q (5674.399687 sec): 3 clusters Score: Raw -128967.737860 + Penalty 1404.603029 = -127563.134831 nChanged 4 SP:Iteration 46Q (5674.405847 sec): 3 clusters Score: Raw -128968.457136 + Penalty 1404.603029 = -127563.854107 nChanged 3 SP:Iteration 47Q (5674.412002 sec): 3 clusters Score: Raw -128969.369932 + Penalty 1404.603029 = -127564.766903 nChanged 3 SP:Iteration 48Q (5674.418140 sec): 3 clusters Score: Raw -128969.994580 + Penalty 1404.603029 = -127565.391551 nChanged 0 SP:Iteration 49F (5674.424200 sec): 3 clusters Score: Raw -128969.994580 + Penalty 1404.603029 = -127565.391551 nChanged 0 Trying to split cluster 39 (2721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5674.440116 sec): 2 clusters Score: Raw -212066.915278 + Penalty 751.331700 = -211315.583578 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5674.453426 sec): 3 clusters Score: Raw -210662.853294 + Penalty 1502.663400 = -209160.189893 nChanged 1103 SP:Iteration 1F (5674.463338 sec): 3 clusters Score: Raw -211283.819239 + Penalty 1502.663400 = -209781.155839 nChanged 223 SP:Iteration 2F (5674.473408 sec): 3 clusters Score: Raw -211413.615832 + Penalty 1502.663400 = -209910.952431 nChanged 149 SP:Iteration 3F (5674.483407 sec): 3 clusters Score: Raw -211514.812975 + Penalty 1502.663400 = -210012.149575 nChanged 124 SP:Iteration 4Q (5674.493390 sec): 3 clusters Score: Raw -211584.761051 + Penalty 1502.663400 = -210082.097651 nChanged 102 SP:Iteration 5Q (5674.503343 sec): 3 clusters Score: Raw -211632.834553 + Penalty 1502.663400 = -210130.171153 nChanged 83 SP:Iteration 6Q (5674.513409 sec): 3 clusters Score: Raw -211671.422869 + Penalty 1502.663400 = -210168.759469 nChanged 70 SP:Iteration 7Q (5674.523402 sec): 3 clusters Score: Raw -211708.765601 + Penalty 1502.663400 = -210206.102200 nChanged 64 SP:Iteration 8Q (5674.533352 sec): 3 clusters Score: Raw -211739.324586 + Penalty 1502.663400 = -210236.661185 nChanged 56 SP:Iteration 9Q (5674.543412 sec): 3 clusters Score: Raw -211763.656253 + Penalty 1502.663400 = -210260.992853 nChanged 49 SP:Iteration 10Q (5674.553329 sec): 3 clusters Score: Raw -211785.763202 + Penalty 1502.663400 = -210283.099801 nChanged 40 SP:Iteration 11Q (5674.563344 sec): 3 clusters Score: Raw -211809.211087 + Penalty 1502.663400 = -210306.547687 nChanged 50 SP:Iteration 12Q (5674.573336 sec): 3 clusters Score: Raw -211840.509081 + Penalty 1502.663400 = -210337.845680 nChanged 67 SP:Iteration 13Q (5674.583326 sec): 3 clusters Score: Raw -211870.307492 + Penalty 1502.663400 = -210367.644092 nChanged 52 SP:Iteration 14Q (5674.593326 sec): 3 clusters Score: Raw -211892.540290 + Penalty 1502.663400 = -210389.876890 nChanged 47 SP:Iteration 15Q (5674.603332 sec): 3 clusters Score: Raw -211910.452055 + Penalty 1502.663400 = -210407.788655 nChanged 37 SP:Iteration 16Q (5674.613332 sec): 3 clusters Score: Raw -211925.317588 + Penalty 1502.663400 = -210422.654187 nChanged 39 SP:Iteration 17Q (5674.623199 sec): 3 clusters Score: Raw -211939.667767 + Penalty 1502.663400 = -210437.004367 nChanged 34 SP:Iteration 18Q (5674.633229 sec): 3 clusters Score: Raw -211953.535746 + Penalty 1502.663400 = -210450.872345 nChanged 32 SP:Iteration 19Q (5674.643168 sec): 3 clusters Score: Raw -211968.296180 + Penalty 1502.663400 = -210465.632779 nChanged 42 SP:Iteration 20F (5674.653099 sec): 3 clusters Score: Raw -211990.224869 + Penalty 1502.663400 = -210487.561469 nChanged 41 SP:Iteration 21Q (5674.663106 sec): 3 clusters Score: Raw -212022.917576 + Penalty 1502.663400 = -210520.254176 nChanged 54 SP:Iteration 22Q (5674.673043 sec): 3 clusters Score: Raw -212057.758216 + Penalty 1502.663400 = -210555.094815 nChanged 47 SP:Iteration 23Q (5674.682943 sec): 3 clusters Score: Raw -212082.435391 + Penalty 1502.663400 = -210579.771990 nChanged 31 SP:Iteration 24Q (5674.692740 sec): 3 clusters Score: Raw -212096.839454 + Penalty 1502.663400 = -210594.176054 nChanged 22 SP:Iteration 25Q (5674.702488 sec): 3 clusters Score: Raw -212104.109533 + Penalty 1502.663400 = -210601.446132 nChanged 18 SP:Iteration 26Q (5674.712340 sec): 3 clusters Score: Raw -212108.384543 + Penalty 1502.663400 = -210605.721143 nChanged 13 SP:Iteration 27Q (5674.722223 sec): 3 clusters Score: Raw -212112.203917 + Penalty 1502.663400 = -210609.540517 nChanged 14 SP:Iteration 28Q (5674.732105 sec): 3 clusters Score: Raw -212116.022993 + Penalty 1502.663400 = -210613.359592 nChanged 12 SP:Iteration 29Q (5674.741942 sec): 3 clusters Score: Raw -212119.885154 + Penalty 1502.663400 = -210617.221753 nChanged 10 SP:Iteration 30Q (5674.751793 sec): 3 clusters Score: Raw -212122.494828 + Penalty 1502.663400 = -210619.831427 nChanged 12 SP:Iteration 31Q (5674.761129 sec): 3 clusters Score: Raw -212128.408690 + Penalty 1502.663400 = -210625.745290 nChanged 17 SP:Iteration 32Q (5674.770976 sec): 3 clusters Score: Raw -212134.996080 + Penalty 1502.663400 = -210632.332680 nChanged 17 SP:Iteration 33Q (5674.780808 sec): 3 clusters Score: Raw -212141.691338 + Penalty 1502.663400 = -210639.027937 nChanged 22 SP:Iteration 34Q (5674.790680 sec): 3 clusters Score: Raw -212152.687963 + Penalty 1502.663400 = -210650.024562 nChanged 17 SP:Iteration 35Q (5674.800481 sec): 3 clusters Score: Raw -212160.043487 + Penalty 1502.663400 = -210657.380087 nChanged 18 SP:Iteration 36Q (5674.810242 sec): 3 clusters Score: Raw -212167.797240 + Penalty 1502.663400 = -210665.133840 nChanged 18 SP:Iteration 37Q (5674.819954 sec): 3 clusters Score: Raw -212176.622380 + Penalty 1502.663400 = -210673.958979 nChanged 17 SP:Iteration 38Q (5674.829714 sec): 3 clusters Score: Raw -212186.249654 + Penalty 1502.663400 = -210683.586254 nChanged 25 SP:Iteration 39Q (5674.839464 sec): 3 clusters Score: Raw -212201.287670 + Penalty 1502.663400 = -210698.624269 nChanged 21 SP:Iteration 40F (5674.849416 sec): 3 clusters Score: Raw -212212.708130 + Penalty 1502.663400 = -210710.044730 nChanged 20 SP:Iteration 41Q (5674.859052 sec): 3 clusters Score: Raw -212226.884129 + Penalty 1502.663400 = -210724.220728 nChanged 18 SP:Iteration 42Q (5674.868802 sec): 3 clusters Score: Raw -212238.203071 + Penalty 1502.663400 = -210735.539670 nChanged 20 SP:Iteration 43Q (5674.878490 sec): 3 clusters Score: Raw -212245.951824 + Penalty 1502.663400 = -210743.288424 nChanged 15 SP:Iteration 44Q (5674.888239 sec): 3 clusters Score: Raw -212251.161918 + Penalty 1502.663400 = -210748.498518 nChanged 11 SP:Iteration 45Q (5674.897935 sec): 3 clusters Score: Raw -212255.106952 + Penalty 1502.663400 = -210752.443552 nChanged 11 SP:Iteration 46Q (5674.907723 sec): 3 clusters Score: Raw -212259.122160 + Penalty 1502.663400 = -210756.458759 nChanged 10 SP:Iteration 47Q (5674.917526 sec): 3 clusters Score: Raw -212261.997417 + Penalty 1502.663400 = -210759.334017 nChanged 9 SP:Iteration 48Q (5674.927091 sec): 3 clusters Score: Raw -212264.423167 + Penalty 1502.663400 = -210761.759767 nChanged 2 SP:Iteration 49Q (5674.936766 sec): 3 clusters Score: Raw -212264.969136 + Penalty 1502.663400 = -210762.305736 nChanged 2 SP:Iteration 50Q (5674.946448 sec): 3 clusters Score: Raw -212265.911790 + Penalty 1502.663400 = -210763.248389 nChanged 2 SP:Iteration 51Q (5674.956011 sec): 3 clusters Score: Raw -212266.485853 + Penalty 1502.663400 = -210763.822453 nChanged 4 SP:Iteration 52Q (5674.965639 sec): 3 clusters Score: Raw -212267.785526 + Penalty 1502.663400 = -210765.122126 nChanged 4 SP:Iteration 53Q (5674.975302 sec): 3 clusters Score: Raw -212269.086127 + Penalty 1502.663400 = -210766.422727 nChanged 3 SP:Iteration 54Q (5674.984905 sec): 3 clusters Score: Raw -212270.280642 + Penalty 1502.663400 = -210767.617242 nChanged 5 SP:Iteration 55Q (5674.994462 sec): 3 clusters Score: Raw -212271.446892 + Penalty 1502.663400 = -210768.783492 nChanged 1 SP:Iteration 56Q (5675.004158 sec): 3 clusters Score: Raw -212271.590315 + Penalty 1502.663400 = -210768.926915 nChanged 0 SP:Iteration 57F (5675.014054 sec): 3 clusters Score: Raw -212271.590315 + Penalty 1502.663400 = -210768.926915 nChanged 0 Iteration 179Q (5681.784286 sec): 42 clusters Score: Raw -45951529.381771 + Penalty 52082.874990 = -45899446.506781 nChanged 1233 Iteration 180F (5693.553207 sec): 42 clusters Score: Raw -45952450.765526 + Penalty 52082.874990 = -45900367.890536 nChanged 1396 Iteration 181Q (5699.110737 sec): 42 clusters Score: Raw -45952998.834224 + Penalty 52082.874990 = -45900915.959235 nChanged 1301 Iteration 182Q (5704.624483 sec): 42 clusters Score: Raw -45953361.594458 + Penalty 52082.874990 = -45901278.719468 nChanged 1245 Iteration 183Q (5710.136467 sec): 42 clusters Score: Raw -45953616.873443 + Penalty 52082.874990 = -45901533.998453 nChanged 1113 Iteration 184Q (5715.649811 sec): 42 clusters Score: Raw -45953793.363122 + Penalty 52082.874990 = -45901710.488133 nChanged 1072 Iteration 185Q (5721.187533 sec): 42 clusters Score: Raw -45953932.727473 + Penalty 52082.874990 = -45901849.852483 nChanged 991 Iteration 186Q (5726.691965 sec): 42 clusters Score: Raw -45954057.553205 + Penalty 52082.874990 = -45901974.678215 nChanged 954 Iteration 187Q (5732.203146 sec): 42 clusters Score: Raw -45954160.253278 + Penalty 52082.874990 = -45902077.378288 nChanged 855 Iteration 188Q (5737.721473 sec): 42 clusters Score: Raw -45954239.717147 + Penalty 52082.874990 = -45902156.842157 nChanged 775 Iteration 189Q (5743.232334 sec): 42 clusters Score: Raw -45954303.396982 + Penalty 52082.874990 = -45902220.521992 nChanged 665 Iteration 190Q (5748.762335 sec): 42 clusters Score: Raw -45954354.540923 + Penalty 52082.874990 = -45902271.665933 nChanged 619 Iteration 191Q (5754.290630 sec): 42 clusters Score: Raw -45954396.075948 + Penalty 52082.874990 = -45902313.200958 nChanged 589 Iteration 192Q (5759.792890 sec): 42 clusters Score: Raw -45954438.602940 + Penalty 52082.874990 = -45902355.727950 nChanged 588 Iteration 193Q (5765.319726 sec): 42 clusters Score: Raw -45954478.318236 + Penalty 52082.874990 = -45902395.443246 nChanged 559 Iteration 194Q (5770.821507 sec): 42 clusters Score: Raw -45954511.706744 + Penalty 52082.874990 = -45902428.831755 nChanged 511 Iteration 195Q (5776.338871 sec): 42 clusters Score: Raw -45954541.871868 + Penalty 52082.874990 = -45902458.996878 nChanged 482 Iteration 196Q (5781.854944 sec): 42 clusters Score: Raw -45954574.100734 + Penalty 52082.874990 = -45902491.225744 nChanged 455 Iteration 197Q (5787.362135 sec): 42 clusters Score: Raw -45954604.242931 + Penalty 52082.874990 = -45902521.367942 nChanged 461 Iteration 198Q (5792.862490 sec): 42 clusters Score: Raw -45954636.896898 + Penalty 52082.874990 = -45902554.021908 nChanged 431 Iteration 199Q (5798.385688 sec): 42 clusters Score: Raw -45954663.220868 + Penalty 52082.874990 = -45902580.345878 nChanged 418 Iteration 200F (5809.976823 sec): 42 clusters Score: Raw -45954718.954954 + Penalty 52082.874990 = -45902636.079964 nChanged 467 Iteration 201Q (5815.512120 sec): 42 clusters Score: Raw -45954771.706766 + Penalty 52082.874990 = -45902688.831776 nChanged 503 Iteration 202Q (5821.053033 sec): 42 clusters Score: Raw -45954819.102977 + Penalty 52082.874990 = -45902736.227987 nChanged 501 Iteration 203Q (5826.573372 sec): 42 clusters Score: Raw -45954858.078555 + Penalty 52082.874990 = -45902775.203565 nChanged 477 Iteration 204Q (5832.107419 sec): 42 clusters Score: Raw -45954893.758993 + Penalty 52082.874990 = -45902810.884003 nChanged 410 Iteration 205Q (5837.638216 sec): 42 clusters Score: Raw -45954923.164335 + Penalty 52082.874990 = -45902840.289346 nChanged 432 Iteration 206Q (5843.153833 sec): 42 clusters Score: Raw -45954950.031498 + Penalty 52082.874990 = -45902867.156509 nChanged 415 Iteration 207Q (5848.666969 sec): 42 clusters Score: Raw -45954975.681923 + Penalty 52082.874990 = -45902892.806933 nChanged 410 Iteration 208Q (5854.181023 sec): 42 clusters Score: Raw -45954999.391380 + Penalty 52082.874990 = -45902916.516390 nChanged 378 Iteration 209Q (5859.694285 sec): 42 clusters Score: Raw -45955021.380619 + Penalty 52082.874990 = -45902938.505629 nChanged 354 Iteration 210Q (5865.204774 sec): 42 clusters Score: Raw -45955041.057796 + Penalty 52082.874990 = -45902958.182806 nChanged 332 Iteration 211Q (5870.725608 sec): 42 clusters Score: Raw -45955060.789446 + Penalty 52082.874990 = -45902977.914456 nChanged 298 Iteration 212Q (5876.250875 sec): 42 clusters Score: Raw -45955079.127075 + Penalty 52082.874990 = -45902996.252086 nChanged 321 Iteration 213Q (5881.768534 sec): 42 clusters Score: Raw -45955109.743994 + Penalty 52082.874990 = -45903026.869004 nChanged 351 Iteration 214Q (5887.325675 sec): 42 clusters Score: Raw -45955136.202704 + Penalty 52082.874990 = -45903053.327714 nChanged 315 Iteration 215Q (5892.841227 sec): 42 clusters Score: Raw -45955158.097653 + Penalty 52082.874990 = -45903075.222664 nChanged 271 Iteration 216Q (5898.365137 sec): 42 clusters Score: Raw -45955178.624895 + Penalty 52082.874990 = -45903095.749905 nChanged 288 Iteration 217Q (5903.880572 sec): 42 clusters Score: Raw -45955199.995959 + Penalty 52082.874990 = -45903117.120970 nChanged 271 Iteration 218Q (5909.385585 sec): 42 clusters Score: Raw -45955217.852989 + Penalty 52082.874990 = -45903134.977999 nChanged 268 Writing temp clu file Because OldScore, -45903117.120970, is greater than current (better) Score,-45903134.977999 Compute initial score before splitting: Score: Raw -45955217.852989 + Penalty 52082.874990 = -45903134.977999 Trying to split cluster 1 (7891 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5909.504876 sec): 2 clusters Score: Raw -595068.386166 + Penalty 852.480424 = -594215.905742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5909.527490 sec): 3 clusters Score: Raw -590442.685927 + Penalty 1704.960848 = -588737.725079 nChanged 3517 SP:Iteration 1F (5909.549392 sec): 3 clusters Score: Raw -592285.463822 + Penalty 1704.960848 = -590580.502974 nChanged 410 SP:Iteration 2F (5909.571184 sec): 3 clusters Score: Raw -592445.878351 + Penalty 1704.960848 = -590740.917503 nChanged 362 SP:Iteration 3Q (5909.592814 sec): 3 clusters Score: Raw -592586.129546 + Penalty 1704.960848 = -590881.168698 nChanged 311 SP:Iteration 4Q (5909.614807 sec): 3 clusters Score: Raw -592718.352967 + Penalty 1704.960848 = -591013.392119 nChanged 318 SP:Iteration 5Q (5909.636953 sec): 3 clusters Score: Raw -592860.895160 + Penalty 1704.960848 = -591155.934311 nChanged 315 SP:Iteration 6Q (5909.658617 sec): 3 clusters Score: Raw -593005.735323 + Penalty 1704.960848 = -591300.774475 nChanged 327 SP:Iteration 7Q (5909.680486 sec): 3 clusters Score: Raw -593178.174903 + Penalty 1704.960848 = -591473.214055 nChanged 369 SP:Iteration 8Q (5909.702369 sec): 3 clusters Score: Raw -593405.297499 + Penalty 1704.960848 = -591700.336651 nChanged 390 SP:Iteration 9Q (5909.724155 sec): 3 clusters Score: Raw -593631.650755 + Penalty 1704.960848 = -591926.689906 nChanged 360 SP:Iteration 10Q (5909.746125 sec): 3 clusters Score: Raw -593862.877479 + Penalty 1704.960848 = -592157.916631 nChanged 318 SP:Iteration 11Q (5909.767547 sec): 3 clusters Score: Raw -594051.020621 + Penalty 1704.960848 = -592346.059773 nChanged 294 SP:Iteration 12Q (5909.789133 sec): 3 clusters Score: Raw -594209.181220 + Penalty 1704.960848 = -592504.220372 nChanged 260 SP:Iteration 13Q (5909.810757 sec): 3 clusters Score: Raw -594335.229667 + Penalty 1704.960848 = -592630.268819 nChanged 222 SP:Iteration 14Q (5909.832170 sec): 3 clusters Score: Raw -594444.001156 + Penalty 1704.960848 = -592739.040308 nChanged 213 SP:Iteration 15Q (5909.853469 sec): 3 clusters Score: Raw -594562.183427 + Penalty 1704.960848 = -592857.222579 nChanged 194 SP:Iteration 16Q (5909.874812 sec): 3 clusters Score: Raw -594674.468559 + Penalty 1704.960848 = -592969.507710 nChanged 191 SP:Iteration 17Q (5909.895970 sec): 3 clusters Score: Raw -594782.617923 + Penalty 1704.960848 = -593077.657074 nChanged 172 SP:Iteration 18Q (5909.917362 sec): 3 clusters Score: Raw -594880.123699 + Penalty 1704.960848 = -593175.162851 nChanged 160 SP:Iteration 19Q (5909.938603 sec): 3 clusters Score: Raw -594974.238911 + Penalty 1704.960848 = -593269.278063 nChanged 157 SP:Iteration 20F (5909.960262 sec): 3 clusters Score: Raw -595050.608388 + Penalty 1704.960848 = -593345.647540 nChanged 126 SP:Iteration 21Q (5909.981386 sec): 3 clusters Score: Raw -595101.256523 + Penalty 1704.960848 = -593396.295675 nChanged 106 SP:Iteration 22Q (5910.002638 sec): 3 clusters Score: Raw -595153.746567 + Penalty 1704.960848 = -593448.785719 nChanged 107 SP:Iteration 23Q (5910.023651 sec): 3 clusters Score: Raw -595202.867976 + Penalty 1704.960848 = -593497.907128 nChanged 85 SP:Iteration 24Q (5910.044685 sec): 3 clusters Score: Raw -595233.387494 + Penalty 1704.960848 = -593528.426646 nChanged 73 SP:Iteration 25Q (5910.065960 sec): 3 clusters Score: Raw -595261.319767 + Penalty 1704.960848 = -593556.358919 nChanged 70 SP:Iteration 26Q (5910.086790 sec): 3 clusters Score: Raw -595280.958160 + Penalty 1704.960848 = -593575.997312 nChanged 45 SP:Iteration 27Q (5910.107618 sec): 3 clusters Score: Raw -595294.163169 + Penalty 1704.960848 = -593589.202321 nChanged 40 SP:Iteration 28Q (5910.128515 sec): 3 clusters Score: Raw -595306.249590 + Penalty 1704.960848 = -593601.288742 nChanged 37 SP:Iteration 29Q (5910.149632 sec): 3 clusters Score: Raw -595316.959589 + Penalty 1704.960848 = -593611.998740 nChanged 32 SP:Iteration 30Q (5910.170698 sec): 3 clusters Score: Raw -595325.495128 + Penalty 1704.960848 = -593620.534280 nChanged 38 SP:Iteration 31Q (5910.191608 sec): 3 clusters Score: Raw -595334.176434 + Penalty 1704.960848 = -593629.215585 nChanged 35 SP:Iteration 32Q (5910.212601 sec): 3 clusters Score: Raw -595343.543808 + Penalty 1704.960848 = -593638.582960 nChanged 36 SP:Iteration 33Q (5910.233547 sec): 3 clusters Score: Raw -595351.765221 + Penalty 1704.960848 = -593646.804373 nChanged 23 SP:Iteration 34Q (5910.254543 sec): 3 clusters Score: Raw -595355.375888 + Penalty 1704.960848 = -593650.415040 nChanged 23 SP:Iteration 35Q (5910.275253 sec): 3 clusters Score: Raw -595359.016187 + Penalty 1704.960848 = -593654.055339 nChanged 15 SP:Iteration 36Q (5910.296119 sec): 3 clusters Score: Raw -595361.141448 + Penalty 1704.960848 = -593656.180600 nChanged 8 SP:Iteration 37Q (5910.316829 sec): 3 clusters Score: Raw -595362.205947 + Penalty 1704.960848 = -593657.245098 nChanged 6 SP:Iteration 38Q (5910.337497 sec): 3 clusters Score: Raw -595363.033601 + Penalty 1704.960848 = -593658.072753 nChanged 11 SP:Iteration 39Q (5910.358355 sec): 3 clusters Score: Raw -595364.717805 + Penalty 1704.960848 = -593659.756957 nChanged 13 SP:Iteration 40F (5910.380146 sec): 3 clusters Score: Raw -595366.615071 + Penalty 1704.960848 = -593661.654223 nChanged 11 SP:Iteration 41Q (5910.400960 sec): 3 clusters Score: Raw -595368.054183 + Penalty 1704.960848 = -593663.093334 nChanged 5 SP:Iteration 42Q (5910.422039 sec): 3 clusters Score: Raw -595368.834324 + Penalty 1704.960848 = -593663.873475 nChanged 11 SP:Iteration 43Q (5910.443076 sec): 3 clusters Score: Raw -595370.470086 + Penalty 1704.960848 = -593665.509238 nChanged 9 SP:Iteration 44Q (5910.463862 sec): 3 clusters Score: Raw -595371.548055 + Penalty 1704.960848 = -593666.587207 nChanged 11 SP:Iteration 45Q (5910.484664 sec): 3 clusters Score: Raw -595373.232547 + Penalty 1704.960848 = -593668.271699 nChanged 11 SP:Iteration 46Q (5910.505541 sec): 3 clusters Score: Raw -595374.929213 + Penalty 1704.960848 = -593669.968365 nChanged 12 SP:Iteration 47Q (5910.526276 sec): 3 clusters Score: Raw -595375.892549 + Penalty 1704.960848 = -593670.931700 nChanged 9 SP:Iteration 48Q (5910.547389 sec): 3 clusters Score: Raw -595376.860891 + Penalty 1704.960848 = -593671.900043 nChanged 6 SP:Iteration 49Q (5910.568227 sec): 3 clusters Score: Raw -595377.811978 + Penalty 1704.960848 = -593672.851130 nChanged 3 SP:Iteration 50Q (5910.589141 sec): 3 clusters Score: Raw -595378.021260 + Penalty 1704.960848 = -593673.060412 nChanged 0 SP:Iteration 51F (5910.610796 sec): 3 clusters Score: Raw -595378.021260 + Penalty 1704.960848 = -593673.060412 nChanged 0 Trying to split cluster 2 (7162 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5910.629533 sec): 2 clusters Score: Raw -441479.549061 + Penalty 843.271732 = -440636.277329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5910.651268 sec): 3 clusters Score: Raw -437423.997734 + Penalty 1686.543465 = -435737.454269 nChanged 3127 SP:Iteration 1F (5910.672183 sec): 3 clusters Score: Raw -439332.959839 + Penalty 1686.543465 = -437646.416375 nChanged 521 SP:Iteration 2F (5910.693204 sec): 3 clusters Score: Raw -439639.088080 + Penalty 1686.543465 = -437952.544616 nChanged 451 SP:Iteration 3F (5910.714183 sec): 3 clusters Score: Raw -439915.585603 + Penalty 1686.543465 = -438229.042138 nChanged 392 SP:Iteration 4F (5910.735174 sec): 3 clusters Score: Raw -440142.927125 + Penalty 1686.543465 = -438456.383660 nChanged 306 SP:Iteration 5Q (5910.756303 sec): 3 clusters Score: Raw -440305.563900 + Penalty 1686.543465 = -438619.020436 nChanged 303 SP:Iteration 6Q (5910.777393 sec): 3 clusters Score: Raw -440495.757699 + Penalty 1686.543465 = -438809.214235 nChanged 294 SP:Iteration 7Q (5910.798450 sec): 3 clusters Score: Raw -440699.393897 + Penalty 1686.543465 = -439012.850433 nChanged 255 SP:Iteration 8Q (5910.819489 sec): 3 clusters Score: Raw -440849.720633 + Penalty 1686.543465 = -439163.177169 nChanged 209 SP:Iteration 9Q (5910.840268 sec): 3 clusters Score: Raw -440975.803962 + Penalty 1686.543465 = -439289.260498 nChanged 189 SP:Iteration 10Q (5910.861029 sec): 3 clusters Score: Raw -441066.504969 + Penalty 1686.543465 = -439379.961504 nChanged 162 SP:Iteration 11Q (5910.881776 sec): 3 clusters Score: Raw -441150.179354 + Penalty 1686.543465 = -439463.635890 nChanged 141 SP:Iteration 12Q (5910.902293 sec): 3 clusters Score: Raw -441212.318714 + Penalty 1686.543465 = -439525.775249 nChanged 124 SP:Iteration 13Q (5910.922963 sec): 3 clusters Score: Raw -441262.959314 + Penalty 1686.543465 = -439576.415849 nChanged 102 SP:Iteration 14Q (5910.943685 sec): 3 clusters Score: Raw -441298.630537 + Penalty 1686.543465 = -439612.087073 nChanged 81 SP:Iteration 15Q (5910.964171 sec): 3 clusters Score: Raw -441327.076907 + Penalty 1686.543465 = -439640.533442 nChanged 75 SP:Iteration 16Q (5910.984531 sec): 3 clusters Score: Raw -441355.788092 + Penalty 1686.543465 = -439669.244628 nChanged 66 SP:Iteration 17Q (5911.004791 sec): 3 clusters Score: Raw -441385.806069 + Penalty 1686.543465 = -439699.262604 nChanged 67 SP:Iteration 18Q (5911.025196 sec): 3 clusters Score: Raw -441418.022263 + Penalty 1686.543465 = -439731.478798 nChanged 67 SP:Iteration 19Q (5911.045570 sec): 3 clusters Score: Raw -441449.042354 + Penalty 1686.543465 = -439762.498890 nChanged 72 SP:Iteration 20F (5911.066648 sec): 3 clusters Score: Raw -441485.421610 + Penalty 1686.543465 = -439798.878146 nChanged 65 SP:Iteration 21Q (5911.086925 sec): 3 clusters Score: Raw -441518.702953 + Penalty 1686.543465 = -439832.159488 nChanged 65 SP:Iteration 22Q (5911.107177 sec): 3 clusters Score: Raw -441547.064255 + Penalty 1686.543465 = -439860.520790 nChanged 68 SP:Iteration 23Q (5911.127453 sec): 3 clusters Score: Raw -441575.506761 + Penalty 1686.543465 = -439888.963296 nChanged 56 SP:Iteration 24Q (5911.147316 sec): 3 clusters Score: Raw -441591.946783 + Penalty 1686.543465 = -439905.403318 nChanged 41 SP:Iteration 25Q (5911.167536 sec): 3 clusters Score: Raw -441605.115885 + Penalty 1686.543465 = -439918.572421 nChanged 44 SP:Iteration 26Q (5911.187744 sec): 3 clusters Score: Raw -441619.581262 + Penalty 1686.543465 = -439933.037797 nChanged 42 SP:Iteration 27Q (5911.207779 sec): 3 clusters Score: Raw -441630.723210 + Penalty 1686.543465 = -439944.179745 nChanged 28 SP:Iteration 28Q (5911.227902 sec): 3 clusters Score: Raw -441639.709745 + Penalty 1686.543465 = -439953.166281 nChanged 29 SP:Iteration 29Q (5911.247856 sec): 3 clusters Score: Raw -441647.003483 + Penalty 1686.543465 = -439960.460019 nChanged 18 SP:Iteration 30Q (5911.290217 sec): 3 clusters Score: Raw -441650.766833 + Penalty 1686.543465 = -439964.223369 nChanged 14 SP:Iteration 31Q (5911.310127 sec): 3 clusters Score: Raw -441654.953802 + Penalty 1686.543465 = -439968.410338 nChanged 11 SP:Iteration 32Q (5911.330058 sec): 3 clusters Score: Raw -441657.450627 + Penalty 1686.543465 = -439970.907162 nChanged 11 SP:Iteration 33Q (5911.349894 sec): 3 clusters Score: Raw -441659.907773 + Penalty 1686.543465 = -439973.364308 nChanged 9 SP:Iteration 34Q (5911.370103 sec): 3 clusters Score: Raw -441661.704291 + Penalty 1686.543465 = -439975.160826 nChanged 10 SP:Iteration 35Q (5911.390209 sec): 3 clusters Score: Raw -441663.852830 + Penalty 1686.543465 = -439977.309366 nChanged 7 SP:Iteration 36Q (5911.410153 sec): 3 clusters Score: Raw -441665.046010 + Penalty 1686.543465 = -439978.502546 nChanged 8 SP:Iteration 37Q (5911.429836 sec): 3 clusters Score: Raw -441666.185117 + Penalty 1686.543465 = -439979.641653 nChanged 8 SP:Iteration 38Q (5911.449764 sec): 3 clusters Score: Raw -441667.364339 + Penalty 1686.543465 = -439980.820874 nChanged 9 SP:Iteration 39Q (5911.469746 sec): 3 clusters Score: Raw -441669.013840 + Penalty 1686.543465 = -439982.470376 nChanged 9 SP:Iteration 40F (5911.490796 sec): 3 clusters Score: Raw -441670.125003 + Penalty 1686.543465 = -439983.581538 nChanged 7 SP:Iteration 41Q (5911.510706 sec): 3 clusters Score: Raw -441671.098591 + Penalty 1686.543465 = -439984.555127 nChanged 6 SP:Iteration 42Q (5911.530702 sec): 3 clusters Score: Raw -441671.987303 + Penalty 1686.543465 = -439985.443838 nChanged 3 SP:Iteration 43Q (5911.550866 sec): 3 clusters Score: Raw -441672.652418 + Penalty 1686.543465 = -439986.108953 nChanged 3 SP:Iteration 44Q (5911.570859 sec): 3 clusters Score: Raw -441673.408704 + Penalty 1686.543465 = -439986.865239 nChanged 6 SP:Iteration 45Q (5911.590747 sec): 3 clusters Score: Raw -441675.158689 + Penalty 1686.543465 = -439988.615224 nChanged 8 SP:Iteration 46Q (5911.610637 sec): 3 clusters Score: Raw -441677.138314 + Penalty 1686.543465 = -439990.594850 nChanged 6 SP:Iteration 47Q (5911.630630 sec): 3 clusters Score: Raw -441678.460413 + Penalty 1686.543465 = -439991.916948 nChanged 6 SP:Iteration 48Q (5911.650255 sec): 3 clusters Score: Raw -441679.942076 + Penalty 1686.543465 = -439993.398611 nChanged 8 SP:Iteration 49Q (5911.670100 sec): 3 clusters Score: Raw -441680.906135 + Penalty 1686.543465 = -439994.362670 nChanged 7 SP:Iteration 50Q (5911.689910 sec): 3 clusters Score: Raw -441681.953636 + Penalty 1686.543465 = -439995.410171 nChanged 7 SP:Iteration 51Q (5911.709688 sec): 3 clusters Score: Raw -441683.280992 + Penalty 1686.543465 = -439996.737528 nChanged 3 SP:Iteration 52Q (5911.729551 sec): 3 clusters Score: Raw -441684.113509 + Penalty 1686.543465 = -439997.570045 nChanged 3 SP:Iteration 53Q (5911.749235 sec): 3 clusters Score: Raw -441684.545577 + Penalty 1686.543465 = -439998.002113 nChanged 3 SP:Iteration 54Q (5911.769022 sec): 3 clusters Score: Raw -441684.863465 + Penalty 1686.543465 = -439998.320000 nChanged 2 SP:Iteration 55Q (5911.788957 sec): 3 clusters Score: Raw -441685.240237 + Penalty 1686.543465 = -439998.696772 nChanged 3 SP:Iteration 56Q (5911.808810 sec): 3 clusters Score: Raw -441685.468738 + Penalty 1686.543465 = -439998.925274 nChanged 1 SP:Iteration 57Q (5911.828857 sec): 3 clusters Score: Raw -441685.879750 + Penalty 1686.543465 = -439999.336286 nChanged 4 SP:Iteration 58Q (5911.848932 sec): 3 clusters Score: Raw -441687.396853 + Penalty 1686.543465 = -440000.853389 nChanged 7 SP:Iteration 59Q (5911.868565 sec): 3 clusters Score: Raw -441688.795461 + Penalty 1686.543465 = -440002.251997 nChanged 4 SP:Iteration 60F (5911.889562 sec): 3 clusters Score: Raw -441690.112341 + Penalty 1686.543465 = -440003.568877 nChanged 6 SP:Iteration 61Q (5911.909251 sec): 3 clusters Score: Raw -441692.129567 + Penalty 1686.543465 = -440005.586102 nChanged 7 SP:Iteration 62Q (5911.929304 sec): 3 clusters Score: Raw -441694.179968 + Penalty 1686.543465 = -440007.636504 nChanged 7 SP:Iteration 63Q (5911.949170 sec): 3 clusters Score: Raw -441696.404303 + Penalty 1686.543465 = -440009.860839 nChanged 8 SP:Iteration 64Q (5911.969237 sec): 3 clusters Score: Raw -441698.726504 + Penalty 1686.543465 = -440012.183039 nChanged 6 SP:Iteration 65Q (5911.989224 sec): 3 clusters Score: Raw -441699.778304 + Penalty 1686.543465 = -440013.234840 nChanged 6 SP:Iteration 66Q (5912.008716 sec): 3 clusters Score: Raw -441700.800817 + Penalty 1686.543465 = -440014.257352 nChanged 6 SP:Iteration 67Q (5912.028496 sec): 3 clusters Score: Raw -441702.292556 + Penalty 1686.543465 = -440015.749091 nChanged 6 SP:Iteration 68Q (5912.048185 sec): 3 clusters Score: Raw -441703.763259 + Penalty 1686.543465 = -440017.219795 nChanged 4 SP:Iteration 69Q (5912.068055 sec): 3 clusters Score: Raw -441704.447172 + Penalty 1686.543465 = -440017.903707 nChanged 1 SP:Iteration 70Q (5912.087817 sec): 3 clusters Score: Raw -441705.567409 + Penalty 1686.543465 = -440019.023944 nChanged 4 SP:Iteration 71Q (5912.107264 sec): 3 clusters Score: Raw -441708.033289 + Penalty 1686.543465 = -440021.489824 nChanged 8 SP:Iteration 72Q (5912.126794 sec): 3 clusters Score: Raw -441711.564564 + Penalty 1686.543465 = -440025.021099 nChanged 8 SP:Iteration 73Q (5912.146352 sec): 3 clusters Score: Raw -441714.197181 + Penalty 1686.543465 = -440027.653716 nChanged 9 SP:Iteration 74Q (5912.166138 sec): 3 clusters Score: Raw -441717.440743 + Penalty 1686.543465 = -440030.897278 nChanged 6 SP:Iteration 75Q (5912.186002 sec): 3 clusters Score: Raw -441719.428801 + Penalty 1686.543465 = -440032.885337 nChanged 7 SP:Iteration 76Q (5912.205454 sec): 3 clusters Score: Raw -441721.969203 + Penalty 1686.543465 = -440035.425738 nChanged 7 SP:Iteration 77Q (5912.225039 sec): 3 clusters Score: Raw -441724.801382 + Penalty 1686.543465 = -440038.257917 nChanged 9 SP:Iteration 78Q (5912.244523 sec): 3 clusters Score: Raw -441727.876500 + Penalty 1686.543465 = -440041.333035 nChanged 9 SP:Iteration 79Q (5912.264434 sec): 3 clusters Score: Raw -441730.970013 + Penalty 1686.543465 = -440044.426548 nChanged 5 SP:Iteration 80F (5912.285508 sec): 3 clusters Score: Raw -441732.500487 + Penalty 1686.543465 = -440045.957022 nChanged 8 SP:Iteration 81Q (5912.304856 sec): 3 clusters Score: Raw -441735.870689 + Penalty 1686.543465 = -440049.327224 nChanged 6 SP:Iteration 82Q (5912.324576 sec): 3 clusters Score: Raw -441737.251495 + Penalty 1686.543465 = -440050.708031 nChanged 1 SP:Iteration 83Q (5912.344169 sec): 3 clusters Score: Raw -441737.724593 + Penalty 1686.543465 = -440051.181128 nChanged 2 SP:Iteration 84Q (5912.363770 sec): 3 clusters Score: Raw -441738.037426 + Penalty 1686.543465 = -440051.493961 nChanged 1 SP:Iteration 85Q (5912.383202 sec): 3 clusters Score: Raw -441738.259453 + Penalty 1686.543465 = -440051.715988 nChanged 0 SP:Iteration 86F (5912.404376 sec): 3 clusters Score: Raw -441738.259453 + Penalty 1686.543465 = -440051.715988 nChanged 0 Trying to split cluster 3 (926 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5912.418450 sec): 2 clusters Score: Raw -64448.458310 + Penalty 648.933052 = -63799.525257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5912.422660 sec): 3 clusters Score: Raw -64137.420415 + Penalty 1297.866105 = -62839.554311 nChanged 300 SP:Iteration 1F (5912.426471 sec): 3 clusters Score: Raw -64376.676049 + Penalty 1297.866105 = -63078.809945 nChanged 84 SP:Iteration 2F (5912.430258 sec): 3 clusters Score: Raw -64460.097836 + Penalty 1297.866105 = -63162.231732 nChanged 52 SP:Iteration 3F (5912.434018 sec): 3 clusters Score: Raw -64519.698558 + Penalty 1297.866105 = -63221.832454 nChanged 57 SP:Iteration 4F (5912.437824 sec): 3 clusters Score: Raw -64621.256949 + Penalty 1297.866105 = -63323.390844 nChanged 62 SP:Iteration 5F (5912.441627 sec): 3 clusters Score: Raw -64757.138852 + Penalty 1297.866105 = -63459.272748 nChanged 62 SP:Iteration 6F (5912.445394 sec): 3 clusters Score: Raw -64871.454531 + Penalty 1297.866105 = -63573.588426 nChanged 46 SP:Iteration 7Q (5912.449160 sec): 3 clusters Score: Raw -64947.545917 + Penalty 1297.866105 = -63649.679813 nChanged 26 SP:Iteration 8Q (5912.452906 sec): 3 clusters Score: Raw -64975.268081 + Penalty 1297.866105 = -63677.401976 nChanged 15 SP:Iteration 9Q (5912.456642 sec): 3 clusters Score: Raw -64988.509004 + Penalty 1297.866105 = -63690.642899 nChanged 7 SP:Iteration 10Q (5912.460340 sec): 3 clusters Score: Raw -64992.137107 + Penalty 1297.866105 = -63694.271002 nChanged 2 SP:Iteration 11Q (5912.464045 sec): 3 clusters Score: Raw -64993.225012 + Penalty 1297.866105 = -63695.358908 nChanged 0 SP:Iteration 12F (5912.467796 sec): 3 clusters Score: Raw -64993.225012 + Penalty 1297.866105 = -63695.358908 nChanged 0 Trying to split cluster 4 (15143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5912.494783 sec): 2 clusters Score: Raw -1185369.396448 + Penalty 914.402898 = -1184454.993550 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5912.526626 sec): 3 clusters Score: Raw -1176285.152802 + Penalty 1828.805795 = -1174456.347007 nChanged 6807 SP:Iteration 1F (5912.556845 sec): 3 clusters Score: Raw -1180061.365372 + Penalty 1828.805795 = -1178232.559577 nChanged 710 SP:Iteration 2Q (5912.587527 sec): 3 clusters Score: Raw -1180297.551483 + Penalty 1828.805795 = -1178468.745688 nChanged 595 SP:Iteration 3Q (5912.618074 sec): 3 clusters Score: Raw -1180504.052747 + Penalty 1828.805795 = -1178675.246952 nChanged 576 SP:Iteration 4Q (5912.648699 sec): 3 clusters Score: Raw -1180699.015963 + Penalty 1828.805795 = -1178870.210168 nChanged 574 SP:Iteration 5Q (5912.679258 sec): 3 clusters Score: Raw -1180917.761881 + Penalty 1828.805795 = -1179088.956086 nChanged 575 SP:Iteration 6Q (5912.709903 sec): 3 clusters Score: Raw -1181178.786967 + Penalty 1828.805795 = -1179349.981172 nChanged 648 SP:Iteration 7Q (5912.740479 sec): 3 clusters Score: Raw -1181512.348213 + Penalty 1828.805795 = -1179683.542418 nChanged 671 SP:Iteration 8Q (5912.771007 sec): 3 clusters Score: Raw -1181969.530311 + Penalty 1828.805795 = -1180140.724516 nChanged 717 SP:Iteration 9Q (5912.801526 sec): 3 clusters Score: Raw -1182526.688373 + Penalty 1828.805795 = -1180697.882578 nChanged 738 SP:Iteration 10Q (5912.831918 sec): 3 clusters Score: Raw -1183060.041792 + Penalty 1828.805795 = -1181231.235997 nChanged 585 SP:Iteration 11Q (5912.861728 sec): 3 clusters Score: Raw -1183421.598194 + Penalty 1828.805795 = -1181592.792399 nChanged 413 SP:Iteration 12Q (5912.891228 sec): 3 clusters Score: Raw -1183620.990719 + Penalty 1828.805795 = -1181792.184924 nChanged 301 SP:Iteration 13Q (5912.920541 sec): 3 clusters Score: Raw -1183731.157914 + Penalty 1828.805795 = -1181902.352119 nChanged 220 SP:Iteration 14Q (5912.949579 sec): 3 clusters Score: Raw -1183806.365260 + Penalty 1828.805795 = -1181977.559465 nChanged 203 SP:Iteration 15Q (5912.978404 sec): 3 clusters Score: Raw -1183877.435087 + Penalty 1828.805795 = -1182048.629292 nChanged 198 SP:Iteration 16Q (5913.007313 sec): 3 clusters Score: Raw -1183951.962175 + Penalty 1828.805795 = -1182123.156380 nChanged 216 SP:Iteration 17Q (5913.059308 sec): 3 clusters Score: Raw -1184037.366385 + Penalty 1828.805795 = -1182208.560590 nChanged 211 SP:Iteration 18Q (5913.087535 sec): 3 clusters Score: Raw -1184131.898728 + Penalty 1828.805795 = -1182303.092933 nChanged 221 SP:Iteration 19Q (5913.115882 sec): 3 clusters Score: Raw -1184237.510883 + Penalty 1828.805795 = -1182408.705088 nChanged 202 SP:Iteration 20F (5913.146066 sec): 3 clusters Score: Raw -1184328.910555 + Penalty 1828.805795 = -1182500.104760 nChanged 226 SP:Iteration 21Q (5913.174280 sec): 3 clusters Score: Raw -1184434.299457 + Penalty 1828.805795 = -1182605.493662 nChanged 205 SP:Iteration 22Q (5913.202063 sec): 3 clusters Score: Raw -1184527.990241 + Penalty 1828.805795 = -1182699.184445 nChanged 164 SP:Iteration 23Q (5913.229797 sec): 3 clusters Score: Raw -1184599.658201 + Penalty 1828.805795 = -1182770.852406 nChanged 164 SP:Iteration 24Q (5913.257328 sec): 3 clusters Score: Raw -1184674.673007 + Penalty 1828.805795 = -1182845.867212 nChanged 164 SP:Iteration 25Q (5913.285040 sec): 3 clusters Score: Raw -1184751.040472 + Penalty 1828.805795 = -1182922.234677 nChanged 153 SP:Iteration 26Q (5913.312364 sec): 3 clusters Score: Raw -1184813.567516 + Penalty 1828.805795 = -1182984.761721 nChanged 156 SP:Iteration 27Q (5913.339586 sec): 3 clusters Score: Raw -1184880.457740 + Penalty 1828.805795 = -1183051.651945 nChanged 157 SP:Iteration 28Q (5913.366874 sec): 3 clusters Score: Raw -1184952.984785 + Penalty 1828.805795 = -1183124.178990 nChanged 121 SP:Iteration 29Q (5913.394013 sec): 3 clusters Score: Raw -1185014.714942 + Penalty 1828.805795 = -1183185.909147 nChanged 114 SP:Iteration 30Q (5913.421027 sec): 3 clusters Score: Raw -1185073.516793 + Penalty 1828.805795 = -1183244.710998 nChanged 113 SP:Iteration 31Q (5913.447899 sec): 3 clusters Score: Raw -1185138.843026 + Penalty 1828.805795 = -1183310.037231 nChanged 107 SP:Iteration 32Q (5913.474611 sec): 3 clusters Score: Raw -1185205.009282 + Penalty 1828.805795 = -1183376.203487 nChanged 97 SP:Iteration 33Q (5913.501217 sec): 3 clusters Score: Raw -1185257.371088 + Penalty 1828.805795 = -1183428.565293 nChanged 72 SP:Iteration 34Q (5913.527796 sec): 3 clusters Score: Raw -1185301.492302 + Penalty 1828.805795 = -1183472.686507 nChanged 79 SP:Iteration 35Q (5913.554357 sec): 3 clusters Score: Raw -1185340.378313 + Penalty 1828.805795 = -1183511.572518 nChanged 62 SP:Iteration 36Q (5913.580838 sec): 3 clusters Score: Raw -1185365.496623 + Penalty 1828.805795 = -1183536.690828 nChanged 35 SP:Iteration 37Q (5913.607295 sec): 3 clusters Score: Raw -1185381.497103 + Penalty 1828.805795 = -1183552.691308 nChanged 39 SP:Iteration 38Q (5913.633640 sec): 3 clusters Score: Raw -1185394.331213 + Penalty 1828.805795 = -1183565.525418 nChanged 34 SP:Iteration 39Q (5913.660127 sec): 3 clusters Score: Raw -1185407.767187 + Penalty 1828.805795 = -1183578.961392 nChanged 30 SP:Iteration 40F (5913.690407 sec): 3 clusters Score: Raw -1185417.320268 + Penalty 1828.805795 = -1183588.514473 nChanged 24 SP:Iteration 41Q (5913.716807 sec): 3 clusters Score: Raw -1185427.220569 + Penalty 1828.805795 = -1183598.414774 nChanged 21 SP:Iteration 42Q (5913.743089 sec): 3 clusters Score: Raw -1185438.637656 + Penalty 1828.805795 = -1183609.831861 nChanged 24 SP:Iteration 43Q (5913.769422 sec): 3 clusters Score: Raw -1185450.919843 + Penalty 1828.805795 = -1183622.114048 nChanged 22 SP:Iteration 44Q (5913.795891 sec): 3 clusters Score: Raw -1185459.958583 + Penalty 1828.805795 = -1183631.152787 nChanged 20 SP:Iteration 45Q (5913.822102 sec): 3 clusters Score: Raw -1185468.365593 + Penalty 1828.805795 = -1183639.559798 nChanged 23 SP:Iteration 46Q (5913.848454 sec): 3 clusters Score: Raw -1185481.948931 + Penalty 1828.805795 = -1183653.143136 nChanged 20 SP:Iteration 47Q (5913.874774 sec): 3 clusters Score: Raw -1185494.222822 + Penalty 1828.805795 = -1183665.417027 nChanged 23 SP:Iteration 48Q (5913.901075 sec): 3 clusters Score: Raw -1185504.590488 + Penalty 1828.805795 = -1183675.784693 nChanged 17 SP:Iteration 49Q (5913.927438 sec): 3 clusters Score: Raw -1185510.951956 + Penalty 1828.805795 = -1183682.146161 nChanged 16 SP:Iteration 50Q (5913.953821 sec): 3 clusters Score: Raw -1185518.471248 + Penalty 1828.805795 = -1183689.665453 nChanged 18 SP:Iteration 51Q (5913.979900 sec): 3 clusters Score: Raw -1185523.904809 + Penalty 1828.805795 = -1183695.099014 nChanged 8 SP:Iteration 52Q (5914.005910 sec): 3 clusters Score: Raw -1185526.536921 + Penalty 1828.805795 = -1183697.731125 nChanged 3 SP:Iteration 53Q (5914.031851 sec): 3 clusters Score: Raw -1185527.634959 + Penalty 1828.805795 = -1183698.829164 nChanged 4 SP:Iteration 54Q (5914.057895 sec): 3 clusters Score: Raw -1185530.123298 + Penalty 1828.805795 = -1183701.317503 nChanged 5 SP:Iteration 55Q (5914.083898 sec): 3 clusters Score: Raw -1185532.507274 + Penalty 1828.805795 = -1183703.701479 nChanged 7 SP:Iteration 56Q (5914.109914 sec): 3 clusters Score: Raw -1185537.019420 + Penalty 1828.805795 = -1183708.213625 nChanged 8 SP:Iteration 57Q (5914.135847 sec): 3 clusters Score: Raw -1185541.252450 + Penalty 1828.805795 = -1183712.446655 nChanged 8 SP:Iteration 58Q (5914.161687 sec): 3 clusters Score: Raw -1185544.458804 + Penalty 1828.805795 = -1183715.653009 nChanged 5 SP:Iteration 59Q (5914.187856 sec): 3 clusters Score: Raw -1185545.772072 + Penalty 1828.805795 = -1183716.966277 nChanged 2 SP:Iteration 60F (5914.217827 sec): 3 clusters Score: Raw -1185546.267984 + Penalty 1828.805795 = -1183717.462189 nChanged 2 SP:Iteration 61Q (5914.243809 sec): 3 clusters Score: Raw -1185546.877076 + Penalty 1828.805795 = -1183718.071281 nChanged 1 SP:Iteration 62Q (5914.269723 sec): 3 clusters Score: Raw -1185547.370318 + Penalty 1828.805795 = -1183718.564523 nChanged 2 SP:Iteration 63Q (5914.295762 sec): 3 clusters Score: Raw -1185548.087116 + Penalty 1828.805795 = -1183719.281321 nChanged 2 SP:Iteration 64Q (5914.321661 sec): 3 clusters Score: Raw -1185549.037410 + Penalty 1828.805795 = -1183720.231615 nChanged 1 SP:Iteration 65Q (5914.347669 sec): 3 clusters Score: Raw -1185549.573389 + Penalty 1828.805795 = -1183720.767594 nChanged 3 SP:Iteration 66Q (5914.373576 sec): 3 clusters Score: Raw -1185550.941157 + Penalty 1828.805795 = -1183722.135362 nChanged 1 SP:Iteration 67Q (5914.399562 sec): 3 clusters Score: Raw -1185551.492192 + Penalty 1828.805795 = -1183722.686397 nChanged 2 SP:Iteration 68Q (5914.425571 sec): 3 clusters Score: Raw -1185552.328391 + Penalty 1828.805795 = -1183723.522596 nChanged 0 SP:Iteration 69F (5914.455474 sec): 3 clusters Score: Raw -1185552.328391 + Penalty 1828.805795 = -1183723.522596 nChanged 0 Trying to split cluster 5 (1565 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5914.469715 sec): 2 clusters Score: Raw -102139.409145 + Penalty 698.785905 = -101440.623240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5914.476251 sec): 3 clusters Score: Raw -101398.491720 + Penalty 1397.571810 = -100000.919910 nChanged 594 SP:Iteration 1F (5914.482190 sec): 3 clusters Score: Raw -101749.123396 + Penalty 1397.571810 = -100351.551587 nChanged 158 SP:Iteration 2F (5914.488172 sec): 3 clusters Score: Raw -101854.489873 + Penalty 1397.571810 = -100456.918064 nChanged 88 SP:Iteration 3F (5914.494143 sec): 3 clusters Score: Raw -101912.057519 + Penalty 1397.571810 = -100514.485709 nChanged 59 SP:Iteration 4Q (5914.500185 sec): 3 clusters Score: Raw -101949.981891 + Penalty 1397.571810 = -100552.410082 nChanged 62 SP:Iteration 5Q (5914.506178 sec): 3 clusters Score: Raw -101988.877399 + Penalty 1397.571810 = -100591.305589 nChanged 54 SP:Iteration 6Q (5914.512152 sec): 3 clusters Score: Raw -102018.675182 + Penalty 1397.571810 = -100621.103373 nChanged 38 SP:Iteration 7Q (5914.518076 sec): 3 clusters Score: Raw -102042.771831 + Penalty 1397.571810 = -100645.200022 nChanged 48 SP:Iteration 8Q (5914.523990 sec): 3 clusters Score: Raw -102075.472185 + Penalty 1397.571810 = -100677.900376 nChanged 42 SP:Iteration 9Q (5914.530058 sec): 3 clusters Score: Raw -102113.817993 + Penalty 1397.571810 = -100716.246184 nChanged 42 SP:Iteration 10Q (5914.535996 sec): 3 clusters Score: Raw -102146.957330 + Penalty 1397.571810 = -100749.385520 nChanged 43 SP:Iteration 11Q (5914.541915 sec): 3 clusters Score: Raw -102185.887736 + Penalty 1397.571810 = -100788.315926 nChanged 42 SP:Iteration 12Q (5914.547871 sec): 3 clusters Score: Raw -102226.935481 + Penalty 1397.571810 = -100829.363671 nChanged 42 SP:Iteration 13Q (5914.553781 sec): 3 clusters Score: Raw -102272.608268 + Penalty 1397.571810 = -100875.036459 nChanged 54 SP:Iteration 14Q (5914.559753 sec): 3 clusters Score: Raw -102322.344850 + Penalty 1397.571810 = -100924.773040 nChanged 49 SP:Iteration 15Q (5914.565661 sec): 3 clusters Score: Raw -102376.358367 + Penalty 1397.571810 = -100978.786558 nChanged 33 SP:Iteration 16Q (5914.571504 sec): 3 clusters Score: Raw -102406.105214 + Penalty 1397.571810 = -101008.533405 nChanged 32 SP:Iteration 17Q (5914.577416 sec): 3 clusters Score: Raw -102433.422098 + Penalty 1397.571810 = -101035.850289 nChanged 31 SP:Iteration 18Q (5914.583295 sec): 3 clusters Score: Raw -102455.931479 + Penalty 1397.571810 = -101058.359669 nChanged 27 SP:Iteration 19Q (5914.589160 sec): 3 clusters Score: Raw -102474.436597 + Penalty 1397.571810 = -101076.864788 nChanged 20 SP:Iteration 20F (5914.595090 sec): 3 clusters Score: Raw -102493.318745 + Penalty 1397.571810 = -101095.746936 nChanged 19 SP:Iteration 21Q (5914.600892 sec): 3 clusters Score: Raw -102507.345630 + Penalty 1397.571810 = -101109.773821 nChanged 16 SP:Iteration 22Q (5914.606669 sec): 3 clusters Score: Raw -102518.582949 + Penalty 1397.571810 = -101121.011140 nChanged 11 SP:Iteration 23Q (5914.612499 sec): 3 clusters Score: Raw -102530.420672 + Penalty 1397.571810 = -101132.848863 nChanged 17 SP:Iteration 24Q (5914.618331 sec): 3 clusters Score: Raw -102541.315436 + Penalty 1397.571810 = -101143.743627 nChanged 15 SP:Iteration 25Q (5914.624191 sec): 3 clusters Score: Raw -102552.233275 + Penalty 1397.571810 = -101154.661465 nChanged 18 SP:Iteration 26Q (5914.629997 sec): 3 clusters Score: Raw -102565.723291 + Penalty 1397.571810 = -101168.151482 nChanged 16 SP:Iteration 27Q (5914.635747 sec): 3 clusters Score: Raw -102582.461445 + Penalty 1397.571810 = -101184.889635 nChanged 20 SP:Iteration 28Q (5914.641517 sec): 3 clusters Score: Raw -102606.306719 + Penalty 1397.571810 = -101208.734910 nChanged 14 SP:Iteration 29Q (5914.647227 sec): 3 clusters Score: Raw -102620.685066 + Penalty 1397.571810 = -101223.113257 nChanged 15 SP:Iteration 30Q (5914.652997 sec): 3 clusters Score: Raw -102643.450266 + Penalty 1397.571810 = -101245.878457 nChanged 17 SP:Iteration 31Q (5914.658713 sec): 3 clusters Score: Raw -102678.545757 + Penalty 1397.571810 = -101280.973947 nChanged 25 SP:Iteration 32Q (5914.664453 sec): 3 clusters Score: Raw -102717.103586 + Penalty 1397.571810 = -101319.531777 nChanged 22 SP:Iteration 33Q (5914.670192 sec): 3 clusters Score: Raw -102745.033298 + Penalty 1397.571810 = -101347.461488 nChanged 20 SP:Iteration 34Q (5914.675891 sec): 3 clusters Score: Raw -102764.067533 + Penalty 1397.571810 = -101366.495723 nChanged 12 SP:Iteration 35Q (5914.681528 sec): 3 clusters Score: Raw -102771.898959 + Penalty 1397.571810 = -101374.327149 nChanged 8 SP:Iteration 36Q (5914.687245 sec): 3 clusters Score: Raw -102779.309181 + Penalty 1397.571810 = -101381.737371 nChanged 4 SP:Iteration 37Q (5914.692938 sec): 3 clusters Score: Raw -102783.046358 + Penalty 1397.571810 = -101385.474548 nChanged 6 SP:Iteration 38Q (5914.698620 sec): 3 clusters Score: Raw -102787.213716 + Penalty 1397.571810 = -101389.641906 nChanged 4 SP:Iteration 39Q (5914.704221 sec): 3 clusters Score: Raw -102790.580080 + Penalty 1397.571810 = -101393.008271 nChanged 2 SP:Iteration 40F (5914.710093 sec): 3 clusters Score: Raw -102794.472363 + Penalty 1397.571810 = -101396.900554 nChanged 4 SP:Iteration 41Q (5914.715769 sec): 3 clusters Score: Raw -102797.492284 + Penalty 1397.571810 = -101399.920475 nChanged 2 SP:Iteration 42Q (5914.721478 sec): 3 clusters Score: Raw -102798.852968 + Penalty 1397.571810 = -101401.281158 nChanged 1 SP:Iteration 43Q (5914.727178 sec): 3 clusters Score: Raw -102799.873307 + Penalty 1397.571810 = -101402.301498 nChanged 2 SP:Iteration 44Q (5914.732853 sec): 3 clusters Score: Raw -102800.911436 + Penalty 1397.571810 = -101403.339627 nChanged 1 SP:Iteration 45Q (5914.738534 sec): 3 clusters Score: Raw -102801.620096 + Penalty 1397.571810 = -101404.048287 nChanged 0 SP:Iteration 46F (5914.744475 sec): 3 clusters Score: Raw -102801.620096 + Penalty 1397.571810 = -101404.048287 nChanged 0 Trying to split cluster 6 (13702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5914.770564 sec): 2 clusters Score: Raw -1011748.915152 + Penalty 904.903223 = -1010844.011929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5914.800399 sec): 3 clusters Score: Raw -1003502.807333 + Penalty 1809.806446 = -1001693.000887 nChanged 6111 SP:Iteration 1F (5914.829131 sec): 3 clusters Score: Raw -1006886.191250 + Penalty 1809.806446 = -1005076.384804 nChanged 717 SP:Iteration 2F (5914.857683 sec): 3 clusters Score: Raw -1007168.132444 + Penalty 1809.806446 = -1005358.325997 nChanged 679 SP:Iteration 3Q (5914.886369 sec): 3 clusters Score: Raw -1007475.204420 + Penalty 1809.806446 = -1005665.397973 nChanged 772 SP:Iteration 4F (5914.915236 sec): 3 clusters Score: Raw -1007853.854216 + Penalty 1809.806446 = -1006044.047770 nChanged 801 SP:Iteration 5F (5914.943987 sec): 3 clusters Score: Raw -1008301.505402 + Penalty 1809.806446 = -1006491.698956 nChanged 802 SP:Iteration 6F (5914.972577 sec): 3 clusters Score: Raw -1008802.298878 + Penalty 1809.806446 = -1006992.492432 nChanged 796 SP:Iteration 7F (5915.001031 sec): 3 clusters Score: Raw -1009374.922513 + Penalty 1809.806446 = -1007565.116066 nChanged 824 SP:Iteration 8F (5915.029577 sec): 3 clusters Score: Raw -1010072.750412 + Penalty 1809.806446 = -1008262.943965 nChanged 700 SP:Iteration 9F (5915.058345 sec): 3 clusters Score: Raw -1010713.061494 + Penalty 1809.806446 = -1008903.255047 nChanged 529 SP:Iteration 10Q (5915.086742 sec): 3 clusters Score: Raw -1011205.219374 + Penalty 1809.806446 = -1009395.412928 nChanged 326 SP:Iteration 11Q (5915.114454 sec): 3 clusters Score: Raw -1011506.564120 + Penalty 1809.806446 = -1009696.757673 nChanged 176 SP:Iteration 12Q (5915.141151 sec): 3 clusters Score: Raw -1011662.870834 + Penalty 1809.806446 = -1009853.064387 nChanged 113 SP:Iteration 13Q (5915.167185 sec): 3 clusters Score: Raw -1011756.022799 + Penalty 1809.806446 = -1009946.216353 nChanged 70 SP:Iteration 14Q (5915.192752 sec): 3 clusters Score: Raw -1011812.834109 + Penalty 1809.806446 = -1010003.027662 nChanged 42 SP:Iteration 15Q (5915.218062 sec): 3 clusters Score: Raw -1011849.914000 + Penalty 1809.806446 = -1010040.107554 nChanged 32 SP:Iteration 16Q (5915.242919 sec): 3 clusters Score: Raw -1011873.746687 + Penalty 1809.806446 = -1010063.940241 nChanged 20 SP:Iteration 17Q (5915.267804 sec): 3 clusters Score: Raw -1011888.890862 + Penalty 1809.806446 = -1010079.084416 nChanged 17 SP:Iteration 18Q (5915.292653 sec): 3 clusters Score: Raw -1011898.100877 + Penalty 1809.806446 = -1010088.294430 nChanged 13 SP:Iteration 19Q (5915.317489 sec): 3 clusters Score: Raw -1011904.582277 + Penalty 1809.806446 = -1010094.775831 nChanged 10 SP:Iteration 20F (5915.345765 sec): 3 clusters Score: Raw -1011910.340447 + Penalty 1809.806446 = -1010100.534001 nChanged 8 SP:Iteration 21Q (5915.370635 sec): 3 clusters Score: Raw -1011915.614715 + Penalty 1809.806446 = -1010105.808268 nChanged 9 SP:Iteration 22Q (5915.395376 sec): 3 clusters Score: Raw -1011920.282318 + Penalty 1809.806446 = -1010110.475872 nChanged 6 SP:Iteration 23Q (5915.420316 sec): 3 clusters Score: Raw -1011925.727516 + Penalty 1809.806446 = -1010115.921069 nChanged 4 SP:Iteration 24Q (5915.445109 sec): 3 clusters Score: Raw -1011927.813623 + Penalty 1809.806446 = -1010118.007176 nChanged 3 SP:Iteration 25Q (5915.469833 sec): 3 clusters Score: Raw -1011929.484391 + Penalty 1809.806446 = -1010119.677944 nChanged 3 SP:Iteration 26Q (5915.494586 sec): 3 clusters Score: Raw -1011930.529431 + Penalty 1809.806446 = -1010120.722985 nChanged 4 SP:Iteration 27Q (5915.519242 sec): 3 clusters Score: Raw -1011932.443949 + Penalty 1809.806446 = -1010122.637503 nChanged 4 SP:Iteration 28Q (5915.543912 sec): 3 clusters Score: Raw -1011934.704986 + Penalty 1809.806446 = -1010124.898539 nChanged 5 SP:Iteration 29Q (5915.568666 sec): 3 clusters Score: Raw -1011938.467651 + Penalty 1809.806446 = -1010128.661205 nChanged 4 SP:Iteration 30Q (5915.593503 sec): 3 clusters Score: Raw -1011939.688975 + Penalty 1809.806446 = -1010129.882529 nChanged 3 SP:Iteration 31Q (5915.618177 sec): 3 clusters Score: Raw -1011941.032055 + Penalty 1809.806446 = -1010131.225609 nChanged 2 SP:Iteration 32Q (5915.643002 sec): 3 clusters Score: Raw -1011942.194262 + Penalty 1809.806446 = -1010132.387816 nChanged 3 SP:Iteration 33Q (5915.667922 sec): 3 clusters Score: Raw -1011943.139083 + Penalty 1809.806446 = -1010133.332636 nChanged 0 SP:Iteration 34F (5915.696335 sec): 3 clusters Score: Raw -1011943.139083 + Penalty 1809.806446 = -1010133.332636 nChanged 0 Trying to split cluster 7 (16490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5915.722831 sec): 2 clusters Score: Raw -1277345.488348 + Penalty 922.498394 = -1276422.989954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5915.755599 sec): 3 clusters Score: Raw -1267228.139858 + Penalty 1844.996789 = -1265383.143069 nChanged 7539 SP:Iteration 1F (5915.785977 sec): 3 clusters Score: Raw -1271880.414615 + Penalty 1844.996789 = -1270035.417826 nChanged 1061 SP:Iteration 2F (5915.817876 sec): 3 clusters Score: Raw -1272488.039029 + Penalty 1844.996789 = -1270643.042240 nChanged 1144 SP:Iteration 3F (5915.848738 sec): 3 clusters Score: Raw -1273284.516634 + Penalty 1844.996789 = -1271439.519845 nChanged 1232 SP:Iteration 4F (5915.879201 sec): 3 clusters Score: Raw -1274228.914002 + Penalty 1844.996789 = -1272383.917213 nChanged 1168 SP:Iteration 5F (5915.911759 sec): 3 clusters Score: Raw -1275133.553057 + Penalty 1844.996789 = -1273288.556268 nChanged 945 SP:Iteration 6F (5915.942985 sec): 3 clusters Score: Raw -1275898.559685 + Penalty 1844.996789 = -1274053.562896 nChanged 696 SP:Iteration 7Q (5915.975713 sec): 3 clusters Score: Raw -1276497.571872 + Penalty 1844.996789 = -1274652.575084 nChanged 477 SP:Iteration 8Q (5916.005427 sec): 3 clusters Score: Raw -1276884.907434 + Penalty 1844.996789 = -1275039.910645 nChanged 321 SP:Iteration 9Q (5916.035618 sec): 3 clusters Score: Raw -1277110.911249 + Penalty 1844.996789 = -1275265.914460 nChanged 258 SP:Iteration 10Q (5916.065401 sec): 3 clusters Score: Raw -1277254.752083 + Penalty 1844.996789 = -1275409.755294 nChanged 188 SP:Iteration 11Q (5916.094413 sec): 3 clusters Score: Raw -1277331.684689 + Penalty 1844.996789 = -1275486.687900 nChanged 134 SP:Iteration 12Q (5916.122937 sec): 3 clusters Score: Raw -1277384.197430 + Penalty 1844.996789 = -1275539.200641 nChanged 124 SP:Iteration 13Q (5916.151334 sec): 3 clusters Score: Raw -1277433.130526 + Penalty 1844.996789 = -1275588.133737 nChanged 102 SP:Iteration 14Q (5916.180638 sec): 3 clusters Score: Raw -1277465.139885 + Penalty 1844.996789 = -1275620.143096 nChanged 79 SP:Iteration 15Q (5916.209850 sec): 3 clusters Score: Raw -1277488.136996 + Penalty 1844.996789 = -1275643.140207 nChanged 63 SP:Iteration 16Q (5916.239081 sec): 3 clusters Score: Raw -1277504.149410 + Penalty 1844.996789 = -1275659.152621 nChanged 54 SP:Iteration 17Q (5916.268001 sec): 3 clusters Score: Raw -1277515.462054 + Penalty 1844.996789 = -1275670.465265 nChanged 42 SP:Iteration 18Q (5916.296746 sec): 3 clusters Score: Raw -1277523.140607 + Penalty 1844.996789 = -1275678.143819 nChanged 33 SP:Iteration 19Q (5916.325987 sec): 3 clusters Score: Raw -1277527.822502 + Penalty 1844.996789 = -1275682.825713 nChanged 24 SP:Iteration 20F (5916.357342 sec): 3 clusters Score: Raw -1277530.124037 + Penalty 1844.996789 = -1275685.127248 nChanged 15 SP:Iteration 21Q (5916.386553 sec): 3 clusters Score: Raw -1277531.353757 + Penalty 1844.996789 = -1275686.356968 nChanged 14 SP:Iteration 22Q (5916.415590 sec): 3 clusters Score: Raw -1277532.653933 + Penalty 1844.996789 = -1275687.657144 nChanged 11 SP:Iteration 23Q (5916.444494 sec): 3 clusters Score: Raw -1277533.744433 + Penalty 1844.996789 = -1275688.747644 nChanged 8 SP:Iteration 24Q (5916.473673 sec): 3 clusters Score: Raw -1277534.446190 + Penalty 1844.996789 = -1275689.449401 nChanged 5 SP:Iteration 25Q (5916.502771 sec): 3 clusters Score: Raw -1277535.002967 + Penalty 1844.996789 = -1275690.006178 nChanged 9 SP:Iteration 26Q (5916.531980 sec): 3 clusters Score: Raw -1277535.569624 + Penalty 1844.996789 = -1275690.572835 nChanged 5 SP:Iteration 27Q (5916.560867 sec): 3 clusters Score: Raw -1277536.057994 + Penalty 1844.996789 = -1275691.061205 nChanged 7 SP:Iteration 28Q (5916.589966 sec): 3 clusters Score: Raw -1277537.335257 + Penalty 1844.996789 = -1275692.338468 nChanged 12 SP:Iteration 29Q (5916.619096 sec): 3 clusters Score: Raw -1277538.656810 + Penalty 1844.996789 = -1275693.660021 nChanged 8 SP:Iteration 30Q (5916.648075 sec): 3 clusters Score: Raw -1277540.036664 + Penalty 1844.996789 = -1275695.039875 nChanged 6 SP:Iteration 31Q (5916.677214 sec): 3 clusters Score: Raw -1277540.523410 + Penalty 1844.996789 = -1275695.526621 nChanged 2 SP:Iteration 32Q (5916.706096 sec): 3 clusters Score: Raw -1277540.838620 + Penalty 1844.996789 = -1275695.841831 nChanged 4 SP:Iteration 33Q (5916.734959 sec): 3 clusters Score: Raw -1277541.167672 + Penalty 1844.996789 = -1275696.170883 nChanged 2 SP:Iteration 34Q (5916.764084 sec): 3 clusters Score: Raw -1277541.335552 + Penalty 1844.996789 = -1275696.338763 nChanged 2 SP:Iteration 35Q (5916.792982 sec): 3 clusters Score: Raw -1277541.563657 + Penalty 1844.996789 = -1275696.566868 nChanged 4 SP:Iteration 36Q (5916.822028 sec): 3 clusters Score: Raw -1277541.780237 + Penalty 1844.996789 = -1275696.783449 nChanged 3 SP:Iteration 37Q (5916.850849 sec): 3 clusters Score: Raw -1277541.920349 + Penalty 1844.996789 = -1275696.923560 nChanged 3 SP:Iteration 38Q (5916.879947 sec): 3 clusters Score: Raw -1277542.285665 + Penalty 1844.996789 = -1275697.288876 nChanged 4 SP:Iteration 39Q (5916.908987 sec): 3 clusters Score: Raw -1277542.618649 + Penalty 1844.996789 = -1275697.621861 nChanged 2 SP:Iteration 40F (5916.940468 sec): 3 clusters Score: Raw -1277542.759996 + Penalty 1844.996789 = -1275697.763207 nChanged 2 SP:Iteration 41Q (5916.969633 sec): 3 clusters Score: Raw -1277542.903956 + Penalty 1844.996789 = -1275697.907167 nChanged 4 SP:Iteration 42Q (5916.998547 sec): 3 clusters Score: Raw -1277543.344940 + Penalty 1844.996789 = -1275698.348151 nChanged 5 SP:Iteration 43Q (5917.027387 sec): 3 clusters Score: Raw -1277543.729355 + Penalty 1844.996789 = -1275698.732566 nChanged 3 SP:Iteration 44Q (5917.056501 sec): 3 clusters Score: Raw -1277544.062220 + Penalty 1844.996789 = -1275699.065431 nChanged 4 SP:Iteration 45Q (5917.085233 sec): 3 clusters Score: Raw -1277544.446502 + Penalty 1844.996789 = -1275699.449713 nChanged 3 SP:Iteration 46Q (5917.114249 sec): 3 clusters Score: Raw -1277544.710650 + Penalty 1844.996789 = -1275699.713861 nChanged 3 SP:Iteration 47Q (5917.143102 sec): 3 clusters Score: Raw -1277544.965448 + Penalty 1844.996789 = -1275699.968659 nChanged 1 SP:Iteration 48Q (5917.172251 sec): 3 clusters Score: Raw -1277545.090142 + Penalty 1844.996789 = -1275700.093353 nChanged 2 SP:Iteration 49Q (5917.201275 sec): 3 clusters Score: Raw -1277545.190721 + Penalty 1844.996789 = -1275700.193932 nChanged 0 SP:Iteration 50F (5917.232544 sec): 3 clusters Score: Raw -1277545.190721 + Penalty 1844.996789 = -1275700.193932 nChanged 0 Trying to split cluster 8 (44689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5917.290629 sec): 2 clusters Score: Raw -3151852.159737 + Penalty 1017.210853 = -3150834.948884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5917.361674 sec): 3 clusters Score: Raw -3123102.760021 + Penalty 2034.421706 = -3121068.338314 nChanged 21361 SP:Iteration 1F (5917.425860 sec): 3 clusters Score: Raw -3135644.645884 + Penalty 2034.421706 = -3133610.224178 nChanged 2021 SP:Iteration 2Q (5917.493006 sec): 3 clusters Score: Raw -3136480.028299 + Penalty 2034.421706 = -3134445.606593 nChanged 2262 SP:Iteration 3F (5917.555954 sec): 3 clusters Score: Raw -3137593.899138 + Penalty 2034.421706 = -3135559.477431 nChanged 2464 SP:Iteration 4F (5917.620326 sec): 3 clusters Score: Raw -3139050.970238 + Penalty 2034.421706 = -3137016.548532 nChanged 2742 SP:Iteration 5F (5917.683928 sec): 3 clusters Score: Raw -3140715.052677 + Penalty 2034.421706 = -3138680.630971 nChanged 2742 SP:Iteration 6F (5917.748002 sec): 3 clusters Score: Raw -3142441.207080 + Penalty 2034.421706 = -3140406.785374 nChanged 2592 SP:Iteration 7F (5917.812225 sec): 3 clusters Score: Raw -3143959.641358 + Penalty 2034.421706 = -3141925.219652 nChanged 2189 SP:Iteration 8Q (5917.878326 sec): 3 clusters Score: Raw -3145024.726499 + Penalty 2034.421706 = -3142990.304793 nChanged 1651 SP:Iteration 9Q (5917.943290 sec): 3 clusters Score: Raw -3145626.643990 + Penalty 2034.421706 = -3143592.222284 nChanged 1114 SP:Iteration 10Q (5918.007707 sec): 3 clusters Score: Raw -3145919.336729 + Penalty 2034.421706 = -3143884.915022 nChanged 754 SP:Iteration 11Q (5918.071872 sec): 3 clusters Score: Raw -3146056.039782 + Penalty 2034.421706 = -3144021.618076 nChanged 550 SP:Iteration 12Q (5918.159948 sec): 3 clusters Score: Raw -3146131.400125 + Penalty 2034.421706 = -3144096.978419 nChanged 402 SP:Iteration 13Q (5918.223830 sec): 3 clusters Score: Raw -3146181.818891 + Penalty 2034.421706 = -3144147.397184 nChanged 326 SP:Iteration 14Q (5918.287930 sec): 3 clusters Score: Raw -3146222.320583 + Penalty 2034.421706 = -3144187.898877 nChanged 302 SP:Iteration 15Q (5918.351830 sec): 3 clusters Score: Raw -3146257.760412 + Penalty 2034.421706 = -3144223.338705 nChanged 293 SP:Iteration 16Q (5918.415811 sec): 3 clusters Score: Raw -3146292.684855 + Penalty 2034.421706 = -3144258.263149 nChanged 254 SP:Iteration 17Q (5918.479520 sec): 3 clusters Score: Raw -3146320.752513 + Penalty 2034.421706 = -3144286.330806 nChanged 235 SP:Iteration 18Q (5918.543380 sec): 3 clusters Score: Raw -3146348.587305 + Penalty 2034.421706 = -3144314.165599 nChanged 257 SP:Iteration 19Q (5918.607293 sec): 3 clusters Score: Raw -3146380.057886 + Penalty 2034.421706 = -3144345.636179 nChanged 250 SP:Iteration 20F (5918.670675 sec): 3 clusters Score: Raw -3146411.487950 + Penalty 2034.421706 = -3144377.066243 nChanged 271 SP:Iteration 21Q (5918.735590 sec): 3 clusters Score: Raw -3146446.162026 + Penalty 2034.421706 = -3144411.740320 nChanged 271 SP:Iteration 22Q (5918.799429 sec): 3 clusters Score: Raw -3146479.942728 + Penalty 2034.421706 = -3144445.521022 nChanged 241 SP:Iteration 23Q (5918.863409 sec): 3 clusters Score: Raw -3146507.258374 + Penalty 2034.421706 = -3144472.836668 nChanged 231 SP:Iteration 24Q (5918.926974 sec): 3 clusters Score: Raw -3146534.411314 + Penalty 2034.421706 = -3144499.989607 nChanged 220 SP:Iteration 25Q (5918.990394 sec): 3 clusters Score: Raw -3146561.024731 + Penalty 2034.421706 = -3144526.603025 nChanged 221 SP:Iteration 26Q (5919.053863 sec): 3 clusters Score: Raw -3146586.197588 + Penalty 2034.421706 = -3144551.775882 nChanged 230 SP:Iteration 27Q (5919.117394 sec): 3 clusters Score: Raw -3146611.560074 + Penalty 2034.421706 = -3144577.138368 nChanged 207 SP:Iteration 28Q (5919.181100 sec): 3 clusters Score: Raw -3146632.727219 + Penalty 2034.421706 = -3144598.305512 nChanged 201 SP:Iteration 29Q (5919.244591 sec): 3 clusters Score: Raw -3146652.783812 + Penalty 2034.421706 = -3144618.362105 nChanged 226 SP:Iteration 30Q (5919.308029 sec): 3 clusters Score: Raw -3146676.487300 + Penalty 2034.421706 = -3144642.065594 nChanged 217 SP:Iteration 31Q (5919.371636 sec): 3 clusters Score: Raw -3146698.727854 + Penalty 2034.421706 = -3144664.306148 nChanged 225 SP:Iteration 32Q (5919.435186 sec): 3 clusters Score: Raw -3146721.642551 + Penalty 2034.421706 = -3144687.220844 nChanged 225 SP:Iteration 33Q (5919.498332 sec): 3 clusters Score: Raw -3146747.137786 + Penalty 2034.421706 = -3144712.716079 nChanged 265 SP:Iteration 34Q (5919.561466 sec): 3 clusters Score: Raw -3146775.949694 + Penalty 2034.421706 = -3144741.527987 nChanged 285 SP:Iteration 35Q (5919.624715 sec): 3 clusters Score: Raw -3146811.080833 + Penalty 2034.421706 = -3144776.659126 nChanged 331 SP:Iteration 36Q (5919.687804 sec): 3 clusters Score: Raw -3146852.478936 + Penalty 2034.421706 = -3144818.057230 nChanged 333 SP:Iteration 37Q (5919.750731 sec): 3 clusters Score: Raw -3146895.310440 + Penalty 2034.421706 = -3144860.888734 nChanged 363 SP:Iteration 38Q (5919.813683 sec): 3 clusters Score: Raw -3146944.268185 + Penalty 2034.421706 = -3144909.846479 nChanged 388 SP:Iteration 39Q (5919.876228 sec): 3 clusters Score: Raw -3147000.897047 + Penalty 2034.421706 = -3144966.475341 nChanged 426 SP:Iteration 40F (5919.939079 sec): 3 clusters Score: Raw -3147070.082013 + Penalty 2034.421706 = -3145035.660306 nChanged 461 SP:Iteration 41Q (5920.002357 sec): 3 clusters Score: Raw -3147151.594866 + Penalty 2034.421706 = -3145117.173159 nChanged 532 SP:Iteration 42Q (5920.064621 sec): 3 clusters Score: Raw -3147261.447732 + Penalty 2034.421706 = -3145227.026025 nChanged 628 SP:Iteration 43Q (5920.126967 sec): 3 clusters Score: Raw -3147406.143982 + Penalty 2034.421706 = -3145371.722276 nChanged 647 SP:Iteration 44Q (5920.188990 sec): 3 clusters Score: Raw -3147563.365387 + Penalty 2034.421706 = -3145528.943681 nChanged 697 SP:Iteration 45Q (5920.250631 sec): 3 clusters Score: Raw -3147751.588690 + Penalty 2034.421706 = -3145717.166983 nChanged 792 SP:Iteration 46Q (5920.311872 sec): 3 clusters Score: Raw -3147995.975141 + Penalty 2034.421706 = -3145961.553435 nChanged 845 SP:Iteration 47Q (5920.373146 sec): 3 clusters Score: Raw -3148276.296831 + Penalty 2034.421706 = -3146241.875124 nChanged 887 SP:Iteration 48Q (5920.433989 sec): 3 clusters Score: Raw -3148588.799578 + Penalty 2034.421706 = -3146554.377872 nChanged 890 SP:Iteration 49Q (5920.494199 sec): 3 clusters Score: Raw -3148926.812542 + Penalty 2034.421706 = -3146892.390836 nChanged 915 SP:Iteration 50Q (5920.553792 sec): 3 clusters Score: Raw -3149312.036157 + Penalty 2034.421706 = -3147277.614451 nChanged 894 SP:Iteration 51Q (5920.613227 sec): 3 clusters Score: Raw -3149693.238263 + Penalty 2034.421706 = -3147658.816557 nChanged 840 SP:Iteration 52Q (5920.671199 sec): 3 clusters Score: Raw -3150058.473303 + Penalty 2034.421706 = -3148024.051596 nChanged 803 SP:Iteration 53Q (5920.730249 sec): 3 clusters Score: Raw -3150414.482707 + Penalty 2034.421706 = -3148380.061001 nChanged 718 SP:Iteration 54Q (5920.787760 sec): 3 clusters Score: Raw -3150741.441649 + Penalty 2034.421706 = -3148707.019942 nChanged 622 SP:Iteration 55Q (5920.854600 sec): 3 clusters Score: Raw -3151026.581756 + Penalty 2034.421706 = -3148992.160050 nChanged 514 SP:Iteration 56Q (5920.911003 sec): 3 clusters Score: Raw -3151254.210293 + Penalty 2034.421706 = -3149219.788586 nChanged 417 SP:Iteration 57Q (5920.966706 sec): 3 clusters Score: Raw -3151439.906340 + Penalty 2034.421706 = -3149405.484634 nChanged 363 SP:Iteration 58Q (5921.021857 sec): 3 clusters Score: Raw -3151601.639423 + Penalty 2034.421706 = -3149567.217716 nChanged 277 SP:Iteration 59Q (5921.075923 sec): 3 clusters Score: Raw -3151716.772897 + Penalty 2034.421706 = -3149682.351190 nChanged 206 SP:Iteration 60F (5921.138549 sec): 3 clusters Score: Raw -3151798.552396 + Penalty 2034.421706 = -3149764.130689 nChanged 154 SP:Iteration 61Q (5921.193613 sec): 3 clusters Score: Raw -3151863.848520 + Penalty 2034.421706 = -3149829.426814 nChanged 127 SP:Iteration 62Q (5921.247327 sec): 3 clusters Score: Raw -3151911.779473 + Penalty 2034.421706 = -3149877.357766 nChanged 97 SP:Iteration 63Q (5921.300689 sec): 3 clusters Score: Raw -3151948.599825 + Penalty 2034.421706 = -3149914.178119 nChanged 68 SP:Iteration 64Q (5921.354052 sec): 3 clusters Score: Raw -3151975.514693 + Penalty 2034.421706 = -3149941.092987 nChanged 57 SP:Iteration 65Q (5921.407233 sec): 3 clusters Score: Raw -3151994.540124 + Penalty 2034.421706 = -3149960.118417 nChanged 48 SP:Iteration 66Q (5921.460401 sec): 3 clusters Score: Raw -3152008.893670 + Penalty 2034.421706 = -3149974.471964 nChanged 41 SP:Iteration 67Q (5921.513290 sec): 3 clusters Score: Raw -3152024.329868 + Penalty 2034.421706 = -3149989.908162 nChanged 41 SP:Iteration 68Q (5921.566451 sec): 3 clusters Score: Raw -3152038.561783 + Penalty 2034.421706 = -3150004.140077 nChanged 33 SP:Iteration 69Q (5921.619245 sec): 3 clusters Score: Raw -3152053.790854 + Penalty 2034.421706 = -3150019.369147 nChanged 29 SP:Iteration 70Q (5921.672389 sec): 3 clusters Score: Raw -3152067.353125 + Penalty 2034.421706 = -3150032.931418 nChanged 24 SP:Iteration 71Q (5921.725154 sec): 3 clusters Score: Raw -3152075.188969 + Penalty 2034.421706 = -3150040.767263 nChanged 14 SP:Iteration 72Q (5921.778422 sec): 3 clusters Score: Raw -3152080.110544 + Penalty 2034.421706 = -3150045.688838 nChanged 8 SP:Iteration 73Q (5921.831180 sec): 3 clusters Score: Raw -3152083.142544 + Penalty 2034.421706 = -3150048.720838 nChanged 4 SP:Iteration 74Q (5921.884070 sec): 3 clusters Score: Raw -3152084.285847 + Penalty 2034.421706 = -3150049.864141 nChanged 4 SP:Iteration 75Q (5921.936781 sec): 3 clusters Score: Raw -3152086.456450 + Penalty 2034.421706 = -3150052.034743 nChanged 10 SP:Iteration 76Q (5921.989855 sec): 3 clusters Score: Raw -3152090.217068 + Penalty 2034.421706 = -3150055.795361 nChanged 13 SP:Iteration 77Q (5922.042680 sec): 3 clusters Score: Raw -3152093.048306 + Penalty 2034.421706 = -3150058.626600 nChanged 5 SP:Iteration 78Q (5922.095533 sec): 3 clusters Score: Raw -3152094.199449 + Penalty 2034.421706 = -3150059.777742 nChanged 3 SP:Iteration 79Q (5922.148706 sec): 3 clusters Score: Raw -3152095.057798 + Penalty 2034.421706 = -3150060.636091 nChanged 4 SP:Iteration 80F (5922.211364 sec): 3 clusters Score: Raw -3152096.422281 + Penalty 2034.421706 = -3150062.000575 nChanged 5 SP:Iteration 81Q (5922.265494 sec): 3 clusters Score: Raw -3152098.228067 + Penalty 2034.421706 = -3150063.806360 nChanged 7 SP:Iteration 82Q (5922.318528 sec): 3 clusters Score: Raw -3152099.671346 + Penalty 2034.421706 = -3150065.249639 nChanged 4 SP:Iteration 83Q (5922.371376 sec): 3 clusters Score: Raw -3152100.826896 + Penalty 2034.421706 = -3150066.405190 nChanged 1 SP:Iteration 84Q (5922.424391 sec): 3 clusters Score: Raw -3152100.907939 + Penalty 2034.421706 = -3150066.486233 nChanged 1 SP:Iteration 85Q (5922.477486 sec): 3 clusters Score: Raw -3152101.029137 + Penalty 2034.421706 = -3150066.607431 nChanged 0 SP:Iteration 86F (5922.539396 sec): 3 clusters Score: Raw -3152101.029137 + Penalty 2034.421706 = -3150066.607431 nChanged 0 Trying to split cluster 9 (33068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5922.579196 sec): 2 clusters Score: Raw -2493763.995596 + Penalty 988.600526 = -2492775.395069 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5922.630794 sec): 3 clusters Score: Raw -2472773.706086 + Penalty 1977.201052 = -2470796.505034 nChanged 15507 SP:Iteration 1F (5922.678483 sec): 3 clusters Score: Raw -2481933.298404 + Penalty 1977.201052 = -2479956.097352 nChanged 1776 SP:Iteration 2F (5922.727114 sec): 3 clusters Score: Raw -2482674.441813 + Penalty 1977.201052 = -2480697.240761 nChanged 2026 SP:Iteration 3F (5922.775096 sec): 3 clusters Score: Raw -2483751.376509 + Penalty 1977.201052 = -2481774.175457 nChanged 2358 SP:Iteration 4F (5922.823517 sec): 3 clusters Score: Raw -2485299.196900 + Penalty 1977.201052 = -2483321.995848 nChanged 2636 SP:Iteration 5F (5922.871738 sec): 3 clusters Score: Raw -2487313.670528 + Penalty 1977.201052 = -2485336.469476 nChanged 2559 SP:Iteration 6F (5922.919823 sec): 3 clusters Score: Raw -2489527.863776 + Penalty 1977.201052 = -2487550.662724 nChanged 2121 SP:Iteration 7F (5922.967909 sec): 3 clusters Score: Raw -2491504.261455 + Penalty 1977.201052 = -2489527.060403 nChanged 1410 SP:Iteration 8Q (5923.017904 sec): 3 clusters Score: Raw -2492815.119768 + Penalty 1977.201052 = -2490837.918716 nChanged 696 SP:Iteration 9Q (5923.064752 sec): 3 clusters Score: Raw -2493433.411942 + Penalty 1977.201052 = -2491456.210890 nChanged 314 SP:Iteration 10Q (5923.109356 sec): 3 clusters Score: Raw -2493704.337255 + Penalty 1977.201052 = -2491727.136203 nChanged 121 SP:Iteration 11Q (5923.151468 sec): 3 clusters Score: Raw -2493803.631962 + Penalty 1977.201052 = -2491826.430910 nChanged 39 SP:Iteration 12Q (5923.192655 sec): 3 clusters Score: Raw -2493845.098746 + Penalty 1977.201052 = -2491867.897694 nChanged 23 SP:Iteration 13Q (5923.233240 sec): 3 clusters Score: Raw -2493873.933499 + Penalty 1977.201052 = -2491896.732447 nChanged 10 SP:Iteration 14Q (5923.273741 sec): 3 clusters Score: Raw -2493887.598157 + Penalty 1977.201052 = -2491910.397105 nChanged 6 SP:Iteration 15Q (5923.314151 sec): 3 clusters Score: Raw -2493897.965129 + Penalty 1977.201052 = -2491920.764077 nChanged 6 SP:Iteration 16Q (5923.354319 sec): 3 clusters Score: Raw -2493903.847318 + Penalty 1977.201052 = -2491926.646266 nChanged 4 SP:Iteration 17Q (5923.394883 sec): 3 clusters Score: Raw -2493906.187714 + Penalty 1977.201052 = -2491928.986662 nChanged 1 SP:Iteration 18Q (5923.435092 sec): 3 clusters Score: Raw -2493907.116711 + Penalty 1977.201052 = -2491929.915659 nChanged 1 SP:Iteration 19Q (5923.475676 sec): 3 clusters Score: Raw -2493907.911780 + Penalty 1977.201052 = -2491930.710728 nChanged 0 SP:Iteration 20F (5923.522489 sec): 3 clusters Score: Raw -2493907.911780 + Penalty 1977.201052 = -2491930.710728 nChanged 0 Trying to split cluster 10 (468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5923.532633 sec): 2 clusters Score: Raw -21142.362701 + Penalty 584.104488 = -20558.258213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5923.535138 sec): 3 clusters Score: Raw -21062.212750 + Penalty 1168.208976 = -19894.003774 nChanged 118 SP:Iteration 1F (5923.537364 sec): 3 clusters Score: Raw -21203.409577 + Penalty 1168.208976 = -20035.200601 nChanged 32 SP:Iteration 2F (5923.539559 sec): 3 clusters Score: Raw -21235.148501 + Penalty 1168.208976 = -20066.939525 nChanged 24 SP:Iteration 3F (5923.541743 sec): 3 clusters Score: Raw -21275.899848 + Penalty 1168.208976 = -20107.690871 nChanged 22 SP:Iteration 4Q (5923.543937 sec): 3 clusters Score: Raw -21315.959617 + Penalty 1168.208976 = -20147.750641 nChanged 14 SP:Iteration 5Q (5923.546094 sec): 3 clusters Score: Raw -21332.430429 + Penalty 1168.208976 = -20164.221453 nChanged 6 SP:Iteration 6Q (5923.548270 sec): 3 clusters Score: Raw -21352.565004 + Penalty 1168.208976 = -20184.356027 nChanged 8 SP:Iteration 7Q (5923.550422 sec): 3 clusters Score: Raw -21370.561621 + Penalty 1168.208976 = -20202.352645 nChanged 12 SP:Iteration 8Q (5923.552595 sec): 3 clusters Score: Raw -21385.613563 + Penalty 1168.208976 = -20217.404586 nChanged 4 SP:Iteration 9Q (5923.554758 sec): 3 clusters Score: Raw -21391.360149 + Penalty 1168.208976 = -20223.151172 nChanged 8 SP:Iteration 10Q (5923.556911 sec): 3 clusters Score: Raw -21404.457604 + Penalty 1168.208976 = -20236.248628 nChanged 4 SP:Iteration 11Q (5923.559067 sec): 3 clusters Score: Raw -21407.625262 + Penalty 1168.208976 = -20239.416285 nChanged 3 SP:Iteration 12Q (5923.561218 sec): 3 clusters Score: Raw -21410.954053 + Penalty 1168.208976 = -20242.745076 nChanged 2 SP:Iteration 13Q (5923.563374 sec): 3 clusters Score: Raw -21412.472944 + Penalty 1168.208976 = -20244.263968 nChanged 1 SP:Iteration 14Q (5923.565540 sec): 3 clusters Score: Raw -21412.976639 + Penalty 1168.208976 = -20244.767663 nChanged 1 SP:Iteration 15Q (5923.567684 sec): 3 clusters Score: Raw -21413.929648 + Penalty 1168.208976 = -20245.720672 nChanged 0 SP:Iteration 16F (5923.569859 sec): 3 clusters Score: Raw -21413.929648 + Penalty 1168.208976 = -20245.720672 nChanged 0 Trying to split cluster 11 (16237 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5923.598854 sec): 2 clusters Score: Raw -1106573.487763 + Penalty 921.029547 = -1105652.458215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5923.632632 sec): 3 clusters Score: Raw -1096557.082641 + Penalty 1842.059095 = -1094715.023546 nChanged 7439 SP:Iteration 1F (5923.664570 sec): 3 clusters Score: Raw -1100716.717170 + Penalty 1842.059095 = -1098874.658075 nChanged 862 SP:Iteration 2F (5923.696547 sec): 3 clusters Score: Raw -1101011.113788 + Penalty 1842.059095 = -1099169.054693 nChanged 784 SP:Iteration 3Q (5923.728858 sec): 3 clusters Score: Raw -1101297.595728 + Penalty 1842.059095 = -1099455.536633 nChanged 753 SP:Iteration 4Q (5923.760992 sec): 3 clusters Score: Raw -1101630.282382 + Penalty 1842.059095 = -1099788.223287 nChanged 800 SP:Iteration 5Q (5923.793254 sec): 3 clusters Score: Raw -1102015.836315 + Penalty 1842.059095 = -1100173.777220 nChanged 816 SP:Iteration 6F (5923.825291 sec): 3 clusters Score: Raw -1102438.402584 + Penalty 1842.059095 = -1100596.343489 nChanged 848 SP:Iteration 7F (5923.857310 sec): 3 clusters Score: Raw -1102915.811135 + Penalty 1842.059095 = -1101073.752040 nChanged 882 SP:Iteration 8F (5923.889145 sec): 3 clusters Score: Raw -1103423.797791 + Penalty 1842.059095 = -1101581.738697 nChanged 837 SP:Iteration 9F (5923.921314 sec): 3 clusters Score: Raw -1103914.868422 + Penalty 1842.059095 = -1102072.809328 nChanged 765 SP:Iteration 10Q (5923.953162 sec): 3 clusters Score: Raw -1104390.502810 + Penalty 1842.059095 = -1102548.443715 nChanged 761 SP:Iteration 11Q (5923.984415 sec): 3 clusters Score: Raw -1104868.306801 + Penalty 1842.059095 = -1103026.247706 nChanged 629 SP:Iteration 12Q (5924.015320 sec): 3 clusters Score: Raw -1105282.906629 + Penalty 1842.059095 = -1103440.847535 nChanged 575 SP:Iteration 13Q (5924.045881 sec): 3 clusters Score: Raw -1105675.192129 + Penalty 1842.059095 = -1103833.133034 nChanged 469 SP:Iteration 14Q (5924.075929 sec): 3 clusters Score: Raw -1106027.904162 + Penalty 1842.059095 = -1104185.845067 nChanged 340 SP:Iteration 15Q (5924.105473 sec): 3 clusters Score: Raw -1106282.907742 + Penalty 1842.059095 = -1104440.848647 nChanged 261 SP:Iteration 16Q (5924.135705 sec): 3 clusters Score: Raw -1106489.285263 + Penalty 1842.059095 = -1104647.226168 nChanged 185 SP:Iteration 17Q (5924.164269 sec): 3 clusters Score: Raw -1106643.028850 + Penalty 1842.059095 = -1104800.969755 nChanged 123 SP:Iteration 18Q (5924.192536 sec): 3 clusters Score: Raw -1106746.042879 + Penalty 1842.059095 = -1104903.983784 nChanged 99 SP:Iteration 19Q (5924.220675 sec): 3 clusters Score: Raw -1106829.420752 + Penalty 1842.059095 = -1104987.361657 nChanged 89 SP:Iteration 20F (5924.252608 sec): 3 clusters Score: Raw -1106889.834180 + Penalty 1842.059095 = -1105047.775085 nChanged 40 SP:Iteration 21Q (5924.280714 sec): 3 clusters Score: Raw -1106919.815634 + Penalty 1842.059095 = -1105077.756539 nChanged 39 SP:Iteration 22Q (5924.308456 sec): 3 clusters Score: Raw -1106940.087175 + Penalty 1842.059095 = -1105098.028080 nChanged 28 SP:Iteration 23Q (5924.336376 sec): 3 clusters Score: Raw -1106950.846394 + Penalty 1842.059095 = -1105108.787299 nChanged 16 SP:Iteration 24Q (5924.364142 sec): 3 clusters Score: Raw -1106956.336845 + Penalty 1842.059095 = -1105114.277751 nChanged 15 SP:Iteration 25Q (5924.391823 sec): 3 clusters Score: Raw -1106960.267809 + Penalty 1842.059095 = -1105118.208714 nChanged 14 SP:Iteration 26Q (5924.419414 sec): 3 clusters Score: Raw -1106967.589169 + Penalty 1842.059095 = -1105125.530074 nChanged 13 SP:Iteration 27Q (5924.447247 sec): 3 clusters Score: Raw -1106973.201168 + Penalty 1842.059095 = -1105131.142073 nChanged 14 SP:Iteration 28Q (5924.474872 sec): 3 clusters Score: Raw -1106976.929505 + Penalty 1842.059095 = -1105134.870411 nChanged 8 SP:Iteration 29Q (5924.502733 sec): 3 clusters Score: Raw -1106978.753173 + Penalty 1842.059095 = -1105136.694078 nChanged 3 SP:Iteration 30Q (5924.530606 sec): 3 clusters Score: Raw -1106979.434760 + Penalty 1842.059095 = -1105137.375665 nChanged 3 SP:Iteration 31Q (5924.558195 sec): 3 clusters Score: Raw -1106979.882192 + Penalty 1842.059095 = -1105137.823097 nChanged 0 SP:Iteration 32F (5924.590109 sec): 3 clusters Score: Raw -1106979.882192 + Penalty 1842.059095 = -1105137.823097 nChanged 0 Trying to split cluster 12 (7341 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5924.609147 sec): 2 clusters Score: Raw -518245.774491 + Penalty 845.616883 = -517400.157608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5924.631786 sec): 3 clusters Score: Raw -513992.509675 + Penalty 1691.233767 = -512301.275908 nChanged 3244 SP:Iteration 1F (5924.653961 sec): 3 clusters Score: Raw -515857.854336 + Penalty 1691.233767 = -514166.620569 nChanged 475 SP:Iteration 2F (5924.676156 sec): 3 clusters Score: Raw -516060.400349 + Penalty 1691.233767 = -514369.166582 nChanged 368 SP:Iteration 3F (5924.698190 sec): 3 clusters Score: Raw -516204.616215 + Penalty 1691.233767 = -514513.382449 nChanged 295 SP:Iteration 4Q (5924.720485 sec): 3 clusters Score: Raw -516307.617733 + Penalty 1691.233767 = -514616.383966 nChanged 264 SP:Iteration 5Q (5924.742730 sec): 3 clusters Score: Raw -516405.454262 + Penalty 1691.233767 = -514714.220495 nChanged 245 SP:Iteration 6Q (5924.764491 sec): 3 clusters Score: Raw -516507.113216 + Penalty 1691.233767 = -514815.879449 nChanged 234 SP:Iteration 7Q (5924.786605 sec): 3 clusters Score: Raw -516608.095014 + Penalty 1691.233767 = -514916.861247 nChanged 247 SP:Iteration 8Q (5924.809065 sec): 3 clusters Score: Raw -516729.605323 + Penalty 1691.233767 = -515038.371556 nChanged 247 SP:Iteration 9Q (5924.831087 sec): 3 clusters Score: Raw -516854.866356 + Penalty 1691.233767 = -515163.632589 nChanged 259 SP:Iteration 10Q (5924.852937 sec): 3 clusters Score: Raw -517009.686758 + Penalty 1691.233767 = -515318.452991 nChanged 282 SP:Iteration 11Q (5924.875133 sec): 3 clusters Score: Raw -517174.279000 + Penalty 1691.233767 = -515483.045233 nChanged 264 SP:Iteration 12Q (5924.897350 sec): 3 clusters Score: Raw -517330.481045 + Penalty 1691.233767 = -515639.247278 nChanged 237 SP:Iteration 13Q (5924.919396 sec): 3 clusters Score: Raw -517452.904449 + Penalty 1691.233767 = -515761.670682 nChanged 204 SP:Iteration 14Q (5924.941209 sec): 3 clusters Score: Raw -517550.201517 + Penalty 1691.233767 = -515858.967750 nChanged 175 SP:Iteration 15Q (5924.962888 sec): 3 clusters Score: Raw -517622.614942 + Penalty 1691.233767 = -515931.381175 nChanged 131 SP:Iteration 16Q (5924.984803 sec): 3 clusters Score: Raw -517677.002340 + Penalty 1691.233767 = -515985.768573 nChanged 109 SP:Iteration 17Q (5925.006630 sec): 3 clusters Score: Raw -517716.029752 + Penalty 1691.233767 = -516024.795985 nChanged 96 SP:Iteration 18Q (5925.028557 sec): 3 clusters Score: Raw -517745.965968 + Penalty 1691.233767 = -516054.732201 nChanged 85 SP:Iteration 19Q (5925.050182 sec): 3 clusters Score: Raw -517772.662902 + Penalty 1691.233767 = -516081.429135 nChanged 78 SP:Iteration 20F (5925.072481 sec): 3 clusters Score: Raw -517796.971621 + Penalty 1691.233767 = -516105.737854 nChanged 62 SP:Iteration 21Q (5925.094078 sec): 3 clusters Score: Raw -517813.377300 + Penalty 1691.233767 = -516122.143533 nChanged 49 SP:Iteration 22Q (5925.115707 sec): 3 clusters Score: Raw -517825.883944 + Penalty 1691.233767 = -516134.650177 nChanged 50 SP:Iteration 23Q (5925.137069 sec): 3 clusters Score: Raw -517836.884130 + Penalty 1691.233767 = -516145.650363 nChanged 40 SP:Iteration 24Q (5925.158632 sec): 3 clusters Score: Raw -517844.142678 + Penalty 1691.233767 = -516152.908911 nChanged 42 SP:Iteration 25Q (5925.180123 sec): 3 clusters Score: Raw -517851.854822 + Penalty 1691.233767 = -516160.621055 nChanged 45 SP:Iteration 26Q (5925.201590 sec): 3 clusters Score: Raw -517860.076132 + Penalty 1691.233767 = -516168.842365 nChanged 44 SP:Iteration 27Q (5925.223057 sec): 3 clusters Score: Raw -517868.430113 + Penalty 1691.233767 = -516177.196346 nChanged 43 SP:Iteration 28Q (5925.244555 sec): 3 clusters Score: Raw -517876.047389 + Penalty 1691.233767 = -516184.813622 nChanged 36 SP:Iteration 29Q (5925.266171 sec): 3 clusters Score: Raw -517881.757809 + Penalty 1691.233767 = -516190.524042 nChanged 26 SP:Iteration 30Q (5925.287582 sec): 3 clusters Score: Raw -517886.650773 + Penalty 1691.233767 = -516195.417006 nChanged 32 SP:Iteration 31Q (5925.309300 sec): 3 clusters Score: Raw -517893.246932 + Penalty 1691.233767 = -516202.013166 nChanged 39 SP:Iteration 32Q (5925.330767 sec): 3 clusters Score: Raw -517901.042489 + Penalty 1691.233767 = -516209.808723 nChanged 32 SP:Iteration 33Q (5925.352270 sec): 3 clusters Score: Raw -517907.301462 + Penalty 1691.233767 = -516216.067695 nChanged 34 SP:Iteration 34Q (5925.373475 sec): 3 clusters Score: Raw -517916.479464 + Penalty 1691.233767 = -516225.245697 nChanged 39 SP:Iteration 35Q (5925.394900 sec): 3 clusters Score: Raw -517925.645085 + Penalty 1691.233767 = -516234.411318 nChanged 39 SP:Iteration 36Q (5925.416417 sec): 3 clusters Score: Raw -517934.059839 + Penalty 1691.233767 = -516242.826072 nChanged 38 SP:Iteration 37Q (5925.437654 sec): 3 clusters Score: Raw -517943.415150 + Penalty 1691.233767 = -516252.181383 nChanged 38 SP:Iteration 38Q (5925.458951 sec): 3 clusters Score: Raw -517952.201486 + Penalty 1691.233767 = -516260.967719 nChanged 42 SP:Iteration 39Q (5925.480207 sec): 3 clusters Score: Raw -517962.163431 + Penalty 1691.233767 = -516270.929664 nChanged 45 SP:Iteration 40F (5925.502135 sec): 3 clusters Score: Raw -517975.886929 + Penalty 1691.233767 = -516284.653162 nChanged 42 SP:Iteration 41Q (5925.523456 sec): 3 clusters Score: Raw -517987.895927 + Penalty 1691.233767 = -516296.662160 nChanged 38 SP:Iteration 42Q (5925.544840 sec): 3 clusters Score: Raw -517999.845642 + Penalty 1691.233767 = -516308.611875 nChanged 42 SP:Iteration 43Q (5925.566148 sec): 3 clusters Score: Raw -518014.451509 + Penalty 1691.233767 = -516323.217743 nChanged 41 SP:Iteration 44Q (5925.587652 sec): 3 clusters Score: Raw -518026.489469 + Penalty 1691.233767 = -516335.255702 nChanged 43 SP:Iteration 45Q (5925.608774 sec): 3 clusters Score: Raw -518041.465461 + Penalty 1691.233767 = -516350.231694 nChanged 55 SP:Iteration 46Q (5925.629850 sec): 3 clusters Score: Raw -518058.870959 + Penalty 1691.233767 = -516367.637192 nChanged 49 SP:Iteration 47Q (5925.650768 sec): 3 clusters Score: Raw -518074.128002 + Penalty 1691.233767 = -516382.894236 nChanged 48 SP:Iteration 48Q (5925.671807 sec): 3 clusters Score: Raw -518089.682554 + Penalty 1691.233767 = -516398.448787 nChanged 48 SP:Iteration 49Q (5925.692883 sec): 3 clusters Score: Raw -518104.653245 + Penalty 1691.233767 = -516413.419478 nChanged 41 SP:Iteration 50Q (5925.714094 sec): 3 clusters Score: Raw -518114.056866 + Penalty 1691.233767 = -516422.823099 nChanged 41 SP:Iteration 51Q (5925.735127 sec): 3 clusters Score: Raw -518125.056951 + Penalty 1691.233767 = -516433.823184 nChanged 35 SP:Iteration 52Q (5925.755965 sec): 3 clusters Score: Raw -518131.091648 + Penalty 1691.233767 = -516439.857881 nChanged 24 SP:Iteration 53Q (5925.776749 sec): 3 clusters Score: Raw -518136.519851 + Penalty 1691.233767 = -516445.286084 nChanged 33 SP:Iteration 54Q (5925.797705 sec): 3 clusters Score: Raw -518144.844166 + Penalty 1691.233767 = -516453.610399 nChanged 24 SP:Iteration 55Q (5925.818621 sec): 3 clusters Score: Raw -518151.800730 + Penalty 1691.233767 = -516460.566963 nChanged 20 SP:Iteration 56Q (5925.839614 sec): 3 clusters Score: Raw -518157.018893 + Penalty 1691.233767 = -516465.785126 nChanged 23 SP:Iteration 57Q (5925.860722 sec): 3 clusters Score: Raw -518162.361491 + Penalty 1691.233767 = -516471.127724 nChanged 15 SP:Iteration 58Q (5925.881709 sec): 3 clusters Score: Raw -518164.906999 + Penalty 1691.233767 = -516473.673232 nChanged 13 SP:Iteration 59Q (5925.932150 sec): 3 clusters Score: Raw -518167.663284 + Penalty 1691.233767 = -516476.429517 nChanged 18 SP:Iteration 60F (5925.952898 sec): 3 clusters Score: Raw -518171.433122 + Penalty 1691.233767 = -516480.199356 nChanged 19 SP:Iteration 61Q (5925.973974 sec): 3 clusters Score: Raw -518176.099858 + Penalty 1691.233767 = -516484.866091 nChanged 22 SP:Iteration 62Q (5925.995050 sec): 3 clusters Score: Raw -518180.353929 + Penalty 1691.233767 = -516489.120163 nChanged 23 SP:Iteration 63Q (5926.016226 sec): 3 clusters Score: Raw -518185.261188 + Penalty 1691.233767 = -516494.027421 nChanged 24 SP:Iteration 64Q (5926.037205 sec): 3 clusters Score: Raw -518190.098292 + Penalty 1691.233767 = -516498.864525 nChanged 21 SP:Iteration 65Q (5926.090575 sec): 3 clusters Score: Raw -518194.626292 + Penalty 1691.233767 = -516503.392525 nChanged 20 SP:Iteration 66Q (5926.126397 sec): 3 clusters Score: Raw -518198.021131 + Penalty 1691.233767 = -516506.787364 nChanged 20 SP:Iteration 67Q (5926.147109 sec): 3 clusters Score: Raw -518201.976374 + Penalty 1691.233767 = -516510.742607 nChanged 17 SP:Iteration 68Q (5926.167985 sec): 3 clusters Score: Raw -518205.789526 + Penalty 1691.233767 = -516514.555759 nChanged 19 SP:Iteration 69Q (5926.188639 sec): 3 clusters Score: Raw -518209.251565 + Penalty 1691.233767 = -516518.017798 nChanged 13 SP:Iteration 70Q (5926.209191 sec): 3 clusters Score: Raw -518211.444683 + Penalty 1691.233767 = -516520.210916 nChanged 14 SP:Iteration 71Q (5926.258118 sec): 3 clusters Score: Raw -518214.465990 + Penalty 1691.233767 = -516523.232223 nChanged 6 SP:Iteration 72Q (5926.309982 sec): 3 clusters Score: Raw -518215.818037 + Penalty 1691.233767 = -516524.584270 nChanged 7 SP:Iteration 73Q (5926.330749 sec): 3 clusters Score: Raw -518217.040132 + Penalty 1691.233767 = -516525.806365 nChanged 5 SP:Iteration 74Q (5926.351387 sec): 3 clusters Score: Raw -518218.097272 + Penalty 1691.233767 = -516526.863505 nChanged 5 SP:Iteration 75Q (5926.371973 sec): 3 clusters Score: Raw -518219.101491 + Penalty 1691.233767 = -516527.867724 nChanged 6 SP:Iteration 76Q (5926.392408 sec): 3 clusters Score: Raw -518220.137936 + Penalty 1691.233767 = -516528.904169 nChanged 8 SP:Iteration 77Q (5926.413165 sec): 3 clusters Score: Raw -518222.230428 + Penalty 1691.233767 = -516530.996661 nChanged 5 SP:Iteration 78Q (5926.433730 sec): 3 clusters Score: Raw -518223.319826 + Penalty 1691.233767 = -516532.086059 nChanged 4 SP:Iteration 79Q (5926.454277 sec): 3 clusters Score: Raw -518224.503933 + Penalty 1691.233767 = -516533.270166 nChanged 9 SP:Iteration 80F (5926.476226 sec): 3 clusters Score: Raw -518226.536867 + Penalty 1691.233767 = -516535.303100 nChanged 12 SP:Iteration 81Q (5926.496961 sec): 3 clusters Score: Raw -518230.364903 + Penalty 1691.233767 = -516539.131136 nChanged 14 SP:Iteration 82Q (5926.517787 sec): 3 clusters Score: Raw -518234.541231 + Penalty 1691.233767 = -516543.307464 nChanged 18 SP:Iteration 83Q (5926.538277 sec): 3 clusters Score: Raw -518240.985392 + Penalty 1691.233767 = -516549.751625 nChanged 17 SP:Iteration 84Q (5926.558647 sec): 3 clusters Score: Raw -518247.038041 + Penalty 1691.233767 = -516555.804274 nChanged 26 SP:Iteration 85Q (5926.579287 sec): 3 clusters Score: Raw -518258.301872 + Penalty 1691.233767 = -516567.068105 nChanged 25 SP:Iteration 86Q (5926.599902 sec): 3 clusters Score: Raw -518268.632526 + Penalty 1691.233767 = -516577.398759 nChanged 23 SP:Iteration 87Q (5926.620370 sec): 3 clusters Score: Raw -518277.408437 + Penalty 1691.233767 = -516586.174670 nChanged 28 SP:Iteration 88Q (5926.640705 sec): 3 clusters Score: Raw -518287.051838 + Penalty 1691.233767 = -516595.818071 nChanged 20 SP:Iteration 89Q (5926.661362 sec): 3 clusters Score: Raw -518293.118198 + Penalty 1691.233767 = -516601.884432 nChanged 19 SP:Iteration 90Q (5926.681919 sec): 3 clusters Score: Raw -518299.175840 + Penalty 1691.233767 = -516607.942073 nChanged 16 SP:Iteration 91Q (5926.702753 sec): 3 clusters Score: Raw -518303.815843 + Penalty 1691.233767 = -516612.582076 nChanged 15 SP:Iteration 92Q (5926.723321 sec): 3 clusters Score: Raw -518306.922271 + Penalty 1691.233767 = -516615.688504 nChanged 10 SP:Iteration 93Q (5926.743792 sec): 3 clusters Score: Raw -518310.437343 + Penalty 1691.233767 = -516619.203576 nChanged 14 SP:Iteration 94Q (5926.764164 sec): 3 clusters Score: Raw -518315.669859 + Penalty 1691.233767 = -516624.436092 nChanged 17 SP:Iteration 95Q (5926.784689 sec): 3 clusters Score: Raw -518321.682566 + Penalty 1691.233767 = -516630.448800 nChanged 22 SP:Iteration 96Q (5926.805433 sec): 3 clusters Score: Raw -518329.980065 + Penalty 1691.233767 = -516638.746298 nChanged 24 SP:Iteration 97Q (5926.826034 sec): 3 clusters Score: Raw -518340.810285 + Penalty 1691.233767 = -516649.576518 nChanged 25 SP:Iteration 98Q (5926.846643 sec): 3 clusters Score: Raw -518347.013522 + Penalty 1691.233767 = -516655.779756 nChanged 21 SP:Iteration 99Q (5926.867182 sec): 3 clusters Score: Raw -518353.031001 + Penalty 1691.233767 = -516661.797234 nChanged 15 SP:Iteration 100F (5926.889241 sec): 3 clusters Score: Raw -518358.025332 + Penalty 1691.233767 = -516666.791565 nChanged 17 SP:Iteration 101Q (5926.909713 sec): 3 clusters Score: Raw -518363.458371 + Penalty 1691.233767 = -516672.224604 nChanged 13 SP:Iteration 102Q (5926.930455 sec): 3 clusters Score: Raw -518368.193201 + Penalty 1691.233767 = -516676.959435 nChanged 12 SP:Iteration 103Q (5926.951136 sec): 3 clusters Score: Raw -518372.368793 + Penalty 1691.233767 = -516681.135026 nChanged 11 SP:Iteration 104Q (5926.971689 sec): 3 clusters Score: Raw -518375.389151 + Penalty 1691.233767 = -516684.155384 nChanged 10 SP:Iteration 105Q (5926.992184 sec): 3 clusters Score: Raw -518379.074699 + Penalty 1691.233767 = -516687.840932 nChanged 12 SP:Iteration 106Q (5927.012683 sec): 3 clusters Score: Raw -518381.757710 + Penalty 1691.233767 = -516690.523943 nChanged 9 SP:Iteration 107Q (5927.032989 sec): 3 clusters Score: Raw -518384.288338 + Penalty 1691.233767 = -516693.054571 nChanged 7 SP:Iteration 108Q (5927.053209 sec): 3 clusters Score: Raw -518385.985502 + Penalty 1691.233767 = -516694.751735 nChanged 5 SP:Iteration 109Q (5927.073684 sec): 3 clusters Score: Raw -518387.170693 + Penalty 1691.233767 = -516695.936926 nChanged 6 SP:Iteration 110Q (5927.094177 sec): 3 clusters Score: Raw -518389.433562 + Penalty 1691.233767 = -516698.199795 nChanged 6 SP:Iteration 111Q (5927.114388 sec): 3 clusters Score: Raw -518391.807881 + Penalty 1691.233767 = -516700.574115 nChanged 9 SP:Iteration 112Q (5927.134633 sec): 3 clusters Score: Raw -518396.233749 + Penalty 1691.233767 = -516704.999982 nChanged 13 SP:Iteration 113Q (5927.155098 sec): 3 clusters Score: Raw -518404.191125 + Penalty 1691.233767 = -516712.957358 nChanged 19 SP:Iteration 114Q (5927.175565 sec): 3 clusters Score: Raw -518414.786588 + Penalty 1691.233767 = -516723.552821 nChanged 23 SP:Iteration 115Q (5927.196139 sec): 3 clusters Score: Raw -518426.296219 + Penalty 1691.233767 = -516735.062452 nChanged 23 SP:Iteration 116Q (5927.216409 sec): 3 clusters Score: Raw -518436.854786 + Penalty 1691.233767 = -516745.621019 nChanged 12 SP:Iteration 117Q (5927.236849 sec): 3 clusters Score: Raw -518442.264545 + Penalty 1691.233767 = -516751.030778 nChanged 13 SP:Iteration 118Q (5927.257284 sec): 3 clusters Score: Raw -518448.260542 + Penalty 1691.233767 = -516757.026776 nChanged 13 SP:Iteration 119Q (5927.277794 sec): 3 clusters Score: Raw -518454.309214 + Penalty 1691.233767 = -516763.075447 nChanged 15 SP:Iteration 120F (5927.299847 sec): 3 clusters Score: Raw -518461.177942 + Penalty 1691.233767 = -516769.944175 nChanged 18 SP:Iteration 121Q (5927.320073 sec): 3 clusters Score: Raw -518470.737008 + Penalty 1691.233767 = -516779.503241 nChanged 21 SP:Iteration 122Q (5927.340447 sec): 3 clusters Score: Raw -518480.551753 + Penalty 1691.233767 = -516789.317986 nChanged 16 SP:Iteration 123Q (5927.360738 sec): 3 clusters Score: Raw -518487.398747 + Penalty 1691.233767 = -516796.164980 nChanged 9 SP:Iteration 124Q (5927.380872 sec): 3 clusters Score: Raw -518490.489592 + Penalty 1691.233767 = -516799.255825 nChanged 5 SP:Iteration 125Q (5927.401364 sec): 3 clusters Score: Raw -518492.719556 + Penalty 1691.233767 = -516801.485789 nChanged 6 SP:Iteration 126Q (5927.421734 sec): 3 clusters Score: Raw -518495.234462 + Penalty 1691.233767 = -516804.000696 nChanged 4 SP:Iteration 127Q (5927.442002 sec): 3 clusters Score: Raw -518497.155811 + Penalty 1691.233767 = -516805.922044 nChanged 6 SP:Iteration 128Q (5927.462371 sec): 3 clusters Score: Raw -518500.996769 + Penalty 1691.233767 = -516809.763002 nChanged 9 SP:Iteration 129Q (5927.482751 sec): 3 clusters Score: Raw -518505.198981 + Penalty 1691.233767 = -516813.965214 nChanged 7 SP:Iteration 130Q (5927.502991 sec): 3 clusters Score: Raw -518508.230387 + Penalty 1691.233767 = -516816.996620 nChanged 7 SP:Iteration 131Q (5927.523241 sec): 3 clusters Score: Raw -518512.471208 + Penalty 1691.233767 = -516821.237441 nChanged 11 SP:Iteration 132Q (5927.543604 sec): 3 clusters Score: Raw -518515.809627 + Penalty 1691.233767 = -516824.575860 nChanged 6 SP:Iteration 133Q (5927.563884 sec): 3 clusters Score: Raw -518517.809557 + Penalty 1691.233767 = -516826.575790 nChanged 7 SP:Iteration 134Q (5927.619955 sec): 3 clusters Score: Raw -518520.772554 + Penalty 1691.233767 = -516829.538787 nChanged 4 SP:Iteration 135Q (5927.658227 sec): 3 clusters Score: Raw -518521.961885 + Penalty 1691.233767 = -516830.728118 nChanged 3 SP:Iteration 136Q (5927.680561 sec): 3 clusters Score: Raw -518522.681729 + Penalty 1691.233767 = -516831.447962 nChanged 3 SP:Iteration 137Q (5927.702820 sec): 3 clusters Score: Raw -518523.724832 + Penalty 1691.233767 = -516832.491065 nChanged 1 SP:Iteration 138Q (5927.725018 sec): 3 clusters Score: Raw -518524.027812 + Penalty 1691.233767 = -516832.794045 nChanged 3 SP:Iteration 139Q (5927.746498 sec): 3 clusters Score: Raw -518525.519985 + Penalty 1691.233767 = -516834.286218 nChanged 3 SP:Iteration 140F (5927.768535 sec): 3 clusters Score: Raw -518526.250742 + Penalty 1691.233767 = -516835.016975 nChanged 0 Trying to split cluster 13 (58995 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5927.841405 sec): 2 clusters Score: Raw -4397862.555848 + Penalty 1043.594757 = -4396818.961090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5927.928155 sec): 3 clusters Score: Raw -4359562.685276 + Penalty 2087.189515 = -4357475.495761 nChanged 28259 SP:Iteration 1F (5928.005630 sec): 3 clusters Score: Raw -4376842.585538 + Penalty 2087.189515 = -4374755.396023 nChanged 2839 SP:Iteration 2Q (5928.087661 sec): 3 clusters Score: Raw -4377930.413954 + Penalty 2087.189515 = -4375843.224439 nChanged 3214 SP:Iteration 3F (5928.171204 sec): 3 clusters Score: Raw -4379453.039129 + Penalty 2087.189515 = -4377365.849614 nChanged 3685 SP:Iteration 4F (5928.249346 sec): 3 clusters Score: Raw -4381617.690422 + Penalty 2087.189515 = -4379530.500907 nChanged 3988 SP:Iteration 5F (5928.332787 sec): 3 clusters Score: Raw -4384370.280307 + Penalty 2087.189515 = -4382283.090792 nChanged 3937 SP:Iteration 6F (5928.409591 sec): 3 clusters Score: Raw -4387423.274276 + Penalty 2087.189515 = -4385336.084761 nChanged 3370 SP:Iteration 7F (5928.490469 sec): 3 clusters Score: Raw -4390096.065847 + Penalty 2087.189515 = -4388008.876332 nChanged 2740 SP:Iteration 8Q (5928.573498 sec): 3 clusters Score: Raw -4392270.341104 + Penalty 2087.189515 = -4390183.151589 nChanged 2082 SP:Iteration 9Q (5928.652606 sec): 3 clusters Score: Raw -4393808.818610 + Penalty 2087.189515 = -4391721.629095 nChanged 1491 SP:Iteration 10Q (5928.726619 sec): 3 clusters Score: Raw -4394801.049872 + Penalty 2087.189515 = -4392713.860357 nChanged 1254 SP:Iteration 11Q (5928.800134 sec): 3 clusters Score: Raw -4395612.300597 + Penalty 2087.189515 = -4393525.111082 nChanged 1033 SP:Iteration 12Q (5928.873383 sec): 3 clusters Score: Raw -4396261.526673 + Penalty 2087.189515 = -4394174.337158 nChanged 857 SP:Iteration 13Q (5928.945538 sec): 3 clusters Score: Raw -4396791.611344 + Penalty 2087.189515 = -4394704.421829 nChanged 648 SP:Iteration 14Q (5929.016443 sec): 3 clusters Score: Raw -4397167.534311 + Penalty 2087.189515 = -4395080.344796 nChanged 502 SP:Iteration 15Q (5929.086413 sec): 3 clusters Score: Raw -4397451.477921 + Penalty 2087.189515 = -4395364.288406 nChanged 389 SP:Iteration 16Q (5929.155262 sec): 3 clusters Score: Raw -4397657.800939 + Penalty 2087.189515 = -4395570.611424 nChanged 286 SP:Iteration 17Q (5929.223436 sec): 3 clusters Score: Raw -4397807.538555 + Penalty 2087.189515 = -4395720.349040 nChanged 222 SP:Iteration 18Q (5929.291176 sec): 3 clusters Score: Raw -4397936.343389 + Penalty 2087.189515 = -4395849.153874 nChanged 167 SP:Iteration 19Q (5929.358747 sec): 3 clusters Score: Raw -4398024.484966 + Penalty 2087.189515 = -4395937.295452 nChanged 115 SP:Iteration 20F (5929.436473 sec): 3 clusters Score: Raw -4398075.372211 + Penalty 2087.189515 = -4395988.182696 nChanged 81 SP:Iteration 21Q (5929.503949 sec): 3 clusters Score: Raw -4398112.030768 + Penalty 2087.189515 = -4396024.841253 nChanged 56 SP:Iteration 22Q (5929.570993 sec): 3 clusters Score: Raw -4398137.078409 + Penalty 2087.189515 = -4396049.888894 nChanged 39 SP:Iteration 23Q (5929.638048 sec): 3 clusters Score: Raw -4398154.570257 + Penalty 2087.189515 = -4396067.380742 nChanged 31 SP:Iteration 24Q (5929.705130 sec): 3 clusters Score: Raw -4398167.616152 + Penalty 2087.189515 = -4396080.426637 nChanged 24 SP:Iteration 25Q (5929.771970 sec): 3 clusters Score: Raw -4398174.312402 + Penalty 2087.189515 = -4396087.122887 nChanged 23 SP:Iteration 26Q (5929.838939 sec): 3 clusters Score: Raw -4398183.058795 + Penalty 2087.189515 = -4396095.869280 nChanged 15 SP:Iteration 27Q (5929.905963 sec): 3 clusters Score: Raw -4398187.937789 + Penalty 2087.189515 = -4396100.748274 nChanged 12 SP:Iteration 28Q (5929.972798 sec): 3 clusters Score: Raw -4398190.923450 + Penalty 2087.189515 = -4396103.733935 nChanged 6 SP:Iteration 29Q (5930.039633 sec): 3 clusters Score: Raw -4398192.517037 + Penalty 2087.189515 = -4396105.327523 nChanged 8 SP:Iteration 30Q (5930.107014 sec): 3 clusters Score: Raw -4398194.523700 + Penalty 2087.189515 = -4396107.334185 nChanged 8 SP:Iteration 31Q (5930.173815 sec): 3 clusters Score: Raw -4398196.250643 + Penalty 2087.189515 = -4396109.061128 nChanged 5 SP:Iteration 32Q (5930.240773 sec): 3 clusters Score: Raw -4398198.084841 + Penalty 2087.189515 = -4396110.895326 nChanged 3 SP:Iteration 33Q (5930.307826 sec): 3 clusters Score: Raw -4398198.704730 + Penalty 2087.189515 = -4396111.515215 nChanged 5 SP:Iteration 34Q (5930.374969 sec): 3 clusters Score: Raw -4398200.282869 + Penalty 2087.189515 = -4396113.093354 nChanged 5 SP:Iteration 35Q (5930.441990 sec): 3 clusters Score: Raw -4398201.751489 + Penalty 2087.189515 = -4396114.561974 nChanged 3 SP:Iteration 36Q (5930.509010 sec): 3 clusters Score: Raw -4398202.612512 + Penalty 2087.189515 = -4396115.422997 nChanged 4 SP:Iteration 37Q (5930.575986 sec): 3 clusters Score: Raw -4398203.622733 + Penalty 2087.189515 = -4396116.433218 nChanged 6 SP:Iteration 38Q (5930.642796 sec): 3 clusters Score: Raw -4398205.367273 + Penalty 2087.189515 = -4396118.177758 nChanged 8 SP:Iteration 39Q (5930.709696 sec): 3 clusters Score: Raw -4398207.231637 + Penalty 2087.189515 = -4396120.042122 nChanged 10 SP:Iteration 40F (5930.786987 sec): 3 clusters Score: Raw -4398210.153055 + Penalty 2087.189515 = -4396122.963540 nChanged 5 SP:Iteration 41Q (5930.853939 sec): 3 clusters Score: Raw -4398211.551991 + Penalty 2087.189515 = -4396124.362476 nChanged 6 SP:Iteration 42Q (5930.920755 sec): 3 clusters Score: Raw -4398213.235444 + Penalty 2087.189515 = -4396126.045929 nChanged 8 SP:Iteration 43Q (5930.987736 sec): 3 clusters Score: Raw -4398215.299070 + Penalty 2087.189515 = -4396128.109555 nChanged 6 SP:Iteration 44Q (5931.054773 sec): 3 clusters Score: Raw -4398216.746236 + Penalty 2087.189515 = -4396129.556722 nChanged 3 SP:Iteration 45Q (5931.121766 sec): 3 clusters Score: Raw -4398217.932610 + Penalty 2087.189515 = -4396130.743095 nChanged 6 SP:Iteration 46Q (5931.188748 sec): 3 clusters Score: Raw -4398219.505228 + Penalty 2087.189515 = -4396132.315713 nChanged 5 SP:Iteration 47Q (5931.255661 sec): 3 clusters Score: Raw -4398220.493920 + Penalty 2087.189515 = -4396133.304405 nChanged 3 SP:Iteration 48Q (5931.322126 sec): 3 clusters Score: Raw -4398221.175477 + Penalty 2087.189515 = -4396133.985962 nChanged 0 SP:Iteration 49F (5931.400837 sec): 3 clusters Score: Raw -4398221.175477 + Penalty 2087.189515 = -4396133.985962 nChanged 0 Trying to split cluster 14 (7927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5931.411836 sec): 2 clusters Score: Raw -572375.970393 + Penalty 852.912844 = -571523.057549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5931.434486 sec): 3 clusters Score: Raw -567780.507584 + Penalty 1705.825687 = -566074.681897 nChanged 3544 SP:Iteration 1F (5931.456527 sec): 3 clusters Score: Raw -569978.691432 + Penalty 1705.825687 = -568272.865745 nChanged 648 SP:Iteration 2F (5931.478712 sec): 3 clusters Score: Raw -570415.332261 + Penalty 1705.825687 = -568709.506574 nChanged 553 SP:Iteration 3F (5931.500673 sec): 3 clusters Score: Raw -570768.958711 + Penalty 1705.825687 = -569063.133024 nChanged 497 SP:Iteration 4F (5931.522830 sec): 3 clusters Score: Raw -571069.697918 + Penalty 1705.825687 = -569363.872231 nChanged 402 SP:Iteration 5F (5931.544854 sec): 3 clusters Score: Raw -571304.109462 + Penalty 1705.825687 = -569598.283774 nChanged 359 SP:Iteration 6Q (5931.566782 sec): 3 clusters Score: Raw -571518.698887 + Penalty 1705.825687 = -569812.873200 nChanged 310 SP:Iteration 7Q (5931.588532 sec): 3 clusters Score: Raw -571700.593323 + Penalty 1705.825687 = -569994.767636 nChanged 275 SP:Iteration 8Q (5931.610429 sec): 3 clusters Score: Raw -571836.932184 + Penalty 1705.825687 = -570131.106497 nChanged 254 SP:Iteration 9Q (5931.632349 sec): 3 clusters Score: Raw -571951.061320 + Penalty 1705.825687 = -570245.235633 nChanged 180 SP:Iteration 10Q (5931.653951 sec): 3 clusters Score: Raw -572011.941100 + Penalty 1705.825687 = -570306.115412 nChanged 118 SP:Iteration 11Q (5931.675487 sec): 3 clusters Score: Raw -572043.176811 + Penalty 1705.825687 = -570337.351123 nChanged 77 SP:Iteration 12Q (5931.696983 sec): 3 clusters Score: Raw -572060.697569 + Penalty 1705.825687 = -570354.871882 nChanged 51 SP:Iteration 13Q (5931.718596 sec): 3 clusters Score: Raw -572069.444770 + Penalty 1705.825687 = -570363.619083 nChanged 31 SP:Iteration 14Q (5931.740444 sec): 3 clusters Score: Raw -572073.068636 + Penalty 1705.825687 = -570367.242949 nChanged 15 SP:Iteration 15Q (5931.761922 sec): 3 clusters Score: Raw -572074.913136 + Penalty 1705.825687 = -570369.087448 nChanged 20 SP:Iteration 16Q (5931.783628 sec): 3 clusters Score: Raw -572078.051988 + Penalty 1705.825687 = -570372.226301 nChanged 20 SP:Iteration 17Q (5931.805502 sec): 3 clusters Score: Raw -572080.918006 + Penalty 1705.825687 = -570375.092319 nChanged 22 SP:Iteration 18Q (5931.826957 sec): 3 clusters Score: Raw -572083.659624 + Penalty 1705.825687 = -570377.833937 nChanged 20 SP:Iteration 19Q (5931.848421 sec): 3 clusters Score: Raw -572087.384831 + Penalty 1705.825687 = -570381.559143 nChanged 33 SP:Iteration 20F (5931.870432 sec): 3 clusters Score: Raw -572094.478245 + Penalty 1705.825687 = -570388.652557 nChanged 39 SP:Iteration 21Q (5931.892304 sec): 3 clusters Score: Raw -572103.115905 + Penalty 1705.825687 = -570397.290218 nChanged 39 SP:Iteration 22Q (5931.914120 sec): 3 clusters Score: Raw -572109.836282 + Penalty 1705.825687 = -570404.010595 nChanged 33 SP:Iteration 23Q (5931.935769 sec): 3 clusters Score: Raw -572115.379688 + Penalty 1705.825687 = -570409.554001 nChanged 28 SP:Iteration 24Q (5931.957490 sec): 3 clusters Score: Raw -572121.505581 + Penalty 1705.825687 = -570415.679893 nChanged 43 SP:Iteration 25Q (5931.979088 sec): 3 clusters Score: Raw -572132.948584 + Penalty 1705.825687 = -570427.122897 nChanged 59 SP:Iteration 26Q (5932.000698 sec): 3 clusters Score: Raw -572146.283159 + Penalty 1705.825687 = -570440.457472 nChanged 58 SP:Iteration 27Q (5932.022155 sec): 3 clusters Score: Raw -572159.403620 + Penalty 1705.825687 = -570453.577933 nChanged 48 SP:Iteration 28Q (5932.043698 sec): 3 clusters Score: Raw -572167.574845 + Penalty 1705.825687 = -570461.749157 nChanged 45 SP:Iteration 29Q (5932.065060 sec): 3 clusters Score: Raw -572176.519908 + Penalty 1705.825687 = -570470.694221 nChanged 38 SP:Iteration 30Q (5932.086559 sec): 3 clusters Score: Raw -572183.298326 + Penalty 1705.825687 = -570477.472638 nChanged 29 SP:Iteration 31Q (5932.108187 sec): 3 clusters Score: Raw -572187.755314 + Penalty 1705.825687 = -570481.929627 nChanged 28 SP:Iteration 32Q (5932.129885 sec): 3 clusters Score: Raw -572191.329988 + Penalty 1705.825687 = -570485.504300 nChanged 22 SP:Iteration 33Q (5932.151384 sec): 3 clusters Score: Raw -572195.089444 + Penalty 1705.825687 = -570489.263756 nChanged 25 SP:Iteration 34Q (5932.172805 sec): 3 clusters Score: Raw -572198.403396 + Penalty 1705.825687 = -570492.577708 nChanged 20 SP:Iteration 35Q (5932.194451 sec): 3 clusters Score: Raw -572200.600330 + Penalty 1705.825687 = -570494.774643 nChanged 10 SP:Iteration 36Q (5932.215883 sec): 3 clusters Score: Raw -572201.787668 + Penalty 1705.825687 = -570495.961981 nChanged 12 SP:Iteration 37Q (5932.237666 sec): 3 clusters Score: Raw -572202.677407 + Penalty 1705.825687 = -570496.851720 nChanged 7 SP:Iteration 38Q (5932.259317 sec): 3 clusters Score: Raw -572203.066909 + Penalty 1705.825687 = -570497.241222 nChanged 3 SP:Iteration 39Q (5932.280687 sec): 3 clusters Score: Raw -572203.364003 + Penalty 1705.825687 = -570497.538316 nChanged 4 SP:Iteration 40F (5932.302614 sec): 3 clusters Score: Raw -572203.639851 + Penalty 1705.825687 = -570497.814163 nChanged 5 SP:Iteration 41Q (5932.324199 sec): 3 clusters Score: Raw -572203.912911 + Penalty 1705.825687 = -570498.087224 nChanged 3 SP:Iteration 42Q (5932.345841 sec): 3 clusters Score: Raw -572204.119485 + Penalty 1705.825687 = -570498.293798 nChanged 6 SP:Iteration 43Q (5932.367230 sec): 3 clusters Score: Raw -572204.491331 + Penalty 1705.825687 = -570498.665644 nChanged 4 SP:Iteration 44Q (5932.388743 sec): 3 clusters Score: Raw -572204.782127 + Penalty 1705.825687 = -570498.956440 nChanged 2 SP:Iteration 45Q (5932.410208 sec): 3 clusters Score: Raw -572204.924332 + Penalty 1705.825687 = -570499.098645 nChanged 1 SP:Iteration 46Q (5932.431684 sec): 3 clusters Score: Raw -572204.965001 + Penalty 1705.825687 = -570499.139314 nChanged 1 SP:Iteration 47Q (5932.453225 sec): 3 clusters Score: Raw -572205.045797 + Penalty 1705.825687 = -570499.220110 nChanged 2 SP:Iteration 48Q (5932.474714 sec): 3 clusters Score: Raw -572205.306077 + Penalty 1705.825687 = -570499.480389 nChanged 4 SP:Iteration 49Q (5932.496502 sec): 3 clusters Score: Raw -572205.637172 + Penalty 1705.825687 = -570499.811484 nChanged 5 SP:Iteration 50Q (5932.518113 sec): 3 clusters Score: Raw -572206.003195 + Penalty 1705.825687 = -570500.177508 nChanged 4 SP:Iteration 51Q (5932.539690 sec): 3 clusters Score: Raw -572206.270836 + Penalty 1705.825687 = -570500.445148 nChanged 1 SP:Iteration 52Q (5932.561123 sec): 3 clusters Score: Raw -572206.321099 + Penalty 1705.825687 = -570500.495411 nChanged 0 SP:Iteration 53F (5932.583025 sec): 3 clusters Score: Raw -572206.321099 + Penalty 1705.825687 = -570500.495411 nChanged 0 Trying to split cluster 15 (2958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5932.598455 sec): 2 clusters Score: Raw -205138.215823 + Penalty 759.265521 = -204378.950302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5932.610506 sec): 3 clusters Score: Raw -203602.328722 + Penalty 1518.531042 = -202083.797680 nChanged 1239 SP:Iteration 1F (5932.621542 sec): 3 clusters Score: Raw -204375.768122 + Penalty 1518.531042 = -202857.237080 nChanged 254 SP:Iteration 2F (5932.632462 sec): 3 clusters Score: Raw -204622.312197 + Penalty 1518.531042 = -203103.781155 nChanged 218 SP:Iteration 3F (5932.643453 sec): 3 clusters Score: Raw -204872.814590 + Penalty 1518.531042 = -203354.283547 nChanged 233 SP:Iteration 4F (5932.654444 sec): 3 clusters Score: Raw -205075.836766 + Penalty 1518.531042 = -203557.305724 nChanged 183 SP:Iteration 5F (5932.665443 sec): 3 clusters Score: Raw -205199.559933 + Penalty 1518.531042 = -203681.028891 nChanged 141 SP:Iteration 6Q (5932.676356 sec): 3 clusters Score: Raw -205278.449973 + Penalty 1518.531042 = -203759.918931 nChanged 107 SP:Iteration 7Q (5932.687283 sec): 3 clusters Score: Raw -205350.223495 + Penalty 1518.531042 = -203831.692453 nChanged 94 SP:Iteration 8Q (5932.698049 sec): 3 clusters Score: Raw -205417.184513 + Penalty 1518.531042 = -203898.653470 nChanged 96 SP:Iteration 9Q (5932.708905 sec): 3 clusters Score: Raw -205477.363913 + Penalty 1518.531042 = -203958.832871 nChanged 74 SP:Iteration 10Q (5932.719652 sec): 3 clusters Score: Raw -205522.893125 + Penalty 1518.531042 = -204004.362082 nChanged 63 SP:Iteration 11Q (5932.730534 sec): 3 clusters Score: Raw -205559.722510 + Penalty 1518.531042 = -204041.191467 nChanged 52 SP:Iteration 12Q (5932.741351 sec): 3 clusters Score: Raw -205587.246456 + Penalty 1518.531042 = -204068.715414 nChanged 44 SP:Iteration 13Q (5932.752196 sec): 3 clusters Score: Raw -205608.613345 + Penalty 1518.531042 = -204090.082303 nChanged 37 SP:Iteration 14Q (5932.762976 sec): 3 clusters Score: Raw -205625.695789 + Penalty 1518.531042 = -204107.164747 nChanged 39 SP:Iteration 15Q (5932.773784 sec): 3 clusters Score: Raw -205644.706558 + Penalty 1518.531042 = -204126.175515 nChanged 36 SP:Iteration 16Q (5932.784597 sec): 3 clusters Score: Raw -205661.410975 + Penalty 1518.531042 = -204142.879933 nChanged 27 SP:Iteration 17Q (5932.795219 sec): 3 clusters Score: Raw -205677.035475 + Penalty 1518.531042 = -204158.504433 nChanged 24 SP:Iteration 18Q (5932.805990 sec): 3 clusters Score: Raw -205685.879227 + Penalty 1518.531042 = -204167.348185 nChanged 16 SP:Iteration 19Q (5932.816800 sec): 3 clusters Score: Raw -205691.903579 + Penalty 1518.531042 = -204173.372537 nChanged 14 SP:Iteration 20F (5932.827809 sec): 3 clusters Score: Raw -205697.148358 + Penalty 1518.531042 = -204178.617316 nChanged 7 SP:Iteration 21Q (5932.838615 sec): 3 clusters Score: Raw -205699.892985 + Penalty 1518.531042 = -204181.361943 nChanged 9 SP:Iteration 22Q (5932.849331 sec): 3 clusters Score: Raw -205705.506264 + Penalty 1518.531042 = -204186.975222 nChanged 8 SP:Iteration 23Q (5932.859995 sec): 3 clusters Score: Raw -205709.840682 + Penalty 1518.531042 = -204191.309640 nChanged 6 SP:Iteration 24Q (5932.870702 sec): 3 clusters Score: Raw -205712.349463 + Penalty 1518.531042 = -204193.818421 nChanged 6 SP:Iteration 25Q (5932.881299 sec): 3 clusters Score: Raw -205714.115793 + Penalty 1518.531042 = -204195.584751 nChanged 5 SP:Iteration 26Q (5932.891859 sec): 3 clusters Score: Raw -205715.221541 + Penalty 1518.531042 = -204196.690498 nChanged 2 SP:Iteration 27Q (5932.902488 sec): 3 clusters Score: Raw -205715.861191 + Penalty 1518.531042 = -204197.330148 nChanged 2 SP:Iteration 28Q (5932.913165 sec): 3 clusters Score: Raw -205716.246455 + Penalty 1518.531042 = -204197.715413 nChanged 2 SP:Iteration 29Q (5932.923682 sec): 3 clusters Score: Raw -205716.756595 + Penalty 1518.531042 = -204198.225553 nChanged 0 SP:Iteration 30F (5932.934685 sec): 3 clusters Score: Raw -205716.756595 + Penalty 1518.531042 = -204198.225553 nChanged 0 Trying to split cluster 16 (3283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5932.951143 sec): 2 clusters Score: Raw -207288.197168 + Penalty 769.168727 = -206519.028441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5932.964166 sec): 3 clusters Score: Raw -205607.504546 + Penalty 1538.337454 = -204069.167092 nChanged 1369 SP:Iteration 1F (5932.976066 sec): 3 clusters Score: Raw -206408.283590 + Penalty 1538.337454 = -204869.946136 nChanged 248 SP:Iteration 2F (5932.988038 sec): 3 clusters Score: Raw -206548.434755 + Penalty 1538.337454 = -205010.097301 nChanged 181 SP:Iteration 3F (5933.000037 sec): 3 clusters Score: Raw -206641.676849 + Penalty 1538.337454 = -205103.339395 nChanged 137 SP:Iteration 4Q (5933.012035 sec): 3 clusters Score: Raw -206721.369588 + Penalty 1538.337454 = -205183.032134 nChanged 126 SP:Iteration 5Q (5933.024063 sec): 3 clusters Score: Raw -206808.697432 + Penalty 1538.337454 = -205270.359978 nChanged 119 SP:Iteration 6Q (5933.036063 sec): 3 clusters Score: Raw -206867.419865 + Penalty 1538.337454 = -205329.082411 nChanged 102 SP:Iteration 7Q (5933.047982 sec): 3 clusters Score: Raw -206912.086093 + Penalty 1538.337454 = -205373.748639 nChanged 92 SP:Iteration 8Q (5933.059930 sec): 3 clusters Score: Raw -206958.701751 + Penalty 1538.337454 = -205420.364296 nChanged 95 SP:Iteration 9Q (5933.071866 sec): 3 clusters Score: Raw -207014.552200 + Penalty 1538.337454 = -205476.214746 nChanged 95 SP:Iteration 10Q (5933.083596 sec): 3 clusters Score: Raw -207072.268563 + Penalty 1538.337454 = -205533.931109 nChanged 90 SP:Iteration 11Q (5933.095497 sec): 3 clusters Score: Raw -207125.069934 + Penalty 1538.337454 = -205586.732480 nChanged 96 SP:Iteration 12Q (5933.107270 sec): 3 clusters Score: Raw -207184.626746 + Penalty 1538.337454 = -205646.289292 nChanged 87 SP:Iteration 13Q (5933.119103 sec): 3 clusters Score: Raw -207242.892067 + Penalty 1538.337454 = -205704.554613 nChanged 68 SP:Iteration 14Q (5933.130827 sec): 3 clusters Score: Raw -207302.049499 + Penalty 1538.337454 = -205763.712045 nChanged 76 SP:Iteration 15Q (5933.142537 sec): 3 clusters Score: Raw -207392.051120 + Penalty 1538.337454 = -205853.713665 nChanged 53 SP:Iteration 16Q (5933.154218 sec): 3 clusters Score: Raw -207443.613798 + Penalty 1538.337454 = -205905.276343 nChanged 39 SP:Iteration 17Q (5933.165727 sec): 3 clusters Score: Raw -207473.888682 + Penalty 1538.337454 = -205935.551228 nChanged 33 SP:Iteration 18Q (5933.177099 sec): 3 clusters Score: Raw -207495.331085 + Penalty 1538.337454 = -205956.993631 nChanged 23 SP:Iteration 19Q (5933.188538 sec): 3 clusters Score: Raw -207511.321271 + Penalty 1538.337454 = -205972.983817 nChanged 20 SP:Iteration 20F (5933.200468 sec): 3 clusters Score: Raw -207520.140870 + Penalty 1538.337454 = -205981.803416 nChanged 11 SP:Iteration 21Q (5933.211930 sec): 3 clusters Score: Raw -207523.333452 + Penalty 1538.337454 = -205984.995997 nChanged 11 SP:Iteration 22Q (5933.223356 sec): 3 clusters Score: Raw -207527.297979 + Penalty 1538.337454 = -205988.960524 nChanged 7 SP:Iteration 23Q (5933.234824 sec): 3 clusters Score: Raw -207530.174517 + Penalty 1538.337454 = -205991.837062 nChanged 4 SP:Iteration 24Q (5933.246120 sec): 3 clusters Score: Raw -207531.310971 + Penalty 1538.337454 = -205992.973516 nChanged 2 SP:Iteration 25Q (5933.257482 sec): 3 clusters Score: Raw -207531.812133 + Penalty 1538.337454 = -205993.474678 nChanged 1 SP:Iteration 26Q (5933.268849 sec): 3 clusters Score: Raw -207532.131346 + Penalty 1538.337454 = -205993.793892 nChanged 1 SP:Iteration 27Q (5933.280282 sec): 3 clusters Score: Raw -207532.589277 + Penalty 1538.337454 = -205994.251823 nChanged 2 SP:Iteration 28Q (5933.291617 sec): 3 clusters Score: Raw -207532.980681 + Penalty 1538.337454 = -205994.643227 nChanged 1 SP:Iteration 29Q (5933.303061 sec): 3 clusters Score: Raw -207533.590664 + Penalty 1538.337454 = -205995.253209 nChanged 2 SP:Iteration 30Q (5933.314483 sec): 3 clusters Score: Raw -207534.255557 + Penalty 1538.337454 = -205995.918103 nChanged 1 SP:Iteration 31Q (5933.325934 sec): 3 clusters Score: Raw -207534.414468 + Penalty 1538.337454 = -205996.077013 nChanged 1 SP:Iteration 32Q (5933.337254 sec): 3 clusters Score: Raw -207534.847485 + Penalty 1538.337454 = -205996.510031 nChanged 0 SP:Iteration 33F (5933.349165 sec): 3 clusters Score: Raw -207534.847485 + Penalty 1538.337454 = -205996.510031 nChanged 0 Trying to split cluster 17 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5933.364023 sec): 2 clusters Score: Raw -92592.211679 + Penalty 702.710117 = -91889.501561 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5933.370842 sec): 3 clusters Score: Raw -91883.366103 + Penalty 1405.420234 = -90477.945869 nChanged 628 SP:Iteration 1F (5933.377094 sec): 3 clusters Score: Raw -92391.552164 + Penalty 1405.420234 = -90986.131929 nChanged 164 SP:Iteration 2F (5933.383275 sec): 3 clusters Score: Raw -92624.385913 + Penalty 1405.420234 = -91218.965679 nChanged 142 SP:Iteration 3F (5933.389385 sec): 3 clusters Score: Raw -92806.481424 + Penalty 1405.420234 = -91401.061190 nChanged 99 SP:Iteration 4F (5933.395537 sec): 3 clusters Score: Raw -92933.847747 + Penalty 1405.420234 = -91528.427512 nChanged 78 SP:Iteration 5Q (5933.401642 sec): 3 clusters Score: Raw -93034.224995 + Penalty 1405.420234 = -91628.804760 nChanged 63 SP:Iteration 6Q (5933.407730 sec): 3 clusters Score: Raw -93114.969319 + Penalty 1405.420234 = -91709.549085 nChanged 42 SP:Iteration 7Q (5933.413780 sec): 3 clusters Score: Raw -93174.284055 + Penalty 1405.420234 = -91768.863820 nChanged 40 SP:Iteration 8Q (5933.419775 sec): 3 clusters Score: Raw -93229.997427 + Penalty 1405.420234 = -91824.577193 nChanged 26 SP:Iteration 9Q (5933.425691 sec): 3 clusters Score: Raw -93270.189569 + Penalty 1405.420234 = -91864.769334 nChanged 18 SP:Iteration 10Q (5933.431569 sec): 3 clusters Score: Raw -93300.426573 + Penalty 1405.420234 = -91895.006339 nChanged 14 SP:Iteration 11Q (5933.437477 sec): 3 clusters Score: Raw -93316.782596 + Penalty 1405.420234 = -91911.362362 nChanged 11 SP:Iteration 12Q (5933.443365 sec): 3 clusters Score: Raw -93324.265829 + Penalty 1405.420234 = -91918.845595 nChanged 8 SP:Iteration 13Q (5933.449178 sec): 3 clusters Score: Raw -93330.622697 + Penalty 1405.420234 = -91925.202462 nChanged 5 SP:Iteration 14Q (5933.455039 sec): 3 clusters Score: Raw -93332.501383 + Penalty 1405.420234 = -91927.081148 nChanged 0 SP:Iteration 15F (5933.461155 sec): 3 clusters Score: Raw -93332.501383 + Penalty 1405.420234 = -91927.081148 nChanged 0 Score: Raw -45955970.825491 + Penalty 53353.189014 = -45902617.636477 Splitting cluster 17 changes total score from -45903134.977999 to -45902617.636477 So it's not getting split. Trying to split cluster 18 (13081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5945.304933 sec): 2 clusters Score: Raw -912641.747321 + Penalty 900.497027 = -911741.250294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5945.333259 sec): 3 clusters Score: Raw -904748.459348 + Penalty 1800.994054 = -902947.465294 nChanged 5967 SP:Iteration 1F (5945.360239 sec): 3 clusters Score: Raw -908578.807186 + Penalty 1800.994054 = -906777.813132 nChanged 943 SP:Iteration 2F (5945.387385 sec): 3 clusters Score: Raw -909130.586695 + Penalty 1800.994054 = -907329.592641 nChanged 871 SP:Iteration 3F (5945.414529 sec): 3 clusters Score: Raw -909699.344474 + Penalty 1800.994054 = -907898.350420 nChanged 847 SP:Iteration 4F (5945.441583 sec): 3 clusters Score: Raw -910328.672995 + Penalty 1800.994054 = -908527.678941 nChanged 759 SP:Iteration 5F (5945.468604 sec): 3 clusters Score: Raw -910930.419466 + Penalty 1800.994054 = -909129.425412 nChanged 604 SP:Iteration 6Q (5945.495908 sec): 3 clusters Score: Raw -911413.722336 + Penalty 1800.994054 = -909612.728281 nChanged 434 SP:Iteration 7Q (5945.522889 sec): 3 clusters Score: Raw -911769.169565 + Penalty 1800.994054 = -909968.175510 nChanged 342 SP:Iteration 8Q (5945.549227 sec): 3 clusters Score: Raw -912014.393915 + Penalty 1800.994054 = -910213.399861 nChanged 256 SP:Iteration 9Q (5945.575173 sec): 3 clusters Score: Raw -912187.426922 + Penalty 1800.994054 = -910386.432868 nChanged 208 SP:Iteration 10Q (5945.600666 sec): 3 clusters Score: Raw -912312.544004 + Penalty 1800.994054 = -910511.549950 nChanged 140 SP:Iteration 11Q (5945.625928 sec): 3 clusters Score: Raw -912391.592621 + Penalty 1800.994054 = -910590.598566 nChanged 114 SP:Iteration 12Q (5945.663363 sec): 3 clusters Score: Raw -912442.919130 + Penalty 1800.994054 = -910641.925076 nChanged 89 SP:Iteration 13Q (5945.698445 sec): 3 clusters Score: Raw -912477.542154 + Penalty 1800.994054 = -910676.548100 nChanged 75 SP:Iteration 14Q (5945.723703 sec): 3 clusters Score: Raw -912507.638313 + Penalty 1800.994054 = -910706.644258 nChanged 70 SP:Iteration 15Q (5945.748942 sec): 3 clusters Score: Raw -912535.253134 + Penalty 1800.994054 = -910734.259079 nChanged 82 SP:Iteration 16Q (5945.774008 sec): 3 clusters Score: Raw -912569.400156 + Penalty 1800.994054 = -910768.406102 nChanged 64 SP:Iteration 17Q (5945.798954 sec): 3 clusters Score: Raw -912596.426626 + Penalty 1800.994054 = -910795.432572 nChanged 57 SP:Iteration 18Q (5945.823765 sec): 3 clusters Score: Raw -912616.362037 + Penalty 1800.994054 = -910815.367983 nChanged 46 SP:Iteration 19Q (5945.848637 sec): 3 clusters Score: Raw -912630.058469 + Penalty 1800.994054 = -910829.064415 nChanged 41 SP:Iteration 20F (5945.875567 sec): 3 clusters Score: Raw -912640.632458 + Penalty 1800.994054 = -910839.638404 nChanged 36 SP:Iteration 21Q (5945.900519 sec): 3 clusters Score: Raw -912652.793800 + Penalty 1800.994054 = -910851.799745 nChanged 32 SP:Iteration 22Q (5945.925479 sec): 3 clusters Score: Raw -912661.786571 + Penalty 1800.994054 = -910860.792517 nChanged 30 SP:Iteration 23Q (5945.950398 sec): 3 clusters Score: Raw -912668.598473 + Penalty 1800.994054 = -910867.604419 nChanged 18 SP:Iteration 24Q (5945.975064 sec): 3 clusters Score: Raw -912672.742336 + Penalty 1800.994054 = -910871.748282 nChanged 19 SP:Iteration 25Q (5945.999764 sec): 3 clusters Score: Raw -912678.120067 + Penalty 1800.994054 = -910877.126013 nChanged 23 SP:Iteration 26Q (5946.024336 sec): 3 clusters Score: Raw -912685.362121 + Penalty 1800.994054 = -910884.368067 nChanged 20 SP:Iteration 27Q (5946.049003 sec): 3 clusters Score: Raw -912692.765182 + Penalty 1800.994054 = -910891.771128 nChanged 24 SP:Iteration 28Q (5946.073692 sec): 3 clusters Score: Raw -912699.599069 + Penalty 1800.994054 = -910898.605015 nChanged 18 SP:Iteration 29Q (5946.098506 sec): 3 clusters Score: Raw -912706.595063 + Penalty 1800.994054 = -910905.601009 nChanged 21 SP:Iteration 30Q (5946.123236 sec): 3 clusters Score: Raw -912712.977246 + Penalty 1800.994054 = -910911.983191 nChanged 16 SP:Iteration 31Q (5946.147843 sec): 3 clusters Score: Raw -912716.452290 + Penalty 1800.994054 = -910915.458236 nChanged 10 SP:Iteration 32Q (5946.172597 sec): 3 clusters Score: Raw -912718.913553 + Penalty 1800.994054 = -910917.919499 nChanged 12 SP:Iteration 33Q (5946.197257 sec): 3 clusters Score: Raw -912723.219045 + Penalty 1800.994054 = -910922.224991 nChanged 9 SP:Iteration 34Q (5946.221971 sec): 3 clusters Score: Raw -912725.892982 + Penalty 1800.994054 = -910924.898928 nChanged 12 SP:Iteration 35Q (5946.246502 sec): 3 clusters Score: Raw -912728.049484 + Penalty 1800.994054 = -910927.055430 nChanged 4 SP:Iteration 36Q (5946.271169 sec): 3 clusters Score: Raw -912729.200619 + Penalty 1800.994054 = -910928.206564 nChanged 7 SP:Iteration 37Q (5946.295983 sec): 3 clusters Score: Raw -912731.547651 + Penalty 1800.994054 = -910930.553597 nChanged 9 SP:Iteration 38Q (5946.320581 sec): 3 clusters Score: Raw -912733.220381 + Penalty 1800.994054 = -910932.226327 nChanged 2 SP:Iteration 39Q (5946.345215 sec): 3 clusters Score: Raw -912733.367690 + Penalty 1800.994054 = -910932.373636 nChanged 0 SP:Iteration 40F (5946.372239 sec): 3 clusters Score: Raw -912733.367690 + Penalty 1800.994054 = -910932.373636 nChanged 0 Trying to split cluster 19 (14422 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5946.397012 sec): 2 clusters Score: Raw -1019912.484056 + Penalty 909.768459 = -1019002.715596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5946.427119 sec): 3 clusters Score: Raw -1011118.115130 + Penalty 1819.536919 = -1009298.578211 nChanged 6633 SP:Iteration 1F (5946.455570 sec): 3 clusters Score: Raw -1014944.202819 + Penalty 1819.536919 = -1013124.665901 nChanged 804 SP:Iteration 2F (5946.484143 sec): 3 clusters Score: Raw -1015319.850038 + Penalty 1819.536919 = -1013500.313119 nChanged 845 SP:Iteration 3F (5946.512788 sec): 3 clusters Score: Raw -1015768.882265 + Penalty 1819.536919 = -1013949.345346 nChanged 872 SP:Iteration 4F (5946.541497 sec): 3 clusters Score: Raw -1016345.545401 + Penalty 1819.536919 = -1014526.008482 nChanged 949 SP:Iteration 5F (5946.570194 sec): 3 clusters Score: Raw -1017080.508010 + Penalty 1819.536919 = -1015260.971091 nChanged 993 SP:Iteration 6F (5946.598871 sec): 3 clusters Score: Raw -1017893.908162 + Penalty 1819.536919 = -1016074.371243 nChanged 936 SP:Iteration 7F (5946.627523 sec): 3 clusters Score: Raw -1018577.231217 + Penalty 1819.536919 = -1016757.694298 nChanged 681 SP:Iteration 8Q (5946.655974 sec): 3 clusters Score: Raw -1018946.046277 + Penalty 1819.536919 = -1017126.509358 nChanged 457 SP:Iteration 9Q (5946.684362 sec): 3 clusters Score: Raw -1019120.813857 + Penalty 1819.536919 = -1017301.276939 nChanged 298 SP:Iteration 10Q (5946.712740 sec): 3 clusters Score: Raw -1019212.331952 + Penalty 1819.536919 = -1017392.795034 nChanged 191 SP:Iteration 11Q (5946.740821 sec): 3 clusters Score: Raw -1019271.323330 + Penalty 1819.536919 = -1017451.786411 nChanged 166 SP:Iteration 12Q (5946.768892 sec): 3 clusters Score: Raw -1019317.770161 + Penalty 1819.536919 = -1017498.233243 nChanged 131 SP:Iteration 13Q (5946.797228 sec): 3 clusters Score: Raw -1019349.628695 + Penalty 1819.536919 = -1017530.091777 nChanged 119 SP:Iteration 14Q (5946.825290 sec): 3 clusters Score: Raw -1019383.942752 + Penalty 1819.536919 = -1017564.405834 nChanged 133 SP:Iteration 15Q (5946.853300 sec): 3 clusters Score: Raw -1019413.018817 + Penalty 1819.536919 = -1017593.481898 nChanged 106 SP:Iteration 16Q (5946.881197 sec): 3 clusters Score: Raw -1019435.726689 + Penalty 1819.536919 = -1017616.189771 nChanged 102 SP:Iteration 17Q (5946.909265 sec): 3 clusters Score: Raw -1019455.659816 + Penalty 1819.536919 = -1017636.122898 nChanged 82 SP:Iteration 18Q (5946.937163 sec): 3 clusters Score: Raw -1019469.677346 + Penalty 1819.536919 = -1017650.140428 nChanged 94 SP:Iteration 19Q (5946.965240 sec): 3 clusters Score: Raw -1019486.579994 + Penalty 1819.536919 = -1017667.043076 nChanged 88 SP:Iteration 20F (5946.993929 sec): 3 clusters Score: Raw -1019503.066446 + Penalty 1819.536919 = -1017683.529527 nChanged 77 SP:Iteration 21Q (5947.022159 sec): 3 clusters Score: Raw -1019517.184024 + Penalty 1819.536919 = -1017697.647105 nChanged 80 SP:Iteration 22Q (5947.050059 sec): 3 clusters Score: Raw -1019531.568351 + Penalty 1819.536919 = -1017712.031433 nChanged 72 SP:Iteration 23Q (5947.078002 sec): 3 clusters Score: Raw -1019544.382493 + Penalty 1819.536919 = -1017724.845575 nChanged 71 SP:Iteration 24Q (5947.105959 sec): 3 clusters Score: Raw -1019555.640520 + Penalty 1819.536919 = -1017736.103602 nChanged 67 SP:Iteration 25Q (5947.134156 sec): 3 clusters Score: Raw -1019568.891834 + Penalty 1819.536919 = -1017749.354915 nChanged 59 SP:Iteration 26Q (5947.161918 sec): 3 clusters Score: Raw -1019579.808689 + Penalty 1819.536919 = -1017760.271770 nChanged 72 SP:Iteration 27Q (5947.189945 sec): 3 clusters Score: Raw -1019594.059312 + Penalty 1819.536919 = -1017774.522394 nChanged 72 SP:Iteration 28Q (5947.217955 sec): 3 clusters Score: Raw -1019606.575094 + Penalty 1819.536919 = -1017787.038175 nChanged 61 SP:Iteration 29Q (5947.245946 sec): 3 clusters Score: Raw -1019617.998901 + Penalty 1819.536919 = -1017798.461983 nChanged 54 SP:Iteration 30Q (5947.273728 sec): 3 clusters Score: Raw -1019627.462593 + Penalty 1819.536919 = -1017807.925674 nChanged 47 SP:Iteration 31Q (5947.301556 sec): 3 clusters Score: Raw -1019636.586918 + Penalty 1819.536919 = -1017817.050000 nChanged 48 SP:Iteration 32Q (5947.329303 sec): 3 clusters Score: Raw -1019642.781528 + Penalty 1819.536919 = -1017823.244610 nChanged 48 SP:Iteration 33Q (5947.357118 sec): 3 clusters Score: Raw -1019648.139716 + Penalty 1819.536919 = -1017828.602798 nChanged 51 SP:Iteration 34Q (5947.384762 sec): 3 clusters Score: Raw -1019655.180761 + Penalty 1819.536919 = -1017835.643843 nChanged 51 SP:Iteration 35Q (5947.412738 sec): 3 clusters Score: Raw -1019663.985520 + Penalty 1819.536919 = -1017844.448601 nChanged 62 SP:Iteration 36Q (5947.440447 sec): 3 clusters Score: Raw -1019674.321447 + Penalty 1819.536919 = -1017854.784529 nChanged 45 SP:Iteration 37Q (5947.468205 sec): 3 clusters Score: Raw -1019680.964379 + Penalty 1819.536919 = -1017861.427460 nChanged 51 SP:Iteration 38Q (5947.495859 sec): 3 clusters Score: Raw -1019688.416655 + Penalty 1819.536919 = -1017868.879737 nChanged 48 SP:Iteration 39Q (5947.523543 sec): 3 clusters Score: Raw -1019695.069271 + Penalty 1819.536919 = -1017875.532353 nChanged 52 SP:Iteration 40F (5947.552009 sec): 3 clusters Score: Raw -1019704.728620 + Penalty 1819.536919 = -1017885.191702 nChanged 54 SP:Iteration 41Q (5947.579648 sec): 3 clusters Score: Raw -1019714.320088 + Penalty 1819.536919 = -1017894.783169 nChanged 51 SP:Iteration 42Q (5947.607051 sec): 3 clusters Score: Raw -1019724.802740 + Penalty 1819.536919 = -1017905.265821 nChanged 68 SP:Iteration 43Q (5947.634721 sec): 3 clusters Score: Raw -1019737.110367 + Penalty 1819.536919 = -1017917.573449 nChanged 58 SP:Iteration 44Q (5947.662260 sec): 3 clusters Score: Raw -1019747.063115 + Penalty 1819.536919 = -1017927.526197 nChanged 56 SP:Iteration 45Q (5947.689654 sec): 3 clusters Score: Raw -1019756.096110 + Penalty 1819.536919 = -1017936.559191 nChanged 52 SP:Iteration 46Q (5947.717013 sec): 3 clusters Score: Raw -1019765.793348 + Penalty 1819.536919 = -1017946.256429 nChanged 51 SP:Iteration 47Q (5947.744381 sec): 3 clusters Score: Raw -1019773.531863 + Penalty 1819.536919 = -1017953.994944 nChanged 58 SP:Iteration 48Q (5947.771668 sec): 3 clusters Score: Raw -1019782.943387 + Penalty 1819.536919 = -1017963.406469 nChanged 44 SP:Iteration 49Q (5947.798858 sec): 3 clusters Score: Raw -1019788.162539 + Penalty 1819.536919 = -1017968.625620 nChanged 29 SP:Iteration 50Q (5947.826615 sec): 3 clusters Score: Raw -1019791.118504 + Penalty 1819.536919 = -1017971.581586 nChanged 37 SP:Iteration 51Q (5947.853707 sec): 3 clusters Score: Raw -1019796.231666 + Penalty 1819.536919 = -1017976.694747 nChanged 43 SP:Iteration 52Q (5947.880873 sec): 3 clusters Score: Raw -1019802.931069 + Penalty 1819.536919 = -1017983.394150 nChanged 57 SP:Iteration 53Q (5947.907917 sec): 3 clusters Score: Raw -1019809.687545 + Penalty 1819.536919 = -1017990.150627 nChanged 50 SP:Iteration 54Q (5947.935265 sec): 3 clusters Score: Raw -1019815.876195 + Penalty 1819.536919 = -1017996.339276 nChanged 59 SP:Iteration 55Q (5947.962370 sec): 3 clusters Score: Raw -1019825.101849 + Penalty 1819.536919 = -1018005.564930 nChanged 56 SP:Iteration 56Q (5947.989362 sec): 3 clusters Score: Raw -1019833.907656 + Penalty 1819.536919 = -1018014.370737 nChanged 61 SP:Iteration 57Q (5948.016329 sec): 3 clusters Score: Raw -1019845.017956 + Penalty 1819.536919 = -1018025.481037 nChanged 60 SP:Iteration 58Q (5948.043290 sec): 3 clusters Score: Raw -1019855.779103 + Penalty 1819.536919 = -1018036.242185 nChanged 60 SP:Iteration 59Q (5948.070245 sec): 3 clusters Score: Raw -1019864.493145 + Penalty 1819.536919 = -1018044.956226 nChanged 61 SP:Iteration 60F (5948.098857 sec): 3 clusters Score: Raw -1019873.236569 + Penalty 1819.536919 = -1018053.699651 nChanged 63 SP:Iteration 61Q (5948.125719 sec): 3 clusters Score: Raw -1019885.310011 + Penalty 1819.536919 = -1018065.773093 nChanged 60 SP:Iteration 62Q (5948.152569 sec): 3 clusters Score: Raw -1019895.825348 + Penalty 1819.536919 = -1018076.288430 nChanged 47 SP:Iteration 63Q (5948.179474 sec): 3 clusters Score: Raw -1019903.016338 + Penalty 1819.536919 = -1018083.479420 nChanged 44 SP:Iteration 64Q (5948.206358 sec): 3 clusters Score: Raw -1019909.378359 + Penalty 1819.536919 = -1018089.841440 nChanged 38 SP:Iteration 65Q (5948.233128 sec): 3 clusters Score: Raw -1019915.226852 + Penalty 1819.536919 = -1018095.689933 nChanged 40 SP:Iteration 66Q (5948.259745 sec): 3 clusters Score: Raw -1019922.633286 + Penalty 1819.536919 = -1018103.096368 nChanged 48 SP:Iteration 67Q (5948.286653 sec): 3 clusters Score: Raw -1019929.723386 + Penalty 1819.536919 = -1018110.186467 nChanged 44 SP:Iteration 68Q (5948.313540 sec): 3 clusters Score: Raw -1019936.199494 + Penalty 1819.536919 = -1018116.662575 nChanged 44 SP:Iteration 69Q (5948.340103 sec): 3 clusters Score: Raw -1019943.256785 + Penalty 1819.536919 = -1018123.719867 nChanged 29 SP:Iteration 70Q (5948.366613 sec): 3 clusters Score: Raw -1019947.486117 + Penalty 1819.536919 = -1018127.949199 nChanged 33 SP:Iteration 71Q (5948.393378 sec): 3 clusters Score: Raw -1019951.730268 + Penalty 1819.536919 = -1018132.193350 nChanged 42 SP:Iteration 72Q (5948.420030 sec): 3 clusters Score: Raw -1019956.722612 + Penalty 1819.536919 = -1018137.185693 nChanged 41 SP:Iteration 73Q (5948.446669 sec): 3 clusters Score: Raw -1019962.583094 + Penalty 1819.536919 = -1018143.046176 nChanged 38 SP:Iteration 74Q (5948.473301 sec): 3 clusters Score: Raw -1019968.724324 + Penalty 1819.536919 = -1018149.187406 nChanged 36 SP:Iteration 75Q (5948.500035 sec): 3 clusters Score: Raw -1019975.379703 + Penalty 1819.536919 = -1018155.842785 nChanged 42 SP:Iteration 76Q (5948.526643 sec): 3 clusters Score: Raw -1019982.674818 + Penalty 1819.536919 = -1018163.137899 nChanged 47 SP:Iteration 77Q (5948.553168 sec): 3 clusters Score: Raw -1019990.407098 + Penalty 1819.536919 = -1018170.870180 nChanged 32 SP:Iteration 78Q (5948.579578 sec): 3 clusters Score: Raw -1019994.336169 + Penalty 1819.536919 = -1018174.799250 nChanged 25 SP:Iteration 79Q (5948.605888 sec): 3 clusters Score: Raw -1019997.628833 + Penalty 1819.536919 = -1018178.091914 nChanged 31 SP:Iteration 80F (5948.634612 sec): 3 clusters Score: Raw -1020001.802848 + Penalty 1819.536919 = -1018182.265930 nChanged 19 SP:Iteration 81Q (5948.661161 sec): 3 clusters Score: Raw -1020005.115812 + Penalty 1819.536919 = -1018185.578893 nChanged 24 SP:Iteration 82Q (5948.687621 sec): 3 clusters Score: Raw -1020008.658868 + Penalty 1819.536919 = -1018189.121950 nChanged 24 SP:Iteration 83Q (5948.714008 sec): 3 clusters Score: Raw -1020012.021135 + Penalty 1819.536919 = -1018192.484217 nChanged 25 SP:Iteration 84Q (5948.740474 sec): 3 clusters Score: Raw -1020015.272588 + Penalty 1819.536919 = -1018195.735670 nChanged 19 SP:Iteration 85Q (5948.766852 sec): 3 clusters Score: Raw -1020017.698603 + Penalty 1819.536919 = -1018198.161685 nChanged 17 SP:Iteration 86Q (5948.793099 sec): 3 clusters Score: Raw -1020019.959729 + Penalty 1819.536919 = -1018200.422811 nChanged 22 SP:Iteration 87Q (5948.819370 sec): 3 clusters Score: Raw -1020023.063665 + Penalty 1819.536919 = -1018203.526746 nChanged 23 SP:Iteration 88Q (5948.845736 sec): 3 clusters Score: Raw -1020026.604843 + Penalty 1819.536919 = -1018207.067925 nChanged 18 SP:Iteration 89Q (5948.872031 sec): 3 clusters Score: Raw -1020028.599058 + Penalty 1819.536919 = -1018209.062140 nChanged 15 SP:Iteration 90Q (5948.898397 sec): 3 clusters Score: Raw -1020030.252261 + Penalty 1819.536919 = -1018210.715343 nChanged 18 SP:Iteration 91Q (5948.924602 sec): 3 clusters Score: Raw -1020031.994285 + Penalty 1819.536919 = -1018212.457366 nChanged 17 SP:Iteration 92Q (5948.950748 sec): 3 clusters Score: Raw -1020034.431740 + Penalty 1819.536919 = -1018214.894822 nChanged 22 SP:Iteration 93Q (5948.976962 sec): 3 clusters Score: Raw -1020037.684546 + Penalty 1819.536919 = -1018218.147628 nChanged 20 SP:Iteration 94Q (5949.003205 sec): 3 clusters Score: Raw -1020040.923308 + Penalty 1819.536919 = -1018221.386390 nChanged 19 SP:Iteration 95Q (5949.029389 sec): 3 clusters Score: Raw -1020043.185723 + Penalty 1819.536919 = -1018223.648805 nChanged 16 SP:Iteration 96Q (5949.055544 sec): 3 clusters Score: Raw -1020045.080031 + Penalty 1819.536919 = -1018225.543112 nChanged 17 SP:Iteration 97Q (5949.081614 sec): 3 clusters Score: Raw -1020046.576512 + Penalty 1819.536919 = -1018227.039593 nChanged 13 SP:Iteration 98Q (5949.107831 sec): 3 clusters Score: Raw -1020047.834378 + Penalty 1819.536919 = -1018228.297459 nChanged 10 SP:Iteration 99Q (5949.133898 sec): 3 clusters Score: Raw -1020048.639138 + Penalty 1819.536919 = -1018229.102219 nChanged 13 SP:Iteration 100F (5949.162387 sec): 3 clusters Score: Raw -1020050.136768 + Penalty 1819.536919 = -1018230.599849 nChanged 8 SP:Iteration 101Q (5949.188595 sec): 3 clusters Score: Raw -1020051.649455 + Penalty 1819.536919 = -1018232.112536 nChanged 9 SP:Iteration 102Q (5949.214869 sec): 3 clusters Score: Raw -1020052.811241 + Penalty 1819.536919 = -1018233.274322 nChanged 9 SP:Iteration 103Q (5949.241062 sec): 3 clusters Score: Raw -1020053.944393 + Penalty 1819.536919 = -1018234.407475 nChanged 6 SP:Iteration 104Q (5949.267175 sec): 3 clusters Score: Raw -1020054.535628 + Penalty 1819.536919 = -1018234.998710 nChanged 7 SP:Iteration 105Q (5949.293243 sec): 3 clusters Score: Raw -1020055.918412 + Penalty 1819.536919 = -1018236.381494 nChanged 11 SP:Iteration 106Q (5949.319516 sec): 3 clusters Score: Raw -1020057.465643 + Penalty 1819.536919 = -1018237.928725 nChanged 10 SP:Iteration 107Q (5949.345613 sec): 3 clusters Score: Raw -1020058.363998 + Penalty 1819.536919 = -1018238.827079 nChanged 8 SP:Iteration 108Q (5949.371708 sec): 3 clusters Score: Raw -1020059.271679 + Penalty 1819.536919 = -1018239.734760 nChanged 7 SP:Iteration 109Q (5949.397713 sec): 3 clusters Score: Raw -1020060.150717 + Penalty 1819.536919 = -1018240.613799 nChanged 5 SP:Iteration 110Q (5949.423881 sec): 3 clusters Score: Raw -1020060.511702 + Penalty 1819.536919 = -1018240.974783 nChanged 5 SP:Iteration 111Q (5949.449943 sec): 3 clusters Score: Raw -1020060.853920 + Penalty 1819.536919 = -1018241.317001 nChanged 4 SP:Iteration 112Q (5949.476040 sec): 3 clusters Score: Raw -1020061.257628 + Penalty 1819.536919 = -1018241.720710 nChanged 8 SP:Iteration 113Q (5949.502131 sec): 3 clusters Score: Raw -1020062.071797 + Penalty 1819.536919 = -1018242.534879 nChanged 3 SP:Iteration 114Q (5949.528080 sec): 3 clusters Score: Raw -1020062.311204 + Penalty 1819.536919 = -1018242.774285 nChanged 3 SP:Iteration 115Q (5949.554096 sec): 3 clusters Score: Raw -1020062.466493 + Penalty 1819.536919 = -1018242.929574 nChanged 3 SP:Iteration 116Q (5949.580122 sec): 3 clusters Score: Raw -1020062.679046 + Penalty 1819.536919 = -1018243.142128 nChanged 6 SP:Iteration 117Q (5949.606180 sec): 3 clusters Score: Raw -1020063.357476 + Penalty 1819.536919 = -1018243.820557 nChanged 8 SP:Iteration 118Q (5949.632335 sec): 3 clusters Score: Raw -1020064.197828 + Penalty 1819.536919 = -1018244.660910 nChanged 7 SP:Iteration 119Q (5949.658381 sec): 3 clusters Score: Raw -1020065.178767 + Penalty 1819.536919 = -1018245.641848 nChanged 5 SP:Iteration 120F (5949.686858 sec): 3 clusters Score: Raw -1020065.553711 + Penalty 1819.536919 = -1018246.016792 nChanged 4 SP:Iteration 121Q (5949.712984 sec): 3 clusters Score: Raw -1020065.941315 + Penalty 1819.536919 = -1018246.404397 nChanged 2 SP:Iteration 122Q (5949.739107 sec): 3 clusters Score: Raw -1020066.140495 + Penalty 1819.536919 = -1018246.603577 nChanged 3 SP:Iteration 123Q (5949.765118 sec): 3 clusters Score: Raw -1020066.367990 + Penalty 1819.536919 = -1018246.831072 nChanged 1 SP:Iteration 124Q (5949.791096 sec): 3 clusters Score: Raw -1020066.443503 + Penalty 1819.536919 = -1018246.906585 nChanged 1 SP:Iteration 125Q (5949.817078 sec): 3 clusters Score: Raw -1020066.490256 + Penalty 1819.536919 = -1018246.953338 nChanged 0 SP:Iteration 126F (5949.845648 sec): 3 clusters Score: Raw -1020066.490256 + Penalty 1819.536919 = -1018246.953338 nChanged 0 Trying to split cluster 20 (21231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5949.877674 sec): 2 clusters Score: Raw -1578064.690352 + Penalty 946.505677 = -1577118.184675 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5949.917360 sec): 3 clusters Score: Raw -1564859.959527 + Penalty 1893.011355 = -1562966.948173 nChanged 9817 SP:Iteration 1F (5949.953942 sec): 3 clusters Score: Raw -1570510.759854 + Penalty 1893.011355 = -1568617.748500 nChanged 1348 SP:Iteration 2F (5949.989708 sec): 3 clusters Score: Raw -1571190.250899 + Penalty 1893.011355 = -1569297.239544 nChanged 1549 SP:Iteration 3F (5950.025828 sec): 3 clusters Score: Raw -1572108.147734 + Penalty 1893.011355 = -1570215.136379 nChanged 1646 SP:Iteration 4F (5950.061065 sec): 3 clusters Score: Raw -1573241.642407 + Penalty 1893.011355 = -1571348.631052 nChanged 1550 SP:Iteration 5F (5950.097467 sec): 3 clusters Score: Raw -1574348.249890 + Penalty 1893.011355 = -1572455.238535 nChanged 1319 SP:Iteration 6F (5950.133206 sec): 3 clusters Score: Raw -1575337.510137 + Penalty 1893.011355 = -1573444.498782 nChanged 1114 SP:Iteration 7F (5950.170023 sec): 3 clusters Score: Raw -1576174.076756 + Penalty 1893.011355 = -1574281.065401 nChanged 882 SP:Iteration 8Q (5950.207148 sec): 3 clusters Score: Raw -1576838.070471 + Penalty 1893.011355 = -1574945.059117 nChanged 665 SP:Iteration 9Q (5950.242664 sec): 3 clusters Score: Raw -1577328.727344 + Penalty 1893.011355 = -1575435.715989 nChanged 506 SP:Iteration 10Q (5950.277571 sec): 3 clusters Score: Raw -1577718.713682 + Penalty 1893.011355 = -1575825.702327 nChanged 343 SP:Iteration 11Q (5950.312813 sec): 3 clusters Score: Raw -1577966.263905 + Penalty 1893.011355 = -1576073.252550 nChanged 204 SP:Iteration 12Q (5950.345890 sec): 3 clusters Score: Raw -1578102.322390 + Penalty 1893.011355 = -1576209.311035 nChanged 121 SP:Iteration 13Q (5950.379376 sec): 3 clusters Score: Raw -1578202.933963 + Penalty 1893.011355 = -1576309.922608 nChanged 79 SP:Iteration 14Q (5950.412473 sec): 3 clusters Score: Raw -1578278.346545 + Penalty 1893.011355 = -1576385.335190 nChanged 68 SP:Iteration 15Q (5950.445171 sec): 3 clusters Score: Raw -1578336.766881 + Penalty 1893.011355 = -1576443.755526 nChanged 42 SP:Iteration 16Q (5950.477677 sec): 3 clusters Score: Raw -1578368.676669 + Penalty 1893.011355 = -1576475.665314 nChanged 21 SP:Iteration 17Q (5950.509746 sec): 3 clusters Score: Raw -1578383.752963 + Penalty 1893.011355 = -1576490.741608 nChanged 18 SP:Iteration 18Q (5950.541711 sec): 3 clusters Score: Raw -1578392.963932 + Penalty 1893.011355 = -1576499.952578 nChanged 16 SP:Iteration 19Q (5950.573618 sec): 3 clusters Score: Raw -1578403.393364 + Penalty 1893.011355 = -1576510.382009 nChanged 25 SP:Iteration 20F (5950.610195 sec): 3 clusters Score: Raw -1578427.154746 + Penalty 1893.011355 = -1576534.143391 nChanged 29 SP:Iteration 21Q (5950.642045 sec): 3 clusters Score: Raw -1578451.627748 + Penalty 1893.011355 = -1576558.616393 nChanged 17 SP:Iteration 22Q (5950.674116 sec): 3 clusters Score: Raw -1578466.090950 + Penalty 1893.011355 = -1576573.079596 nChanged 21 SP:Iteration 23Q (5950.705381 sec): 3 clusters Score: Raw -1578478.586092 + Penalty 1893.011355 = -1576585.574738 nChanged 22 SP:Iteration 24Q (5950.736854 sec): 3 clusters Score: Raw -1578493.684901 + Penalty 1893.011355 = -1576600.673546 nChanged 23 SP:Iteration 25Q (5950.772315 sec): 3 clusters Score: Raw -1578516.704161 + Penalty 1893.011355 = -1576623.692806 nChanged 31 SP:Iteration 26Q (5950.803858 sec): 3 clusters Score: Raw -1578538.804874 + Penalty 1893.011355 = -1576645.793519 nChanged 27 SP:Iteration 27Q (5950.835176 sec): 3 clusters Score: Raw -1578553.837813 + Penalty 1893.011355 = -1576660.826458 nChanged 22 SP:Iteration 28Q (5950.866397 sec): 3 clusters Score: Raw -1578568.321545 + Penalty 1893.011355 = -1576675.310190 nChanged 19 SP:Iteration 29Q (5950.897659 sec): 3 clusters Score: Raw -1578580.624308 + Penalty 1893.011355 = -1576687.612953 nChanged 20 SP:Iteration 30Q (5950.929074 sec): 3 clusters Score: Raw -1578590.333855 + Penalty 1893.011355 = -1576697.322501 nChanged 16 SP:Iteration 31Q (5950.972009 sec): 3 clusters Score: Raw -1578601.218221 + Penalty 1893.011355 = -1576708.206867 nChanged 18 SP:Iteration 32Q (5951.002763 sec): 3 clusters Score: Raw -1578608.657204 + Penalty 1893.011355 = -1576715.645849 nChanged 15 SP:Iteration 33Q (5951.033864 sec): 3 clusters Score: Raw -1578613.613560 + Penalty 1893.011355 = -1576720.602205 nChanged 7 SP:Iteration 34Q (5951.065194 sec): 3 clusters Score: Raw -1578615.315853 + Penalty 1893.011355 = -1576722.304498 nChanged 4 SP:Iteration 35Q (5951.096427 sec): 3 clusters Score: Raw -1578617.251637 + Penalty 1893.011355 = -1576724.240282 nChanged 3 SP:Iteration 36Q (5951.127673 sec): 3 clusters Score: Raw -1578617.688825 + Penalty 1893.011355 = -1576724.677470 nChanged 1 SP:Iteration 37Q (5951.158954 sec): 3 clusters Score: Raw -1578617.749655 + Penalty 1893.011355 = -1576724.738301 nChanged 1 SP:Iteration 38Q (5951.190237 sec): 3 clusters Score: Raw -1578617.854608 + Penalty 1893.011355 = -1576724.843253 nChanged 0 SP:Iteration 39F (5951.226615 sec): 3 clusters Score: Raw -1578617.854608 + Penalty 1893.011355 = -1576724.843253 nChanged 0 Trying to split cluster 21 (3168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5951.241908 sec): 2 clusters Score: Raw -240842.973969 + Penalty 765.781297 = -240077.192672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5951.254533 sec): 3 clusters Score: Raw -239194.008155 + Penalty 1531.562593 = -237662.445562 nChanged 1318 SP:Iteration 1F (5951.266022 sec): 3 clusters Score: Raw -239944.200332 + Penalty 1531.562593 = -238412.637739 nChanged 275 SP:Iteration 2F (5951.277583 sec): 3 clusters Score: Raw -240108.461056 + Penalty 1531.562593 = -238576.898463 nChanged 187 SP:Iteration 3F (5951.289199 sec): 3 clusters Score: Raw -240215.677153 + Penalty 1531.562593 = -238684.114560 nChanged 159 SP:Iteration 4F (5951.300759 sec): 3 clusters Score: Raw -240317.276443 + Penalty 1531.562593 = -238785.713850 nChanged 165 SP:Iteration 5F (5951.312288 sec): 3 clusters Score: Raw -240416.883249 + Penalty 1531.562593 = -238885.320656 nChanged 148 SP:Iteration 6Q (5951.323786 sec): 3 clusters Score: Raw -240528.464671 + Penalty 1531.562593 = -238996.902078 nChanged 155 SP:Iteration 7Q (5951.335365 sec): 3 clusters Score: Raw -240648.547417 + Penalty 1531.562593 = -239116.984824 nChanged 137 SP:Iteration 8Q (5951.346935 sec): 3 clusters Score: Raw -240731.553781 + Penalty 1531.562593 = -239199.991188 nChanged 96 SP:Iteration 9Q (5951.358329 sec): 3 clusters Score: Raw -240772.862383 + Penalty 1531.562593 = -239241.299790 nChanged 59 SP:Iteration 10Q (5951.369824 sec): 3 clusters Score: Raw -240797.727593 + Penalty 1531.562593 = -239266.165000 nChanged 49 SP:Iteration 11Q (5951.381357 sec): 3 clusters Score: Raw -240815.468843 + Penalty 1531.562593 = -239283.906250 nChanged 48 SP:Iteration 12Q (5951.392893 sec): 3 clusters Score: Raw -240834.957724 + Penalty 1531.562593 = -239303.395131 nChanged 37 SP:Iteration 13Q (5951.404270 sec): 3 clusters Score: Raw -240846.674320 + Penalty 1531.562593 = -239315.111727 nChanged 28 SP:Iteration 14Q (5951.415774 sec): 3 clusters Score: Raw -240859.154423 + Penalty 1531.562593 = -239327.591830 nChanged 38 SP:Iteration 15Q (5951.427258 sec): 3 clusters Score: Raw -240885.205679 + Penalty 1531.562593 = -239353.643086 nChanged 41 SP:Iteration 16Q (5951.438746 sec): 3 clusters Score: Raw -240915.658774 + Penalty 1531.562593 = -239384.096181 nChanged 42 SP:Iteration 17Q (5951.450200 sec): 3 clusters Score: Raw -240950.715063 + Penalty 1531.562593 = -239419.152470 nChanged 42 SP:Iteration 18Q (5951.461613 sec): 3 clusters Score: Raw -240978.632241 + Penalty 1531.562593 = -239447.069648 nChanged 38 SP:Iteration 19Q (5951.472849 sec): 3 clusters Score: Raw -240995.559113 + Penalty 1531.562593 = -239463.996520 nChanged 24 SP:Iteration 20F (5951.484372 sec): 3 clusters Score: Raw -241006.391513 + Penalty 1531.562593 = -239474.828920 nChanged 18 SP:Iteration 21Q (5951.495702 sec): 3 clusters Score: Raw -241013.515866 + Penalty 1531.562593 = -239481.953273 nChanged 17 SP:Iteration 22Q (5951.507106 sec): 3 clusters Score: Raw -241021.191272 + Penalty 1531.562593 = -239489.628679 nChanged 10 SP:Iteration 23Q (5951.518441 sec): 3 clusters Score: Raw -241025.672017 + Penalty 1531.562593 = -239494.109424 nChanged 14 SP:Iteration 24Q (5951.529754 sec): 3 clusters Score: Raw -241031.237626 + Penalty 1531.562593 = -239499.675033 nChanged 19 SP:Iteration 25Q (5951.540947 sec): 3 clusters Score: Raw -241037.920752 + Penalty 1531.562593 = -239506.358159 nChanged 8 SP:Iteration 26Q (5951.552240 sec): 3 clusters Score: Raw -241041.123210 + Penalty 1531.562593 = -239509.560617 nChanged 9 SP:Iteration 27Q (5951.563413 sec): 3 clusters Score: Raw -241045.413732 + Penalty 1531.562593 = -239513.851139 nChanged 10 SP:Iteration 28Q (5951.574636 sec): 3 clusters Score: Raw -241050.118866 + Penalty 1531.562593 = -239518.556273 nChanged 8 SP:Iteration 29Q (5951.585768 sec): 3 clusters Score: Raw -241053.239202 + Penalty 1531.562593 = -239521.676609 nChanged 9 SP:Iteration 30Q (5951.597018 sec): 3 clusters Score: Raw -241056.731723 + Penalty 1531.562593 = -239525.169130 nChanged 5 SP:Iteration 31Q (5951.608242 sec): 3 clusters Score: Raw -241058.090889 + Penalty 1531.562593 = -239526.528296 nChanged 3 SP:Iteration 32Q (5951.619472 sec): 3 clusters Score: Raw -241058.468653 + Penalty 1531.562593 = -239526.906060 nChanged 0 SP:Iteration 33F (5951.630959 sec): 3 clusters Score: Raw -241058.468653 + Penalty 1531.562593 = -239526.906060 nChanged 0 Trying to split cluster 22 (5985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5951.649345 sec): 2 clusters Score: Raw -395490.540431 + Penalty 826.216104 = -394664.324327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5951.669732 sec): 3 clusters Score: Raw -392089.112790 + Penalty 1652.432207 = -390436.680583 nChanged 2591 SP:Iteration 1F (5951.689642 sec): 3 clusters Score: Raw -393581.106317 + Penalty 1652.432207 = -391928.674110 nChanged 423 SP:Iteration 2F (5951.709447 sec): 3 clusters Score: Raw -393825.838306 + Penalty 1652.432207 = -392173.406098 nChanged 370 SP:Iteration 3F (5951.729390 sec): 3 clusters Score: Raw -394055.327455 + Penalty 1652.432207 = -392402.895247 nChanged 335 SP:Iteration 4F (5951.749256 sec): 3 clusters Score: Raw -394286.332105 + Penalty 1652.432207 = -392633.899898 nChanged 304 SP:Iteration 5F (5951.769140 sec): 3 clusters Score: Raw -394535.219456 + Penalty 1652.432207 = -392882.787249 nChanged 296 SP:Iteration 6Q (5951.788626 sec): 3 clusters Score: Raw -394755.112509 + Penalty 1652.432207 = -393102.680301 nChanged 256 SP:Iteration 7Q (5951.808383 sec): 3 clusters Score: Raw -394913.248171 + Penalty 1652.432207 = -393260.815963 nChanged 202 SP:Iteration 8Q (5951.827950 sec): 3 clusters Score: Raw -395030.370784 + Penalty 1652.432207 = -393377.938576 nChanged 171 SP:Iteration 9Q (5951.847356 sec): 3 clusters Score: Raw -395137.228254 + Penalty 1652.432207 = -393484.796046 nChanged 141 SP:Iteration 10Q (5951.866592 sec): 3 clusters Score: Raw -395217.017123 + Penalty 1652.432207 = -393564.584916 nChanged 108 SP:Iteration 11Q (5951.886018 sec): 3 clusters Score: Raw -395268.808864 + Penalty 1652.432207 = -393616.376657 nChanged 84 SP:Iteration 12Q (5951.905366 sec): 3 clusters Score: Raw -395303.940541 + Penalty 1652.432207 = -393651.508334 nChanged 70 SP:Iteration 13Q (5951.924527 sec): 3 clusters Score: Raw -395332.681065 + Penalty 1652.432207 = -393680.248858 nChanged 63 SP:Iteration 14Q (5951.943692 sec): 3 clusters Score: Raw -395357.962204 + Penalty 1652.432207 = -393705.529996 nChanged 61 SP:Iteration 15Q (5951.962702 sec): 3 clusters Score: Raw -395385.986099 + Penalty 1652.432207 = -393733.553891 nChanged 56 SP:Iteration 16Q (5951.981615 sec): 3 clusters Score: Raw -395412.545799 + Penalty 1652.432207 = -393760.113591 nChanged 60 SP:Iteration 17Q (5952.000559 sec): 3 clusters Score: Raw -395437.111810 + Penalty 1652.432207 = -393784.679603 nChanged 44 SP:Iteration 18Q (5952.019466 sec): 3 clusters Score: Raw -395456.507769 + Penalty 1652.432207 = -393804.075562 nChanged 43 SP:Iteration 19Q (5952.038517 sec): 3 clusters Score: Raw -395473.650368 + Penalty 1652.432207 = -393821.218161 nChanged 34 SP:Iteration 20F (5952.058105 sec): 3 clusters Score: Raw -395488.103323 + Penalty 1652.432207 = -393835.671116 nChanged 30 SP:Iteration 21Q (5952.076872 sec): 3 clusters Score: Raw -395502.791552 + Penalty 1652.432207 = -393850.359345 nChanged 37 SP:Iteration 22Q (5952.095863 sec): 3 clusters Score: Raw -395516.263338 + Penalty 1652.432207 = -393863.831130 nChanged 31 SP:Iteration 23Q (5952.114964 sec): 3 clusters Score: Raw -395526.073058 + Penalty 1652.432207 = -393873.640851 nChanged 19 SP:Iteration 24Q (5952.133777 sec): 3 clusters Score: Raw -395530.814984 + Penalty 1652.432207 = -393878.382776 nChanged 13 SP:Iteration 25Q (5952.152394 sec): 3 clusters Score: Raw -395533.424042 + Penalty 1652.432207 = -393880.991834 nChanged 9 SP:Iteration 26Q (5952.171499 sec): 3 clusters Score: Raw -395535.735286 + Penalty 1652.432207 = -393883.303078 nChanged 8 SP:Iteration 27Q (5952.190499 sec): 3 clusters Score: Raw -395539.019674 + Penalty 1652.432207 = -393886.587466 nChanged 12 SP:Iteration 28Q (5952.209214 sec): 3 clusters Score: Raw -395543.122077 + Penalty 1652.432207 = -393890.689869 nChanged 10 SP:Iteration 29Q (5952.228193 sec): 3 clusters Score: Raw -395546.350310 + Penalty 1652.432207 = -393893.918103 nChanged 14 SP:Iteration 30Q (5952.247023 sec): 3 clusters Score: Raw -395550.558259 + Penalty 1652.432207 = -393898.126052 nChanged 13 SP:Iteration 31Q (5952.265650 sec): 3 clusters Score: Raw -395553.841117 + Penalty 1652.432207 = -393901.408910 nChanged 12 SP:Iteration 32Q (5952.284354 sec): 3 clusters Score: Raw -395556.700942 + Penalty 1652.432207 = -393904.268735 nChanged 14 SP:Iteration 33Q (5952.303199 sec): 3 clusters Score: Raw -395559.515388 + Penalty 1652.432207 = -393907.083181 nChanged 11 SP:Iteration 34Q (5952.322165 sec): 3 clusters Score: Raw -395563.010016 + Penalty 1652.432207 = -393910.577808 nChanged 17 SP:Iteration 35Q (5952.340922 sec): 3 clusters Score: Raw -395566.318865 + Penalty 1652.432207 = -393913.886658 nChanged 9 SP:Iteration 36Q (5952.359554 sec): 3 clusters Score: Raw -395568.087599 + Penalty 1652.432207 = -393915.655392 nChanged 11 SP:Iteration 37Q (5952.378378 sec): 3 clusters Score: Raw -395570.984584 + Penalty 1652.432207 = -393918.552376 nChanged 12 SP:Iteration 38Q (5952.397021 sec): 3 clusters Score: Raw -395574.177007 + Penalty 1652.432207 = -393921.744799 nChanged 12 SP:Iteration 39Q (5952.415852 sec): 3 clusters Score: Raw -395577.726518 + Penalty 1652.432207 = -393925.294311 nChanged 18 SP:Iteration 40F (5952.435332 sec): 3 clusters Score: Raw -395583.134843 + Penalty 1652.432207 = -393930.702635 nChanged 16 SP:Iteration 41Q (5952.453956 sec): 3 clusters Score: Raw -395587.282372 + Penalty 1652.432207 = -393934.850164 nChanged 14 SP:Iteration 42Q (5952.472692 sec): 3 clusters Score: Raw -395591.307456 + Penalty 1652.432207 = -393938.875249 nChanged 16 SP:Iteration 43Q (5952.491408 sec): 3 clusters Score: Raw -395597.051677 + Penalty 1652.432207 = -393944.619469 nChanged 19 SP:Iteration 44Q (5952.510025 sec): 3 clusters Score: Raw -395602.514389 + Penalty 1652.432207 = -393950.082181 nChanged 14 SP:Iteration 45Q (5952.528561 sec): 3 clusters Score: Raw -395607.002515 + Penalty 1652.432207 = -393954.570307 nChanged 14 SP:Iteration 46Q (5952.547297 sec): 3 clusters Score: Raw -395611.173362 + Penalty 1652.432207 = -393958.741154 nChanged 13 SP:Iteration 47Q (5952.565971 sec): 3 clusters Score: Raw -395615.297016 + Penalty 1652.432207 = -393962.864808 nChanged 14 SP:Iteration 48Q (5952.584448 sec): 3 clusters Score: Raw -395619.772081 + Penalty 1652.432207 = -393967.339873 nChanged 14 SP:Iteration 49Q (5952.602952 sec): 3 clusters Score: Raw -395623.378705 + Penalty 1652.432207 = -393970.946498 nChanged 10 SP:Iteration 50Q (5952.621441 sec): 3 clusters Score: Raw -395626.882443 + Penalty 1652.432207 = -393974.450236 nChanged 11 SP:Iteration 51Q (5952.639876 sec): 3 clusters Score: Raw -395630.046981 + Penalty 1652.432207 = -393977.614774 nChanged 14 SP:Iteration 52Q (5952.658206 sec): 3 clusters Score: Raw -395634.412873 + Penalty 1652.432207 = -393981.980665 nChanged 14 SP:Iteration 53Q (5952.676821 sec): 3 clusters Score: Raw -395639.086689 + Penalty 1652.432207 = -393986.654481 nChanged 16 SP:Iteration 54Q (5952.695301 sec): 3 clusters Score: Raw -395643.316086 + Penalty 1652.432207 = -393990.883879 nChanged 11 SP:Iteration 55Q (5952.713890 sec): 3 clusters Score: Raw -395647.053964 + Penalty 1652.432207 = -393994.621756 nChanged 13 SP:Iteration 56Q (5952.732561 sec): 3 clusters Score: Raw -395650.809892 + Penalty 1652.432207 = -393998.377685 nChanged 11 SP:Iteration 57Q (5952.750914 sec): 3 clusters Score: Raw -395654.778901 + Penalty 1652.432207 = -394002.346693 nChanged 12 SP:Iteration 58Q (5952.769301 sec): 3 clusters Score: Raw -395658.922271 + Penalty 1652.432207 = -394006.490064 nChanged 6 SP:Iteration 59Q (5952.787547 sec): 3 clusters Score: Raw -395660.107469 + Penalty 1652.432207 = -394007.675262 nChanged 2 SP:Iteration 60F (5952.807409 sec): 3 clusters Score: Raw -395660.339702 + Penalty 1652.432207 = -394007.907495 nChanged 3 SP:Iteration 61Q (5952.826135 sec): 3 clusters Score: Raw -395660.936087 + Penalty 1652.432207 = -394008.503879 nChanged 2 SP:Iteration 62Q (5952.844489 sec): 3 clusters Score: Raw -395661.465597 + Penalty 1652.432207 = -394009.033389 nChanged 0 SP:Iteration 63F (5952.864325 sec): 3 clusters Score: Raw -395661.465597 + Penalty 1652.432207 = -394009.033389 nChanged 0 Trying to split cluster 23 (4175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5952.880771 sec): 2 clusters Score: Raw -314611.834776 + Penalty 792.002616 = -313819.832160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5952.896978 sec): 3 clusters Score: Raw -312292.750804 + Penalty 1584.005231 = -310708.745573 nChanged 1749 SP:Iteration 1F (5952.911901 sec): 3 clusters Score: Raw -313347.843275 + Penalty 1584.005231 = -311763.838044 nChanged 358 SP:Iteration 2F (5952.926781 sec): 3 clusters Score: Raw -313567.293372 + Penalty 1584.005231 = -311983.288141 nChanged 313 SP:Iteration 3F (5952.941641 sec): 3 clusters Score: Raw -313780.560663 + Penalty 1584.005231 = -312196.555432 nChanged 299 SP:Iteration 4F (5952.956538 sec): 3 clusters Score: Raw -314019.943424 + Penalty 1584.005231 = -312435.938193 nChanged 239 SP:Iteration 5F (5952.971327 sec): 3 clusters Score: Raw -314213.211072 + Penalty 1584.005231 = -312629.205841 nChanged 199 SP:Iteration 6Q (5952.986055 sec): 3 clusters Score: Raw -314372.659084 + Penalty 1584.005231 = -312788.653853 nChanged 154 SP:Iteration 7Q (5953.000722 sec): 3 clusters Score: Raw -314522.421210 + Penalty 1584.005231 = -312938.415979 nChanged 131 SP:Iteration 8Q (5953.015283 sec): 3 clusters Score: Raw -314665.904855 + Penalty 1584.005231 = -313081.899624 nChanged 88 SP:Iteration 9Q (5953.029592 sec): 3 clusters Score: Raw -314764.161386 + Penalty 1584.005231 = -313180.156155 nChanged 53 SP:Iteration 10Q (5953.043925 sec): 3 clusters Score: Raw -314822.637476 + Penalty 1584.005231 = -313238.632245 nChanged 22 SP:Iteration 11Q (5953.058113 sec): 3 clusters Score: Raw -314844.067977 + Penalty 1584.005231 = -313260.062746 nChanged 14 SP:Iteration 12Q (5953.072311 sec): 3 clusters Score: Raw -314857.805961 + Penalty 1584.005231 = -313273.800730 nChanged 17 SP:Iteration 13Q (5953.086349 sec): 3 clusters Score: Raw -314873.651928 + Penalty 1584.005231 = -313289.646697 nChanged 8 SP:Iteration 14Q (5953.100321 sec): 3 clusters Score: Raw -314879.394926 + Penalty 1584.005231 = -313295.389695 nChanged 2 SP:Iteration 15Q (5953.114276 sec): 3 clusters Score: Raw -314880.881635 + Penalty 1584.005231 = -313296.876404 nChanged 4 SP:Iteration 16Q (5953.128217 sec): 3 clusters Score: Raw -314883.849040 + Penalty 1584.005231 = -313299.843809 nChanged 2 SP:Iteration 17Q (5953.142118 sec): 3 clusters Score: Raw -314886.692490 + Penalty 1584.005231 = -313302.687259 nChanged 2 SP:Iteration 18Q (5953.156039 sec): 3 clusters Score: Raw -314890.326950 + Penalty 1584.005231 = -313306.321719 nChanged 5 SP:Iteration 19Q (5953.169946 sec): 3 clusters Score: Raw -314894.933915 + Penalty 1584.005231 = -313310.928684 nChanged 3 SP:Iteration 20F (5953.184715 sec): 3 clusters Score: Raw -314939.031285 + Penalty 1584.005231 = -313355.026053 nChanged 15 SP:Iteration 21Q (5953.198650 sec): 3 clusters Score: Raw -314973.265889 + Penalty 1584.005231 = -313389.260658 nChanged 19 SP:Iteration 22Q (5953.212638 sec): 3 clusters Score: Raw -314999.247816 + Penalty 1584.005231 = -313415.242585 nChanged 22 SP:Iteration 23Q (5953.226564 sec): 3 clusters Score: Raw -315025.044929 + Penalty 1584.005231 = -313441.039698 nChanged 20 SP:Iteration 24Q (5953.240325 sec): 3 clusters Score: Raw -315048.931377 + Penalty 1584.005231 = -313464.926146 nChanged 24 SP:Iteration 25Q (5953.254072 sec): 3 clusters Score: Raw -315076.595756 + Penalty 1584.005231 = -313492.590525 nChanged 23 SP:Iteration 26Q (5953.267980 sec): 3 clusters Score: Raw -315101.505180 + Penalty 1584.005231 = -313517.499949 nChanged 26 SP:Iteration 27Q (5953.281912 sec): 3 clusters Score: Raw -315126.536801 + Penalty 1584.005231 = -313542.531570 nChanged 26 SP:Iteration 28Q (5953.295796 sec): 3 clusters Score: Raw -315147.668122 + Penalty 1584.005231 = -313563.662891 nChanged 26 SP:Iteration 29Q (5953.309730 sec): 3 clusters Score: Raw -315170.240089 + Penalty 1584.005231 = -313586.234858 nChanged 26 SP:Iteration 30Q (5953.323645 sec): 3 clusters Score: Raw -315190.362713 + Penalty 1584.005231 = -313606.357482 nChanged 20 SP:Iteration 31Q (5953.337396 sec): 3 clusters Score: Raw -315212.899477 + Penalty 1584.005231 = -313628.894246 nChanged 22 SP:Iteration 32Q (5953.351259 sec): 3 clusters Score: Raw -315237.708569 + Penalty 1584.005231 = -313653.703338 nChanged 16 SP:Iteration 33Q (5953.365122 sec): 3 clusters Score: Raw -315248.904324 + Penalty 1584.005231 = -313664.899093 nChanged 17 SP:Iteration 34Q (5953.378995 sec): 3 clusters Score: Raw -315259.120472 + Penalty 1584.005231 = -313675.115241 nChanged 6 SP:Iteration 35Q (5953.392869 sec): 3 clusters Score: Raw -315263.375053 + Penalty 1584.005231 = -313679.369822 nChanged 5 SP:Iteration 36Q (5953.406764 sec): 3 clusters Score: Raw -315265.812618 + Penalty 1584.005231 = -313681.807387 nChanged 5 SP:Iteration 37Q (5953.420420 sec): 3 clusters Score: Raw -315267.651885 + Penalty 1584.005231 = -313683.646654 nChanged 1 SP:Iteration 38Q (5953.434277 sec): 3 clusters Score: Raw -315268.297799 + Penalty 1584.005231 = -313684.292568 nChanged 0 SP:Iteration 39F (5953.448908 sec): 3 clusters Score: Raw -315281.048242 + Penalty 1584.005231 = -313697.043011 nChanged 9 SP:Iteration 40F (5953.463515 sec): 3 clusters Score: Raw -315294.527430 + Penalty 1584.005231 = -313710.522199 nChanged 17 SP:Iteration 41Q (5953.477568 sec): 3 clusters Score: Raw -315305.544184 + Penalty 1584.005231 = -313721.538953 nChanged 13 SP:Iteration 42Q (5953.491478 sec): 3 clusters Score: Raw -315313.403148 + Penalty 1584.005231 = -313729.397917 nChanged 12 SP:Iteration 43Q (5953.505572 sec): 3 clusters Score: Raw -315319.437367 + Penalty 1584.005231 = -313735.432136 nChanged 9 SP:Iteration 44Q (5953.519655 sec): 3 clusters Score: Raw -315324.466609 + Penalty 1584.005231 = -313740.461378 nChanged 8 SP:Iteration 45Q (5953.533728 sec): 3 clusters Score: Raw -315327.228784 + Penalty 1584.005231 = -313743.223553 nChanged 4 SP:Iteration 46Q (5953.547784 sec): 3 clusters Score: Raw -315328.635075 + Penalty 1584.005231 = -313744.629844 nChanged 2 SP:Iteration 47Q (5953.561883 sec): 3 clusters Score: Raw -315329.574898 + Penalty 1584.005231 = -313745.569667 nChanged 1 SP:Iteration 48Q (5953.575945 sec): 3 clusters Score: Raw -315329.891957 + Penalty 1584.005231 = -313745.886725 nChanged 0 SP:Iteration 49F (5953.590725 sec): 3 clusters Score: Raw -315329.891957 + Penalty 1584.005231 = -313745.886725 nChanged 0 Trying to split cluster 24 (3070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5953.606504 sec): 2 clusters Score: Raw -200361.225149 + Penalty 762.796120 = -199598.429029 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5953.618614 sec): 3 clusters Score: Raw -198794.366780 + Penalty 1525.592240 = -197268.774540 nChanged 1285 SP:Iteration 1F (5953.629820 sec): 3 clusters Score: Raw -199626.921804 + Penalty 1525.592240 = -198101.329565 nChanged 231 SP:Iteration 2F (5953.641192 sec): 3 clusters Score: Raw -199764.986836 + Penalty 1525.592240 = -198239.394596 nChanged 166 SP:Iteration 3F (5953.652291 sec): 3 clusters Score: Raw -199856.189595 + Penalty 1525.592240 = -198330.597356 nChanged 126 SP:Iteration 4Q (5953.663364 sec): 3 clusters Score: Raw -199934.188893 + Penalty 1525.592240 = -198408.596653 nChanged 141 SP:Iteration 5Q (5953.674515 sec): 3 clusters Score: Raw -200019.539631 + Penalty 1525.592240 = -198493.947391 nChanged 120 SP:Iteration 6Q (5953.685664 sec): 3 clusters Score: Raw -200095.415504 + Penalty 1525.592240 = -198569.823265 nChanged 113 SP:Iteration 7Q (5953.696816 sec): 3 clusters Score: Raw -200168.864755 + Penalty 1525.592240 = -198643.272515 nChanged 114 SP:Iteration 8Q (5953.707946 sec): 3 clusters Score: Raw -200237.989538 + Penalty 1525.592240 = -198712.397298 nChanged 92 SP:Iteration 9Q (5953.718913 sec): 3 clusters Score: Raw -200301.212880 + Penalty 1525.592240 = -198775.620640 nChanged 86 SP:Iteration 10Q (5953.729940 sec): 3 clusters Score: Raw -200353.000847 + Penalty 1525.592240 = -198827.408608 nChanged 73 SP:Iteration 11Q (5953.740901 sec): 3 clusters Score: Raw -200391.756616 + Penalty 1525.592240 = -198866.164376 nChanged 56 SP:Iteration 12Q (5953.751987 sec): 3 clusters Score: Raw -200416.591284 + Penalty 1525.592240 = -198890.999044 nChanged 43 SP:Iteration 13Q (5953.763075 sec): 3 clusters Score: Raw -200438.059893 + Penalty 1525.592240 = -198912.467654 nChanged 46 SP:Iteration 14Q (5953.774028 sec): 3 clusters Score: Raw -200460.143759 + Penalty 1525.592240 = -198934.551519 nChanged 40 SP:Iteration 15Q (5953.785080 sec): 3 clusters Score: Raw -200476.565330 + Penalty 1525.592240 = -198950.973091 nChanged 37 SP:Iteration 16Q (5953.796028 sec): 3 clusters Score: Raw -200488.318965 + Penalty 1525.592240 = -198962.726725 nChanged 27 SP:Iteration 17Q (5953.807083 sec): 3 clusters Score: Raw -200498.378671 + Penalty 1525.592240 = -198972.786431 nChanged 20 SP:Iteration 18Q (5953.818024 sec): 3 clusters Score: Raw -200505.037186 + Penalty 1525.592240 = -198979.444946 nChanged 14 SP:Iteration 19Q (5953.829039 sec): 3 clusters Score: Raw -200509.683880 + Penalty 1525.592240 = -198984.091641 nChanged 12 SP:Iteration 20F (5953.840152 sec): 3 clusters Score: Raw -200514.800259 + Penalty 1525.592240 = -198989.208019 nChanged 20 SP:Iteration 21Q (5953.851249 sec): 3 clusters Score: Raw -200524.092566 + Penalty 1525.592240 = -198998.500326 nChanged 11 SP:Iteration 22Q (5953.862243 sec): 3 clusters Score: Raw -200528.308653 + Penalty 1525.592240 = -199002.716414 nChanged 13 SP:Iteration 23Q (5953.873158 sec): 3 clusters Score: Raw -200532.638563 + Penalty 1525.592240 = -199007.046323 nChanged 6 SP:Iteration 24Q (5953.884244 sec): 3 clusters Score: Raw -200535.491324 + Penalty 1525.592240 = -199009.899084 nChanged 9 SP:Iteration 25Q (5953.895199 sec): 3 clusters Score: Raw -200540.110521 + Penalty 1525.592240 = -199014.518281 nChanged 8 SP:Iteration 26Q (5953.906240 sec): 3 clusters Score: Raw -200542.707592 + Penalty 1525.592240 = -199017.115352 nChanged 5 SP:Iteration 27Q (5953.917299 sec): 3 clusters Score: Raw -200543.993546 + Penalty 1525.592240 = -199018.401306 nChanged 3 SP:Iteration 28Q (5953.928339 sec): 3 clusters Score: Raw -200544.728271 + Penalty 1525.592240 = -199019.136032 nChanged 1 SP:Iteration 29Q (5953.939375 sec): 3 clusters Score: Raw -200544.775366 + Penalty 1525.592240 = -199019.183126 nChanged 0 SP:Iteration 30F (5953.950486 sec): 3 clusters Score: Raw -200544.775366 + Penalty 1525.592240 = -199019.183126 nChanged 0 Trying to split cluster 25 (153135 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5954.097414 sec): 2 clusters Score: Raw -11923928.854839 + Penalty 1134.212141 = -11922794.642698 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5954.282873 sec): 3 clusters Score: Raw -11821821.179438 + Penalty 2268.424281 = -11819552.755157 nChanged 74335 SP:Iteration 1F (5954.464929 sec): 3 clusters Score: Raw -11867241.021030 + Penalty 2268.424281 = -11864972.596749 nChanged 6501 SP:Iteration 2Q (5954.664406 sec): 3 clusters Score: Raw -11869484.081720 + Penalty 2268.424281 = -11867215.657439 nChanged 8092 SP:Iteration 3F (5954.846598 sec): 3 clusters Score: Raw -11873142.616086 + Penalty 2268.424281 = -11870874.191805 nChanged 9945 SP:Iteration 4F (5955.028230 sec): 3 clusters Score: Raw -11878976.133621 + Penalty 2268.424281 = -11876707.709340 nChanged 11611 SP:Iteration 5F (5955.212930 sec): 3 clusters Score: Raw -11887408.530038 + Penalty 2268.424281 = -11885140.105757 nChanged 12301 SP:Iteration 6F (5955.396444 sec): 3 clusters Score: Raw -11897898.469345 + Penalty 2268.424281 = -11895630.045064 nChanged 11278 SP:Iteration 7F (5955.579773 sec): 3 clusters Score: Raw -11908614.028683 + Penalty 2268.424281 = -11906345.604402 nChanged 8407 SP:Iteration 8F (5955.761720 sec): 3 clusters Score: Raw -11916865.534215 + Penalty 2268.424281 = -11914597.109934 nChanged 4647 SP:Iteration 9Q (5955.971196 sec): 3 clusters Score: Raw -11921269.053193 + Penalty 2268.424281 = -11919000.628912 nChanged 1990 SP:Iteration 10Q (5956.143655 sec): 3 clusters Score: Raw -11923055.377743 + Penalty 2268.424281 = -11920786.953462 nChanged 716 SP:Iteration 11Q (5956.306023 sec): 3 clusters Score: Raw -11923654.285982 + Penalty 2268.424281 = -11921385.861701 nChanged 239 SP:Iteration 12Q (5956.463079 sec): 3 clusters Score: Raw -11923867.411726 + Penalty 2268.424281 = -11921598.987445 nChanged 95 SP:Iteration 13Q (5956.618476 sec): 3 clusters Score: Raw -11923951.363141 + Penalty 2268.424281 = -11921682.938860 nChanged 54 SP:Iteration 14Q (5956.773292 sec): 3 clusters Score: Raw -11923994.905376 + Penalty 2268.424281 = -11921726.481095 nChanged 30 SP:Iteration 15Q (5956.927790 sec): 3 clusters Score: Raw -11924032.161523 + Penalty 2268.424281 = -11921763.737241 nChanged 22 SP:Iteration 16Q (5957.082183 sec): 3 clusters Score: Raw -11924050.700625 + Penalty 2268.424281 = -11921782.276344 nChanged 9 SP:Iteration 17Q (5957.236496 sec): 3 clusters Score: Raw -11924061.681261 + Penalty 2268.424281 = -11921793.256980 nChanged 10 SP:Iteration 18Q (5957.390673 sec): 3 clusters Score: Raw -11924066.888959 + Penalty 2268.424281 = -11921798.464678 nChanged 6 SP:Iteration 19Q (5957.544731 sec): 3 clusters Score: Raw -11924071.668727 + Penalty 2268.424281 = -11921803.244446 nChanged 7 SP:Iteration 20F (5957.724068 sec): 3 clusters Score: Raw -11924078.339459 + Penalty 2268.424281 = -11921809.915177 nChanged 2 SP:Iteration 21Q (5957.878237 sec): 3 clusters Score: Raw -11924082.727401 + Penalty 2268.424281 = -11921814.303120 nChanged 2 SP:Iteration 22Q (5958.032464 sec): 3 clusters Score: Raw -11924084.324771 + Penalty 2268.424281 = -11921815.900490 nChanged 2 SP:Iteration 23Q (5958.186715 sec): 3 clusters Score: Raw -11924085.291405 + Penalty 2268.424281 = -11921816.867124 nChanged 2 SP:Iteration 24Q (5958.340957 sec): 3 clusters Score: Raw -11924086.283908 + Penalty 2268.424281 = -11921817.859627 nChanged 1 SP:Iteration 25Q (5958.495283 sec): 3 clusters Score: Raw -11924086.954289 + Penalty 2268.424281 = -11921818.530008 nChanged 2 SP:Iteration 26Q (5958.649438 sec): 3 clusters Score: Raw -11924087.855374 + Penalty 2268.424281 = -11921819.431092 nChanged 2 SP:Iteration 27Q (5958.803600 sec): 3 clusters Score: Raw -11924089.232151 + Penalty 2268.424281 = -11921820.807870 nChanged 0 SP:Iteration 28F (5958.982999 sec): 3 clusters Score: Raw -11924089.232151 + Penalty 2268.424281 = -11921820.807870 nChanged 0 Trying to split cluster 26 (106767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5959.080784 sec): 2 clusters Score: Raw -8354263.000411 + Penalty 1099.948396 = -8353163.052015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5959.213513 sec): 3 clusters Score: Raw -8283463.891116 + Penalty 2199.896792 = -8281263.994323 nChanged 51722 SP:Iteration 1F (5959.343371 sec): 3 clusters Score: Raw -8314222.299555 + Penalty 2199.896792 = -8312022.402762 nChanged 3869 SP:Iteration 2Q (5959.484357 sec): 3 clusters Score: Raw -8315272.558040 + Penalty 2199.896792 = -8313072.661248 nChanged 4208 SP:Iteration 3Q (5959.625170 sec): 3 clusters Score: Raw -8316669.020403 + Penalty 2199.896792 = -8314469.123611 nChanged 4636 SP:Iteration 4Q (5959.765993 sec): 3 clusters Score: Raw -8318542.154453 + Penalty 2199.896792 = -8316342.257661 nChanged 5245 SP:Iteration 5Q (5959.906639 sec): 3 clusters Score: Raw -8321056.536235 + Penalty 2199.896792 = -8318856.639443 nChanged 5692 SP:Iteration 6F (5960.036394 sec): 3 clusters Score: Raw -8324270.906746 + Penalty 2199.896792 = -8322071.009953 nChanged 6034 SP:Iteration 7F (5960.166261 sec): 3 clusters Score: Raw -8328129.288149 + Penalty 2199.896792 = -8325929.391357 nChanged 6182 SP:Iteration 8F (5960.296355 sec): 3 clusters Score: Raw -8332452.577751 + Penalty 2199.896792 = -8330252.680959 nChanged 5656 SP:Iteration 9F (5960.426001 sec): 3 clusters Score: Raw -8336214.574699 + Penalty 2199.896792 = -8334014.677907 nChanged 4670 SP:Iteration 10Q (5960.562252 sec): 3 clusters Score: Raw -8338761.066486 + Penalty 2199.896792 = -8336561.169694 nChanged 3318 SP:Iteration 11Q (5960.696266 sec): 3 clusters Score: Raw -8340167.230838 + Penalty 2199.896792 = -8337967.334045 nChanged 2441 SP:Iteration 12Q (5960.828870 sec): 3 clusters Score: Raw -8341076.103355 + Penalty 2199.896792 = -8338876.206563 nChanged 2039 SP:Iteration 13Q (5960.960341 sec): 3 clusters Score: Raw -8341819.133593 + Penalty 2199.896792 = -8339619.236801 nChanged 2000 SP:Iteration 14Q (5961.090899 sec): 3 clusters Score: Raw -8342532.285451 + Penalty 2199.896792 = -8340332.388659 nChanged 2069 SP:Iteration 15Q (5961.220424 sec): 3 clusters Score: Raw -8343262.262080 + Penalty 2199.896792 = -8341062.365288 nChanged 2084 SP:Iteration 16Q (5961.349063 sec): 3 clusters Score: Raw -8344020.088529 + Penalty 2199.896792 = -8341820.191737 nChanged 2204 SP:Iteration 17Q (5961.476830 sec): 3 clusters Score: Raw -8344911.083265 + Penalty 2199.896792 = -8342711.186473 nChanged 2251 SP:Iteration 18Q (5961.603556 sec): 3 clusters Score: Raw -8345898.954928 + Penalty 2199.896792 = -8343699.058136 nChanged 2324 SP:Iteration 19Q (5961.729421 sec): 3 clusters Score: Raw -8346995.165045 + Penalty 2199.896792 = -8344795.268253 nChanged 2283 SP:Iteration 20F (5961.859314 sec): 3 clusters Score: Raw -8348154.393165 + Penalty 2199.896792 = -8345954.496373 nChanged 2320 SP:Iteration 21Q (5961.983354 sec): 3 clusters Score: Raw -8349443.642035 + Penalty 2199.896792 = -8347243.745243 nChanged 2138 SP:Iteration 22Q (5962.105992 sec): 3 clusters Score: Raw -8350662.568880 + Penalty 2199.896792 = -8348462.672088 nChanged 1850 SP:Iteration 23Q (5962.227105 sec): 3 clusters Score: Raw -8351718.008400 + Penalty 2199.896792 = -8349518.111608 nChanged 1484 SP:Iteration 24Q (5962.346614 sec): 3 clusters Score: Raw -8352550.287420 + Penalty 2199.896792 = -8350350.390628 nChanged 1138 SP:Iteration 25Q (5962.464562 sec): 3 clusters Score: Raw -8353193.315275 + Penalty 2199.896792 = -8350993.418482 nChanged 823 SP:Iteration 26Q (5962.580085 sec): 3 clusters Score: Raw -8353650.261235 + Penalty 2199.896792 = -8351450.364443 nChanged 584 SP:Iteration 27Q (5962.701663 sec): 3 clusters Score: Raw -8353941.223733 + Penalty 2199.896792 = -8351741.326941 nChanged 379 SP:Iteration 28Q (5962.814825 sec): 3 clusters Score: Raw -8354112.560064 + Penalty 2199.896792 = -8351912.663272 nChanged 292 SP:Iteration 29Q (5962.928010 sec): 3 clusters Score: Raw -8354250.781056 + Penalty 2199.896792 = -8352050.884264 nChanged 222 SP:Iteration 30Q (5963.040939 sec): 3 clusters Score: Raw -8354355.312641 + Penalty 2199.896792 = -8352155.415849 nChanged 180 SP:Iteration 31Q (5963.153374 sec): 3 clusters Score: Raw -8354441.210301 + Penalty 2199.896792 = -8352241.313508 nChanged 132 SP:Iteration 32Q (5963.265632 sec): 3 clusters Score: Raw -8354509.810503 + Penalty 2199.896792 = -8352309.913711 nChanged 125 SP:Iteration 33Q (5963.377606 sec): 3 clusters Score: Raw -8354568.602161 + Penalty 2199.896792 = -8352368.705369 nChanged 88 SP:Iteration 34Q (5963.489553 sec): 3 clusters Score: Raw -8354604.560303 + Penalty 2199.896792 = -8352404.663511 nChanged 78 SP:Iteration 35Q (5963.601497 sec): 3 clusters Score: Raw -8354628.687787 + Penalty 2199.896792 = -8352428.790995 nChanged 69 SP:Iteration 36Q (5963.713322 sec): 3 clusters Score: Raw -8354652.339739 + Penalty 2199.896792 = -8352452.442947 nChanged 61 SP:Iteration 37Q (5963.825116 sec): 3 clusters Score: Raw -8354674.900472 + Penalty 2199.896792 = -8352475.003679 nChanged 59 SP:Iteration 38Q (5963.936808 sec): 3 clusters Score: Raw -8354691.987963 + Penalty 2199.896792 = -8352492.091171 nChanged 49 SP:Iteration 39Q (5964.048603 sec): 3 clusters Score: Raw -8354706.560921 + Penalty 2199.896792 = -8352506.664129 nChanged 44 SP:Iteration 40F (5964.176440 sec): 3 clusters Score: Raw -8354723.618003 + Penalty 2199.896792 = -8352523.721210 nChanged 41 SP:Iteration 41Q (5964.288258 sec): 3 clusters Score: Raw -8354734.791212 + Penalty 2199.896792 = -8352534.894419 nChanged 28 SP:Iteration 42Q (5964.400060 sec): 3 clusters Score: Raw -8354742.112546 + Penalty 2199.896792 = -8352542.215753 nChanged 23 SP:Iteration 43Q (5964.511769 sec): 3 clusters Score: Raw -8354748.100229 + Penalty 2199.896792 = -8352548.203437 nChanged 23 SP:Iteration 44Q (5964.623570 sec): 3 clusters Score: Raw -8354753.509355 + Penalty 2199.896792 = -8352553.612563 nChanged 29 SP:Iteration 45Q (5964.735422 sec): 3 clusters Score: Raw -8354760.467649 + Penalty 2199.896792 = -8352560.570857 nChanged 25 SP:Iteration 46Q (5964.847085 sec): 3 clusters Score: Raw -8354763.912990 + Penalty 2199.896792 = -8352564.016198 nChanged 16 SP:Iteration 47Q (5964.958961 sec): 3 clusters Score: Raw -8354767.023720 + Penalty 2199.896792 = -8352567.126928 nChanged 14 SP:Iteration 48Q (5965.071049 sec): 3 clusters Score: Raw -8354769.384411 + Penalty 2199.896792 = -8352569.487619 nChanged 12 SP:Iteration 49Q (5965.182906 sec): 3 clusters Score: Raw -8354771.235296 + Penalty 2199.896792 = -8352571.338504 nChanged 8 SP:Iteration 50Q (5965.294656 sec): 3 clusters Score: Raw -8354772.127348 + Penalty 2199.896792 = -8352572.230556 nChanged 10 SP:Iteration 51Q (5965.406452 sec): 3 clusters Score: Raw -8354773.948237 + Penalty 2199.896792 = -8352574.051445 nChanged 7 SP:Iteration 52Q (5965.518127 sec): 3 clusters Score: Raw -8354775.745305 + Penalty 2199.896792 = -8352575.848513 nChanged 10 SP:Iteration 53Q (5965.629913 sec): 3 clusters Score: Raw -8354778.214709 + Penalty 2199.896792 = -8352578.317917 nChanged 15 SP:Iteration 54Q (5965.741594 sec): 3 clusters Score: Raw -8354780.925121 + Penalty 2199.896792 = -8352581.028329 nChanged 9 SP:Iteration 55Q (5965.853272 sec): 3 clusters Score: Raw -8354782.293650 + Penalty 2199.896792 = -8352582.396858 nChanged 12 SP:Iteration 56Q (5965.964849 sec): 3 clusters Score: Raw -8354784.403248 + Penalty 2199.896792 = -8352584.506455 nChanged 11 SP:Iteration 57Q (5966.076692 sec): 3 clusters Score: Raw -8354786.188046 + Penalty 2199.896792 = -8352586.291254 nChanged 12 SP:Iteration 58Q (5966.188536 sec): 3 clusters Score: Raw -8354787.931558 + Penalty 2199.896792 = -8352588.034766 nChanged 11 SP:Iteration 59Q (5966.300205 sec): 3 clusters Score: Raw -8354790.788592 + Penalty 2199.896792 = -8352590.891799 nChanged 13 SP:Iteration 60F (5966.428190 sec): 3 clusters Score: Raw -8354793.878599 + Penalty 2199.896792 = -8352593.981807 nChanged 11 SP:Iteration 61Q (5966.540069 sec): 3 clusters Score: Raw -8354795.825293 + Penalty 2199.896792 = -8352595.928501 nChanged 10 SP:Iteration 62Q (5966.651766 sec): 3 clusters Score: Raw -8354797.745390 + Penalty 2199.896792 = -8352597.848598 nChanged 12 SP:Iteration 63Q (5966.763582 sec): 3 clusters Score: Raw -8354799.981729 + Penalty 2199.896792 = -8352600.084937 nChanged 10 SP:Iteration 64Q (5966.875461 sec): 3 clusters Score: Raw -8354802.041590 + Penalty 2199.896792 = -8352602.144798 nChanged 14 SP:Iteration 65Q (5966.987136 sec): 3 clusters Score: Raw -8354804.354791 + Penalty 2199.896792 = -8352604.457999 nChanged 6 SP:Iteration 66Q (5967.099004 sec): 3 clusters Score: Raw -8354805.410209 + Penalty 2199.896792 = -8352605.513417 nChanged 11 SP:Iteration 67Q (5967.210670 sec): 3 clusters Score: Raw -8354807.399410 + Penalty 2199.896792 = -8352607.502618 nChanged 11 SP:Iteration 68Q (5967.322627 sec): 3 clusters Score: Raw -8354809.707503 + Penalty 2199.896792 = -8352609.810711 nChanged 8 SP:Iteration 69Q (5967.434392 sec): 3 clusters Score: Raw -8354811.946870 + Penalty 2199.896792 = -8352612.050078 nChanged 10 SP:Iteration 70Q (5967.546184 sec): 3 clusters Score: Raw -8354813.505139 + Penalty 2199.896792 = -8352613.608347 nChanged 12 SP:Iteration 71Q (5967.657940 sec): 3 clusters Score: Raw -8354815.713018 + Penalty 2199.896792 = -8352615.816226 nChanged 11 SP:Iteration 72Q (5967.769694 sec): 3 clusters Score: Raw -8354818.293897 + Penalty 2199.896792 = -8352618.397105 nChanged 11 SP:Iteration 73Q (5967.881476 sec): 3 clusters Score: Raw -8354821.090248 + Penalty 2199.896792 = -8352621.193456 nChanged 18 SP:Iteration 74Q (5967.993281 sec): 3 clusters Score: Raw -8354826.620430 + Penalty 2199.896792 = -8352626.723638 nChanged 21 SP:Iteration 75Q (5968.105088 sec): 3 clusters Score: Raw -8354831.490778 + Penalty 2199.896792 = -8352631.593986 nChanged 21 SP:Iteration 76Q (5968.216823 sec): 3 clusters Score: Raw -8354835.716264 + Penalty 2199.896792 = -8352635.819472 nChanged 15 SP:Iteration 77Q (5968.328564 sec): 3 clusters Score: Raw -8354837.936048 + Penalty 2199.896792 = -8352638.039255 nChanged 12 SP:Iteration 78Q (5968.440306 sec): 3 clusters Score: Raw -8354839.698102 + Penalty 2199.896792 = -8352639.801310 nChanged 12 SP:Iteration 79Q (5968.552151 sec): 3 clusters Score: Raw -8354841.845333 + Penalty 2199.896792 = -8352641.948541 nChanged 11 SP:Iteration 80F (5968.680228 sec): 3 clusters Score: Raw -8354843.266498 + Penalty 2199.896792 = -8352643.369706 nChanged 13 SP:Iteration 81Q (5968.791868 sec): 3 clusters Score: Raw -8354845.392866 + Penalty 2199.896792 = -8352645.496074 nChanged 9 SP:Iteration 82Q (5968.903820 sec): 3 clusters Score: Raw -8354848.172496 + Penalty 2199.896792 = -8352648.275704 nChanged 17 SP:Iteration 83Q (5969.015680 sec): 3 clusters Score: Raw -8354851.427133 + Penalty 2199.896792 = -8352651.530341 nChanged 21 SP:Iteration 84Q (5969.127633 sec): 3 clusters Score: Raw -8354855.035169 + Penalty 2199.896792 = -8352655.138377 nChanged 15 SP:Iteration 85Q (5969.239471 sec): 3 clusters Score: Raw -8354858.170059 + Penalty 2199.896792 = -8352658.273267 nChanged 11 SP:Iteration 86Q (5969.351277 sec): 3 clusters Score: Raw -8354860.264046 + Penalty 2199.896792 = -8352660.367253 nChanged 11 SP:Iteration 87Q (5969.464009 sec): 3 clusters Score: Raw -8354861.694666 + Penalty 2199.896792 = -8352661.797874 nChanged 11 SP:Iteration 88Q (5969.575780 sec): 3 clusters Score: Raw -8354863.451321 + Penalty 2199.896792 = -8352663.554529 nChanged 11 SP:Iteration 89Q (5969.687532 sec): 3 clusters Score: Raw -8354865.093392 + Penalty 2199.896792 = -8352665.196600 nChanged 11 SP:Iteration 90Q (5969.799396 sec): 3 clusters Score: Raw -8354867.870270 + Penalty 2199.896792 = -8352667.973478 nChanged 19 SP:Iteration 91Q (5969.911245 sec): 3 clusters Score: Raw -8354873.560923 + Penalty 2199.896792 = -8352673.664131 nChanged 26 SP:Iteration 92Q (5970.023023 sec): 3 clusters Score: Raw -8354880.597992 + Penalty 2199.896792 = -8352680.701200 nChanged 25 SP:Iteration 93Q (5970.134829 sec): 3 clusters Score: Raw -8354885.946491 + Penalty 2199.896792 = -8352686.049698 nChanged 21 SP:Iteration 94Q (5970.246603 sec): 3 clusters Score: Raw -8354892.296212 + Penalty 2199.896792 = -8352692.399420 nChanged 24 SP:Iteration 95Q (5970.358352 sec): 3 clusters Score: Raw -8354897.319332 + Penalty 2199.896792 = -8352697.422540 nChanged 18 SP:Iteration 96Q (5970.470225 sec): 3 clusters Score: Raw -8354900.644937 + Penalty 2199.896792 = -8352700.748145 nChanged 15 SP:Iteration 97Q (5970.582088 sec): 3 clusters Score: Raw -8354904.120404 + Penalty 2199.896792 = -8352704.223612 nChanged 15 SP:Iteration 98Q (5970.693842 sec): 3 clusters Score: Raw -8354907.393353 + Penalty 2199.896792 = -8352707.496561 nChanged 19 SP:Iteration 99Q (5970.805529 sec): 3 clusters Score: Raw -8354910.763182 + Penalty 2199.896792 = -8352710.866389 nChanged 15 SP:Iteration 100F (5970.933704 sec): 3 clusters Score: Raw -8354913.160024 + Penalty 2199.896792 = -8352713.263231 nChanged 11 SP:Iteration 101Q (5971.045529 sec): 3 clusters Score: Raw -8354914.780367 + Penalty 2199.896792 = -8352714.883575 nChanged 6 SP:Iteration 102Q (5971.157507 sec): 3 clusters Score: Raw -8354916.071242 + Penalty 2199.896792 = -8352716.174450 nChanged 8 SP:Iteration 103Q (5971.269357 sec): 3 clusters Score: Raw -8354918.351601 + Penalty 2199.896792 = -8352718.454809 nChanged 9 SP:Iteration 104Q (5971.381194 sec): 3 clusters Score: Raw -8354919.818337 + Penalty 2199.896792 = -8352719.921545 nChanged 9 SP:Iteration 105Q (5971.493020 sec): 3 clusters Score: Raw -8354921.137490 + Penalty 2199.896792 = -8352721.240698 nChanged 9 SP:Iteration 106Q (5971.604780 sec): 3 clusters Score: Raw -8354922.457590 + Penalty 2199.896792 = -8352722.560798 nChanged 10 SP:Iteration 107Q (5971.716578 sec): 3 clusters Score: Raw -8354924.018070 + Penalty 2199.896792 = -8352724.121278 nChanged 6 SP:Iteration 108Q (5971.828442 sec): 3 clusters Score: Raw -8354924.745519 + Penalty 2199.896792 = -8352724.848727 nChanged 9 SP:Iteration 109Q (5971.940689 sec): 3 clusters Score: Raw -8354925.402742 + Penalty 2199.896792 = -8352725.505950 nChanged 2 SP:Iteration 110Q (5972.054231 sec): 3 clusters Score: Raw -8354925.524730 + Penalty 2199.896792 = -8352725.627938 nChanged 2 SP:Iteration 111Q (5972.166904 sec): 3 clusters Score: Raw -8354925.748906 + Penalty 2199.896792 = -8352725.852114 nChanged 2 SP:Iteration 112Q (5972.279462 sec): 3 clusters Score: Raw -8354925.886389 + Penalty 2199.896792 = -8352725.989596 nChanged 2 SP:Iteration 113Q (5972.391378 sec): 3 clusters Score: Raw -8354926.060892 + Penalty 2199.896792 = -8352726.164100 nChanged 1 SP:Iteration 114Q (5972.503227 sec): 3 clusters Score: Raw -8354926.099429 + Penalty 2199.896792 = -8352726.202636 nChanged 0 SP:Iteration 115F (5972.631067 sec): 3 clusters Score: Raw -8354926.099429 + Penalty 2199.896792 = -8352726.202636 nChanged 0 Trying to split cluster 27 (7542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5972.644703 sec): 2 clusters Score: Raw -481739.696868 + Penalty 848.183054 = -480891.513814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5972.666866 sec): 3 clusters Score: Raw -477338.372198 + Penalty 1696.366109 = -475642.006089 nChanged 3324 SP:Iteration 1F (5972.688434 sec): 3 clusters Score: Raw -479357.267663 + Penalty 1696.366109 = -477660.901554 nChanged 532 SP:Iteration 2F (5972.709820 sec): 3 clusters Score: Raw -479655.309939 + Penalty 1696.366109 = -477958.943830 nChanged 523 SP:Iteration 3F (5972.731144 sec): 3 clusters Score: Raw -479941.470823 + Penalty 1696.366109 = -478245.104715 nChanged 429 SP:Iteration 4F (5972.786091 sec): 3 clusters Score: Raw -480148.900080 + Penalty 1696.366109 = -478452.533971 nChanged 372 SP:Iteration 5Q (5972.807298 sec): 3 clusters Score: Raw -480318.257932 + Penalty 1696.366109 = -478621.891823 nChanged 317 SP:Iteration 6Q (5972.828728 sec): 3 clusters Score: Raw -480460.798521 + Penalty 1696.366109 = -478764.432412 nChanged 258 SP:Iteration 7Q (5972.849971 sec): 3 clusters Score: Raw -480580.986831 + Penalty 1696.366109 = -478884.620723 nChanged 227 SP:Iteration 8Q (5972.871415 sec): 3 clusters Score: Raw -480689.000969 + Penalty 1696.366109 = -478992.634860 nChanged 212 SP:Iteration 9Q (5972.892830 sec): 3 clusters Score: Raw -480793.202104 + Penalty 1696.366109 = -479096.835995 nChanged 191 SP:Iteration 10Q (5972.914196 sec): 3 clusters Score: Raw -480914.956550 + Penalty 1696.366109 = -479218.590441 nChanged 187 SP:Iteration 11Q (5972.935853 sec): 3 clusters Score: Raw -481028.836807 + Penalty 1696.366109 = -479332.470699 nChanged 180 SP:Iteration 12Q (5972.957306 sec): 3 clusters Score: Raw -481143.630758 + Penalty 1696.366109 = -479447.264649 nChanged 158 SP:Iteration 13Q (5972.978596 sec): 3 clusters Score: Raw -481233.921119 + Penalty 1696.366109 = -479537.555010 nChanged 159 SP:Iteration 14Q (5972.999701 sec): 3 clusters Score: Raw -481312.523563 + Penalty 1696.366109 = -479616.157455 nChanged 137 SP:Iteration 15Q (5973.041231 sec): 3 clusters Score: Raw -481378.317466 + Penalty 1696.366109 = -479681.951358 nChanged 126 SP:Iteration 16Q (5973.062298 sec): 3 clusters Score: Raw -481435.341033 + Penalty 1696.366109 = -479738.974924 nChanged 109 SP:Iteration 17Q (5973.082928 sec): 3 clusters Score: Raw -481478.411245 + Penalty 1696.366109 = -479782.045137 nChanged 96 SP:Iteration 18Q (5973.103491 sec): 3 clusters Score: Raw -481520.485805 + Penalty 1696.366109 = -479824.119697 nChanged 88 SP:Iteration 19Q (5973.123945 sec): 3 clusters Score: Raw -481558.987087 + Penalty 1696.366109 = -479862.620978 nChanged 95 SP:Iteration 20F (5973.145415 sec): 3 clusters Score: Raw -481602.573921 + Penalty 1696.366109 = -479906.207813 nChanged 83 SP:Iteration 21Q (5973.165848 sec): 3 clusters Score: Raw -481636.020503 + Penalty 1696.366109 = -479939.654394 nChanged 67 SP:Iteration 22Q (5973.186365 sec): 3 clusters Score: Raw -481665.244570 + Penalty 1696.366109 = -479968.878461 nChanged 63 SP:Iteration 23Q (5973.206563 sec): 3 clusters Score: Raw -481694.375589 + Penalty 1696.366109 = -479998.009481 nChanged 50 SP:Iteration 24Q (5973.226931 sec): 3 clusters Score: Raw -481712.441565 + Penalty 1696.366109 = -480016.075457 nChanged 37 SP:Iteration 25Q (5973.247199 sec): 3 clusters Score: Raw -481724.102836 + Penalty 1696.366109 = -480027.736727 nChanged 35 SP:Iteration 26Q (5973.267392 sec): 3 clusters Score: Raw -481735.520680 + Penalty 1696.366109 = -480039.154572 nChanged 30 SP:Iteration 27Q (5973.287644 sec): 3 clusters Score: Raw -481747.034010 + Penalty 1696.366109 = -480050.667901 nChanged 20 SP:Iteration 28Q (5973.307784 sec): 3 clusters Score: Raw -481755.677561 + Penalty 1696.366109 = -480059.311452 nChanged 23 SP:Iteration 29Q (5973.327888 sec): 3 clusters Score: Raw -481767.329278 + Penalty 1696.366109 = -480070.963170 nChanged 20 SP:Iteration 30Q (5973.347792 sec): 3 clusters Score: Raw -481780.415335 + Penalty 1696.366109 = -480084.049227 nChanged 19 SP:Iteration 31Q (5973.367645 sec): 3 clusters Score: Raw -481790.834656 + Penalty 1696.366109 = -480094.468548 nChanged 22 SP:Iteration 32Q (5973.387701 sec): 3 clusters Score: Raw -481801.386907 + Penalty 1696.366109 = -480105.020799 nChanged 18 SP:Iteration 33Q (5973.407541 sec): 3 clusters Score: Raw -481807.662484 + Penalty 1696.366109 = -480111.296375 nChanged 16 SP:Iteration 34Q (5973.427542 sec): 3 clusters Score: Raw -481814.660194 + Penalty 1696.366109 = -480118.294086 nChanged 16 SP:Iteration 35Q (5973.447544 sec): 3 clusters Score: Raw -481819.623695 + Penalty 1696.366109 = -480123.257586 nChanged 10 SP:Iteration 36Q (5973.467383 sec): 3 clusters Score: Raw -481823.370559 + Penalty 1696.366109 = -480127.004451 nChanged 8 SP:Iteration 37Q (5973.487215 sec): 3 clusters Score: Raw -481826.092750 + Penalty 1696.366109 = -480129.726641 nChanged 10 SP:Iteration 38Q (5973.506871 sec): 3 clusters Score: Raw -481828.855233 + Penalty 1696.366109 = -480132.489124 nChanged 10 SP:Iteration 39Q (5973.526614 sec): 3 clusters Score: Raw -481832.108320 + Penalty 1696.366109 = -480135.742211 nChanged 8 SP:Iteration 40F (5973.548087 sec): 3 clusters Score: Raw -481833.858680 + Penalty 1696.366109 = -480137.492571 nChanged 5 SP:Iteration 41Q (5973.567886 sec): 3 clusters Score: Raw -481834.557067 + Penalty 1696.366109 = -480138.190958 nChanged 3 SP:Iteration 42Q (5973.587521 sec): 3 clusters Score: Raw -481835.001790 + Penalty 1696.366109 = -480138.635681 nChanged 2 SP:Iteration 43Q (5973.607421 sec): 3 clusters Score: Raw -481835.140939 + Penalty 1696.366109 = -480138.774830 nChanged 0 SP:Iteration 44F (5973.628803 sec): 3 clusters Score: Raw -481835.140939 + Penalty 1696.366109 = -480138.774830 nChanged 0 Trying to split cluster 28 (9503 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5973.649667 sec): 2 clusters Score: Raw -625088.520568 + Penalty 870.139468 = -624218.381101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5973.673932 sec): 3 clusters Score: Raw -619518.601103 + Penalty 1740.278935 = -617778.322168 nChanged 4235 SP:Iteration 1F (5973.697510 sec): 3 clusters Score: Raw -622036.027325 + Penalty 1740.278935 = -620295.748389 nChanged 716 SP:Iteration 2F (5973.720996 sec): 3 clusters Score: Raw -622495.882168 + Penalty 1740.278935 = -620755.603232 nChanged 751 SP:Iteration 3F (5973.744333 sec): 3 clusters Score: Raw -623072.263780 + Penalty 1740.278935 = -621331.984845 nChanged 693 SP:Iteration 4F (5973.767797 sec): 3 clusters Score: Raw -623543.258826 + Penalty 1740.278935 = -621802.979891 nChanged 550 SP:Iteration 5F (5973.791207 sec): 3 clusters Score: Raw -623884.793555 + Penalty 1740.278935 = -622144.514620 nChanged 434 SP:Iteration 6Q (5973.814845 sec): 3 clusters Score: Raw -624117.368423 + Penalty 1740.278935 = -622377.089488 nChanged 345 SP:Iteration 7Q (5973.838354 sec): 3 clusters Score: Raw -624292.142784 + Penalty 1740.278935 = -622551.863849 nChanged 243 SP:Iteration 8Q (5973.861763 sec): 3 clusters Score: Raw -624395.434036 + Penalty 1740.278935 = -622655.155101 nChanged 194 SP:Iteration 9Q (5973.885048 sec): 3 clusters Score: Raw -624475.544672 + Penalty 1740.278935 = -622735.265737 nChanged 167 SP:Iteration 10Q (5973.908602 sec): 3 clusters Score: Raw -624536.284268 + Penalty 1740.278935 = -622796.005333 nChanged 162 SP:Iteration 11Q (5973.931929 sec): 3 clusters Score: Raw -624595.070055 + Penalty 1740.278935 = -622854.791120 nChanged 138 SP:Iteration 12Q (5973.955410 sec): 3 clusters Score: Raw -624652.322627 + Penalty 1740.278935 = -622912.043691 nChanged 136 SP:Iteration 13Q (5973.978575 sec): 3 clusters Score: Raw -624711.353184 + Penalty 1740.278935 = -622971.074249 nChanged 145 SP:Iteration 14Q (5974.002013 sec): 3 clusters Score: Raw -624783.436700 + Penalty 1740.278935 = -623043.157765 nChanged 149 SP:Iteration 15Q (5974.025216 sec): 3 clusters Score: Raw -624844.742145 + Penalty 1740.278935 = -623104.463210 nChanged 141 SP:Iteration 16Q (5974.048344 sec): 3 clusters Score: Raw -624911.071020 + Penalty 1740.278935 = -623170.792084 nChanged 143 SP:Iteration 17Q (5974.071244 sec): 3 clusters Score: Raw -624975.380855 + Penalty 1740.278935 = -623235.101920 nChanged 129 SP:Iteration 18Q (5974.094048 sec): 3 clusters Score: Raw -625034.294806 + Penalty 1740.278935 = -623294.015871 nChanged 127 SP:Iteration 19Q (5974.117021 sec): 3 clusters Score: Raw -625081.754495 + Penalty 1740.278935 = -623341.475560 nChanged 120 SP:Iteration 20F (5974.140395 sec): 3 clusters Score: Raw -625121.454903 + Penalty 1740.278935 = -623381.175968 nChanged 109 SP:Iteration 21Q (5974.163226 sec): 3 clusters Score: Raw -625152.473624 + Penalty 1740.278935 = -623412.194689 nChanged 89 SP:Iteration 22Q (5974.186161 sec): 3 clusters Score: Raw -625177.509003 + Penalty 1740.278935 = -623437.230068 nChanged 80 SP:Iteration 23Q (5974.209136 sec): 3 clusters Score: Raw -625205.093907 + Penalty 1740.278935 = -623464.814972 nChanged 80 SP:Iteration 24Q (5974.232001 sec): 3 clusters Score: Raw -625228.590999 + Penalty 1740.278935 = -623488.312064 nChanged 65 SP:Iteration 25Q (5974.254720 sec): 3 clusters Score: Raw -625248.804798 + Penalty 1740.278935 = -623508.525863 nChanged 63 SP:Iteration 26Q (5974.277733 sec): 3 clusters Score: Raw -625267.164472 + Penalty 1740.278935 = -623526.885537 nChanged 63 SP:Iteration 27Q (5974.300659 sec): 3 clusters Score: Raw -625282.387433 + Penalty 1740.278935 = -623542.108498 nChanged 53 SP:Iteration 28Q (5974.323517 sec): 3 clusters Score: Raw -625292.894478 + Penalty 1740.278935 = -623552.615542 nChanged 44 SP:Iteration 29Q (5974.346257 sec): 3 clusters Score: Raw -625303.228299 + Penalty 1740.278935 = -623562.949363 nChanged 46 SP:Iteration 30Q (5974.369011 sec): 3 clusters Score: Raw -625315.784162 + Penalty 1740.278935 = -623575.505227 nChanged 48 SP:Iteration 31Q (5974.391867 sec): 3 clusters Score: Raw -625327.835683 + Penalty 1740.278935 = -623587.556747 nChanged 42 SP:Iteration 32Q (5974.414735 sec): 3 clusters Score: Raw -625337.973539 + Penalty 1740.278935 = -623597.694604 nChanged 33 SP:Iteration 33Q (5974.437562 sec): 3 clusters Score: Raw -625345.456463 + Penalty 1740.278935 = -623605.177528 nChanged 27 SP:Iteration 34Q (5974.460180 sec): 3 clusters Score: Raw -625352.988701 + Penalty 1740.278935 = -623612.709765 nChanged 34 SP:Iteration 35Q (5974.482907 sec): 3 clusters Score: Raw -625357.640900 + Penalty 1740.278935 = -623617.361964 nChanged 26 SP:Iteration 36Q (5974.505673 sec): 3 clusters Score: Raw -625360.603283 + Penalty 1740.278935 = -623620.324348 nChanged 16 SP:Iteration 37Q (5974.528685 sec): 3 clusters Score: Raw -625362.564325 + Penalty 1740.278935 = -623622.285390 nChanged 7 SP:Iteration 38Q (5974.551822 sec): 3 clusters Score: Raw -625363.885365 + Penalty 1740.278935 = -623623.606430 nChanged 12 SP:Iteration 39Q (5974.574358 sec): 3 clusters Score: Raw -625365.584372 + Penalty 1740.278935 = -623625.305437 nChanged 14 SP:Iteration 40F (5974.597682 sec): 3 clusters Score: Raw -625367.413994 + Penalty 1740.278935 = -623627.135059 nChanged 12 SP:Iteration 41Q (5974.620539 sec): 3 clusters Score: Raw -625368.964450 + Penalty 1740.278935 = -623628.685514 nChanged 12 SP:Iteration 42Q (5974.643114 sec): 3 clusters Score: Raw -625370.309078 + Penalty 1740.278935 = -623630.030143 nChanged 13 SP:Iteration 43Q (5974.665778 sec): 3 clusters Score: Raw -625372.394598 + Penalty 1740.278935 = -623632.115663 nChanged 13 SP:Iteration 44Q (5974.688845 sec): 3 clusters Score: Raw -625374.047538 + Penalty 1740.278935 = -623633.768603 nChanged 16 SP:Iteration 45Q (5974.711853 sec): 3 clusters Score: Raw -625375.046883 + Penalty 1740.278935 = -623634.767948 nChanged 10 SP:Iteration 46Q (5974.734230 sec): 3 clusters Score: Raw -625375.933244 + Penalty 1740.278935 = -623635.654309 nChanged 5 SP:Iteration 47Q (5974.756870 sec): 3 clusters Score: Raw -625376.349590 + Penalty 1740.278935 = -623636.070655 nChanged 4 SP:Iteration 48Q (5974.779663 sec): 3 clusters Score: Raw -625376.628856 + Penalty 1740.278935 = -623636.349921 nChanged 5 SP:Iteration 49Q (5974.802673 sec): 3 clusters Score: Raw -625377.276608 + Penalty 1740.278935 = -623636.997673 nChanged 9 SP:Iteration 50Q (5974.825352 sec): 3 clusters Score: Raw -625377.864730 + Penalty 1740.278935 = -623637.585794 nChanged 6 SP:Iteration 51Q (5974.848043 sec): 3 clusters Score: Raw -625378.437337 + Penalty 1740.278935 = -623638.158401 nChanged 6 SP:Iteration 52Q (5974.870687 sec): 3 clusters Score: Raw -625378.690121 + Penalty 1740.278935 = -623638.411185 nChanged 3 SP:Iteration 53Q (5974.893329 sec): 3 clusters Score: Raw -625378.871362 + Penalty 1740.278935 = -623638.592426 nChanged 1 SP:Iteration 54Q (5974.915968 sec): 3 clusters Score: Raw -625378.898053 + Penalty 1740.278935 = -623638.619117 nChanged 0 SP:Iteration 55F (5974.939468 sec): 3 clusters Score: Raw -625378.898053 + Penalty 1740.278935 = -623638.619117 nChanged 0 Trying to split cluster 29 (8513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5974.960267 sec): 2 clusters Score: Raw -621986.772407 + Penalty 859.688220 = -621127.084186 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5974.984436 sec): 3 clusters Score: Raw -616992.439847 + Penalty 1719.376440 = -615273.063406 nChanged 3736 SP:Iteration 1F (5975.007712 sec): 3 clusters Score: Raw -619178.614646 + Penalty 1719.376440 = -617459.238205 nChanged 644 SP:Iteration 2F (5975.031185 sec): 3 clusters Score: Raw -619636.394384 + Penalty 1719.376440 = -617917.017944 nChanged 710 SP:Iteration 3F (5975.054409 sec): 3 clusters Score: Raw -620246.678638 + Penalty 1719.376440 = -618527.302198 nChanged 729 SP:Iteration 4F (5975.077662 sec): 3 clusters Score: Raw -620945.697399 + Penalty 1719.376440 = -619226.320958 nChanged 661 SP:Iteration 5F (5975.101182 sec): 3 clusters Score: Raw -621525.873428 + Penalty 1719.376440 = -619806.496988 nChanged 466 SP:Iteration 6F (5975.124364 sec): 3 clusters Score: Raw -621890.837481 + Penalty 1719.376440 = -620171.461040 nChanged 321 SP:Iteration 7Q (5975.147365 sec): 3 clusters Score: Raw -622125.059194 + Penalty 1719.376440 = -620405.682754 nChanged 241 SP:Iteration 8Q (5975.170355 sec): 3 clusters Score: Raw -622270.271991 + Penalty 1719.376440 = -620550.895550 nChanged 174 SP:Iteration 9Q (5975.193435 sec): 3 clusters Score: Raw -622344.730583 + Penalty 1719.376440 = -620625.354143 nChanged 110 SP:Iteration 10Q (5975.216341 sec): 3 clusters Score: Raw -622381.036424 + Penalty 1719.376440 = -620661.659984 nChanged 91 SP:Iteration 11Q (5975.239085 sec): 3 clusters Score: Raw -622410.095771 + Penalty 1719.376440 = -620690.719331 nChanged 64 SP:Iteration 12Q (5975.261571 sec): 3 clusters Score: Raw -622428.359534 + Penalty 1719.376440 = -620708.983093 nChanged 55 SP:Iteration 13Q (5975.284167 sec): 3 clusters Score: Raw -622443.592337 + Penalty 1719.376440 = -620724.215896 nChanged 37 SP:Iteration 14Q (5975.307031 sec): 3 clusters Score: Raw -622451.842315 + Penalty 1719.376440 = -620732.465875 nChanged 25 SP:Iteration 15Q (5975.329674 sec): 3 clusters Score: Raw -622458.871694 + Penalty 1719.376440 = -620739.495254 nChanged 26 SP:Iteration 16Q (5975.352078 sec): 3 clusters Score: Raw -622464.219239 + Penalty 1719.376440 = -620744.842799 nChanged 18 SP:Iteration 17Q (5975.374554 sec): 3 clusters Score: Raw -622467.289708 + Penalty 1719.376440 = -620747.913267 nChanged 18 SP:Iteration 18Q (5975.396895 sec): 3 clusters Score: Raw -622470.350824 + Penalty 1719.376440 = -620750.974384 nChanged 21 SP:Iteration 19Q (5975.419696 sec): 3 clusters Score: Raw -622473.968982 + Penalty 1719.376440 = -620754.592541 nChanged 20 SP:Iteration 20F (5975.443203 sec): 3 clusters Score: Raw -622478.989590 + Penalty 1719.376440 = -620759.613150 nChanged 26 SP:Iteration 21Q (5975.465613 sec): 3 clusters Score: Raw -622485.379769 + Penalty 1719.376440 = -620766.003328 nChanged 23 SP:Iteration 22Q (5975.487928 sec): 3 clusters Score: Raw -622492.440822 + Penalty 1719.376440 = -620773.064382 nChanged 22 SP:Iteration 23Q (5975.510380 sec): 3 clusters Score: Raw -622497.144658 + Penalty 1719.376440 = -620777.768218 nChanged 20 SP:Iteration 24Q (5975.532809 sec): 3 clusters Score: Raw -622502.006129 + Penalty 1719.376440 = -620782.629689 nChanged 21 SP:Iteration 25Q (5975.555017 sec): 3 clusters Score: Raw -622506.696300 + Penalty 1719.376440 = -620787.319860 nChanged 25 SP:Iteration 26Q (5975.577311 sec): 3 clusters Score: Raw -622512.684779 + Penalty 1719.376440 = -620793.308338 nChanged 16 SP:Iteration 27Q (5975.599823 sec): 3 clusters Score: Raw -622515.282101 + Penalty 1719.376440 = -620795.905661 nChanged 12 SP:Iteration 28Q (5975.622133 sec): 3 clusters Score: Raw -622516.312611 + Penalty 1719.376440 = -620796.936170 nChanged 8 SP:Iteration 29Q (5975.644683 sec): 3 clusters Score: Raw -622517.507504 + Penalty 1719.376440 = -620798.131064 nChanged 10 SP:Iteration 30Q (5975.667144 sec): 3 clusters Score: Raw -622518.904244 + Penalty 1719.376440 = -620799.527804 nChanged 7 SP:Iteration 31Q (5975.689433 sec): 3 clusters Score: Raw -622519.500983 + Penalty 1719.376440 = -620800.124543 nChanged 5 SP:Iteration 32Q (5975.711668 sec): 3 clusters Score: Raw -622520.297042 + Penalty 1719.376440 = -620800.920601 nChanged 7 SP:Iteration 33Q (5975.733926 sec): 3 clusters Score: Raw -622520.782447 + Penalty 1719.376440 = -620801.406006 nChanged 2 SP:Iteration 34Q (5975.756187 sec): 3 clusters Score: Raw -622521.028420 + Penalty 1719.376440 = -620801.651979 nChanged 2 SP:Iteration 35Q (5975.778423 sec): 3 clusters Score: Raw -622521.269917 + Penalty 1719.376440 = -620801.893477 nChanged 2 SP:Iteration 36Q (5975.800588 sec): 3 clusters Score: Raw -622521.585634 + Penalty 1719.376440 = -620802.209194 nChanged 2 SP:Iteration 37Q (5975.822972 sec): 3 clusters Score: Raw -622521.789735 + Penalty 1719.376440 = -620802.413294 nChanged 2 SP:Iteration 38Q (5975.845248 sec): 3 clusters Score: Raw -622521.990274 + Penalty 1719.376440 = -620802.613834 nChanged 0 SP:Iteration 39F (5975.868926 sec): 3 clusters Score: Raw -622521.990274 + Penalty 1719.376440 = -620802.613834 nChanged 0 Trying to split cluster 30 (1581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5975.883248 sec): 2 clusters Score: Raw -82620.226938 + Penalty 699.752220 = -81920.474718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5975.889868 sec): 3 clusters Score: Raw -81963.314672 + Penalty 1399.504439 = -80563.810233 nChanged 596 SP:Iteration 1F (5975.895856 sec): 3 clusters Score: Raw -82376.244183 + Penalty 1399.504439 = -80976.739744 nChanged 120 SP:Iteration 2F (5975.901921 sec): 3 clusters Score: Raw -82460.615881 + Penalty 1399.504439 = -81061.111442 nChanged 71 SP:Iteration 3Q (5975.907987 sec): 3 clusters Score: Raw -82504.893078 + Penalty 1399.504439 = -81105.388639 nChanged 45 SP:Iteration 4Q (5975.914022 sec): 3 clusters Score: Raw -82534.766917 + Penalty 1399.504439 = -81135.262478 nChanged 36 SP:Iteration 5Q (5975.920046 sec): 3 clusters Score: Raw -82558.479939 + Penalty 1399.504439 = -81158.975500 nChanged 37 SP:Iteration 6Q (5975.925998 sec): 3 clusters Score: Raw -82578.043667 + Penalty 1399.504439 = -81178.539228 nChanged 31 SP:Iteration 7Q (5975.932033 sec): 3 clusters Score: Raw -82598.241744 + Penalty 1399.504439 = -81198.737305 nChanged 31 SP:Iteration 8Q (5975.938064 sec): 3 clusters Score: Raw -82617.680829 + Penalty 1399.504439 = -81218.176390 nChanged 35 SP:Iteration 9Q (5975.944032 sec): 3 clusters Score: Raw -82636.039202 + Penalty 1399.504439 = -81236.534763 nChanged 33 SP:Iteration 10Q (5975.950034 sec): 3 clusters Score: Raw -82662.511086 + Penalty 1399.504439 = -81263.006647 nChanged 35 SP:Iteration 11Q (5975.956027 sec): 3 clusters Score: Raw -82694.521264 + Penalty 1399.504439 = -81295.016825 nChanged 37 SP:Iteration 12Q (5975.962022 sec): 3 clusters Score: Raw -82717.896331 + Penalty 1399.504439 = -81318.391891 nChanged 31 SP:Iteration 13Q (5975.968017 sec): 3 clusters Score: Raw -82736.816512 + Penalty 1399.504439 = -81337.312073 nChanged 28 SP:Iteration 14Q (5975.973991 sec): 3 clusters Score: Raw -82757.243099 + Penalty 1399.504439 = -81357.738660 nChanged 27 SP:Iteration 15Q (5975.979972 sec): 3 clusters Score: Raw -82779.661259 + Penalty 1399.504439 = -81380.156820 nChanged 24 SP:Iteration 16Q (5975.985949 sec): 3 clusters Score: Raw -82798.412913 + Penalty 1399.504439 = -81398.908474 nChanged 28 SP:Iteration 17Q (5975.991917 sec): 3 clusters Score: Raw -82811.591735 + Penalty 1399.504439 = -81412.087296 nChanged 20 SP:Iteration 18Q (5975.997924 sec): 3 clusters Score: Raw -82820.529016 + Penalty 1399.504439 = -81421.024577 nChanged 8 SP:Iteration 19Q (5976.003939 sec): 3 clusters Score: Raw -82822.822546 + Penalty 1399.504439 = -81423.318107 nChanged 4 SP:Iteration 20F (5976.009864 sec): 3 clusters Score: Raw -82824.010281 + Penalty 1399.504439 = -81424.505842 nChanged 3 SP:Iteration 21Q (5976.015832 sec): 3 clusters Score: Raw -82824.699154 + Penalty 1399.504439 = -81425.194715 nChanged 1 SP:Iteration 22Q (5976.021813 sec): 3 clusters Score: Raw -82825.050281 + Penalty 1399.504439 = -81425.545842 nChanged 1 SP:Iteration 23Q (5976.027724 sec): 3 clusters Score: Raw -82825.562537 + Penalty 1399.504439 = -81426.058098 nChanged 0 SP:Iteration 24F (5976.033688 sec): 3 clusters Score: Raw -82825.562537 + Penalty 1399.504439 = -81426.058098 nChanged 0 Trying to split cluster 31 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5976.049977 sec): 2 clusters Score: Raw -223866.787548 + Penalty 765.480949 = -223101.306600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5976.062466 sec): 3 clusters Score: Raw -222176.649449 + Penalty 1530.961897 = -220645.687552 nChanged 1318 SP:Iteration 1F (5976.074017 sec): 3 clusters Score: Raw -222947.800962 + Penalty 1530.961897 = -221416.839065 nChanged 243 SP:Iteration 2F (5976.085508 sec): 3 clusters Score: Raw -223094.166973 + Penalty 1530.961897 = -221563.205076 nChanged 210 SP:Iteration 3F (5976.097018 sec): 3 clusters Score: Raw -223257.600170 + Penalty 1530.961897 = -221726.638273 nChanged 223 SP:Iteration 4F (5976.108504 sec): 3 clusters Score: Raw -223454.877063 + Penalty 1530.961897 = -221923.915166 nChanged 224 SP:Iteration 5F (5976.119849 sec): 3 clusters Score: Raw -223640.883875 + Penalty 1530.961897 = -222109.921978 nChanged 209 SP:Iteration 6F (5976.131329 sec): 3 clusters Score: Raw -223817.456656 + Penalty 1530.961897 = -222286.494759 nChanged 165 SP:Iteration 7F (5976.142797 sec): 3 clusters Score: Raw -223947.961769 + Penalty 1530.961897 = -222416.999872 nChanged 118 SP:Iteration 8Q (5976.154188 sec): 3 clusters Score: Raw -224040.512260 + Penalty 1530.961897 = -222509.550363 nChanged 93 SP:Iteration 9Q (5976.165600 sec): 3 clusters Score: Raw -224106.054240 + Penalty 1530.961897 = -222575.092343 nChanged 70 SP:Iteration 10Q (5976.176991 sec): 3 clusters Score: Raw -224159.760254 + Penalty 1530.961897 = -222628.798357 nChanged 54 SP:Iteration 11Q (5976.188239 sec): 3 clusters Score: Raw -224202.637223 + Penalty 1530.961897 = -222671.675326 nChanged 43 SP:Iteration 12Q (5976.199550 sec): 3 clusters Score: Raw -224228.906156 + Penalty 1530.961897 = -222697.944259 nChanged 38 SP:Iteration 13Q (5976.210683 sec): 3 clusters Score: Raw -224247.646664 + Penalty 1530.961897 = -222716.684767 nChanged 18 SP:Iteration 14Q (5976.221779 sec): 3 clusters Score: Raw -224258.352037 + Penalty 1530.961897 = -222727.390140 nChanged 13 SP:Iteration 15Q (5976.232971 sec): 3 clusters Score: Raw -224265.712049 + Penalty 1530.961897 = -222734.750152 nChanged 13 SP:Iteration 16Q (5976.244129 sec): 3 clusters Score: Raw -224269.441215 + Penalty 1530.961897 = -222738.479318 nChanged 10 SP:Iteration 17Q (5976.255196 sec): 3 clusters Score: Raw -224272.975764 + Penalty 1530.961897 = -222742.013867 nChanged 6 SP:Iteration 18Q (5976.266343 sec): 3 clusters Score: Raw -224274.758180 + Penalty 1530.961897 = -222743.796283 nChanged 6 SP:Iteration 19Q (5976.277358 sec): 3 clusters Score: Raw -224278.573006 + Penalty 1530.961897 = -222747.611109 nChanged 4 SP:Iteration 20F (5976.288804 sec): 3 clusters Score: Raw -224280.911480 + Penalty 1530.961897 = -222749.949583 nChanged 8 SP:Iteration 21Q (5976.299844 sec): 3 clusters Score: Raw -224284.735049 + Penalty 1530.961897 = -222753.773152 nChanged 13 SP:Iteration 22Q (5976.310835 sec): 3 clusters Score: Raw -224288.392788 + Penalty 1530.961897 = -222757.430891 nChanged 5 SP:Iteration 23Q (5976.322000 sec): 3 clusters Score: Raw -224289.719925 + Penalty 1530.961897 = -222758.758028 nChanged 5 SP:Iteration 24Q (5976.333124 sec): 3 clusters Score: Raw -224291.731378 + Penalty 1530.961897 = -222760.769481 nChanged 3 SP:Iteration 25Q (5976.344218 sec): 3 clusters Score: Raw -224293.111163 + Penalty 1530.961897 = -222762.149266 nChanged 4 SP:Iteration 26Q (5976.355358 sec): 3 clusters Score: Raw -224294.518449 + Penalty 1530.961897 = -222763.556552 nChanged 5 SP:Iteration 27Q (5976.366492 sec): 3 clusters Score: Raw -224296.079648 + Penalty 1530.961897 = -222765.117751 nChanged 1 SP:Iteration 28Q (5976.377456 sec): 3 clusters Score: Raw -224296.290430 + Penalty 1530.961897 = -222765.328533 nChanged 0 SP:Iteration 29F (5976.388908 sec): 3 clusters Score: Raw -224296.290430 + Penalty 1530.961897 = -222765.328533 nChanged 0 Trying to split cluster 32 (3281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5976.404959 sec): 2 clusters Score: Raw -183202.275248 + Penalty 769.110836 = -182433.164412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5976.417778 sec): 3 clusters Score: Raw -181498.810889 + Penalty 1538.221671 = -179960.589217 nChanged 1380 SP:Iteration 1F (5976.429704 sec): 3 clusters Score: Raw -182392.604630 + Penalty 1538.221671 = -180854.382959 nChanged 307 SP:Iteration 2F (5976.441573 sec): 3 clusters Score: Raw -182635.791424 + Penalty 1538.221671 = -181097.569753 nChanged 260 SP:Iteration 3F (5976.453429 sec): 3 clusters Score: Raw -182842.482561 + Penalty 1538.221671 = -181304.260890 nChanged 213 SP:Iteration 4F (5976.465250 sec): 3 clusters Score: Raw -183014.205495 + Penalty 1538.221671 = -181475.983824 nChanged 189 SP:Iteration 5F (5976.477155 sec): 3 clusters Score: Raw -183167.633293 + Penalty 1538.221671 = -181629.411622 nChanged 170 SP:Iteration 6F (5976.488976 sec): 3 clusters Score: Raw -183299.974755 + Penalty 1538.221671 = -181761.753084 nChanged 130 SP:Iteration 7Q (5976.500712 sec): 3 clusters Score: Raw -183388.560110 + Penalty 1538.221671 = -181850.338439 nChanged 91 SP:Iteration 8Q (5976.512311 sec): 3 clusters Score: Raw -183446.984027 + Penalty 1538.221671 = -181908.762356 nChanged 68 SP:Iteration 9Q (5976.523911 sec): 3 clusters Score: Raw -183489.577067 + Penalty 1538.221671 = -181951.355396 nChanged 52 SP:Iteration 10Q (5976.535570 sec): 3 clusters Score: Raw -183518.024439 + Penalty 1538.221671 = -181979.802768 nChanged 39 SP:Iteration 11Q (5976.547053 sec): 3 clusters Score: Raw -183544.320612 + Penalty 1538.221671 = -182006.098941 nChanged 50 SP:Iteration 12Q (5976.558640 sec): 3 clusters Score: Raw -183582.823604 + Penalty 1538.221671 = -182044.601932 nChanged 41 SP:Iteration 13Q (5976.570182 sec): 3 clusters Score: Raw -183606.397168 + Penalty 1538.221671 = -182068.175496 nChanged 34 SP:Iteration 14Q (5976.581783 sec): 3 clusters Score: Raw -183621.974384 + Penalty 1538.221671 = -182083.752712 nChanged 26 SP:Iteration 15Q (5976.593322 sec): 3 clusters Score: Raw -183634.144004 + Penalty 1538.221671 = -182095.922333 nChanged 21 SP:Iteration 16Q (5976.604763 sec): 3 clusters Score: Raw -183643.507364 + Penalty 1538.221671 = -182105.285692 nChanged 18 SP:Iteration 17Q (5976.616302 sec): 3 clusters Score: Raw -183651.022886 + Penalty 1538.221671 = -182112.801214 nChanged 12 SP:Iteration 18Q (5976.627814 sec): 3 clusters Score: Raw -183653.803860 + Penalty 1538.221671 = -182115.582188 nChanged 7 SP:Iteration 19Q (5976.639303 sec): 3 clusters Score: Raw -183655.369197 + Penalty 1538.221671 = -182117.147525 nChanged 9 SP:Iteration 20F (5976.651078 sec): 3 clusters Score: Raw -183657.842778 + Penalty 1538.221671 = -182119.621107 nChanged 4 SP:Iteration 21Q (5976.662593 sec): 3 clusters Score: Raw -183660.613814 + Penalty 1538.221671 = -182122.392143 nChanged 2 SP:Iteration 22Q (5976.674130 sec): 3 clusters Score: Raw -183660.748522 + Penalty 1538.221671 = -182122.526851 nChanged 2 SP:Iteration 23Q (5976.685601 sec): 3 clusters Score: Raw -183662.013820 + Penalty 1538.221671 = -182123.792149 nChanged 2 SP:Iteration 24Q (5976.697115 sec): 3 clusters Score: Raw -183662.769608 + Penalty 1538.221671 = -182124.547936 nChanged 2 SP:Iteration 25Q (5976.708610 sec): 3 clusters Score: Raw -183663.789008 + Penalty 1538.221671 = -182125.567337 nChanged 1 SP:Iteration 26Q (5976.720109 sec): 3 clusters Score: Raw -183664.071612 + Penalty 1538.221671 = -182125.849941 nChanged 2 SP:Iteration 27Q (5976.731615 sec): 3 clusters Score: Raw -183664.319995 + Penalty 1538.221671 = -182126.098324 nChanged 0 SP:Iteration 28F (5976.743405 sec): 3 clusters Score: Raw -183664.319995 + Penalty 1538.221671 = -182126.098324 nChanged 0 Trying to split cluster 33 (17098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5976.771840 sec): 2 clusters Score: Raw -1277351.764777 + Penalty 925.938094 = -1276425.826683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5976.805652 sec): 3 clusters Score: Raw -1266806.817400 + Penalty 1851.876188 = -1264954.941212 nChanged 7896 SP:Iteration 1F (5976.837501 sec): 3 clusters Score: Raw -1271189.072298 + Penalty 1851.876188 = -1269337.196111 nChanged 823 SP:Iteration 2Q (5976.870142 sec): 3 clusters Score: Raw -1271481.907073 + Penalty 1851.876188 = -1269630.030886 nChanged 779 SP:Iteration 3Q (5976.902378 sec): 3 clusters Score: Raw -1271801.373113 + Penalty 1851.876188 = -1269949.496925 nChanged 822 SP:Iteration 4Q (5976.934877 sec): 3 clusters Score: Raw -1272168.918544 + Penalty 1851.876188 = -1270317.042356 nChanged 830 SP:Iteration 5Q (5976.967101 sec): 3 clusters Score: Raw -1272590.579026 + Penalty 1851.876188 = -1270738.702839 nChanged 891 SP:Iteration 6F (5976.999171 sec): 3 clusters Score: Raw -1273067.858672 + Penalty 1851.876188 = -1271215.982484 nChanged 890 SP:Iteration 7F (5977.030994 sec): 3 clusters Score: Raw -1273549.501947 + Penalty 1851.876188 = -1271697.625760 nChanged 864 SP:Iteration 8F (5977.063031 sec): 3 clusters Score: Raw -1274022.004925 + Penalty 1851.876188 = -1272170.128738 nChanged 810 SP:Iteration 9Q (5977.095203 sec): 3 clusters Score: Raw -1274491.901011 + Penalty 1851.876188 = -1272640.024824 nChanged 742 SP:Iteration 10Q (5977.148097 sec): 3 clusters Score: Raw -1274950.360949 + Penalty 1851.876188 = -1273098.484762 nChanged 694 SP:Iteration 11Q (5977.179897 sec): 3 clusters Score: Raw -1275349.214312 + Penalty 1851.876188 = -1273497.338125 nChanged 592 SP:Iteration 12Q (5977.211631 sec): 3 clusters Score: Raw -1275625.302436 + Penalty 1851.876188 = -1273773.426249 nChanged 448 SP:Iteration 13Q (5977.243153 sec): 3 clusters Score: Raw -1275806.625010 + Penalty 1851.876188 = -1273954.748822 nChanged 357 SP:Iteration 14Q (5977.298179 sec): 3 clusters Score: Raw -1275928.359331 + Penalty 1851.876188 = -1274076.483144 nChanged 267 SP:Iteration 15Q (5977.329142 sec): 3 clusters Score: Raw -1276013.989248 + Penalty 1851.876188 = -1274162.113060 nChanged 250 SP:Iteration 16Q (5977.360643 sec): 3 clusters Score: Raw -1276103.474445 + Penalty 1851.876188 = -1274251.598257 nChanged 271 SP:Iteration 17Q (5977.391663 sec): 3 clusters Score: Raw -1276211.110623 + Penalty 1851.876188 = -1274359.234435 nChanged 302 SP:Iteration 18Q (5977.422867 sec): 3 clusters Score: Raw -1276356.198714 + Penalty 1851.876188 = -1274504.322526 nChanged 317 SP:Iteration 19Q (5977.453853 sec): 3 clusters Score: Raw -1276525.997873 + Penalty 1851.876188 = -1274674.121686 nChanged 357 SP:Iteration 20F (5977.486026 sec): 3 clusters Score: Raw -1276727.241281 + Penalty 1851.876188 = -1274875.365094 nChanged 337 SP:Iteration 21Q (5977.516880 sec): 3 clusters Score: Raw -1276902.624898 + Penalty 1851.876188 = -1275050.748710 nChanged 280 SP:Iteration 22Q (5977.551652 sec): 3 clusters Score: Raw -1277011.957676 + Penalty 1851.876188 = -1275160.081488 nChanged 211 SP:Iteration 23Q (5977.582261 sec): 3 clusters Score: Raw -1277083.836292 + Penalty 1851.876188 = -1275231.960104 nChanged 175 SP:Iteration 24Q (5977.612653 sec): 3 clusters Score: Raw -1277135.966232 + Penalty 1851.876188 = -1275284.090044 nChanged 148 SP:Iteration 25Q (5977.642846 sec): 3 clusters Score: Raw -1277174.712975 + Penalty 1851.876188 = -1275322.836787 nChanged 121 SP:Iteration 26Q (5977.672947 sec): 3 clusters Score: Raw -1277199.293825 + Penalty 1851.876188 = -1275347.417637 nChanged 85 SP:Iteration 27Q (5977.702902 sec): 3 clusters Score: Raw -1277217.193060 + Penalty 1851.876188 = -1275365.316873 nChanged 74 SP:Iteration 28Q (5977.733113 sec): 3 clusters Score: Raw -1277232.647698 + Penalty 1851.876188 = -1275380.771511 nChanged 75 SP:Iteration 29Q (5977.762829 sec): 3 clusters Score: Raw -1277246.410560 + Penalty 1851.876188 = -1275394.534372 nChanged 62 SP:Iteration 30Q (5977.792631 sec): 3 clusters Score: Raw -1277255.384469 + Penalty 1851.876188 = -1275403.508282 nChanged 43 SP:Iteration 31Q (5977.822380 sec): 3 clusters Score: Raw -1277259.634280 + Penalty 1851.876188 = -1275407.758092 nChanged 34 SP:Iteration 32Q (5977.852052 sec): 3 clusters Score: Raw -1277263.640116 + Penalty 1851.876188 = -1275411.763928 nChanged 32 SP:Iteration 33Q (5977.881831 sec): 3 clusters Score: Raw -1277267.672346 + Penalty 1851.876188 = -1275415.796159 nChanged 29 SP:Iteration 34Q (5977.911401 sec): 3 clusters Score: Raw -1277270.846854 + Penalty 1851.876188 = -1275418.970666 nChanged 19 SP:Iteration 35Q (5977.941419 sec): 3 clusters Score: Raw -1277272.830113 + Penalty 1851.876188 = -1275420.953926 nChanged 21 SP:Iteration 36Q (5977.971033 sec): 3 clusters Score: Raw -1277274.747371 + Penalty 1851.876188 = -1275422.871184 nChanged 19 SP:Iteration 37Q (5978.000967 sec): 3 clusters Score: Raw -1277276.501024 + Penalty 1851.876188 = -1275424.624837 nChanged 20 SP:Iteration 38Q (5978.034570 sec): 3 clusters Score: Raw -1277278.195829 + Penalty 1851.876188 = -1275426.319641 nChanged 21 SP:Iteration 39Q (5978.064161 sec): 3 clusters Score: Raw -1277280.160992 + Penalty 1851.876188 = -1275428.284804 nChanged 18 SP:Iteration 40F (5978.096200 sec): 3 clusters Score: Raw -1277281.839500 + Penalty 1851.876188 = -1275429.963312 nChanged 15 SP:Iteration 41Q (5978.125980 sec): 3 clusters Score: Raw -1277283.731667 + Penalty 1851.876188 = -1275431.855480 nChanged 21 SP:Iteration 42Q (5978.155622 sec): 3 clusters Score: Raw -1277285.980747 + Penalty 1851.876188 = -1275434.104559 nChanged 21 SP:Iteration 43Q (5978.185842 sec): 3 clusters Score: Raw -1277287.727323 + Penalty 1851.876188 = -1275435.851135 nChanged 14 SP:Iteration 44Q (5978.215597 sec): 3 clusters Score: Raw -1277288.764601 + Penalty 1851.876188 = -1275436.888413 nChanged 16 SP:Iteration 45Q (5978.245367 sec): 3 clusters Score: Raw -1277289.725151 + Penalty 1851.876188 = -1275437.848964 nChanged 9 SP:Iteration 46Q (5978.275418 sec): 3 clusters Score: Raw -1277290.357283 + Penalty 1851.876188 = -1275438.481095 nChanged 11 SP:Iteration 47Q (5978.305106 sec): 3 clusters Score: Raw -1277291.442787 + Penalty 1851.876188 = -1275439.566600 nChanged 13 SP:Iteration 48Q (5978.334840 sec): 3 clusters Score: Raw -1277292.577344 + Penalty 1851.876188 = -1275440.701156 nChanged 11 SP:Iteration 49Q (5978.364606 sec): 3 clusters Score: Raw -1277293.632260 + Penalty 1851.876188 = -1275441.756072 nChanged 13 SP:Iteration 50Q (5978.394279 sec): 3 clusters Score: Raw -1277294.502302 + Penalty 1851.876188 = -1275442.626114 nChanged 7 SP:Iteration 51Q (5978.424008 sec): 3 clusters Score: Raw -1277295.052900 + Penalty 1851.876188 = -1275443.176712 nChanged 6 SP:Iteration 52Q (5978.453747 sec): 3 clusters Score: Raw -1277295.418633 + Penalty 1851.876188 = -1275443.542445 nChanged 6 SP:Iteration 53Q (5978.483408 sec): 3 clusters Score: Raw -1277295.698931 + Penalty 1851.876188 = -1275443.822743 nChanged 3 SP:Iteration 54Q (5978.513104 sec): 3 clusters Score: Raw -1277295.861312 + Penalty 1851.876188 = -1275443.985125 nChanged 2 SP:Iteration 55Q (5978.542820 sec): 3 clusters Score: Raw -1277296.019190 + Penalty 1851.876188 = -1275444.143003 nChanged 2 SP:Iteration 56Q (5978.572635 sec): 3 clusters Score: Raw -1277296.090335 + Penalty 1851.876188 = -1275444.214147 nChanged 2 SP:Iteration 57Q (5978.602474 sec): 3 clusters Score: Raw -1277296.192380 + Penalty 1851.876188 = -1275444.316192 nChanged 2 SP:Iteration 58Q (5978.632071 sec): 3 clusters Score: Raw -1277296.236785 + Penalty 1851.876188 = -1275444.360597 nChanged 1 SP:Iteration 59Q (5978.661852 sec): 3 clusters Score: Raw -1277296.341850 + Penalty 1851.876188 = -1275444.465662 nChanged 3 SP:Iteration 60F (5978.693939 sec): 3 clusters Score: Raw -1277296.546598 + Penalty 1851.876188 = -1275444.670411 nChanged 6 SP:Iteration 61Q (5978.723895 sec): 3 clusters Score: Raw -1277296.924781 + Penalty 1851.876188 = -1275445.048593 nChanged 4 SP:Iteration 62Q (5978.753564 sec): 3 clusters Score: Raw -1277297.068792 + Penalty 1851.876188 = -1275445.192605 nChanged 0 SP:Iteration 63F (5978.785601 sec): 3 clusters Score: Raw -1277297.068792 + Penalty 1851.876188 = -1275445.192605 nChanged 0 Trying to split cluster 34 (1098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5978.799176 sec): 2 clusters Score: Raw -68007.279747 + Penalty 665.118334 = -67342.161413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5978.804082 sec): 3 clusters Score: Raw -67543.104101 + Penalty 1330.236668 = -66212.867433 nChanged 407 SP:Iteration 1F (5978.808557 sec): 3 clusters Score: Raw -67833.140857 + Penalty 1330.236668 = -66502.904188 nChanged 88 SP:Iteration 2F (5978.813197 sec): 3 clusters Score: Raw -67913.450837 + Penalty 1330.236668 = -66583.214168 nChanged 53 SP:Iteration 3Q (5978.817673 sec): 3 clusters Score: Raw -67980.103334 + Penalty 1330.236668 = -66649.866666 nChanged 53 SP:Iteration 4Q (5978.822137 sec): 3 clusters Score: Raw -68026.116133 + Penalty 1330.236668 = -66695.879464 nChanged 32 SP:Iteration 5Q (5978.826591 sec): 3 clusters Score: Raw -68062.592442 + Penalty 1330.236668 = -66732.355774 nChanged 42 SP:Iteration 6Q (5978.831026 sec): 3 clusters Score: Raw -68179.482613 + Penalty 1330.236668 = -66849.245945 nChanged 48 SP:Iteration 7Q (5978.835440 sec): 3 clusters Score: Raw -68243.133673 + Penalty 1330.236668 = -66912.897005 nChanged 39 SP:Iteration 8Q (5978.839843 sec): 3 clusters Score: Raw -68283.069492 + Penalty 1330.236668 = -66952.832824 nChanged 36 SP:Iteration 9Q (5978.844233 sec): 3 clusters Score: Raw -68336.295663 + Penalty 1330.236668 = -67006.058995 nChanged 36 SP:Iteration 10Q (5978.848576 sec): 3 clusters Score: Raw -68382.970075 + Penalty 1330.236668 = -67052.733407 nChanged 26 SP:Iteration 11Q (5978.852940 sec): 3 clusters Score: Raw -68415.285617 + Penalty 1330.236668 = -67085.048949 nChanged 26 SP:Iteration 12Q (5978.857239 sec): 3 clusters Score: Raw -68439.198120 + Penalty 1330.236668 = -67108.961452 nChanged 14 SP:Iteration 13Q (5978.861598 sec): 3 clusters Score: Raw -68453.434086 + Penalty 1330.236668 = -67123.197417 nChanged 14 SP:Iteration 14Q (5978.865874 sec): 3 clusters Score: Raw -68465.123944 + Penalty 1330.236668 = -67134.887276 nChanged 11 SP:Iteration 15Q (5978.870229 sec): 3 clusters Score: Raw -68473.486242 + Penalty 1330.236668 = -67143.249573 nChanged 13 SP:Iteration 16Q (5978.874574 sec): 3 clusters Score: Raw -68483.669192 + Penalty 1330.236668 = -67153.432524 nChanged 11 SP:Iteration 17Q (5978.878932 sec): 3 clusters Score: Raw -68493.976405 + Penalty 1330.236668 = -67163.739736 nChanged 11 SP:Iteration 18Q (5978.883186 sec): 3 clusters Score: Raw -68502.517723 + Penalty 1330.236668 = -67172.281054 nChanged 10 SP:Iteration 19Q (5978.887429 sec): 3 clusters Score: Raw -68516.933173 + Penalty 1330.236668 = -67186.696505 nChanged 12 SP:Iteration 20F (5978.922203 sec): 3 clusters Score: Raw -68539.684387 + Penalty 1330.236668 = -67209.447719 nChanged 14 SP:Iteration 21Q (5978.930483 sec): 3 clusters Score: Raw -68578.045190 + Penalty 1330.236668 = -67247.808521 nChanged 14 SP:Iteration 22Q (5978.934747 sec): 3 clusters Score: Raw -68608.210979 + Penalty 1330.236668 = -67277.974311 nChanged 10 SP:Iteration 23Q (5978.939003 sec): 3 clusters Score: Raw -68626.587332 + Penalty 1330.236668 = -67296.350664 nChanged 11 SP:Iteration 24Q (5978.943203 sec): 3 clusters Score: Raw -68639.003820 + Penalty 1330.236668 = -67308.767152 nChanged 8 SP:Iteration 25Q (5978.947404 sec): 3 clusters Score: Raw -68650.945633 + Penalty 1330.236668 = -67320.708964 nChanged 5 SP:Iteration 26Q (5978.951609 sec): 3 clusters Score: Raw -68662.944189 + Penalty 1330.236668 = -67332.707521 nChanged 6 SP:Iteration 27Q (5978.955781 sec): 3 clusters Score: Raw -68669.369670 + Penalty 1330.236668 = -67339.133001 nChanged 3 SP:Iteration 28Q (5978.959946 sec): 3 clusters Score: Raw -68673.054397 + Penalty 1330.236668 = -67342.817728 nChanged 0 SP:Iteration 29F (5978.964442 sec): 3 clusters Score: Raw -68673.054397 + Penalty 1330.236668 = -67342.817728 nChanged 0 Score: Raw -45955896.310436 + Penalty 53353.189014 = -45902543.121422 Splitting cluster 34 changes total score from -45903134.977999 to -45902543.121422 So it's not getting split. Trying to split cluster 35 (4784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5991.134948 sec): 2 clusters Score: Raw -310726.013690 + Penalty 804.938068 = -309921.075622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5991.153622 sec): 3 clusters Score: Raw -308011.335712 + Penalty 1609.876136 = -306401.459576 nChanged 2058 SP:Iteration 1F (5991.170717 sec): 3 clusters Score: Raw -309135.595888 + Penalty 1609.876136 = -307525.719752 nChanged 345 SP:Iteration 2F (5991.187835 sec): 3 clusters Score: Raw -309327.860167 + Penalty 1609.876136 = -307717.984031 nChanged 290 SP:Iteration 3F (5991.204755 sec): 3 clusters Score: Raw -309473.429472 + Penalty 1609.876136 = -307863.553336 nChanged 230 SP:Iteration 4Q (5991.221760 sec): 3 clusters Score: Raw -309572.064140 + Penalty 1609.876136 = -307962.188004 nChanged 179 SP:Iteration 5Q (5991.238902 sec): 3 clusters Score: Raw -309644.133315 + Penalty 1609.876136 = -308034.257179 nChanged 161 SP:Iteration 6Q (5991.256023 sec): 3 clusters Score: Raw -309712.088310 + Penalty 1609.876136 = -308102.212174 nChanged 168 SP:Iteration 7Q (5991.272971 sec): 3 clusters Score: Raw -309781.112527 + Penalty 1609.876136 = -308171.236391 nChanged 151 SP:Iteration 8Q (5991.290083 sec): 3 clusters Score: Raw -309849.254179 + Penalty 1609.876136 = -308239.378043 nChanged 152 SP:Iteration 9Q (5991.307037 sec): 3 clusters Score: Raw -309916.689214 + Penalty 1609.876136 = -308306.813078 nChanged 160 SP:Iteration 10Q (5991.324024 sec): 3 clusters Score: Raw -309988.447373 + Penalty 1609.876136 = -308378.571237 nChanged 148 SP:Iteration 11Q (5991.340957 sec): 3 clusters Score: Raw -310060.008432 + Penalty 1609.876136 = -308450.132295 nChanged 137 SP:Iteration 12Q (5991.357850 sec): 3 clusters Score: Raw -310120.978872 + Penalty 1609.876136 = -308511.102736 nChanged 129 SP:Iteration 13Q (5991.374724 sec): 3 clusters Score: Raw -310170.946330 + Penalty 1609.876136 = -308561.070193 nChanged 112 SP:Iteration 14Q (5991.391795 sec): 3 clusters Score: Raw -310210.848996 + Penalty 1609.876136 = -308600.972860 nChanged 90 SP:Iteration 15Q (5991.408841 sec): 3 clusters Score: Raw -310241.603388 + Penalty 1609.876136 = -308631.727252 nChanged 80 SP:Iteration 16Q (5991.425847 sec): 3 clusters Score: Raw -310269.524010 + Penalty 1609.876136 = -308659.647874 nChanged 76 SP:Iteration 17Q (5991.442874 sec): 3 clusters Score: Raw -310296.983913 + Penalty 1609.876136 = -308687.107777 nChanged 81 SP:Iteration 18Q (5991.459917 sec): 3 clusters Score: Raw -310328.721891 + Penalty 1609.876136 = -308718.845754 nChanged 78 SP:Iteration 19Q (5991.476943 sec): 3 clusters Score: Raw -310357.466300 + Penalty 1609.876136 = -308747.590164 nChanged 74 SP:Iteration 20F (5991.493997 sec): 3 clusters Score: Raw -310388.311812 + Penalty 1609.876136 = -308778.435676 nChanged 81 SP:Iteration 21Q (5991.511008 sec): 3 clusters Score: Raw -310436.414527 + Penalty 1609.876136 = -308826.538391 nChanged 84 SP:Iteration 22Q (5991.527806 sec): 3 clusters Score: Raw -310494.828555 + Penalty 1609.876136 = -308884.952418 nChanged 85 SP:Iteration 23Q (5991.544782 sec): 3 clusters Score: Raw -310549.582127 + Penalty 1609.876136 = -308939.705991 nChanged 82 SP:Iteration 24Q (5991.561743 sec): 3 clusters Score: Raw -310605.317770 + Penalty 1609.876136 = -308995.441634 nChanged 73 SP:Iteration 25Q (5991.578700 sec): 3 clusters Score: Raw -310643.435907 + Penalty 1609.876136 = -309033.559770 nChanged 60 SP:Iteration 26Q (5991.595380 sec): 3 clusters Score: Raw -310669.226910 + Penalty 1609.876136 = -309059.350773 nChanged 55 SP:Iteration 27Q (5991.612203 sec): 3 clusters Score: Raw -310693.299353 + Penalty 1609.876136 = -309083.423217 nChanged 50 SP:Iteration 28Q (5991.628971 sec): 3 clusters Score: Raw -310718.748408 + Penalty 1609.876136 = -309108.872271 nChanged 50 SP:Iteration 29Q (5991.645522 sec): 3 clusters Score: Raw -310739.964356 + Penalty 1609.876136 = -309130.088220 nChanged 44 SP:Iteration 30Q (5991.662006 sec): 3 clusters Score: Raw -310755.250740 + Penalty 1609.876136 = -309145.374604 nChanged 28 SP:Iteration 31Q (5991.678647 sec): 3 clusters Score: Raw -310764.204287 + Penalty 1609.876136 = -309154.328151 nChanged 31 SP:Iteration 32Q (5991.695086 sec): 3 clusters Score: Raw -310775.514008 + Penalty 1609.876136 = -309165.637872 nChanged 30 SP:Iteration 33Q (5991.711831 sec): 3 clusters Score: Raw -310786.238602 + Penalty 1609.876136 = -309176.362466 nChanged 24 SP:Iteration 34Q (5991.728354 sec): 3 clusters Score: Raw -310793.641749 + Penalty 1609.876136 = -309183.765612 nChanged 23 SP:Iteration 35Q (5991.744857 sec): 3 clusters Score: Raw -310801.565980 + Penalty 1609.876136 = -309191.689844 nChanged 16 SP:Iteration 36Q (5991.761315 sec): 3 clusters Score: Raw -310805.608914 + Penalty 1609.876136 = -309195.732778 nChanged 14 SP:Iteration 37Q (5991.777815 sec): 3 clusters Score: Raw -310809.694105 + Penalty 1609.876136 = -309199.817968 nChanged 16 SP:Iteration 38Q (5991.793928 sec): 3 clusters Score: Raw -310815.524308 + Penalty 1609.876136 = -309205.648172 nChanged 16 SP:Iteration 39Q (5991.810376 sec): 3 clusters Score: Raw -310820.946198 + Penalty 1609.876136 = -309211.070062 nChanged 18 SP:Iteration 40F (5991.827241 sec): 3 clusters Score: Raw -310827.740704 + Penalty 1609.876136 = -309217.864568 nChanged 15 SP:Iteration 41Q (5991.843513 sec): 3 clusters Score: Raw -310833.605557 + Penalty 1609.876136 = -309223.729421 nChanged 10 SP:Iteration 42Q (5991.859904 sec): 3 clusters Score: Raw -310836.295838 + Penalty 1609.876136 = -309226.419702 nChanged 8 SP:Iteration 43Q (5991.876300 sec): 3 clusters Score: Raw -310838.296309 + Penalty 1609.876136 = -309228.420173 nChanged 7 SP:Iteration 44Q (5991.892690 sec): 3 clusters Score: Raw -310840.436304 + Penalty 1609.876136 = -309230.560168 nChanged 9 SP:Iteration 45Q (5991.909098 sec): 3 clusters Score: Raw -310842.909116 + Penalty 1609.876136 = -309233.032980 nChanged 9 SP:Iteration 46Q (5991.925511 sec): 3 clusters Score: Raw -310845.690872 + Penalty 1609.876136 = -309235.814736 nChanged 7 SP:Iteration 47Q (5991.941888 sec): 3 clusters Score: Raw -310847.836276 + Penalty 1609.876136 = -309237.960140 nChanged 6 SP:Iteration 48Q (5991.958257 sec): 3 clusters Score: Raw -310849.014211 + Penalty 1609.876136 = -309239.138075 nChanged 1 SP:Iteration 49Q (5991.974638 sec): 3 clusters Score: Raw -310849.302522 + Penalty 1609.876136 = -309239.426386 nChanged 2 SP:Iteration 50Q (5991.991039 sec): 3 clusters Score: Raw -310849.975460 + Penalty 1609.876136 = -309240.099324 nChanged 2 SP:Iteration 51Q (5992.007434 sec): 3 clusters Score: Raw -310850.618390 + Penalty 1609.876136 = -309240.742254 nChanged 2 SP:Iteration 52Q (5992.023840 sec): 3 clusters Score: Raw -310850.766097 + Penalty 1609.876136 = -309240.889961 nChanged 1 SP:Iteration 53Q (5992.040170 sec): 3 clusters Score: Raw -310850.865113 + Penalty 1609.876136 = -309240.988977 nChanged 0 SP:Iteration 54F (5992.057204 sec): 3 clusters Score: Raw -310850.865113 + Penalty 1609.876136 = -309240.988977 nChanged 0 Trying to split cluster 36 (4737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5992.074306 sec): 2 clusters Score: Raw -331610.207828 + Penalty 804.000134 = -330806.207694 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5992.092618 sec): 3 clusters Score: Raw -328939.147079 + Penalty 1608.000268 = -327331.146812 nChanged 2066 SP:Iteration 1F (5992.109538 sec): 3 clusters Score: Raw -330200.798271 + Penalty 1608.000268 = -328592.798004 nChanged 353 SP:Iteration 2F (5992.126368 sec): 3 clusters Score: Raw -330410.319705 + Penalty 1608.000268 = -328802.319438 nChanged 300 SP:Iteration 3F (5992.143095 sec): 3 clusters Score: Raw -330584.323082 + Penalty 1608.000268 = -328976.322814 nChanged 255 SP:Iteration 4F (5992.159797 sec): 3 clusters Score: Raw -330750.805120 + Penalty 1608.000268 = -329142.804852 nChanged 239 SP:Iteration 5F (5992.176660 sec): 3 clusters Score: Raw -330907.141486 + Penalty 1608.000268 = -329299.141219 nChanged 241 SP:Iteration 6F (5992.193491 sec): 3 clusters Score: Raw -331039.111054 + Penalty 1608.000268 = -329431.110787 nChanged 189 SP:Iteration 7Q (5992.210304 sec): 3 clusters Score: Raw -331135.682704 + Penalty 1608.000268 = -329527.682437 nChanged 170 SP:Iteration 8Q (5992.227075 sec): 3 clusters Score: Raw -331220.301277 + Penalty 1608.000268 = -329612.301009 nChanged 139 SP:Iteration 9Q (5992.243806 sec): 3 clusters Score: Raw -331274.709580 + Penalty 1608.000268 = -329666.709313 nChanged 95 SP:Iteration 10Q (5992.260502 sec): 3 clusters Score: Raw -331309.501591 + Penalty 1608.000268 = -329701.501323 nChanged 87 SP:Iteration 11Q (5992.277226 sec): 3 clusters Score: Raw -331339.821334 + Penalty 1608.000268 = -329731.821066 nChanged 80 SP:Iteration 12Q (5992.293906 sec): 3 clusters Score: Raw -331372.394787 + Penalty 1608.000268 = -329764.394519 nChanged 88 SP:Iteration 13Q (5992.310403 sec): 3 clusters Score: Raw -331404.496188 + Penalty 1608.000268 = -329796.495921 nChanged 87 SP:Iteration 14Q (5992.327059 sec): 3 clusters Score: Raw -331434.963147 + Penalty 1608.000268 = -329826.962879 nChanged 75 SP:Iteration 15Q (5992.343704 sec): 3 clusters Score: Raw -331464.553907 + Penalty 1608.000268 = -329856.553639 nChanged 67 SP:Iteration 16Q (5992.360281 sec): 3 clusters Score: Raw -331494.872856 + Penalty 1608.000268 = -329886.872588 nChanged 71 SP:Iteration 17Q (5992.376856 sec): 3 clusters Score: Raw -331520.002356 + Penalty 1608.000268 = -329912.002089 nChanged 63 SP:Iteration 18Q (5992.393424 sec): 3 clusters Score: Raw -331544.995786 + Penalty 1608.000268 = -329936.995518 nChanged 71 SP:Iteration 19Q (5992.409802 sec): 3 clusters Score: Raw -331586.475608 + Penalty 1608.000268 = -329978.475340 nChanged 80 SP:Iteration 20F (5992.426474 sec): 3 clusters Score: Raw -331631.593470 + Penalty 1608.000268 = -330023.593203 nChanged 78 SP:Iteration 21Q (5992.442984 sec): 3 clusters Score: Raw -331675.340722 + Penalty 1608.000268 = -330067.340455 nChanged 90 SP:Iteration 22Q (5992.459437 sec): 3 clusters Score: Raw -331724.532133 + Penalty 1608.000268 = -330116.531865 nChanged 97 SP:Iteration 23Q (5992.475879 sec): 3 clusters Score: Raw -331783.762041 + Penalty 1608.000268 = -330175.761773 nChanged 85 SP:Iteration 24Q (5992.492306 sec): 3 clusters Score: Raw -331828.613423 + Penalty 1608.000268 = -330220.613155 nChanged 73 SP:Iteration 25Q (5992.508634 sec): 3 clusters Score: Raw -331860.403204 + Penalty 1608.000268 = -330252.402936 nChanged 53 SP:Iteration 26Q (5992.524822 sec): 3 clusters Score: Raw -331874.712905 + Penalty 1608.000268 = -330266.712637 nChanged 34 SP:Iteration 27Q (5992.540951 sec): 3 clusters Score: Raw -331885.354667 + Penalty 1608.000268 = -330277.354399 nChanged 37 SP:Iteration 28Q (5992.557267 sec): 3 clusters Score: Raw -331897.153538 + Penalty 1608.000268 = -330289.153270 nChanged 32 SP:Iteration 29Q (5992.573374 sec): 3 clusters Score: Raw -331906.043426 + Penalty 1608.000268 = -330298.043159 nChanged 31 SP:Iteration 30Q (5992.589513 sec): 3 clusters Score: Raw -331913.815021 + Penalty 1608.000268 = -330305.814754 nChanged 30 SP:Iteration 31Q (5992.605826 sec): 3 clusters Score: Raw -331921.369547 + Penalty 1608.000268 = -330313.369279 nChanged 29 SP:Iteration 32Q (5992.622174 sec): 3 clusters Score: Raw -331930.248767 + Penalty 1608.000268 = -330322.248499 nChanged 31 SP:Iteration 33Q (5992.638287 sec): 3 clusters Score: Raw -331937.929553 + Penalty 1608.000268 = -330329.929286 nChanged 29 SP:Iteration 34Q (5992.654600 sec): 3 clusters Score: Raw -331943.866753 + Penalty 1608.000268 = -330335.866485 nChanged 16 SP:Iteration 35Q (5992.670662 sec): 3 clusters Score: Raw -331947.167984 + Penalty 1608.000268 = -330339.167716 nChanged 17 SP:Iteration 36Q (5992.686923 sec): 3 clusters Score: Raw -331951.054169 + Penalty 1608.000268 = -330343.053901 nChanged 15 SP:Iteration 37Q (5992.703135 sec): 3 clusters Score: Raw -331957.250651 + Penalty 1608.000268 = -330349.250383 nChanged 24 SP:Iteration 38Q (5992.719450 sec): 3 clusters Score: Raw -331971.556851 + Penalty 1608.000268 = -330363.556584 nChanged 40 SP:Iteration 39Q (5992.735540 sec): 3 clusters Score: Raw -331990.424190 + Penalty 1608.000268 = -330382.423923 nChanged 36 SP:Iteration 40F (5992.752189 sec): 3 clusters Score: Raw -332004.932982 + Penalty 1608.000268 = -330396.932715 nChanged 40 SP:Iteration 41Q (5992.768207 sec): 3 clusters Score: Raw -332020.176582 + Penalty 1608.000268 = -330412.176314 nChanged 27 SP:Iteration 42Q (5992.784371 sec): 3 clusters Score: Raw -332028.127099 + Penalty 1608.000268 = -330420.126832 nChanged 26 SP:Iteration 43Q (5992.800501 sec): 3 clusters Score: Raw -332037.425600 + Penalty 1608.000268 = -330429.425333 nChanged 29 SP:Iteration 44Q (5992.816655 sec): 3 clusters Score: Raw -332047.346229 + Penalty 1608.000268 = -330439.345962 nChanged 40 SP:Iteration 45Q (5992.832827 sec): 3 clusters Score: Raw -332060.640004 + Penalty 1608.000268 = -330452.639737 nChanged 36 SP:Iteration 46Q (5992.848968 sec): 3 clusters Score: Raw -332072.889163 + Penalty 1608.000268 = -330464.888895 nChanged 32 SP:Iteration 47Q (5992.865048 sec): 3 clusters Score: Raw -332083.316959 + Penalty 1608.000268 = -330475.316692 nChanged 33 SP:Iteration 48Q (5992.881201 sec): 3 clusters Score: Raw -332094.085433 + Penalty 1608.000268 = -330486.085165 nChanged 33 SP:Iteration 49Q (5992.897316 sec): 3 clusters Score: Raw -332108.426573 + Penalty 1608.000268 = -330500.426306 nChanged 19 SP:Iteration 50Q (5992.913441 sec): 3 clusters Score: Raw -332115.958541 + Penalty 1608.000268 = -330507.958274 nChanged 19 SP:Iteration 51Q (5992.929487 sec): 3 clusters Score: Raw -332121.338314 + Penalty 1608.000268 = -330513.338047 nChanged 26 SP:Iteration 52Q (5992.945584 sec): 3 clusters Score: Raw -332132.076988 + Penalty 1608.000268 = -330524.076721 nChanged 24 SP:Iteration 53Q (5992.961426 sec): 3 clusters Score: Raw -332139.512554 + Penalty 1608.000268 = -330531.512287 nChanged 19 SP:Iteration 54Q (5992.977413 sec): 3 clusters Score: Raw -332144.367455 + Penalty 1608.000268 = -330536.367188 nChanged 16 SP:Iteration 55Q (5992.993391 sec): 3 clusters Score: Raw -332149.457547 + Penalty 1608.000268 = -330541.457279 nChanged 12 SP:Iteration 56Q (5993.009368 sec): 3 clusters Score: Raw -332152.675392 + Penalty 1608.000268 = -330544.675125 nChanged 16 SP:Iteration 57Q (5993.025339 sec): 3 clusters Score: Raw -332159.059907 + Penalty 1608.000268 = -330551.059640 nChanged 15 SP:Iteration 58Q (5993.041269 sec): 3 clusters Score: Raw -332164.826200 + Penalty 1608.000268 = -330556.825932 nChanged 22 SP:Iteration 59Q (5993.057192 sec): 3 clusters Score: Raw -332171.029810 + Penalty 1608.000268 = -330563.029542 nChanged 12 SP:Iteration 60F (5993.073933 sec): 3 clusters Score: Raw -332174.893612 + Penalty 1608.000268 = -330566.893344 nChanged 11 SP:Iteration 61Q (5993.089872 sec): 3 clusters Score: Raw -332178.966672 + Penalty 1608.000268 = -330570.966404 nChanged 14 SP:Iteration 62Q (5993.105713 sec): 3 clusters Score: Raw -332183.391193 + Penalty 1608.000268 = -330575.390926 nChanged 14 SP:Iteration 63Q (5993.121437 sec): 3 clusters Score: Raw -332186.922054 + Penalty 1608.000268 = -330578.921787 nChanged 9 SP:Iteration 64Q (5993.137337 sec): 3 clusters Score: Raw -332189.033189 + Penalty 1608.000268 = -330581.032921 nChanged 8 SP:Iteration 65Q (5993.153246 sec): 3 clusters Score: Raw -332190.534304 + Penalty 1608.000268 = -330582.534037 nChanged 7 SP:Iteration 66Q (5993.169188 sec): 3 clusters Score: Raw -332192.622759 + Penalty 1608.000268 = -330584.622492 nChanged 9 SP:Iteration 67Q (5993.185115 sec): 3 clusters Score: Raw -332194.457983 + Penalty 1608.000268 = -330586.457716 nChanged 7 SP:Iteration 68Q (5993.201092 sec): 3 clusters Score: Raw -332195.356668 + Penalty 1608.000268 = -330587.356401 nChanged 3 SP:Iteration 69Q (5993.216826 sec): 3 clusters Score: Raw -332196.145156 + Penalty 1608.000268 = -330588.144888 nChanged 8 SP:Iteration 70Q (5993.232749 sec): 3 clusters Score: Raw -332198.449163 + Penalty 1608.000268 = -330590.448895 nChanged 8 SP:Iteration 71Q (5993.248692 sec): 3 clusters Score: Raw -332199.915536 + Penalty 1608.000268 = -330591.915268 nChanged 7 SP:Iteration 72Q (5993.264498 sec): 3 clusters Score: Raw -332201.490213 + Penalty 1608.000268 = -330593.489945 nChanged 9 SP:Iteration 73Q (5993.280345 sec): 3 clusters Score: Raw -332204.485978 + Penalty 1608.000268 = -330596.485711 nChanged 6 SP:Iteration 74Q (5993.296230 sec): 3 clusters Score: Raw -332205.652318 + Penalty 1608.000268 = -330597.652050 nChanged 4 SP:Iteration 75Q (5993.312087 sec): 3 clusters Score: Raw -332206.939128 + Penalty 1608.000268 = -330598.938861 nChanged 6 SP:Iteration 76Q (5993.327978 sec): 3 clusters Score: Raw -332208.707366 + Penalty 1608.000268 = -330600.707098 nChanged 8 SP:Iteration 77Q (5993.343688 sec): 3 clusters Score: Raw -332211.452617 + Penalty 1608.000268 = -330603.452349 nChanged 11 SP:Iteration 78Q (5993.359511 sec): 3 clusters Score: Raw -332215.760706 + Penalty 1608.000268 = -330607.760438 nChanged 14 SP:Iteration 79Q (5993.375166 sec): 3 clusters Score: Raw -332222.010408 + Penalty 1608.000268 = -330614.010140 nChanged 17 SP:Iteration 80F (5993.391930 sec): 3 clusters Score: Raw -332227.766008 + Penalty 1608.000268 = -330619.765741 nChanged 14 SP:Iteration 81Q (5993.407790 sec): 3 clusters Score: Raw -332232.085951 + Penalty 1608.000268 = -330624.085684 nChanged 12 SP:Iteration 82Q (5993.423678 sec): 3 clusters Score: Raw -332236.795656 + Penalty 1608.000268 = -330628.795389 nChanged 12 SP:Iteration 83Q (5993.439530 sec): 3 clusters Score: Raw -332239.771476 + Penalty 1608.000268 = -330631.771208 nChanged 10 SP:Iteration 84Q (5993.455332 sec): 3 clusters Score: Raw -332243.368888 + Penalty 1608.000268 = -330635.368621 nChanged 14 SP:Iteration 85Q (5993.471136 sec): 3 clusters Score: Raw -332247.576918 + Penalty 1608.000268 = -330639.576651 nChanged 12 SP:Iteration 86Q (5993.487047 sec): 3 clusters Score: Raw -332251.799796 + Penalty 1608.000268 = -330643.799528 nChanged 10 SP:Iteration 87Q (5993.502814 sec): 3 clusters Score: Raw -332255.290468 + Penalty 1608.000268 = -330647.290201 nChanged 7 SP:Iteration 88Q (5993.519327 sec): 3 clusters Score: Raw -332256.421547 + Penalty 1608.000268 = -330648.421279 nChanged 4 SP:Iteration 89Q (5993.535156 sec): 3 clusters Score: Raw -332256.927668 + Penalty 1608.000268 = -330648.927401 nChanged 2 SP:Iteration 90Q (5993.550973 sec): 3 clusters Score: Raw -332257.217392 + Penalty 1608.000268 = -330649.217125 nChanged 1 SP:Iteration 91Q (5993.566751 sec): 3 clusters Score: Raw -332257.804229 + Penalty 1608.000268 = -330649.803962 nChanged 2 SP:Iteration 92Q (5993.582573 sec): 3 clusters Score: Raw -332258.448193 + Penalty 1608.000268 = -330650.447926 nChanged 2 SP:Iteration 93Q (5993.598300 sec): 3 clusters Score: Raw -332259.174932 + Penalty 1608.000268 = -330651.174665 nChanged 3 SP:Iteration 94Q (5993.614110 sec): 3 clusters Score: Raw -332260.216736 + Penalty 1608.000268 = -330652.216468 nChanged 3 SP:Iteration 95Q (5993.629829 sec): 3 clusters Score: Raw -332261.703578 + Penalty 1608.000268 = -330653.703311 nChanged 6 SP:Iteration 96Q (5993.645568 sec): 3 clusters Score: Raw -332264.039556 + Penalty 1608.000268 = -330656.039288 nChanged 6 SP:Iteration 97Q (5993.661328 sec): 3 clusters Score: Raw -332265.617923 + Penalty 1608.000268 = -330657.617655 nChanged 2 SP:Iteration 98Q (5993.677101 sec): 3 clusters Score: Raw -332266.183428 + Penalty 1608.000268 = -330658.183160 nChanged 3 SP:Iteration 99Q (5993.692807 sec): 3 clusters Score: Raw -332266.679448 + Penalty 1608.000268 = -330658.679180 nChanged 2 SP:Iteration 100F (5993.709516 sec): 3 clusters Score: Raw -332266.963691 + Penalty 1608.000268 = -330658.963423 nChanged 1 SP:Iteration 101Q (5993.725133 sec): 3 clusters Score: Raw -332267.195072 + Penalty 1608.000268 = -330659.194804 nChanged 1 SP:Iteration 102Q (5993.740699 sec): 3 clusters Score: Raw -332267.373351 + Penalty 1608.000268 = -330659.373083 nChanged 0 SP:Iteration 103F (5993.757369 sec): 3 clusters Score: Raw -332267.373351 + Penalty 1608.000268 = -330659.373083 nChanged 0 Trying to split cluster 37 (3999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5993.774175 sec): 2 clusters Score: Raw -286255.480732 + Penalty 787.910963 = -285467.569769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5993.825612 sec): 3 clusters Score: Raw -284110.582693 + Penalty 1575.821926 = -282534.760768 nChanged 1656 SP:Iteration 1F (5993.840363 sec): 3 clusters Score: Raw -285047.266423 + Penalty 1575.821926 = -283471.444497 nChanged 299 SP:Iteration 2F (5993.855063 sec): 3 clusters Score: Raw -285215.145064 + Penalty 1575.821926 = -283639.323139 nChanged 247 SP:Iteration 3F (5993.869725 sec): 3 clusters Score: Raw -285394.211484 + Penalty 1575.821926 = -283818.389559 nChanged 249 SP:Iteration 4F (5993.884441 sec): 3 clusters Score: Raw -285570.558910 + Penalty 1575.821926 = -283994.736985 nChanged 224 SP:Iteration 5F (5993.899181 sec): 3 clusters Score: Raw -285707.634710 + Penalty 1575.821926 = -284131.812784 nChanged 180 SP:Iteration 6Q (5993.914427 sec): 3 clusters Score: Raw -285812.818039 + Penalty 1575.821926 = -284236.996114 nChanged 155 SP:Iteration 7Q (5993.929213 sec): 3 clusters Score: Raw -285900.172450 + Penalty 1575.821926 = -284324.350524 nChanged 136 SP:Iteration 8Q (5993.943791 sec): 3 clusters Score: Raw -285973.115289 + Penalty 1575.821926 = -284397.293364 nChanged 108 SP:Iteration 9Q (5993.958366 sec): 3 clusters Score: Raw -286026.639477 + Penalty 1575.821926 = -284450.817551 nChanged 104 SP:Iteration 10Q (5993.972958 sec): 3 clusters Score: Raw -286071.749874 + Penalty 1575.821926 = -284495.927948 nChanged 84 SP:Iteration 11Q (5993.987538 sec): 3 clusters Score: Raw -286115.232558 + Penalty 1575.821926 = -284539.410633 nChanged 83 SP:Iteration 12Q (5994.001938 sec): 3 clusters Score: Raw -286147.719685 + Penalty 1575.821926 = -284571.897759 nChanged 49 SP:Iteration 13Q (5994.016503 sec): 3 clusters Score: Raw -286164.071804 + Penalty 1575.821926 = -284588.249878 nChanged 46 SP:Iteration 14Q (5994.030894 sec): 3 clusters Score: Raw -286176.434851 + Penalty 1575.821926 = -284600.612925 nChanged 39 SP:Iteration 15Q (5994.045435 sec): 3 clusters Score: Raw -286189.198547 + Penalty 1575.821926 = -284613.376622 nChanged 32 SP:Iteration 16Q (5994.059934 sec): 3 clusters Score: Raw -286197.902516 + Penalty 1575.821926 = -284622.080590 nChanged 35 SP:Iteration 17Q (5994.074479 sec): 3 clusters Score: Raw -286207.624546 + Penalty 1575.821926 = -284631.802620 nChanged 30 SP:Iteration 18Q (5994.089057 sec): 3 clusters Score: Raw -286215.315730 + Penalty 1575.821926 = -284639.493805 nChanged 34 SP:Iteration 19Q (5994.103623 sec): 3 clusters Score: Raw -286223.877264 + Penalty 1575.821926 = -284648.055338 nChanged 27 SP:Iteration 20F (5994.118282 sec): 3 clusters Score: Raw -286232.600643 + Penalty 1575.821926 = -284656.778718 nChanged 34 SP:Iteration 21Q (5994.132859 sec): 3 clusters Score: Raw -286239.078310 + Penalty 1575.821926 = -284663.256385 nChanged 23 SP:Iteration 22Q (5994.147440 sec): 3 clusters Score: Raw -286245.270955 + Penalty 1575.821926 = -284669.449029 nChanged 26 SP:Iteration 23Q (5994.161546 sec): 3 clusters Score: Raw -286251.869114 + Penalty 1575.821926 = -284676.047188 nChanged 21 SP:Iteration 24Q (5994.176118 sec): 3 clusters Score: Raw -286257.900182 + Penalty 1575.821926 = -284682.078257 nChanged 21 SP:Iteration 25Q (5994.190598 sec): 3 clusters Score: Raw -286264.436713 + Penalty 1575.821926 = -284688.614787 nChanged 24 SP:Iteration 26Q (5994.205158 sec): 3 clusters Score: Raw -286269.484593 + Penalty 1575.821926 = -284693.662667 nChanged 16 SP:Iteration 27Q (5994.219688 sec): 3 clusters Score: Raw -286271.464464 + Penalty 1575.821926 = -284695.642538 nChanged 8 SP:Iteration 28Q (5994.234013 sec): 3 clusters Score: Raw -286273.171113 + Penalty 1575.821926 = -284697.349187 nChanged 7 SP:Iteration 29Q (5994.248401 sec): 3 clusters Score: Raw -286274.593545 + Penalty 1575.821926 = -284698.771619 nChanged 9 SP:Iteration 30Q (5994.262875 sec): 3 clusters Score: Raw -286277.910643 + Penalty 1575.821926 = -284702.088717 nChanged 13 SP:Iteration 31Q (5994.277479 sec): 3 clusters Score: Raw -286281.589608 + Penalty 1575.821926 = -284705.767682 nChanged 13 SP:Iteration 32Q (5994.291797 sec): 3 clusters Score: Raw -286283.787665 + Penalty 1575.821926 = -284707.965739 nChanged 9 SP:Iteration 33Q (5994.306405 sec): 3 clusters Score: Raw -286285.008934 + Penalty 1575.821926 = -284709.187008 nChanged 6 SP:Iteration 34Q (5994.321017 sec): 3 clusters Score: Raw -286285.901738 + Penalty 1575.821926 = -284710.079813 nChanged 8 SP:Iteration 35Q (5994.335455 sec): 3 clusters Score: Raw -286288.213238 + Penalty 1575.821926 = -284712.391312 nChanged 9 SP:Iteration 36Q (5994.349916 sec): 3 clusters Score: Raw -286289.588547 + Penalty 1575.821926 = -284713.766621 nChanged 9 SP:Iteration 37Q (5994.364461 sec): 3 clusters Score: Raw -286290.997156 + Penalty 1575.821926 = -284715.175230 nChanged 6 SP:Iteration 38Q (5994.378893 sec): 3 clusters Score: Raw -286291.706297 + Penalty 1575.821926 = -284715.884372 nChanged 3 SP:Iteration 39Q (5994.393374 sec): 3 clusters Score: Raw -286292.167078 + Penalty 1575.821926 = -284716.345152 nChanged 5 SP:Iteration 40F (5994.407908 sec): 3 clusters Score: Raw -286293.176484 + Penalty 1575.821926 = -284717.354558 nChanged 9 SP:Iteration 41Q (5994.422358 sec): 3 clusters Score: Raw -286294.869250 + Penalty 1575.821926 = -284719.047325 nChanged 11 SP:Iteration 42Q (5994.436702 sec): 3 clusters Score: Raw -286297.229815 + Penalty 1575.821926 = -284721.407890 nChanged 8 SP:Iteration 43Q (5994.451222 sec): 3 clusters Score: Raw -286299.387633 + Penalty 1575.821926 = -284723.565707 nChanged 8 SP:Iteration 44Q (5994.465584 sec): 3 clusters Score: Raw -286300.566854 + Penalty 1575.821926 = -284724.744929 nChanged 7 SP:Iteration 45Q (5994.479952 sec): 3 clusters Score: Raw -286301.578166 + Penalty 1575.821926 = -284725.756240 nChanged 5 SP:Iteration 46Q (5994.494302 sec): 3 clusters Score: Raw -286302.395280 + Penalty 1575.821926 = -284726.573355 nChanged 5 SP:Iteration 47Q (5994.508786 sec): 3 clusters Score: Raw -286302.940864 + Penalty 1575.821926 = -284727.118939 nChanged 4 SP:Iteration 48Q (5994.523334 sec): 3 clusters Score: Raw -286304.050786 + Penalty 1575.821926 = -284728.228860 nChanged 3 SP:Iteration 49Q (5994.537851 sec): 3 clusters Score: Raw -286304.262028 + Penalty 1575.821926 = -284728.440102 nChanged 1 SP:Iteration 50Q (5994.552372 sec): 3 clusters Score: Raw -286304.393857 + Penalty 1575.821926 = -284728.571931 nChanged 2 SP:Iteration 51Q (5994.566750 sec): 3 clusters Score: Raw -286304.506824 + Penalty 1575.821926 = -284728.684898 nChanged 0 SP:Iteration 52F (5994.581209 sec): 3 clusters Score: Raw -286304.506824 + Penalty 1575.821926 = -284728.684898 nChanged 0 Trying to split cluster 38 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5994.595917 sec): 2 clusters Score: Raw -129283.534526 + Penalty 702.593553 = -128580.940973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5994.602725 sec): 3 clusters Score: Raw -128526.905297 + Penalty 1405.187106 = -127121.718192 nChanged 586 SP:Iteration 1F (5994.608917 sec): 3 clusters Score: Raw -128912.173444 + Penalty 1405.187106 = -127506.986339 nChanged 145 SP:Iteration 2F (5994.615099 sec): 3 clusters Score: Raw -129021.603377 + Penalty 1405.187106 = -127616.416271 nChanged 78 SP:Iteration 3Q (5994.621385 sec): 3 clusters Score: Raw -129075.117114 + Penalty 1405.187106 = -127669.930008 nChanged 56 SP:Iteration 4Q (5994.627567 sec): 3 clusters Score: Raw -129112.691385 + Penalty 1405.187106 = -127707.504279 nChanged 45 SP:Iteration 5Q (5994.633724 sec): 3 clusters Score: Raw -129139.126537 + Penalty 1405.187106 = -127733.939431 nChanged 38 SP:Iteration 6Q (5994.639833 sec): 3 clusters Score: Raw -129163.847745 + Penalty 1405.187106 = -127758.660639 nChanged 34 SP:Iteration 7Q (5994.645953 sec): 3 clusters Score: Raw -129188.267582 + Penalty 1405.187106 = -127783.080476 nChanged 29 SP:Iteration 8Q (5994.652048 sec): 3 clusters Score: Raw -129202.812625 + Penalty 1405.187106 = -127797.625519 nChanged 15 SP:Iteration 9Q (5994.658162 sec): 3 clusters Score: Raw -129209.021490 + Penalty 1405.187106 = -127803.834384 nChanged 15 SP:Iteration 10Q (5994.664259 sec): 3 clusters Score: Raw -129218.518563 + Penalty 1405.187106 = -127813.331457 nChanged 12 SP:Iteration 11Q (5994.670414 sec): 3 clusters Score: Raw -129226.149692 + Penalty 1405.187106 = -127820.962586 nChanged 10 SP:Iteration 12Q (5994.676507 sec): 3 clusters Score: Raw -129232.026385 + Penalty 1405.187106 = -127826.839279 nChanged 10 SP:Iteration 13Q (5994.682586 sec): 3 clusters Score: Raw -129235.896895 + Penalty 1405.187106 = -127830.709789 nChanged 10 SP:Iteration 14Q (5994.688701 sec): 3 clusters Score: Raw -129241.052682 + Penalty 1405.187106 = -127835.865576 nChanged 10 SP:Iteration 15Q (5994.694788 sec): 3 clusters Score: Raw -129247.806258 + Penalty 1405.187106 = -127842.619153 nChanged 11 SP:Iteration 16Q (5994.700858 sec): 3 clusters Score: Raw -129253.292178 + Penalty 1405.187106 = -127848.105072 nChanged 7 SP:Iteration 17Q (5994.706908 sec): 3 clusters Score: Raw -129255.847251 + Penalty 1405.187106 = -127850.660146 nChanged 9 SP:Iteration 18Q (5994.712957 sec): 3 clusters Score: Raw -129260.625382 + Penalty 1405.187106 = -127855.438277 nChanged 7 SP:Iteration 19Q (5994.718979 sec): 3 clusters Score: Raw -129263.253015 + Penalty 1405.187106 = -127858.065909 nChanged 11 SP:Iteration 20F (5994.725157 sec): 3 clusters Score: Raw -129266.034087 + Penalty 1405.187106 = -127860.846982 nChanged 6 SP:Iteration 21Q (5994.731210 sec): 3 clusters Score: Raw -129268.742359 + Penalty 1405.187106 = -127863.555253 nChanged 5 SP:Iteration 22Q (5994.737263 sec): 3 clusters Score: Raw -129273.254517 + Penalty 1405.187106 = -127868.067412 nChanged 9 SP:Iteration 23Q (5994.743308 sec): 3 clusters Score: Raw -129278.463622 + Penalty 1405.187106 = -127873.276516 nChanged 9 SP:Iteration 24Q (5994.749315 sec): 3 clusters Score: Raw -129284.497917 + Penalty 1405.187106 = -127879.310811 nChanged 13 SP:Iteration 25Q (5994.755312 sec): 3 clusters Score: Raw -129289.639939 + Penalty 1405.187106 = -127884.452833 nChanged 6 SP:Iteration 26Q (5994.761272 sec): 3 clusters Score: Raw -129292.835147 + Penalty 1405.187106 = -127887.648041 nChanged 4 SP:Iteration 27Q (5994.767285 sec): 3 clusters Score: Raw -129296.428710 + Penalty 1405.187106 = -127891.241604 nChanged 9 SP:Iteration 28Q (5994.773298 sec): 3 clusters Score: Raw -129301.951603 + Penalty 1405.187106 = -127896.764498 nChanged 7 SP:Iteration 29Q (5994.779326 sec): 3 clusters Score: Raw -129305.616770 + Penalty 1405.187106 = -127900.429665 nChanged 5 SP:Iteration 30Q (5994.785351 sec): 3 clusters Score: Raw -129307.429284 + Penalty 1405.187106 = -127902.242178 nChanged 4 SP:Iteration 31Q (5994.791387 sec): 3 clusters Score: Raw -129308.643220 + Penalty 1405.187106 = -127903.456114 nChanged 3 SP:Iteration 32Q (5994.797381 sec): 3 clusters Score: Raw -129309.664727 + Penalty 1405.187106 = -127904.477621 nChanged 0 SP:Iteration 33F (5994.803521 sec): 3 clusters Score: Raw -129309.664727 + Penalty 1405.187106 = -127904.477621 nChanged 0 Trying to split cluster 39 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5994.819360 sec): 2 clusters Score: Raw -215832.506894 + Penalty 753.027247 = -215079.479647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5994.830383 sec): 3 clusters Score: Raw -214398.487368 + Penalty 1506.054494 = -212892.432874 nChanged 1123 SP:Iteration 1F (5994.840588 sec): 3 clusters Score: Raw -215053.300885 + Penalty 1506.054494 = -213547.246391 nChanged 198 SP:Iteration 2F (5994.850646 sec): 3 clusters Score: Raw -215139.563656 + Penalty 1506.054494 = -213633.509162 nChanged 123 SP:Iteration 3Q (5994.860710 sec): 3 clusters Score: Raw -215196.687318 + Penalty 1506.054494 = -213690.632824 nChanged 89 SP:Iteration 4Q (5994.870879 sec): 3 clusters Score: Raw -215232.763799 + Penalty 1506.054494 = -213726.709305 nChanged 82 SP:Iteration 5Q (5994.881063 sec): 3 clusters Score: Raw -215265.961807 + Penalty 1506.054494 = -213759.907313 nChanged 75 SP:Iteration 6Q (5994.891148 sec): 3 clusters Score: Raw -215301.473355 + Penalty 1506.054494 = -213795.418861 nChanged 63 SP:Iteration 7Q (5994.901307 sec): 3 clusters Score: Raw -215333.366108 + Penalty 1506.054494 = -213827.311614 nChanged 62 SP:Iteration 8Q (5994.911473 sec): 3 clusters Score: Raw -215363.564649 + Penalty 1506.054494 = -213857.510155 nChanged 78 SP:Iteration 9Q (5994.921542 sec): 3 clusters Score: Raw -215410.161521 + Penalty 1506.054494 = -213904.107028 nChanged 82 SP:Iteration 10Q (5994.931693 sec): 3 clusters Score: Raw -215457.261512 + Penalty 1506.054494 = -213951.207019 nChanged 77 SP:Iteration 11Q (5994.941750 sec): 3 clusters Score: Raw -215500.640833 + Penalty 1506.054494 = -213994.586339 nChanged 73 SP:Iteration 12Q (5994.951831 sec): 3 clusters Score: Raw -215556.263445 + Penalty 1506.054494 = -214050.208951 nChanged 79 SP:Iteration 13Q (5994.961889 sec): 3 clusters Score: Raw -215621.685287 + Penalty 1506.054494 = -214115.630793 nChanged 73 SP:Iteration 14Q (5994.971858 sec): 3 clusters Score: Raw -215682.213875 + Penalty 1506.054494 = -214176.159382 nChanged 71 SP:Iteration 15Q (5994.981857 sec): 3 clusters Score: Raw -215743.573048 + Penalty 1506.054494 = -214237.518554 nChanged 71 SP:Iteration 16Q (5994.991790 sec): 3 clusters Score: Raw -215799.139235 + Penalty 1506.054494 = -214293.084741 nChanged 69 SP:Iteration 17Q (5995.001635 sec): 3 clusters Score: Raw -215854.212448 + Penalty 1506.054494 = -214348.157954 nChanged 56 SP:Iteration 18Q (5995.011513 sec): 3 clusters Score: Raw -215890.031198 + Penalty 1506.054494 = -214383.976704 nChanged 44 SP:Iteration 19Q (5995.021244 sec): 3 clusters Score: Raw -215918.306919 + Penalty 1506.054494 = -214412.252426 nChanged 41 SP:Iteration 20F (5995.031338 sec): 3 clusters Score: Raw -215941.171926 + Penalty 1506.054494 = -214435.117432 nChanged 38 SP:Iteration 21Q (5995.041069 sec): 3 clusters Score: Raw -215963.853639 + Penalty 1506.054494 = -214457.799145 nChanged 30 SP:Iteration 22Q (5995.050835 sec): 3 clusters Score: Raw -215982.991005 + Penalty 1506.054494 = -214476.936511 nChanged 23 SP:Iteration 23Q (5995.060605 sec): 3 clusters Score: Raw -215992.430921 + Penalty 1506.054494 = -214486.376427 nChanged 12 SP:Iteration 24Q (5995.070306 sec): 3 clusters Score: Raw -215995.858778 + Penalty 1506.054494 = -214489.804285 nChanged 6 SP:Iteration 25Q (5995.080026 sec): 3 clusters Score: Raw -215997.250482 + Penalty 1506.054494 = -214491.195989 nChanged 4 SP:Iteration 26Q (5995.089813 sec): 3 clusters Score: Raw -215998.642181 + Penalty 1506.054494 = -214492.587688 nChanged 3 SP:Iteration 27Q (5995.099530 sec): 3 clusters Score: Raw -215999.407753 + Penalty 1506.054494 = -214493.353259 nChanged 4 SP:Iteration 28Q (5995.109194 sec): 3 clusters Score: Raw -216000.410923 + Penalty 1506.054494 = -214494.356429 nChanged 2 SP:Iteration 29Q (5995.118970 sec): 3 clusters Score: Raw -216000.570574 + Penalty 1506.054494 = -214494.516080 nChanged 1 SP:Iteration 30Q (5995.128764 sec): 3 clusters Score: Raw -216000.751198 + Penalty 1506.054494 = -214494.696704 nChanged 1 SP:Iteration 31Q (5995.138530 sec): 3 clusters Score: Raw -216001.144322 + Penalty 1506.054494 = -214495.089828 nChanged 2 SP:Iteration 32Q (5995.148269 sec): 3 clusters Score: Raw -216002.708674 + Penalty 1506.054494 = -214496.654180 nChanged 5 SP:Iteration 33Q (5995.158035 sec): 3 clusters Score: Raw -216003.691791 + Penalty 1506.054494 = -214497.637297 nChanged 1 SP:Iteration 34Q (5995.167826 sec): 3 clusters Score: Raw -216003.824934 + Penalty 1506.054494 = -214497.770441 nChanged 1 SP:Iteration 35Q (5995.177471 sec): 3 clusters Score: Raw -216004.414709 + Penalty 1506.054494 = -214498.360215 nChanged 1 SP:Iteration 36Q (5995.187202 sec): 3 clusters Score: Raw -216004.492804 + Penalty 1506.054494 = -214498.438310 nChanged 0 SP:Iteration 37F (5995.197252 sec): 3 clusters Score: Raw -216004.492804 + Penalty 1506.054494 = -214498.438310 nChanged 0 Trying to split cluster 40 (4800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5995.214724 sec): 2 clusters Score: Raw -340756.049442 + Penalty 805.255264 = -339950.794178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.233434 sec): 3 clusters Score: Raw -338124.033349 + Penalty 1610.510527 = -336513.522821 nChanged 1999 SP:Iteration 1F (5995.250983 sec): 3 clusters Score: Raw -339365.202784 + Penalty 1610.510527 = -337754.692257 nChanged 420 SP:Iteration 2F (5995.268453 sec): 3 clusters Score: Raw -339623.464543 + Penalty 1610.510527 = -338012.954016 nChanged 333 SP:Iteration 3F (5995.285808 sec): 3 clusters Score: Raw -339840.044618 + Penalty 1610.510527 = -338229.534091 nChanged 291 SP:Iteration 4F (5995.303275 sec): 3 clusters Score: Raw -340017.587617 + Penalty 1610.510527 = -338407.077090 nChanged 232 SP:Iteration 5Q (5995.320656 sec): 3 clusters Score: Raw -340150.320274 + Penalty 1610.510527 = -338539.809747 nChanged 194 SP:Iteration 6Q (5995.338089 sec): 3 clusters Score: Raw -340254.078015 + Penalty 1610.510527 = -338643.567488 nChanged 154 SP:Iteration 7Q (5995.355497 sec): 3 clusters Score: Raw -340331.523453 + Penalty 1610.510527 = -338721.012926 nChanged 125 SP:Iteration 8Q (5995.372942 sec): 3 clusters Score: Raw -340390.869101 + Penalty 1610.510527 = -338780.358573 nChanged 103 SP:Iteration 9Q (5995.390238 sec): 3 clusters Score: Raw -340445.984259 + Penalty 1610.510527 = -338835.473732 nChanged 103 SP:Iteration 10Q (5995.407553 sec): 3 clusters Score: Raw -340496.733886 + Penalty 1610.510527 = -338886.223358 nChanged 87 SP:Iteration 11Q (5995.424768 sec): 3 clusters Score: Raw -340546.840095 + Penalty 1610.510527 = -338936.329568 nChanged 66 SP:Iteration 12Q (5995.442050 sec): 3 clusters Score: Raw -340595.576655 + Penalty 1610.510527 = -338985.066128 nChanged 75 SP:Iteration 13Q (5995.459127 sec): 3 clusters Score: Raw -340640.228927 + Penalty 1610.510527 = -339029.718400 nChanged 67 SP:Iteration 14Q (5995.476270 sec): 3 clusters Score: Raw -340675.942745 + Penalty 1610.510527 = -339065.432217 nChanged 60 SP:Iteration 15Q (5995.493430 sec): 3 clusters Score: Raw -340712.736818 + Penalty 1610.510527 = -339102.226291 nChanged 58 SP:Iteration 16Q (5995.510390 sec): 3 clusters Score: Raw -340742.269468 + Penalty 1610.510527 = -339131.758940 nChanged 60 SP:Iteration 17Q (5995.527324 sec): 3 clusters Score: Raw -340776.106368 + Penalty 1610.510527 = -339165.595841 nChanged 40 SP:Iteration 18Q (5995.544127 sec): 3 clusters Score: Raw -340804.216206 + Penalty 1610.510527 = -339193.705679 nChanged 49 SP:Iteration 19Q (5995.561067 sec): 3 clusters Score: Raw -340840.709038 + Penalty 1610.510527 = -339230.198511 nChanged 58 SP:Iteration 20F (5995.578388 sec): 3 clusters Score: Raw -340893.214809 + Penalty 1610.510527 = -339282.704281 nChanged 54 SP:Iteration 21Q (5995.595221 sec): 3 clusters Score: Raw -340955.628757 + Penalty 1610.510527 = -339345.118229 nChanged 61 SP:Iteration 22Q (5995.612131 sec): 3 clusters Score: Raw -341003.394571 + Penalty 1610.510527 = -339392.884043 nChanged 64 SP:Iteration 23Q (5995.628580 sec): 3 clusters Score: Raw -341039.671660 + Penalty 1610.510527 = -339429.161132 nChanged 47 SP:Iteration 24Q (5995.645223 sec): 3 clusters Score: Raw -341063.061000 + Penalty 1610.510527 = -339452.550473 nChanged 34 SP:Iteration 25Q (5995.661797 sec): 3 clusters Score: Raw -341087.564715 + Penalty 1610.510527 = -339477.054188 nChanged 43 SP:Iteration 26Q (5995.678303 sec): 3 clusters Score: Raw -341115.392937 + Penalty 1610.510527 = -339504.882410 nChanged 41 SP:Iteration 27Q (5995.694804 sec): 3 clusters Score: Raw -341135.701628 + Penalty 1610.510527 = -339525.191101 nChanged 35 SP:Iteration 28Q (5995.711491 sec): 3 clusters Score: Raw -341152.171020 + Penalty 1610.510527 = -339541.660492 nChanged 31 SP:Iteration 29Q (5995.728133 sec): 3 clusters Score: Raw -341164.943018 + Penalty 1610.510527 = -339554.432491 nChanged 24 SP:Iteration 30Q (5995.744821 sec): 3 clusters Score: Raw -341172.130951 + Penalty 1610.510527 = -339561.620423 nChanged 9 SP:Iteration 31Q (5995.761511 sec): 3 clusters Score: Raw -341174.983273 + Penalty 1610.510527 = -339564.472745 nChanged 10 SP:Iteration 32Q (5995.778072 sec): 3 clusters Score: Raw -341178.676105 + Penalty 1610.510527 = -339568.165578 nChanged 12 SP:Iteration 33Q (5995.794489 sec): 3 clusters Score: Raw -341183.621723 + Penalty 1610.510527 = -339573.111195 nChanged 6 SP:Iteration 34Q (5995.811093 sec): 3 clusters Score: Raw -341186.182848 + Penalty 1610.510527 = -339575.672320 nChanged 4 SP:Iteration 35Q (5995.827818 sec): 3 clusters Score: Raw -341186.907345 + Penalty 1610.510527 = -339576.396817 nChanged 3 SP:Iteration 36Q (5995.844392 sec): 3 clusters Score: Raw -341188.167944 + Penalty 1610.510527 = -339577.657417 nChanged 7 SP:Iteration 37Q (5995.860895 sec): 3 clusters Score: Raw -341189.760880 + Penalty 1610.510527 = -339579.250352 nChanged 4 SP:Iteration 38Q (5995.877259 sec): 3 clusters Score: Raw -341192.545532 + Penalty 1610.510527 = -339582.035004 nChanged 3 SP:Iteration 39Q (5995.893803 sec): 3 clusters Score: Raw -341193.744613 + Penalty 1610.510527 = -339583.234085 nChanged 5 SP:Iteration 40F (5995.911334 sec): 3 clusters Score: Raw -341195.810283 + Penalty 1610.510527 = -339585.299755 nChanged 3 SP:Iteration 41Q (5995.927901 sec): 3 clusters Score: Raw -341196.576171 + Penalty 1610.510527 = -339586.065644 nChanged 2 SP:Iteration 42Q (5995.944461 sec): 3 clusters Score: Raw -341197.000765 + Penalty 1610.510527 = -339586.490238 nChanged 0 SP:Iteration 43F (5995.961869 sec): 3 clusters Score: Raw -341197.000765 + Penalty 1610.510527 = -339586.490238 nChanged 0 Trying to split cluster 41 (2590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5995.977324 sec): 2 clusters Score: Raw -199821.699147 + Penalty 746.644250 = -199075.054898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.987762 sec): 3 clusters Score: Raw -198502.727039 + Penalty 1493.288499 = -197009.438539 nChanged 1013 SP:Iteration 1F (5995.997365 sec): 3 clusters Score: Raw -199112.288317 + Penalty 1493.288499 = -197618.999818 nChanged 185 SP:Iteration 2F (5996.006822 sec): 3 clusters Score: Raw -199263.716908 + Penalty 1493.288499 = -197770.428409 nChanged 185 SP:Iteration 3F (5996.016318 sec): 3 clusters Score: Raw -199449.490984 + Penalty 1493.288499 = -197956.202484 nChanged 170 SP:Iteration 4F (5996.025775 sec): 3 clusters Score: Raw -199635.337219 + Penalty 1493.288499 = -198142.048720 nChanged 155 SP:Iteration 5F (5996.035319 sec): 3 clusters Score: Raw -199795.933886 + Penalty 1493.288499 = -198302.645386 nChanged 133 SP:Iteration 6F (5996.044784 sec): 3 clusters Score: Raw -199901.743365 + Penalty 1493.288499 = -198408.454866 nChanged 101 SP:Iteration 7Q (5996.054289 sec): 3 clusters Score: Raw -199972.786592 + Penalty 1493.288499 = -198479.498093 nChanged 80 SP:Iteration 8Q (5996.063734 sec): 3 clusters Score: Raw -200025.196061 + Penalty 1493.288499 = -198531.907561 nChanged 56 SP:Iteration 9Q (5996.073168 sec): 3 clusters Score: Raw -200058.383342 + Penalty 1493.288499 = -198565.094842 nChanged 43 SP:Iteration 10Q (5996.082619 sec): 3 clusters Score: Raw -200083.669821 + Penalty 1493.288499 = -198590.381321 nChanged 38 SP:Iteration 11Q (5996.092016 sec): 3 clusters Score: Raw -200107.950299 + Penalty 1493.288499 = -198614.661799 nChanged 41 SP:Iteration 12Q (5996.101360 sec): 3 clusters Score: Raw -200128.848593 + Penalty 1493.288499 = -198635.560094 nChanged 28 SP:Iteration 13Q (5996.110684 sec): 3 clusters Score: Raw -200138.338476 + Penalty 1493.288499 = -198645.049976 nChanged 14 SP:Iteration 14Q (5996.120027 sec): 3 clusters Score: Raw -200143.633676 + Penalty 1493.288499 = -198650.345177 nChanged 14 SP:Iteration 15Q (5996.129248 sec): 3 clusters Score: Raw -200148.098331 + Penalty 1493.288499 = -198654.809831 nChanged 9 SP:Iteration 16Q (5996.138566 sec): 3 clusters Score: Raw -200150.319649 + Penalty 1493.288499 = -198657.031150 nChanged 7 SP:Iteration 17Q (5996.147898 sec): 3 clusters Score: Raw -200152.356369 + Penalty 1493.288499 = -198659.067869 nChanged 5 SP:Iteration 18Q (5996.157241 sec): 3 clusters Score: Raw -200153.151227 + Penalty 1493.288499 = -198659.862728 nChanged 4 SP:Iteration 19Q (5996.166553 sec): 3 clusters Score: Raw -200154.125247 + Penalty 1493.288499 = -198660.836748 nChanged 3 SP:Iteration 20F (5996.175995 sec): 3 clusters Score: Raw -200154.483130 + Penalty 1493.288499 = -198661.194630 nChanged 3 SP:Iteration 21Q (5996.185321 sec): 3 clusters Score: Raw -200154.954946 + Penalty 1493.288499 = -198661.666447 nChanged 1 SP:Iteration 22Q (5996.194641 sec): 3 clusters Score: Raw -200155.309123 + Penalty 1493.288499 = -198662.020624 nChanged 3 SP:Iteration 23Q (5996.203966 sec): 3 clusters Score: Raw -200156.274673 + Penalty 1493.288499 = -198662.986174 nChanged 3 SP:Iteration 24Q (5996.213310 sec): 3 clusters Score: Raw -200157.046560 + Penalty 1493.288499 = -198663.758061 nChanged 3 SP:Iteration 25Q (5996.222639 sec): 3 clusters Score: Raw -200158.135170 + Penalty 1493.288499 = -198664.846670 nChanged 1 SP:Iteration 26Q (5996.231865 sec): 3 clusters Score: Raw -200158.233230 + Penalty 1493.288499 = -198664.944731 nChanged 1 SP:Iteration 27Q (5996.241217 sec): 3 clusters Score: Raw -200158.387448 + Penalty 1493.288499 = -198665.098948 nChanged 0 SP:Iteration 28F (5996.250755 sec): 3 clusters Score: Raw -200158.387448 + Penalty 1493.288499 = -198665.098948 nChanged 0 Iteration 219Q (6002.929463 sec): 42 clusters Score: Raw -45955235.216543 + Penalty 52082.874990 = -45903152.341553 nChanged 265 Iteration 220F (6014.710652 sec): 42 clusters Score: Raw -45955251.330355 + Penalty 52082.874990 = -45903168.455366 nChanged 260 Iteration 221Q (6020.224102 sec): 42 clusters Score: Raw -45955267.906547 + Penalty 52082.874990 = -45903185.031557 nChanged 268 Iteration 222Q (6025.740704 sec): 42 clusters Score: Raw -45955286.674057 + Penalty 52082.874990 = -45903203.799067 nChanged 291 Iteration 223Q (6031.275280 sec): 42 clusters Score: Raw -45955307.852281 + Penalty 52082.874990 = -45903224.977291 nChanged 325 Iteration 224Q (6036.791767 sec): 42 clusters Score: Raw -45955333.437389 + Penalty 52082.874990 = -45903250.562399 nChanged 342 Iteration 225Q (6042.331914 sec): 42 clusters Score: Raw -45955357.264491 + Penalty 52082.874990 = -45903274.389501 nChanged 330 Iteration 226Q (6047.869588 sec): 42 clusters Score: Raw -45955377.303766 + Penalty 52082.874990 = -45903294.428776 nChanged 319 Iteration 227Q (6053.383128 sec): 42 clusters Score: Raw -45955393.545627 + Penalty 52082.874990 = -45903310.670637 nChanged 317 Iteration 228Q (6058.919379 sec): 42 clusters Score: Raw -45955408.174967 + Penalty 52082.874990 = -45903325.299977 nChanged 280 Iteration 229Q (6064.435723 sec): 42 clusters Score: Raw -45955420.996892 + Penalty 52082.874990 = -45903338.121902 nChanged 291 Iteration 230Q (6069.958148 sec): 42 clusters Score: Raw -45955433.505901 + Penalty 52082.874990 = -45903350.630911 nChanged 286 Iteration 231Q (6075.505825 sec): 42 clusters Score: Raw -45955445.143436 + Penalty 52082.874990 = -45903362.268447 nChanged 278 Iteration 232Q (6081.040032 sec): 42 clusters Score: Raw -45955455.384718 + Penalty 52082.874990 = -45903372.509728 nChanged 240 Iteration 233Q (6086.549914 sec): 42 clusters Score: Raw -45955464.325840 + Penalty 52082.874990 = -45903381.450850 nChanged 252 Iteration 234Q (6092.060453 sec): 42 clusters Score: Raw -45955474.216946 + Penalty 52082.874990 = -45903391.341956 nChanged 263 Iteration 235Q (6097.593915 sec): 42 clusters Score: Raw -45955484.155735 + Penalty 52082.874990 = -45903401.280745 nChanged 261 Iteration 236Q (6103.106764 sec): 42 clusters Score: Raw -45955495.215212 + Penalty 52082.874990 = -45903412.340222 nChanged 274 Iteration 237Q (6108.636925 sec): 42 clusters Score: Raw -45955507.402978 + Penalty 52082.874990 = -45903424.527988 nChanged 284 Iteration 238Q (6114.146330 sec): 42 clusters Score: Raw -45955518.787357 + Penalty 52082.874990 = -45903435.912367 nChanged 271 Iteration 239Q (6119.658984 sec): 42 clusters Score: Raw -45955529.382751 + Penalty 52082.874990 = -45903446.507761 nChanged 259 Iteration 240F (6131.255082 sec): 42 clusters Score: Raw -45955539.539297 + Penalty 52082.874990 = -45903456.664307 nChanged 265 Iteration 241Q (6136.788333 sec): 42 clusters Score: Raw -45955549.956575 + Penalty 52082.874990 = -45903467.081585 nChanged 272 Iteration 242Q (6142.328226 sec): 42 clusters Score: Raw -45955559.582405 + Penalty 52082.874990 = -45903476.707416 nChanged 271 Iteration 243Q (6147.864839 sec): 42 clusters Score: Raw -45955569.348108 + Penalty 52082.874990 = -45903486.473118 nChanged 247 Iteration 244Q (6153.382152 sec): 42 clusters Score: Raw -45955578.614235 + Penalty 52082.874990 = -45903495.739245 nChanged 261 Iteration 245Q (6158.899920 sec): 42 clusters Score: Raw -45955587.670012 + Penalty 52082.874990 = -45903504.795022 nChanged 245 Iteration 246Q (6164.418309 sec): 42 clusters Score: Raw -45955596.007508 + Penalty 52082.874990 = -45903513.132518 nChanged 264 Iteration 247Q (6169.939045 sec): 42 clusters Score: Raw -45955604.841113 + Penalty 52082.874990 = -45903521.966123 nChanged 241 Iteration 248Q (6175.451855 sec): 42 clusters Score: Raw -45955613.552406 + Penalty 52082.874990 = -45903530.677416 nChanged 254 Iteration 249Q (6180.996666 sec): 42 clusters Score: Raw -45955623.623063 + Penalty 52082.874990 = -45903540.748073 nChanged 270 Iteration 250Q (6186.654607 sec): 42 clusters Score: Raw -45955634.129147 + Penalty 52082.874990 = -45903551.254158 nChanged 254 Iteration 251Q (6192.661120 sec): 42 clusters Score: Raw -45955644.111645 + Penalty 52082.874990 = -45903561.236655 nChanged 262 Iteration 252Q (6198.649242 sec): 42 clusters Score: Raw -45955653.613198 + Penalty 52082.874990 = -45903570.738208 nChanged 249 Iteration 253Q (6204.600473 sec): 42 clusters Score: Raw -45955661.794525 + Penalty 52082.874990 = -45903578.919535 nChanged 227 Iteration 254Q (6210.600607 sec): 42 clusters Score: Raw -45955669.157397 + Penalty 52082.874990 = -45903586.282407 nChanged 229 Iteration 255Q (6216.198915 sec): 42 clusters Score: Raw -45955676.887836 + Penalty 52082.874990 = -45903594.012846 nChanged 238 Iteration 256Q (6222.031131 sec): 42 clusters Score: Raw -45955685.279272 + Penalty 52082.874990 = -45903602.404283 nChanged 232 Iteration 257Q (6227.962836 sec): 42 clusters Score: Raw -45955693.085890 + Penalty 52082.874990 = -45903610.210900 nChanged 219 Iteration 258Q (6233.817031 sec): 42 clusters Score: Raw -45955701.003123 + Penalty 52082.874990 = -45903618.128133 nChanged 225 Writing temp clu file Because OldScore, -45903610.210900, is greater than current (better) Score,-45903618.128133 Compute initial score before splitting: Score: Raw -45955701.003123 + Penalty 52082.874990 = -45903618.128133 Trying to split cluster 1 (7879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6234.042929 sec): 2 clusters Score: Raw -594249.723764 + Penalty 852.335846 = -593397.387918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6234.101127 sec): 3 clusters Score: Raw -589576.365535 + Penalty 1704.671692 = -587871.693844 nChanged 3472 SP:Iteration 1F (6234.158401 sec): 3 clusters Score: Raw -591538.560231 + Penalty 1704.671692 = -589833.888540 nChanged 468 SP:Iteration 2F (6234.211351 sec): 3 clusters Score: Raw -591786.634473 + Penalty 1704.671692 = -590081.962782 nChanged 446 SP:Iteration 3F (6234.269224 sec): 3 clusters Score: Raw -592096.436452 + Penalty 1704.671692 = -590391.764760 nChanged 516 SP:Iteration 4F (6234.314787 sec): 3 clusters Score: Raw -592525.605857 + Penalty 1704.671692 = -590820.934166 nChanged 533 SP:Iteration 5F (6234.367506 sec): 3 clusters Score: Raw -592971.976517 + Penalty 1704.671692 = -591267.304825 nChanged 529 SP:Iteration 6F (6234.426003 sec): 3 clusters Score: Raw -593417.326086 + Penalty 1704.671692 = -591712.654394 nChanged 454 SP:Iteration 7F (6234.485516 sec): 3 clusters Score: Raw -593744.306402 + Penalty 1704.671692 = -592039.634710 nChanged 355 SP:Iteration 8Q (6234.536083 sec): 3 clusters Score: Raw -593948.428219 + Penalty 1704.671692 = -592243.756527 nChanged 280 SP:Iteration 9Q (6234.591841 sec): 3 clusters Score: Raw -594106.691423 + Penalty 1704.671692 = -592402.019731 nChanged 213 SP:Iteration 10Q (6234.648822 sec): 3 clusters Score: Raw -594219.834492 + Penalty 1704.671692 = -592515.162800 nChanged 151 SP:Iteration 11Q (6234.704801 sec): 3 clusters Score: Raw -594284.701675 + Penalty 1704.671692 = -592580.029983 nChanged 118 SP:Iteration 12Q (6234.772187 sec): 3 clusters Score: Raw -594336.954288 + Penalty 1704.671692 = -592632.282597 nChanged 92 SP:Iteration 13Q (6234.811139 sec): 3 clusters Score: Raw -594370.473948 + Penalty 1704.671692 = -592665.802256 nChanged 71 SP:Iteration 14Q (6234.877246 sec): 3 clusters Score: Raw -594393.271887 + Penalty 1704.671692 = -592688.600195 nChanged 55 SP:Iteration 15Q (6234.931089 sec): 3 clusters Score: Raw -594411.220211 + Penalty 1704.671692 = -592706.548520 nChanged 51 SP:Iteration 16Q (6234.989037 sec): 3 clusters Score: Raw -594426.505884 + Penalty 1704.671692 = -592721.834193 nChanged 42 SP:Iteration 17Q (6235.031679 sec): 3 clusters Score: Raw -594438.338657 + Penalty 1704.671692 = -592733.666965 nChanged 39 SP:Iteration 18Q (6235.097243 sec): 3 clusters Score: Raw -594448.283215 + Penalty 1704.671692 = -592743.611524 nChanged 28 SP:Iteration 19Q (6235.143284 sec): 3 clusters Score: Raw -594454.793425 + Penalty 1704.671692 = -592750.121733 nChanged 38 SP:Iteration 20F (6235.200504 sec): 3 clusters Score: Raw -594461.573116 + Penalty 1704.671692 = -592756.901425 nChanged 30 SP:Iteration 21Q (6235.256773 sec): 3 clusters Score: Raw -594467.318542 + Penalty 1704.671692 = -592762.646851 nChanged 27 SP:Iteration 22Q (6235.308044 sec): 3 clusters Score: Raw -594471.482701 + Penalty 1704.671692 = -592766.811009 nChanged 15 SP:Iteration 23Q (6235.371229 sec): 3 clusters Score: Raw -594474.520910 + Penalty 1704.671692 = -592769.849219 nChanged 13 SP:Iteration 24Q (6235.417869 sec): 3 clusters Score: Raw -594476.998082 + Penalty 1704.671692 = -592772.326390 nChanged 13 SP:Iteration 25Q (6235.477698 sec): 3 clusters Score: Raw -594479.270693 + Penalty 1704.671692 = -592774.599002 nChanged 23 SP:Iteration 26Q (6235.531854 sec): 3 clusters Score: Raw -594483.360588 + Penalty 1704.671692 = -592778.688897 nChanged 30 SP:Iteration 27Q (6235.578523 sec): 3 clusters Score: Raw -594488.784132 + Penalty 1704.671692 = -592784.112440 nChanged 29 SP:Iteration 28Q (6235.640294 sec): 3 clusters Score: Raw -594494.172573 + Penalty 1704.671692 = -592789.500882 nChanged 29 SP:Iteration 29Q (6235.688125 sec): 3 clusters Score: Raw -594499.943460 + Penalty 1704.671692 = -592795.271769 nChanged 30 SP:Iteration 30Q (6235.743590 sec): 3 clusters Score: Raw -594506.124033 + Penalty 1704.671692 = -592801.452341 nChanged 42 SP:Iteration 31Q (6235.793373 sec): 3 clusters Score: Raw -594514.072373 + Penalty 1704.671692 = -592809.400682 nChanged 27 SP:Iteration 32Q (6235.853512 sec): 3 clusters Score: Raw -594518.336021 + Penalty 1704.671692 = -592813.664329 nChanged 21 SP:Iteration 33Q (6235.906415 sec): 3 clusters Score: Raw -594521.293602 + Penalty 1704.671692 = -592816.621911 nChanged 18 SP:Iteration 34Q (6235.952779 sec): 3 clusters Score: Raw -594523.564681 + Penalty 1704.671692 = -592818.892989 nChanged 13 SP:Iteration 35Q (6236.015715 sec): 3 clusters Score: Raw -594525.075122 + Penalty 1704.671692 = -592820.403430 nChanged 11 SP:Iteration 36Q (6236.060828 sec): 3 clusters Score: Raw -594526.161684 + Penalty 1704.671692 = -592821.489993 nChanged 12 SP:Iteration 37Q (6236.112469 sec): 3 clusters Score: Raw -594527.425869 + Penalty 1704.671692 = -592822.754178 nChanged 11 SP:Iteration 38Q (6236.166473 sec): 3 clusters Score: Raw -594528.907095 + Penalty 1704.671692 = -592824.235403 nChanged 14 SP:Iteration 39Q (6236.229900 sec): 3 clusters Score: Raw -594531.058956 + Penalty 1704.671692 = -592826.387264 nChanged 16 SP:Iteration 40F (6236.283137 sec): 3 clusters Score: Raw -594533.421543 + Penalty 1704.671692 = -592828.749852 nChanged 19 SP:Iteration 41Q (6236.335628 sec): 3 clusters Score: Raw -594536.049134 + Penalty 1704.671692 = -592831.377442 nChanged 21 SP:Iteration 42Q (6236.393807 sec): 3 clusters Score: Raw -594538.600091 + Penalty 1704.671692 = -592833.928400 nChanged 19 SP:Iteration 43Q (6236.437894 sec): 3 clusters Score: Raw -594541.152853 + Penalty 1704.671692 = -592836.481162 nChanged 18 SP:Iteration 44Q (6236.499036 sec): 3 clusters Score: Raw -594543.639177 + Penalty 1704.671692 = -592838.967486 nChanged 11 SP:Iteration 45Q (6236.546896 sec): 3 clusters Score: Raw -594544.962350 + Penalty 1704.671692 = -592840.290658 nChanged 12 SP:Iteration 46Q (6236.604737 sec): 3 clusters Score: Raw -594546.484123 + Penalty 1704.671692 = -592841.812431 nChanged 8 SP:Iteration 47Q (6236.663706 sec): 3 clusters Score: Raw -594547.291490 + Penalty 1704.671692 = -592842.619798 nChanged 8 SP:Iteration 48Q (6236.720405 sec): 3 clusters Score: Raw -594548.316523 + Penalty 1704.671692 = -592843.644831 nChanged 6 SP:Iteration 49Q (6236.781042 sec): 3 clusters Score: Raw -594548.808458 + Penalty 1704.671692 = -592844.136766 nChanged 8 SP:Iteration 50Q (6236.827681 sec): 3 clusters Score: Raw -594549.305595 + Penalty 1704.671692 = -592844.633904 nChanged 5 SP:Iteration 51Q (6236.890223 sec): 3 clusters Score: Raw -594549.791246 + Penalty 1704.671692 = -592845.119555 nChanged 6 SP:Iteration 52Q (6236.938995 sec): 3 clusters Score: Raw -594550.337757 + Penalty 1704.671692 = -592845.666066 nChanged 3 SP:Iteration 53Q (6236.986859 sec): 3 clusters Score: Raw -594550.497087 + Penalty 1704.671692 = -592845.825396 nChanged 2 SP:Iteration 54Q (6237.046013 sec): 3 clusters Score: Raw -594550.612449 + Penalty 1704.671692 = -592845.940757 nChanged 2 SP:Iteration 55Q (6237.100323 sec): 3 clusters Score: Raw -594550.734942 + Penalty 1704.671692 = -592846.063251 nChanged 1 SP:Iteration 56Q (6237.162140 sec): 3 clusters Score: Raw -594550.948118 + Penalty 1704.671692 = -592846.276426 nChanged 2 SP:Iteration 57Q (6237.220631 sec): 3 clusters Score: Raw -594551.120340 + Penalty 1704.671692 = -592846.448649 nChanged 4 SP:Iteration 58Q (6237.271173 sec): 3 clusters Score: Raw -594551.477793 + Penalty 1704.671692 = -592846.806102 nChanged 1 SP:Iteration 59Q (6237.338318 sec): 3 clusters Score: Raw -594551.538875 + Penalty 1704.671692 = -592846.867183 nChanged 0 SP:Iteration 60F (6237.397241 sec): 3 clusters Score: Raw -594551.538875 + Penalty 1704.671692 = -592846.867183 nChanged 0 Trying to split cluster 2 (7352 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6237.432385 sec): 2 clusters Score: Raw -454362.860469 + Penalty 845.759128 = -453517.101341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6237.477276 sec): 3 clusters Score: Raw -450071.079268 + Penalty 1691.518256 = -448379.561012 nChanged 3228 SP:Iteration 1F (6237.537082 sec): 3 clusters Score: Raw -451890.202842 + Penalty 1691.518256 = -450198.684586 nChanged 512 SP:Iteration 2F (6237.588378 sec): 3 clusters Score: Raw -452163.776849 + Penalty 1691.518256 = -450472.258593 nChanged 474 SP:Iteration 3F (6237.647826 sec): 3 clusters Score: Raw -452421.589016 + Penalty 1691.518256 = -450730.070760 nChanged 400 SP:Iteration 4F (6237.701266 sec): 3 clusters Score: Raw -452658.797958 + Penalty 1691.518256 = -450967.279702 nChanged 368 SP:Iteration 5F (6237.766649 sec): 3 clusters Score: Raw -452871.661181 + Penalty 1691.518256 = -451180.142924 nChanged 299 SP:Iteration 6Q (6237.817194 sec): 3 clusters Score: Raw -453026.150161 + Penalty 1691.518256 = -451334.631905 nChanged 290 SP:Iteration 7Q (6237.870209 sec): 3 clusters Score: Raw -453177.093673 + Penalty 1691.518256 = -451485.575416 nChanged 273 SP:Iteration 8Q (6237.934135 sec): 3 clusters Score: Raw -453312.487224 + Penalty 1691.518256 = -451620.968968 nChanged 260 SP:Iteration 9Q (6237.991846 sec): 3 clusters Score: Raw -453441.422962 + Penalty 1691.518256 = -451749.904706 nChanged 253 SP:Iteration 10Q (6238.033765 sec): 3 clusters Score: Raw -453572.225912 + Penalty 1691.518256 = -451880.707656 nChanged 242 SP:Iteration 11Q (6238.097739 sec): 3 clusters Score: Raw -453685.872091 + Penalty 1691.518256 = -451994.353835 nChanged 222 SP:Iteration 12Q (6238.148786 sec): 3 clusters Score: Raw -453792.855094 + Penalty 1691.518256 = -452101.336838 nChanged 211 SP:Iteration 13Q (6238.193824 sec): 3 clusters Score: Raw -453878.283608 + Penalty 1691.518256 = -452186.765352 nChanged 154 SP:Iteration 14Q (6238.260697 sec): 3 clusters Score: Raw -453929.140138 + Penalty 1691.518256 = -452237.621882 nChanged 144 SP:Iteration 15Q (6238.305112 sec): 3 clusters Score: Raw -453977.112328 + Penalty 1691.518256 = -452285.594072 nChanged 130 SP:Iteration 16Q (6238.373678 sec): 3 clusters Score: Raw -454014.932919 + Penalty 1691.518256 = -452323.414662 nChanged 112 SP:Iteration 17Q (6238.424545 sec): 3 clusters Score: Raw -454047.118544 + Penalty 1691.518256 = -452355.600288 nChanged 94 SP:Iteration 18Q (6238.470232 sec): 3 clusters Score: Raw -454068.595433 + Penalty 1691.518256 = -452377.077176 nChanged 75 SP:Iteration 19Q (6238.526473 sec): 3 clusters Score: Raw -454086.262785 + Penalty 1691.518256 = -452394.744529 nChanged 58 SP:Iteration 20F (6238.595413 sec): 3 clusters Score: Raw -454097.391043 + Penalty 1691.518256 = -452405.872786 nChanged 59 SP:Iteration 21Q (6238.637297 sec): 3 clusters Score: Raw -454108.205947 + Penalty 1691.518256 = -452416.687691 nChanged 34 SP:Iteration 22Q (6238.699319 sec): 3 clusters Score: Raw -454112.948816 + Penalty 1691.518256 = -452421.430560 nChanged 26 SP:Iteration 23Q (6238.750226 sec): 3 clusters Score: Raw -454115.698698 + Penalty 1691.518256 = -452424.180442 nChanged 20 SP:Iteration 24Q (6238.812876 sec): 3 clusters Score: Raw -454118.026750 + Penalty 1691.518256 = -452426.508493 nChanged 19 SP:Iteration 25Q (6238.858484 sec): 3 clusters Score: Raw -454120.295682 + Penalty 1691.518256 = -452428.777426 nChanged 26 SP:Iteration 26Q (6238.907331 sec): 3 clusters Score: Raw -454124.212373 + Penalty 1691.518256 = -452432.694117 nChanged 30 SP:Iteration 27Q (6238.966313 sec): 3 clusters Score: Raw -454128.299040 + Penalty 1691.518256 = -452436.780783 nChanged 20 SP:Iteration 28Q (6239.025438 sec): 3 clusters Score: Raw -454131.046923 + Penalty 1691.518256 = -452439.528666 nChanged 17 SP:Iteration 29Q (6239.073141 sec): 3 clusters Score: Raw -454133.028643 + Penalty 1691.518256 = -452441.510387 nChanged 19 SP:Iteration 30Q (6239.126557 sec): 3 clusters Score: Raw -454136.031481 + Penalty 1691.518256 = -452444.513225 nChanged 21 SP:Iteration 31Q (6239.186568 sec): 3 clusters Score: Raw -454139.476043 + Penalty 1691.518256 = -452447.957787 nChanged 24 SP:Iteration 32Q (6239.237394 sec): 3 clusters Score: Raw -454143.272940 + Penalty 1691.518256 = -452451.754684 nChanged 23 SP:Iteration 33Q (6239.292121 sec): 3 clusters Score: Raw -454147.102014 + Penalty 1691.518256 = -452455.583758 nChanged 20 SP:Iteration 34Q (6239.347865 sec): 3 clusters Score: Raw -454149.712715 + Penalty 1691.518256 = -452458.194459 nChanged 23 SP:Iteration 35Q (6239.391055 sec): 3 clusters Score: Raw -454152.574768 + Penalty 1691.518256 = -452461.056512 nChanged 27 SP:Iteration 36Q (6239.444227 sec): 3 clusters Score: Raw -454156.155856 + Penalty 1691.518256 = -452464.637600 nChanged 30 SP:Iteration 37Q (6239.498537 sec): 3 clusters Score: Raw -454160.333233 + Penalty 1691.518256 = -452468.814976 nChanged 19 SP:Iteration 38Q (6239.558295 sec): 3 clusters Score: Raw -454163.237216 + Penalty 1691.518256 = -452471.718960 nChanged 21 SP:Iteration 39Q (6239.611601 sec): 3 clusters Score: Raw -454166.341451 + Penalty 1691.518256 = -452474.823195 nChanged 28 SP:Iteration 40F (6239.653031 sec): 3 clusters Score: Raw -454172.503811 + Penalty 1691.518256 = -452480.985555 nChanged 33 SP:Iteration 41Q (6239.705818 sec): 3 clusters Score: Raw -454178.838573 + Penalty 1691.518256 = -452487.320317 nChanged 23 SP:Iteration 42Q (6239.758902 sec): 3 clusters Score: Raw -454183.396628 + Penalty 1691.518256 = -452491.878371 nChanged 30 SP:Iteration 43Q (6239.822372 sec): 3 clusters Score: Raw -454190.829772 + Penalty 1691.518256 = -452499.311516 nChanged 35 SP:Iteration 44Q (6239.868348 sec): 3 clusters Score: Raw -454198.674763 + Penalty 1691.518256 = -452507.156507 nChanged 36 SP:Iteration 45Q (6239.921917 sec): 3 clusters Score: Raw -454205.514884 + Penalty 1691.518256 = -452513.996628 nChanged 34 SP:Iteration 46Q (6239.965911 sec): 3 clusters Score: Raw -454213.358682 + Penalty 1691.518256 = -452521.840426 nChanged 31 SP:Iteration 47Q (6240.017977 sec): 3 clusters Score: Raw -454218.597587 + Penalty 1691.518256 = -452527.079331 nChanged 33 SP:Iteration 48Q (6240.074185 sec): 3 clusters Score: Raw -454224.532878 + Penalty 1691.518256 = -452533.014622 nChanged 34 SP:Iteration 49Q (6240.121083 sec): 3 clusters Score: Raw -454232.920776 + Penalty 1691.518256 = -452541.402520 nChanged 33 SP:Iteration 50Q (6240.172443 sec): 3 clusters Score: Raw -454242.735872 + Penalty 1691.518256 = -452551.217616 nChanged 32 SP:Iteration 51Q (6240.222991 sec): 3 clusters Score: Raw -454248.115010 + Penalty 1691.518256 = -452556.596754 nChanged 25 SP:Iteration 52Q (6240.277547 sec): 3 clusters Score: Raw -454252.090061 + Penalty 1691.518256 = -452560.571805 nChanged 28 SP:Iteration 53Q (6240.340266 sec): 3 clusters Score: Raw -454256.215627 + Penalty 1691.518256 = -452564.697371 nChanged 15 SP:Iteration 54Q (6240.394418 sec): 3 clusters Score: Raw -454257.806037 + Penalty 1691.518256 = -452566.287780 nChanged 13 SP:Iteration 55Q (6240.453894 sec): 3 clusters Score: Raw -454259.858881 + Penalty 1691.518256 = -452568.340625 nChanged 20 SP:Iteration 56Q (6240.505983 sec): 3 clusters Score: Raw -454262.962249 + Penalty 1691.518256 = -452571.443992 nChanged 16 SP:Iteration 57Q (6240.556714 sec): 3 clusters Score: Raw -454265.528503 + Penalty 1691.518256 = -452574.010246 nChanged 25 SP:Iteration 58Q (6240.614271 sec): 3 clusters Score: Raw -454269.500305 + Penalty 1691.518256 = -452577.982049 nChanged 19 SP:Iteration 59Q (6240.667070 sec): 3 clusters Score: Raw -454273.277303 + Penalty 1691.518256 = -452581.759047 nChanged 26 SP:Iteration 60F (6240.729739 sec): 3 clusters Score: Raw -454278.409427 + Penalty 1691.518256 = -452586.891171 nChanged 27 SP:Iteration 61Q (6240.773710 sec): 3 clusters Score: Raw -454283.025266 + Penalty 1691.518256 = -452591.507010 nChanged 36 SP:Iteration 62Q (6240.843713 sec): 3 clusters Score: Raw -454290.895436 + Penalty 1691.518256 = -452599.377180 nChanged 44 SP:Iteration 63Q (6240.896912 sec): 3 clusters Score: Raw -454300.912020 + Penalty 1691.518256 = -452609.393763 nChanged 46 SP:Iteration 64Q (6240.954672 sec): 3 clusters Score: Raw -454312.424848 + Penalty 1691.518256 = -452620.906592 nChanged 48 SP:Iteration 65Q (6241.012210 sec): 3 clusters Score: Raw -454322.522240 + Penalty 1691.518256 = -452631.003984 nChanged 41 SP:Iteration 66Q (6241.069723 sec): 3 clusters Score: Raw -454330.585204 + Penalty 1691.518256 = -452639.066948 nChanged 41 SP:Iteration 67Q (6241.110401 sec): 3 clusters Score: Raw -454339.562662 + Penalty 1691.518256 = -452648.044406 nChanged 35 SP:Iteration 68Q (6241.179649 sec): 3 clusters Score: Raw -454348.377054 + Penalty 1691.518256 = -452656.858798 nChanged 32 SP:Iteration 69Q (6241.231857 sec): 3 clusters Score: Raw -454355.692232 + Penalty 1691.518256 = -452664.173976 nChanged 30 SP:Iteration 70Q (6241.276676 sec): 3 clusters Score: Raw -454361.732591 + Penalty 1691.518256 = -452670.214334 nChanged 38 SP:Iteration 71Q (6241.342691 sec): 3 clusters Score: Raw -454370.187906 + Penalty 1691.518256 = -452678.669650 nChanged 34 SP:Iteration 72Q (6241.390695 sec): 3 clusters Score: Raw -454376.497802 + Penalty 1691.518256 = -452684.979546 nChanged 26 SP:Iteration 73Q (6241.436729 sec): 3 clusters Score: Raw -454383.092461 + Penalty 1691.518256 = -452691.574205 nChanged 24 SP:Iteration 74Q (6241.494334 sec): 3 clusters Score: Raw -454388.039440 + Penalty 1691.518256 = -452696.521184 nChanged 25 SP:Iteration 75Q (6241.552331 sec): 3 clusters Score: Raw -454392.635629 + Penalty 1691.518256 = -452701.117373 nChanged 20 SP:Iteration 76Q (6241.610953 sec): 3 clusters Score: Raw -454396.472216 + Penalty 1691.518256 = -452704.953959 nChanged 21 SP:Iteration 77Q (6241.674835 sec): 3 clusters Score: Raw -454400.572006 + Penalty 1691.518256 = -452709.053750 nChanged 13 SP:Iteration 78Q (6241.718086 sec): 3 clusters Score: Raw -454402.438535 + Penalty 1691.518256 = -452710.920279 nChanged 12 SP:Iteration 79Q (6241.785261 sec): 3 clusters Score: Raw -454404.982203 + Penalty 1691.518256 = -452713.463947 nChanged 13 SP:Iteration 80F (6241.831658 sec): 3 clusters Score: Raw -454408.806761 + Penalty 1691.518256 = -452717.288504 nChanged 21 SP:Iteration 81Q (6241.899057 sec): 3 clusters Score: Raw -454412.403913 + Penalty 1691.518256 = -452720.885657 nChanged 13 SP:Iteration 82Q (6241.957299 sec): 3 clusters Score: Raw -454414.210603 + Penalty 1691.518256 = -452722.692347 nChanged 11 SP:Iteration 83Q (6242.013149 sec): 3 clusters Score: Raw -454415.256751 + Penalty 1691.518256 = -452723.738495 nChanged 7 SP:Iteration 84Q (6242.070726 sec): 3 clusters Score: Raw -454416.022397 + Penalty 1691.518256 = -452724.504141 nChanged 9 SP:Iteration 85Q (6242.128420 sec): 3 clusters Score: Raw -454416.781321 + Penalty 1691.518256 = -452725.263065 nChanged 5 SP:Iteration 86Q (6242.179266 sec): 3 clusters Score: Raw -454417.687332 + Penalty 1691.518256 = -452726.169076 nChanged 8 SP:Iteration 87Q (6242.232463 sec): 3 clusters Score: Raw -454419.509198 + Penalty 1691.518256 = -452727.990942 nChanged 7 SP:Iteration 88Q (6242.283648 sec): 3 clusters Score: Raw -454420.507129 + Penalty 1691.518256 = -452728.988873 nChanged 11 SP:Iteration 89Q (6242.343700 sec): 3 clusters Score: Raw -454422.055388 + Penalty 1691.518256 = -452730.537132 nChanged 10 SP:Iteration 90Q (6242.393012 sec): 3 clusters Score: Raw -454423.195322 + Penalty 1691.518256 = -452731.677066 nChanged 9 SP:Iteration 91Q (6242.449850 sec): 3 clusters Score: Raw -454424.781262 + Penalty 1691.518256 = -452733.263006 nChanged 10 SP:Iteration 92Q (6242.493243 sec): 3 clusters Score: Raw -454426.938255 + Penalty 1691.518256 = -452735.419999 nChanged 9 SP:Iteration 93Q (6242.554555 sec): 3 clusters Score: Raw -454428.511698 + Penalty 1691.518256 = -452736.993442 nChanged 14 SP:Iteration 94Q (6242.611724 sec): 3 clusters Score: Raw -454430.710554 + Penalty 1691.518256 = -452739.192298 nChanged 21 SP:Iteration 95Q (6242.668027 sec): 3 clusters Score: Raw -454435.010526 + Penalty 1691.518256 = -452743.492270 nChanged 15 SP:Iteration 96Q (6242.726133 sec): 3 clusters Score: Raw -454437.994314 + Penalty 1691.518256 = -452746.476058 nChanged 13 SP:Iteration 97Q (6242.781292 sec): 3 clusters Score: Raw -454441.465288 + Penalty 1691.518256 = -452749.947032 nChanged 17 SP:Iteration 98Q (6242.830178 sec): 3 clusters Score: Raw -454445.365880 + Penalty 1691.518256 = -452753.847624 nChanged 18 SP:Iteration 99Q (6242.894092 sec): 3 clusters Score: Raw -454448.134561 + Penalty 1691.518256 = -452756.616305 nChanged 10 SP:Iteration 100F (6242.951344 sec): 3 clusters Score: Raw -454449.123268 + Penalty 1691.518256 = -452757.605011 nChanged 7 SP:Iteration 101Q (6242.998168 sec): 3 clusters Score: Raw -454449.968543 + Penalty 1691.518256 = -452758.450287 nChanged 6 SP:Iteration 102Q (6243.055925 sec): 3 clusters Score: Raw -454451.084714 + Penalty 1691.518256 = -452759.566458 nChanged 8 SP:Iteration 103Q (6243.109371 sec): 3 clusters Score: Raw -454452.582328 + Penalty 1691.518256 = -452761.064072 nChanged 10 SP:Iteration 104Q (6243.156007 sec): 3 clusters Score: Raw -454453.856599 + Penalty 1691.518256 = -452762.338343 nChanged 5 SP:Iteration 105Q (6243.209111 sec): 3 clusters Score: Raw -454454.468283 + Penalty 1691.518256 = -452762.950027 nChanged 4 SP:Iteration 106Q (6243.262477 sec): 3 clusters Score: Raw -454455.158271 + Penalty 1691.518256 = -452763.640015 nChanged 6 SP:Iteration 107Q (6243.316875 sec): 3 clusters Score: Raw -454456.201230 + Penalty 1691.518256 = -452764.682974 nChanged 10 SP:Iteration 108Q (6243.371845 sec): 3 clusters Score: Raw -454458.159193 + Penalty 1691.518256 = -452766.640937 nChanged 6 SP:Iteration 109Q (6243.416349 sec): 3 clusters Score: Raw -454458.820323 + Penalty 1691.518256 = -452767.302067 nChanged 4 SP:Iteration 110Q (6243.475974 sec): 3 clusters Score: Raw -454459.047404 + Penalty 1691.518256 = -452767.529148 nChanged 3 SP:Iteration 111Q (6243.525802 sec): 3 clusters Score: Raw -454459.245828 + Penalty 1691.518256 = -452767.727572 nChanged 0 SP:Iteration 112F (6243.578586 sec): 3 clusters Score: Raw -454459.245828 + Penalty 1691.518256 = -452767.727572 nChanged 0 Trying to split cluster 3 (936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6243.603997 sec): 2 clusters Score: Raw -65145.452761 + Penalty 649.953470 = -64495.499291 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6243.638077 sec): 3 clusters Score: Raw -64787.232046 + Penalty 1299.906941 = -63487.325105 nChanged 329 SP:Iteration 1F (6243.680886 sec): 3 clusters Score: Raw -65026.846433 + Penalty 1299.906941 = -63726.939492 nChanged 81 SP:Iteration 2F (6243.723515 sec): 3 clusters Score: Raw -65098.145618 + Penalty 1299.906941 = -63798.238677 nChanged 57 SP:Iteration 3F (6243.766172 sec): 3 clusters Score: Raw -65181.453629 + Penalty 1299.906941 = -63881.546689 nChanged 61 SP:Iteration 4F (6243.819395 sec): 3 clusters Score: Raw -65260.572935 + Penalty 1299.906941 = -63960.665995 nChanged 56 SP:Iteration 5F (6243.852157 sec): 3 clusters Score: Raw -65371.879300 + Penalty 1299.906941 = -64071.972360 nChanged 62 SP:Iteration 6F (6243.896256 sec): 3 clusters Score: Raw -65474.056780 + Penalty 1299.906941 = -64174.149839 nChanged 51 SP:Iteration 7F (6243.939778 sec): 3 clusters Score: Raw -65563.719107 + Penalty 1299.906941 = -64263.812166 nChanged 30 SP:Iteration 8Q (6243.982728 sec): 3 clusters Score: Raw -65628.155323 + Penalty 1299.906941 = -64328.248383 nChanged 16 SP:Iteration 9Q (6244.037147 sec): 3 clusters Score: Raw -65647.388493 + Penalty 1299.906941 = -64347.481552 nChanged 16 SP:Iteration 10Q (6244.071916 sec): 3 clusters Score: Raw -65667.982160 + Penalty 1299.906941 = -64368.075219 nChanged 8 SP:Iteration 11Q (6244.115675 sec): 3 clusters Score: Raw -65677.536986 + Penalty 1299.906941 = -64377.630046 nChanged 6 SP:Iteration 12Q (6244.155797 sec): 3 clusters Score: Raw -65683.671607 + Penalty 1299.906941 = -64383.764666 nChanged 6 SP:Iteration 13Q (6244.192060 sec): 3 clusters Score: Raw -65687.953390 + Penalty 1299.906941 = -64388.046450 nChanged 2 SP:Iteration 14Q (6244.234613 sec): 3 clusters Score: Raw -65689.833746 + Penalty 1299.906941 = -64389.926806 nChanged 0 SP:Iteration 15F (6244.275548 sec): 3 clusters Score: Raw -65689.833746 + Penalty 1299.906941 = -64389.926806 nChanged 0 Trying to split cluster 4 (14985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6244.312175 sec): 2 clusters Score: Raw -1173393.871047 + Penalty 913.406473 = -1172480.464574 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6244.369123 sec): 3 clusters Score: Raw -1164194.620550 + Penalty 1826.812946 = -1162367.807604 nChanged 6914 SP:Iteration 1F (6244.432690 sec): 3 clusters Score: Raw -1168012.475937 + Penalty 1826.812946 = -1166185.662991 nChanged 724 SP:Iteration 2Q (6244.489963 sec): 3 clusters Score: Raw -1168287.859150 + Penalty 1826.812946 = -1166461.046204 nChanged 748 SP:Iteration 3Q (6244.549117 sec): 3 clusters Score: Raw -1168626.813721 + Penalty 1826.812946 = -1166800.000775 nChanged 784 SP:Iteration 4F (6244.621692 sec): 3 clusters Score: Raw -1169065.047007 + Penalty 1826.812946 = -1167238.234061 nChanged 900 SP:Iteration 5F (6244.692217 sec): 3 clusters Score: Raw -1169703.503326 + Penalty 1826.812946 = -1167876.690380 nChanged 997 SP:Iteration 6F (6244.750864 sec): 3 clusters Score: Raw -1170515.276369 + Penalty 1826.812946 = -1168688.463423 nChanged 1000 SP:Iteration 7F (6244.821153 sec): 3 clusters Score: Raw -1171349.798027 + Penalty 1826.812946 = -1169522.985081 nChanged 879 SP:Iteration 8F (6244.887531 sec): 3 clusters Score: Raw -1171971.150034 + Penalty 1826.812946 = -1170144.337088 nChanged 662 SP:Iteration 9Q (6244.943976 sec): 3 clusters Score: Raw -1172358.289760 + Penalty 1826.812946 = -1170531.476814 nChanged 438 SP:Iteration 10Q (6245.007319 sec): 3 clusters Score: Raw -1172587.823034 + Penalty 1826.812946 = -1170761.010087 nChanged 339 SP:Iteration 11Q (6245.072262 sec): 3 clusters Score: Raw -1172756.875945 + Penalty 1826.812946 = -1170930.062999 nChanged 273 SP:Iteration 12Q (6245.139475 sec): 3 clusters Score: Raw -1172925.748018 + Penalty 1826.812946 = -1171098.935072 nChanged 277 SP:Iteration 13Q (6245.205629 sec): 3 clusters Score: Raw -1173081.870500 + Penalty 1826.812946 = -1171255.057554 nChanged 236 SP:Iteration 14Q (6245.271083 sec): 3 clusters Score: Raw -1173203.593034 + Penalty 1826.812946 = -1171376.780088 nChanged 205 SP:Iteration 15Q (6245.322846 sec): 3 clusters Score: Raw -1173312.341762 + Penalty 1826.812946 = -1171485.528816 nChanged 173 SP:Iteration 16Q (6245.389436 sec): 3 clusters Score: Raw -1173378.921895 + Penalty 1826.812946 = -1171552.108949 nChanged 131 SP:Iteration 17Q (6245.456526 sec): 3 clusters Score: Raw -1173415.633065 + Penalty 1826.812946 = -1171588.820119 nChanged 94 SP:Iteration 18Q (6245.533956 sec): 3 clusters Score: Raw -1173439.242549 + Penalty 1826.812946 = -1171612.429603 nChanged 85 SP:Iteration 19Q (6245.600356 sec): 3 clusters Score: Raw -1173455.842038 + Penalty 1826.812946 = -1171629.029091 nChanged 63 SP:Iteration 20F (6245.656204 sec): 3 clusters Score: Raw -1173466.933872 + Penalty 1826.812946 = -1171640.120926 nChanged 47 SP:Iteration 21Q (6245.716983 sec): 3 clusters Score: Raw -1173474.016172 + Penalty 1826.812946 = -1171647.203225 nChanged 39 SP:Iteration 22Q (6245.790059 sec): 3 clusters Score: Raw -1173479.866975 + Penalty 1826.812946 = -1171653.054029 nChanged 32 SP:Iteration 23Q (6245.847348 sec): 3 clusters Score: Raw -1173483.490880 + Penalty 1826.812946 = -1171656.677934 nChanged 27 SP:Iteration 24Q (6245.903229 sec): 3 clusters Score: Raw -1173486.111002 + Penalty 1826.812946 = -1171659.298056 nChanged 27 SP:Iteration 25Q (6245.977750 sec): 3 clusters Score: Raw -1173489.822458 + Penalty 1826.812946 = -1171663.009512 nChanged 27 SP:Iteration 26Q (6246.038097 sec): 3 clusters Score: Raw -1173492.656981 + Penalty 1826.812946 = -1171665.844035 nChanged 29 SP:Iteration 27Q (6246.108105 sec): 3 clusters Score: Raw -1173496.114113 + Penalty 1826.812946 = -1171669.301167 nChanged 32 SP:Iteration 28Q (6246.167409 sec): 3 clusters Score: Raw -1173499.813938 + Penalty 1826.812946 = -1171673.000992 nChanged 27 SP:Iteration 29Q (6246.237497 sec): 3 clusters Score: Raw -1173502.321714 + Penalty 1826.812946 = -1171675.508768 nChanged 26 SP:Iteration 30Q (6246.295524 sec): 3 clusters Score: Raw -1173505.122127 + Penalty 1826.812946 = -1171678.309181 nChanged 30 SP:Iteration 31Q (6246.359419 sec): 3 clusters Score: Raw -1173508.308875 + Penalty 1826.812946 = -1171681.495929 nChanged 23 SP:Iteration 32Q (6246.425528 sec): 3 clusters Score: Raw -1173510.468155 + Penalty 1826.812946 = -1171683.655209 nChanged 25 SP:Iteration 33Q (6246.495265 sec): 3 clusters Score: Raw -1173512.460755 + Penalty 1826.812946 = -1171685.647809 nChanged 22 SP:Iteration 34Q (6246.543246 sec): 3 clusters Score: Raw -1173514.491071 + Penalty 1826.812946 = -1171687.678124 nChanged 23 SP:Iteration 35Q (6246.616374 sec): 3 clusters Score: Raw -1173516.338671 + Penalty 1826.812946 = -1171689.525725 nChanged 22 SP:Iteration 36Q (6246.674812 sec): 3 clusters Score: Raw -1173518.262657 + Penalty 1826.812946 = -1171691.449711 nChanged 19 SP:Iteration 37Q (6246.734004 sec): 3 clusters Score: Raw -1173519.914446 + Penalty 1826.812946 = -1171693.101500 nChanged 16 SP:Iteration 38Q (6246.810336 sec): 3 clusters Score: Raw -1173521.206446 + Penalty 1826.812946 = -1171694.393500 nChanged 15 SP:Iteration 39Q (6246.868118 sec): 3 clusters Score: Raw -1173522.388361 + Penalty 1826.812946 = -1171695.575415 nChanged 18 SP:Iteration 40F (6246.919974 sec): 3 clusters Score: Raw -1173524.313412 + Penalty 1826.812946 = -1171697.500466 nChanged 24 SP:Iteration 41Q (6246.983299 sec): 3 clusters Score: Raw -1173526.339080 + Penalty 1826.812946 = -1171699.526133 nChanged 23 SP:Iteration 42Q (6247.048289 sec): 3 clusters Score: Raw -1173528.288318 + Penalty 1826.812946 = -1171701.475371 nChanged 27 SP:Iteration 43Q (6247.110985 sec): 3 clusters Score: Raw -1173531.163255 + Penalty 1826.812946 = -1171704.350309 nChanged 30 SP:Iteration 44Q (6247.169455 sec): 3 clusters Score: Raw -1173534.485920 + Penalty 1826.812946 = -1171707.672974 nChanged 32 SP:Iteration 45Q (6247.223972 sec): 3 clusters Score: Raw -1173538.744191 + Penalty 1826.812946 = -1171711.931245 nChanged 40 SP:Iteration 46Q (6247.288836 sec): 3 clusters Score: Raw -1173544.117672 + Penalty 1826.812946 = -1171717.304726 nChanged 35 SP:Iteration 47Q (6247.347749 sec): 3 clusters Score: Raw -1173548.805596 + Penalty 1826.812946 = -1171721.992650 nChanged 38 SP:Iteration 48Q (6247.404832 sec): 3 clusters Score: Raw -1173553.306361 + Penalty 1826.812946 = -1171726.493415 nChanged 36 SP:Iteration 49Q (6247.462638 sec): 3 clusters Score: Raw -1173556.872045 + Penalty 1826.812946 = -1171730.059099 nChanged 34 SP:Iteration 50Q (6247.526537 sec): 3 clusters Score: Raw -1173561.529378 + Penalty 1826.812946 = -1171734.716431 nChanged 41 SP:Iteration 51Q (6247.592527 sec): 3 clusters Score: Raw -1173567.739671 + Penalty 1826.812946 = -1171740.926725 nChanged 40 SP:Iteration 52Q (6247.647051 sec): 3 clusters Score: Raw -1173573.446631 + Penalty 1826.812946 = -1171746.633685 nChanged 37 SP:Iteration 53Q (6247.708057 sec): 3 clusters Score: Raw -1173579.417364 + Penalty 1826.812946 = -1171752.604418 nChanged 44 SP:Iteration 54Q (6247.768814 sec): 3 clusters Score: Raw -1173586.166840 + Penalty 1826.812946 = -1171759.353894 nChanged 32 SP:Iteration 55Q (6247.837939 sec): 3 clusters Score: Raw -1173590.727974 + Penalty 1826.812946 = -1171763.915028 nChanged 32 SP:Iteration 56Q (6247.886315 sec): 3 clusters Score: Raw -1173595.056418 + Penalty 1826.812946 = -1171768.243471 nChanged 31 SP:Iteration 57Q (6247.946963 sec): 3 clusters Score: Raw -1173598.738265 + Penalty 1826.812946 = -1171771.925319 nChanged 27 SP:Iteration 58Q (6248.019128 sec): 3 clusters Score: Raw -1173601.411598 + Penalty 1826.812946 = -1171774.598651 nChanged 22 SP:Iteration 59Q (6248.079260 sec): 3 clusters Score: Raw -1173603.644124 + Penalty 1826.812946 = -1171776.831178 nChanged 25 SP:Iteration 60F (6248.133506 sec): 3 clusters Score: Raw -1173605.715787 + Penalty 1826.812946 = -1171778.902841 nChanged 16 SP:Iteration 61Q (6248.197992 sec): 3 clusters Score: Raw -1173607.044342 + Penalty 1826.812946 = -1171780.231395 nChanged 15 SP:Iteration 62Q (6248.256366 sec): 3 clusters Score: Raw -1173608.455405 + Penalty 1826.812946 = -1171781.642459 nChanged 15 SP:Iteration 63Q (6248.321959 sec): 3 clusters Score: Raw -1173609.664199 + Penalty 1826.812946 = -1171782.851253 nChanged 14 SP:Iteration 64Q (6248.378854 sec): 3 clusters Score: Raw -1173610.883440 + Penalty 1826.812946 = -1171784.070494 nChanged 11 SP:Iteration 65Q (6248.443492 sec): 3 clusters Score: Raw -1173611.707417 + Penalty 1826.812946 = -1171784.894471 nChanged 6 SP:Iteration 66Q (6248.514855 sec): 3 clusters Score: Raw -1173612.022710 + Penalty 1826.812946 = -1171785.209764 nChanged 5 SP:Iteration 67Q (6248.570607 sec): 3 clusters Score: Raw -1173612.247905 + Penalty 1826.812946 = -1171785.434958 nChanged 5 SP:Iteration 68Q (6248.637936 sec): 3 clusters Score: Raw -1173612.829290 + Penalty 1826.812946 = -1171786.016344 nChanged 6 SP:Iteration 69Q (6248.704315 sec): 3 clusters Score: Raw -1173613.687916 + Penalty 1826.812946 = -1171786.874970 nChanged 6 SP:Iteration 70Q (6248.754308 sec): 3 clusters Score: Raw -1173614.095351 + Penalty 1826.812946 = -1171787.282405 nChanged 5 SP:Iteration 71Q (6248.821911 sec): 3 clusters Score: Raw -1173614.454596 + Penalty 1826.812946 = -1171787.641650 nChanged 4 SP:Iteration 72Q (6248.888715 sec): 3 clusters Score: Raw -1173614.784970 + Penalty 1826.812946 = -1171787.972024 nChanged 2 SP:Iteration 73Q (6248.942475 sec): 3 clusters Score: Raw -1173614.897540 + Penalty 1826.812946 = -1171788.084594 nChanged 1 SP:Iteration 74Q (6249.011006 sec): 3 clusters Score: Raw -1173614.925504 + Penalty 1826.812946 = -1171788.112558 nChanged 0 SP:Iteration 75F (6249.075965 sec): 3 clusters Score: Raw -1173614.925504 + Penalty 1826.812946 = -1171788.112558 nChanged 0 Trying to split cluster 5 (1539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6249.103795 sec): 2 clusters Score: Raw -100424.501625 + Penalty 697.194373 = -99727.307252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6249.141668 sec): 3 clusters Score: Raw -99723.007450 + Penalty 1394.388745 = -98328.618705 nChanged 578 SP:Iteration 1F (6249.191142 sec): 3 clusters Score: Raw -100091.987072 + Penalty 1394.388745 = -98697.598326 nChanged 110 SP:Iteration 2F (6249.251132 sec): 3 clusters Score: Raw -100164.985146 + Penalty 1394.388745 = -98770.596401 nChanged 75 SP:Iteration 3Q (6249.300587 sec): 3 clusters Score: Raw -100217.048005 + Penalty 1394.388745 = -98822.659260 nChanged 57 SP:Iteration 4Q (6249.343740 sec): 3 clusters Score: Raw -100252.079990 + Penalty 1394.388745 = -98857.691244 nChanged 43 SP:Iteration 5Q (6249.394808 sec): 3 clusters Score: Raw -100278.076423 + Penalty 1394.388745 = -98883.687677 nChanged 38 SP:Iteration 6Q (6249.433625 sec): 3 clusters Score: Raw -100296.473445 + Penalty 1394.388745 = -98902.084699 nChanged 27 SP:Iteration 7Q (6249.477132 sec): 3 clusters Score: Raw -100310.432991 + Penalty 1394.388745 = -98916.044245 nChanged 25 SP:Iteration 8Q (6249.517584 sec): 3 clusters Score: Raw -100321.478546 + Penalty 1394.388745 = -98927.089800 nChanged 25 SP:Iteration 9Q (6249.568134 sec): 3 clusters Score: Raw -100339.368496 + Penalty 1394.388745 = -98944.979751 nChanged 38 SP:Iteration 10Q (6249.612895 sec): 3 clusters Score: Raw -100363.955435 + Penalty 1394.388745 = -98969.566690 nChanged 40 SP:Iteration 11Q (6249.653202 sec): 3 clusters Score: Raw -100389.260267 + Penalty 1394.388745 = -98994.871522 nChanged 36 SP:Iteration 12Q (6249.699824 sec): 3 clusters Score: Raw -100405.869837 + Penalty 1394.388745 = -99011.481092 nChanged 29 SP:Iteration 13Q (6249.741437 sec): 3 clusters Score: Raw -100422.192011 + Penalty 1394.388745 = -99027.803266 nChanged 25 SP:Iteration 14Q (6249.785258 sec): 3 clusters Score: Raw -100443.193582 + Penalty 1394.388745 = -99048.804837 nChanged 32 SP:Iteration 15Q (6249.828989 sec): 3 clusters Score: Raw -100477.276283 + Penalty 1394.388745 = -99082.887538 nChanged 53 SP:Iteration 16Q (6249.874170 sec): 3 clusters Score: Raw -100542.111064 + Penalty 1394.388745 = -99147.722318 nChanged 51 SP:Iteration 17Q (6249.918601 sec): 3 clusters Score: Raw -100594.107924 + Penalty 1394.388745 = -99199.719178 nChanged 35 SP:Iteration 18Q (6249.962684 sec): 3 clusters Score: Raw -100635.882775 + Penalty 1394.388745 = -99241.494030 nChanged 42 SP:Iteration 19Q (6250.006802 sec): 3 clusters Score: Raw -100683.856581 + Penalty 1394.388745 = -99289.467835 nChanged 31 SP:Iteration 20F (6250.050248 sec): 3 clusters Score: Raw -100720.219234 + Penalty 1394.388745 = -99325.830488 nChanged 32 SP:Iteration 21Q (6250.091772 sec): 3 clusters Score: Raw -100755.033278 + Penalty 1394.388745 = -99360.644532 nChanged 38 SP:Iteration 22Q (6250.136837 sec): 3 clusters Score: Raw -100797.034262 + Penalty 1394.388745 = -99402.645517 nChanged 35 SP:Iteration 23Q (6250.187237 sec): 3 clusters Score: Raw -100827.979640 + Penalty 1394.388745 = -99433.590895 nChanged 25 SP:Iteration 24Q (6250.232005 sec): 3 clusters Score: Raw -100849.371659 + Penalty 1394.388745 = -99454.982913 nChanged 18 SP:Iteration 25Q (6250.280400 sec): 3 clusters Score: Raw -100861.986559 + Penalty 1394.388745 = -99467.597813 nChanged 18 SP:Iteration 26Q (6250.331131 sec): 3 clusters Score: Raw -100878.000783 + Penalty 1394.388745 = -99483.612038 nChanged 16 SP:Iteration 27Q (6250.377656 sec): 3 clusters Score: Raw -100891.011494 + Penalty 1394.388745 = -99496.622748 nChanged 15 SP:Iteration 28Q (6250.415436 sec): 3 clusters Score: Raw -100904.593561 + Penalty 1394.388745 = -99510.204815 nChanged 19 SP:Iteration 29Q (6250.464528 sec): 3 clusters Score: Raw -100922.571905 + Penalty 1394.388745 = -99528.183160 nChanged 19 SP:Iteration 30Q (6250.516892 sec): 3 clusters Score: Raw -100949.454902 + Penalty 1394.388745 = -99555.066156 nChanged 19 SP:Iteration 31Q (6250.574160 sec): 3 clusters Score: Raw -100974.415131 + Penalty 1394.388745 = -99580.026385 nChanged 18 SP:Iteration 32Q (6250.616415 sec): 3 clusters Score: Raw -100992.768139 + Penalty 1394.388745 = -99598.379394 nChanged 17 SP:Iteration 33Q (6250.662959 sec): 3 clusters Score: Raw -101008.796599 + Penalty 1394.388745 = -99614.407853 nChanged 16 SP:Iteration 34Q (6250.707579 sec): 3 clusters Score: Raw -101024.415529 + Penalty 1394.388745 = -99630.026783 nChanged 10 SP:Iteration 35Q (6250.759496 sec): 3 clusters Score: Raw -101032.293832 + Penalty 1394.388745 = -99637.905087 nChanged 7 SP:Iteration 36Q (6250.805513 sec): 3 clusters Score: Raw -101038.174130 + Penalty 1394.388745 = -99643.785384 nChanged 7 SP:Iteration 37Q (6250.845699 sec): 3 clusters Score: Raw -101044.480742 + Penalty 1394.388745 = -99650.091996 nChanged 4 SP:Iteration 38Q (6250.896327 sec): 3 clusters Score: Raw -101049.080204 + Penalty 1394.388745 = -99654.691459 nChanged 5 SP:Iteration 39Q (6250.947984 sec): 3 clusters Score: Raw -101052.361855 + Penalty 1394.388745 = -99657.973110 nChanged 4 SP:Iteration 40F (6250.996593 sec): 3 clusters Score: Raw -101055.711269 + Penalty 1394.388745 = -99661.322523 nChanged 5 SP:Iteration 41Q (6251.043820 sec): 3 clusters Score: Raw -101060.012047 + Penalty 1394.388745 = -99665.623301 nChanged 2 SP:Iteration 42Q (6251.095232 sec): 3 clusters Score: Raw -101060.784633 + Penalty 1394.388745 = -99666.395888 nChanged 0 SP:Iteration 43F (6251.144175 sec): 3 clusters Score: Raw -101060.784633 + Penalty 1394.388745 = -99666.395888 nChanged 0 Trying to split cluster 6 (12992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6251.182370 sec): 2 clusters Score: Raw -960503.926603 + Penalty 899.848461 = -959604.078142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6251.238008 sec): 3 clusters Score: Raw -952594.521940 + Penalty 1799.696922 = -950794.825018 nChanged 5933 SP:Iteration 1F (6251.302319 sec): 3 clusters Score: Raw -955974.488142 + Penalty 1799.696922 = -954174.791220 nChanged 734 SP:Iteration 2F (6251.365138 sec): 3 clusters Score: Raw -956271.474277 + Penalty 1799.696922 = -954471.777355 nChanged 651 SP:Iteration 3F (6251.417432 sec): 3 clusters Score: Raw -956570.536746 + Penalty 1799.696922 = -954770.839824 nChanged 684 SP:Iteration 4F (6251.480698 sec): 3 clusters Score: Raw -956955.164484 + Penalty 1799.696922 = -955155.467563 nChanged 710 SP:Iteration 5F (6251.544084 sec): 3 clusters Score: Raw -957427.051634 + Penalty 1799.696922 = -955627.354712 nChanged 760 SP:Iteration 6F (6251.611733 sec): 3 clusters Score: Raw -958000.490322 + Penalty 1799.696922 = -956200.793400 nChanged 752 SP:Iteration 7F (6251.680046 sec): 3 clusters Score: Raw -958552.771281 + Penalty 1799.696922 = -956753.074359 nChanged 656 SP:Iteration 8F (6251.743900 sec): 3 clusters Score: Raw -958950.641964 + Penalty 1799.696922 = -957150.945042 nChanged 488 SP:Iteration 9Q (6251.805648 sec): 3 clusters Score: Raw -959164.083872 + Penalty 1799.696922 = -957364.386950 nChanged 309 SP:Iteration 10Q (6251.868010 sec): 3 clusters Score: Raw -959263.908674 + Penalty 1799.696922 = -957464.211752 nChanged 222 SP:Iteration 11Q (6251.935712 sec): 3 clusters Score: Raw -959333.552335 + Penalty 1799.696922 = -957533.855413 nChanged 199 SP:Iteration 12Q (6252.000942 sec): 3 clusters Score: Raw -959399.479404 + Penalty 1799.696922 = -957599.782482 nChanged 201 SP:Iteration 13Q (6252.050597 sec): 3 clusters Score: Raw -959470.521997 + Penalty 1799.696922 = -957670.825075 nChanged 209 SP:Iteration 14Q (6252.112455 sec): 3 clusters Score: Raw -959551.823913 + Penalty 1799.696922 = -957752.126991 nChanged 215 SP:Iteration 15Q (6252.176374 sec): 3 clusters Score: Raw -959641.173837 + Penalty 1799.696922 = -957841.476915 nChanged 224 SP:Iteration 16Q (6252.235485 sec): 3 clusters Score: Raw -959729.183473 + Penalty 1799.696922 = -957929.486551 nChanged 211 SP:Iteration 17Q (6252.289951 sec): 3 clusters Score: Raw -959820.502905 + Penalty 1799.696922 = -958020.805983 nChanged 202 SP:Iteration 18Q (6252.353482 sec): 3 clusters Score: Raw -959903.604537 + Penalty 1799.696922 = -958103.907615 nChanged 203 SP:Iteration 19Q (6252.411894 sec): 3 clusters Score: Raw -959979.955021 + Penalty 1799.696922 = -958180.258100 nChanged 161 SP:Iteration 20F (6252.472215 sec): 3 clusters Score: Raw -960035.505714 + Penalty 1799.696922 = -958235.808792 nChanged 171 SP:Iteration 21Q (6252.538637 sec): 3 clusters Score: Raw -960093.501016 + Penalty 1799.696922 = -958293.804094 nChanged 150 SP:Iteration 22Q (6252.598576 sec): 3 clusters Score: Raw -960144.402864 + Penalty 1799.696922 = -958344.705942 nChanged 143 SP:Iteration 23Q (6252.654216 sec): 3 clusters Score: Raw -960192.576030 + Penalty 1799.696922 = -958392.879108 nChanged 118 SP:Iteration 24Q (6252.705844 sec): 3 clusters Score: Raw -960224.998782 + Penalty 1799.696922 = -958425.301860 nChanged 100 SP:Iteration 25Q (6252.763674 sec): 3 clusters Score: Raw -960249.576689 + Penalty 1799.696922 = -958449.879767 nChanged 97 SP:Iteration 26Q (6252.824361 sec): 3 clusters Score: Raw -960274.442223 + Penalty 1799.696922 = -958474.745302 nChanged 75 SP:Iteration 27Q (6252.883619 sec): 3 clusters Score: Raw -960290.364308 + Penalty 1799.696922 = -958490.667387 nChanged 64 SP:Iteration 28Q (6252.940943 sec): 3 clusters Score: Raw -960300.796590 + Penalty 1799.696922 = -958501.099668 nChanged 59 SP:Iteration 29Q (6253.000380 sec): 3 clusters Score: Raw -960310.032349 + Penalty 1799.696922 = -958510.335427 nChanged 41 SP:Iteration 30Q (6253.067837 sec): 3 clusters Score: Raw -960314.609473 + Penalty 1799.696922 = -958514.912551 nChanged 35 SP:Iteration 31Q (6253.119116 sec): 3 clusters Score: Raw -960318.269603 + Penalty 1799.696922 = -958518.572681 nChanged 30 SP:Iteration 32Q (6253.171626 sec): 3 clusters Score: Raw -960321.133552 + Penalty 1799.696922 = -958521.436630 nChanged 29 SP:Iteration 33Q (6253.239701 sec): 3 clusters Score: Raw -960323.529279 + Penalty 1799.696922 = -958523.832357 nChanged 25 SP:Iteration 34Q (6253.285565 sec): 3 clusters Score: Raw -960326.080598 + Penalty 1799.696922 = -958526.383676 nChanged 26 SP:Iteration 35Q (6253.341649 sec): 3 clusters Score: Raw -960329.117194 + Penalty 1799.696922 = -958529.420272 nChanged 30 SP:Iteration 36Q (6253.411563 sec): 3 clusters Score: Raw -960332.522543 + Penalty 1799.696922 = -958532.825621 nChanged 24 SP:Iteration 37Q (6253.471568 sec): 3 clusters Score: Raw -960334.775827 + Penalty 1799.696922 = -958535.078905 nChanged 20 SP:Iteration 38Q (6253.537705 sec): 3 clusters Score: Raw -960336.787879 + Penalty 1799.696922 = -958537.090958 nChanged 17 SP:Iteration 39Q (6253.602406 sec): 3 clusters Score: Raw -960338.223219 + Penalty 1799.696922 = -958538.526297 nChanged 18 SP:Iteration 40F (6253.655881 sec): 3 clusters Score: Raw -960340.008459 + Penalty 1799.696922 = -958540.311537 nChanged 16 SP:Iteration 41Q (6253.709729 sec): 3 clusters Score: Raw -960341.444263 + Penalty 1799.696922 = -958541.747341 nChanged 14 SP:Iteration 42Q (6253.770873 sec): 3 clusters Score: Raw -960342.451015 + Penalty 1799.696922 = -958542.754093 nChanged 12 SP:Iteration 43Q (6253.839120 sec): 3 clusters Score: Raw -960343.332497 + Penalty 1799.696922 = -958543.635575 nChanged 12 SP:Iteration 44Q (6253.890551 sec): 3 clusters Score: Raw -960344.188394 + Penalty 1799.696922 = -958544.491472 nChanged 12 SP:Iteration 45Q (6253.949443 sec): 3 clusters Score: Raw -960344.877020 + Penalty 1799.696922 = -958545.180098 nChanged 14 SP:Iteration 46Q (6254.007613 sec): 3 clusters Score: Raw -960346.234365 + Penalty 1799.696922 = -958546.537443 nChanged 16 SP:Iteration 47Q (6254.068798 sec): 3 clusters Score: Raw -960347.587868 + Penalty 1799.696922 = -958547.890946 nChanged 7 SP:Iteration 48Q (6254.137934 sec): 3 clusters Score: Raw -960347.841054 + Penalty 1799.696922 = -958548.144132 nChanged 2 SP:Iteration 49Q (6254.188319 sec): 3 clusters Score: Raw -960347.984048 + Penalty 1799.696922 = -958548.287126 nChanged 3 SP:Iteration 50Q (6254.258018 sec): 3 clusters Score: Raw -960348.345040 + Penalty 1799.696922 = -958548.648118 nChanged 8 SP:Iteration 51Q (6254.308741 sec): 3 clusters Score: Raw -960348.850908 + Penalty 1799.696922 = -958549.153986 nChanged 5 SP:Iteration 52Q (6254.381238 sec): 3 clusters Score: Raw -960349.223407 + Penalty 1799.696922 = -958549.526485 nChanged 7 SP:Iteration 53Q (6254.433360 sec): 3 clusters Score: Raw -960349.734624 + Penalty 1799.696922 = -958550.037702 nChanged 9 SP:Iteration 54Q (6254.489084 sec): 3 clusters Score: Raw -960350.362632 + Penalty 1799.696922 = -958550.665711 nChanged 11 SP:Iteration 55Q (6254.554282 sec): 3 clusters Score: Raw -960351.522221 + Penalty 1799.696922 = -958551.825299 nChanged 19 SP:Iteration 56Q (6254.611967 sec): 3 clusters Score: Raw -960353.043590 + Penalty 1799.696922 = -958553.346668 nChanged 7 SP:Iteration 57Q (6254.675265 sec): 3 clusters Score: Raw -960353.549160 + Penalty 1799.696922 = -958553.852238 nChanged 12 SP:Iteration 58Q (6254.733072 sec): 3 clusters Score: Raw -960354.745895 + Penalty 1799.696922 = -958555.048974 nChanged 16 SP:Iteration 59Q (6254.806622 sec): 3 clusters Score: Raw -960356.120559 + Penalty 1799.696922 = -958556.423637 nChanged 13 SP:Iteration 60F (6254.867301 sec): 3 clusters Score: Raw -960357.084028 + Penalty 1799.696922 = -958557.387106 nChanged 17 SP:Iteration 61Q (6254.928206 sec): 3 clusters Score: Raw -960359.131630 + Penalty 1799.696922 = -958559.434708 nChanged 19 SP:Iteration 62Q (6254.981594 sec): 3 clusters Score: Raw -960361.440505 + Penalty 1799.696922 = -958561.743584 nChanged 20 SP:Iteration 63Q (6255.040934 sec): 3 clusters Score: Raw -960363.240946 + Penalty 1799.696922 = -958563.544024 nChanged 19 SP:Iteration 64Q (6255.107255 sec): 3 clusters Score: Raw -960365.609834 + Penalty 1799.696922 = -958565.912912 nChanged 17 SP:Iteration 65Q (6255.156372 sec): 3 clusters Score: Raw -960367.210382 + Penalty 1799.696922 = -958567.513461 nChanged 16 SP:Iteration 66Q (6255.217122 sec): 3 clusters Score: Raw -960368.971353 + Penalty 1799.696922 = -958569.274432 nChanged 20 SP:Iteration 67Q (6255.269570 sec): 3 clusters Score: Raw -960371.214481 + Penalty 1799.696922 = -958571.517559 nChanged 23 SP:Iteration 68Q (6255.329393 sec): 3 clusters Score: Raw -960373.521298 + Penalty 1799.696922 = -958573.824376 nChanged 23 SP:Iteration 69Q (6255.381344 sec): 3 clusters Score: Raw -960376.661617 + Penalty 1799.696922 = -958576.964695 nChanged 34 SP:Iteration 70Q (6255.439475 sec): 3 clusters Score: Raw -960381.842444 + Penalty 1799.696922 = -958582.145522 nChanged 40 SP:Iteration 71Q (6255.496544 sec): 3 clusters Score: Raw -960387.294268 + Penalty 1799.696922 = -958587.597346 nChanged 41 SP:Iteration 72Q (6255.557555 sec): 3 clusters Score: Raw -960391.891920 + Penalty 1799.696922 = -958592.194999 nChanged 39 SP:Iteration 73Q (6255.625199 sec): 3 clusters Score: Raw -960396.629958 + Penalty 1799.696922 = -958596.933036 nChanged 37 SP:Iteration 74Q (6255.675998 sec): 3 clusters Score: Raw -960401.756511 + Penalty 1799.696922 = -958602.059589 nChanged 46 SP:Iteration 75Q (6255.723681 sec): 3 clusters Score: Raw -960409.781460 + Penalty 1799.696922 = -958610.084539 nChanged 49 SP:Iteration 76Q (6255.780438 sec): 3 clusters Score: Raw -960418.735700 + Penalty 1799.696922 = -958619.038779 nChanged 45 SP:Iteration 77Q (6255.841059 sec): 3 clusters Score: Raw -960426.481960 + Penalty 1799.696922 = -958626.785038 nChanged 54 SP:Iteration 78Q (6255.900375 sec): 3 clusters Score: Raw -960436.354057 + Penalty 1799.696922 = -958636.657135 nChanged 60 SP:Iteration 79Q (6255.957065 sec): 3 clusters Score: Raw -960448.376245 + Penalty 1799.696922 = -958648.679323 nChanged 48 SP:Iteration 80F (6256.021172 sec): 3 clusters Score: Raw -960456.651862 + Penalty 1799.696922 = -958656.954940 nChanged 49 SP:Iteration 81Q (6256.076237 sec): 3 clusters Score: Raw -960466.106326 + Penalty 1799.696922 = -958666.409404 nChanged 51 SP:Iteration 82Q (6256.145740 sec): 3 clusters Score: Raw -960478.221549 + Penalty 1799.696922 = -958678.524628 nChanged 61 SP:Iteration 83Q (6256.199200 sec): 3 clusters Score: Raw -960490.157691 + Penalty 1799.696922 = -958690.460770 nChanged 59 SP:Iteration 84Q (6256.254728 sec): 3 clusters Score: Raw -960502.414318 + Penalty 1799.696922 = -958702.717396 nChanged 69 SP:Iteration 85Q (6256.324390 sec): 3 clusters Score: Raw -960517.178571 + Penalty 1799.696922 = -958717.481649 nChanged 67 SP:Iteration 86Q (6256.378279 sec): 3 clusters Score: Raw -960530.981067 + Penalty 1799.696922 = -958731.284146 nChanged 54 SP:Iteration 87Q (6256.445815 sec): 3 clusters Score: Raw -960540.394800 + Penalty 1799.696922 = -958740.697878 nChanged 42 SP:Iteration 88Q (6256.512914 sec): 3 clusters Score: Raw -960545.773267 + Penalty 1799.696922 = -958746.076345 nChanged 33 SP:Iteration 89Q (6256.577404 sec): 3 clusters Score: Raw -960550.580175 + Penalty 1799.696922 = -958750.883253 nChanged 31 SP:Iteration 90Q (6256.626398 sec): 3 clusters Score: Raw -960555.011243 + Penalty 1799.696922 = -958755.314321 nChanged 28 SP:Iteration 91Q (6256.690616 sec): 3 clusters Score: Raw -960558.982303 + Penalty 1799.696922 = -958759.285381 nChanged 23 SP:Iteration 92Q (6256.751986 sec): 3 clusters Score: Raw -960562.961561 + Penalty 1799.696922 = -958763.264639 nChanged 27 SP:Iteration 93Q (6256.817873 sec): 3 clusters Score: Raw -960567.397646 + Penalty 1799.696922 = -958767.700724 nChanged 27 SP:Iteration 94Q (6256.876839 sec): 3 clusters Score: Raw -960571.952992 + Penalty 1799.696922 = -958772.256070 nChanged 28 SP:Iteration 95Q (6256.934264 sec): 3 clusters Score: Raw -960575.974635 + Penalty 1799.696922 = -958776.277713 nChanged 28 SP:Iteration 96Q (6256.981225 sec): 3 clusters Score: Raw -960580.697387 + Penalty 1799.696922 = -958781.000466 nChanged 34 SP:Iteration 97Q (6257.040124 sec): 3 clusters Score: Raw -960586.325875 + Penalty 1799.696922 = -958786.628953 nChanged 37 SP:Iteration 98Q (6257.108373 sec): 3 clusters Score: Raw -960592.694411 + Penalty 1799.696922 = -958792.997489 nChanged 31 SP:Iteration 99Q (6257.165887 sec): 3 clusters Score: Raw -960597.599016 + Penalty 1799.696922 = -958797.902094 nChanged 22 SP:Iteration 100F (6257.219916 sec): 3 clusters Score: Raw -960600.655132 + Penalty 1799.696922 = -958800.958210 nChanged 21 SP:Iteration 101Q (6257.287317 sec): 3 clusters Score: Raw -960604.710799 + Penalty 1799.696922 = -958805.013878 nChanged 30 SP:Iteration 102Q (6257.343708 sec): 3 clusters Score: Raw -960608.827994 + Penalty 1799.696922 = -958809.131072 nChanged 19 SP:Iteration 103Q (6257.399200 sec): 3 clusters Score: Raw -960610.833810 + Penalty 1799.696922 = -958811.136888 nChanged 17 SP:Iteration 104Q (6257.465057 sec): 3 clusters Score: Raw -960612.578887 + Penalty 1799.696922 = -958812.881965 nChanged 13 SP:Iteration 105Q (6257.515081 sec): 3 clusters Score: Raw -960613.726713 + Penalty 1799.696922 = -958814.029791 nChanged 12 SP:Iteration 106Q (6257.578625 sec): 3 clusters Score: Raw -960615.183441 + Penalty 1799.696922 = -958815.486519 nChanged 8 SP:Iteration 107Q (6257.642101 sec): 3 clusters Score: Raw -960616.199186 + Penalty 1799.696922 = -958816.502264 nChanged 9 SP:Iteration 108Q (6257.699866 sec): 3 clusters Score: Raw -960617.684382 + Penalty 1799.696922 = -958817.987461 nChanged 14 SP:Iteration 109Q (6257.756732 sec): 3 clusters Score: Raw -960619.463283 + Penalty 1799.696922 = -958819.766361 nChanged 10 SP:Iteration 110Q (6257.816587 sec): 3 clusters Score: Raw -960620.418002 + Penalty 1799.696922 = -958820.721080 nChanged 11 SP:Iteration 111Q (6257.885809 sec): 3 clusters Score: Raw -960621.159442 + Penalty 1799.696922 = -958821.462520 nChanged 9 SP:Iteration 112Q (6257.954849 sec): 3 clusters Score: Raw -960621.991255 + Penalty 1799.696922 = -958822.294333 nChanged 9 SP:Iteration 113Q (6258.010721 sec): 3 clusters Score: Raw -960622.860974 + Penalty 1799.696922 = -958823.164052 nChanged 10 SP:Iteration 114Q (6258.065599 sec): 3 clusters Score: Raw -960623.862256 + Penalty 1799.696922 = -958824.165334 nChanged 8 SP:Iteration 115Q (6258.130943 sec): 3 clusters Score: Raw -960624.820176 + Penalty 1799.696922 = -958825.123254 nChanged 10 SP:Iteration 116Q (6258.193140 sec): 3 clusters Score: Raw -960626.295014 + Penalty 1799.696922 = -958826.598092 nChanged 10 SP:Iteration 117Q (6258.263010 sec): 3 clusters Score: Raw -960627.650994 + Penalty 1799.696922 = -958827.954072 nChanged 11 SP:Iteration 118Q (6258.319927 sec): 3 clusters Score: Raw -960628.675520 + Penalty 1799.696922 = -958828.978598 nChanged 8 SP:Iteration 119Q (6258.374831 sec): 3 clusters Score: Raw -960629.376542 + Penalty 1799.696922 = -958829.679620 nChanged 8 SP:Iteration 120F (6258.431856 sec): 3 clusters Score: Raw -960629.924135 + Penalty 1799.696922 = -958830.227213 nChanged 4 SP:Iteration 121Q (6258.500818 sec): 3 clusters Score: Raw -960630.216322 + Penalty 1799.696922 = -958830.519400 nChanged 7 SP:Iteration 122Q (6258.528247 sec): 3 clusters Score: Raw -960630.711322 + Penalty 1799.696922 = -958831.014400 nChanged 4 SP:Iteration 123Q (6258.590413 sec): 3 clusters Score: Raw -960631.347038 + Penalty 1799.696922 = -958831.650116 nChanged 9 SP:Iteration 124Q (6258.652123 sec): 3 clusters Score: Raw -960632.495080 + Penalty 1799.696922 = -958832.798158 nChanged 10 SP:Iteration 125Q (6258.701450 sec): 3 clusters Score: Raw -960633.738759 + Penalty 1799.696922 = -958834.041837 nChanged 14 SP:Iteration 126Q (6258.753348 sec): 3 clusters Score: Raw -960635.441285 + Penalty 1799.696922 = -958835.744363 nChanged 9 SP:Iteration 127Q (6258.820598 sec): 3 clusters Score: Raw -960636.687366 + Penalty 1799.696922 = -958836.990444 nChanged 7 SP:Iteration 128Q (6258.871266 sec): 3 clusters Score: Raw -960637.576182 + Penalty 1799.696922 = -958837.879260 nChanged 12 SP:Iteration 129Q (6258.939401 sec): 3 clusters Score: Raw -960639.358958 + Penalty 1799.696922 = -958839.662036 nChanged 9 SP:Iteration 130Q (6258.992259 sec): 3 clusters Score: Raw -960640.267713 + Penalty 1799.696922 = -958840.570791 nChanged 6 SP:Iteration 131Q (6259.056511 sec): 3 clusters Score: Raw -960641.146625 + Penalty 1799.696922 = -958841.449703 nChanged 6 SP:Iteration 132Q (6259.114211 sec): 3 clusters Score: Raw -960641.877645 + Penalty 1799.696922 = -958842.180723 nChanged 8 SP:Iteration 133Q (6259.180629 sec): 3 clusters Score: Raw -960643.061261 + Penalty 1799.696922 = -958843.364339 nChanged 11 SP:Iteration 134Q (6259.237870 sec): 3 clusters Score: Raw -960644.271012 + Penalty 1799.696922 = -958844.574090 nChanged 10 SP:Iteration 135Q (6259.288339 sec): 3 clusters Score: Raw -960645.642464 + Penalty 1799.696922 = -958845.945542 nChanged 11 SP:Iteration 136Q (6259.358578 sec): 3 clusters Score: Raw -960646.532198 + Penalty 1799.696922 = -958846.835276 nChanged 8 SP:Iteration 137Q (6259.409407 sec): 3 clusters Score: Raw -960647.310345 + Penalty 1799.696922 = -958847.613423 nChanged 6 SP:Iteration 138Q (6259.467948 sec): 3 clusters Score: Raw -960648.006752 + Penalty 1799.696922 = -958848.309830 nChanged 6 SP:Iteration 139Q (6259.540019 sec): 3 clusters Score: Raw -960648.927238 + Penalty 1799.696922 = -958849.230316 nChanged 7 SP:Iteration 140F (6259.598801 sec): 3 clusters Score: Raw -960650.039784 + Penalty 1799.696922 = -958850.342862 nChanged 10 SP:Iteration 141Q (6259.651426 sec): 3 clusters Score: Raw -960650.923788 + Penalty 1799.696922 = -958851.226866 nChanged 3 SP:Iteration 142Q (6259.721218 sec): 3 clusters Score: Raw -960651.105285 + Penalty 1799.696922 = -958851.408363 nChanged 2 SP:Iteration 143Q (6259.776045 sec): 3 clusters Score: Raw -960651.442370 + Penalty 1799.696922 = -958851.745448 nChanged 5 SP:Iteration 144Q (6259.834718 sec): 3 clusters Score: Raw -960652.259685 + Penalty 1799.696922 = -958852.562763 nChanged 5 SP:Iteration 145Q (6259.896658 sec): 3 clusters Score: Raw -960652.797558 + Penalty 1799.696922 = -958853.100636 nChanged 4 SP:Iteration 146Q (6259.952390 sec): 3 clusters Score: Raw -960653.189787 + Penalty 1799.696922 = -958853.492865 nChanged 7 SP:Iteration 147Q (6260.007842 sec): 3 clusters Score: Raw -960654.032040 + Penalty 1799.696922 = -958854.335118 nChanged 9 SP:Iteration 148Q (6260.080662 sec): 3 clusters Score: Raw -960655.004331 + Penalty 1799.696922 = -958855.307409 nChanged 9 SP:Iteration 149Q (6260.140504 sec): 3 clusters Score: Raw -960656.025036 + Penalty 1799.696922 = -958856.328114 nChanged 5 SP:Iteration 150Q (6260.199521 sec): 3 clusters Score: Raw -960656.520878 + Penalty 1799.696922 = -958856.823956 nChanged 1 SP:Iteration 151Q (6260.258927 sec): 3 clusters Score: Raw -960656.640004 + Penalty 1799.696922 = -958856.943082 nChanged 2 SP:Iteration 152Q (6260.318168 sec): 3 clusters Score: Raw -960656.735738 + Penalty 1799.696922 = -958857.038816 nChanged 0 SP:Iteration 153F (6260.366635 sec): 3 clusters Score: Raw -960656.735738 + Penalty 1799.696922 = -958857.038816 nChanged 0 Trying to split cluster 7 (16554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6260.418629 sec): 2 clusters Score: Raw -1283410.228593 + Penalty 922.866389 = -1282487.362204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6260.473015 sec): 3 clusters Score: Raw -1273294.203140 + Penalty 1845.732778 = -1271448.470362 nChanged 7573 SP:Iteration 1F (6260.541455 sec): 3 clusters Score: Raw -1277354.195224 + Penalty 1845.732778 = -1275508.462446 nChanged 828 SP:Iteration 2F (6260.603734 sec): 3 clusters Score: Raw -1277654.678320 + Penalty 1845.732778 = -1275808.945542 nChanged 892 SP:Iteration 3F (6260.668057 sec): 3 clusters Score: Raw -1278090.444052 + Penalty 1845.732778 = -1276244.711273 nChanged 995 SP:Iteration 4F (6260.746354 sec): 3 clusters Score: Raw -1278692.824816 + Penalty 1845.732778 = -1276847.092038 nChanged 1120 SP:Iteration 5F (6260.819559 sec): 3 clusters Score: Raw -1279455.035327 + Penalty 1845.732778 = -1277609.302549 nChanged 1169 SP:Iteration 6F (6260.880255 sec): 3 clusters Score: Raw -1280306.036827 + Penalty 1845.732778 = -1278460.304049 nChanged 1124 SP:Iteration 7F (6260.912540 sec): 3 clusters Score: Raw -1281159.298160 + Penalty 1845.732778 = -1279313.565382 nChanged 867 SP:Iteration 8F (6260.945622 sec): 3 clusters Score: Raw -1281768.428206 + Penalty 1845.732778 = -1279922.695428 nChanged 685 SP:Iteration 9Q (6260.978735 sec): 3 clusters Score: Raw -1282169.279557 + Penalty 1845.732778 = -1280323.546779 nChanged 487 SP:Iteration 10Q (6261.058861 sec): 3 clusters Score: Raw -1282433.968868 + Penalty 1845.732778 = -1280588.236090 nChanged 370 SP:Iteration 11Q (6261.122539 sec): 3 clusters Score: Raw -1282656.512315 + Penalty 1845.732778 = -1280810.779536 nChanged 306 SP:Iteration 12Q (6261.190952 sec): 3 clusters Score: Raw -1282820.556001 + Penalty 1845.732778 = -1280974.823222 nChanged 275 SP:Iteration 13Q (6261.251510 sec): 3 clusters Score: Raw -1282974.828285 + Penalty 1845.732778 = -1281129.095506 nChanged 250 SP:Iteration 14Q (6261.326433 sec): 3 clusters Score: Raw -1283105.976895 + Penalty 1845.732778 = -1281260.244117 nChanged 235 SP:Iteration 15Q (6261.388872 sec): 3 clusters Score: Raw -1283221.789694 + Penalty 1845.732778 = -1281376.056916 nChanged 188 SP:Iteration 16Q (6261.458954 sec): 3 clusters Score: Raw -1283295.070013 + Penalty 1845.732778 = -1281449.337235 nChanged 168 SP:Iteration 17Q (6261.527369 sec): 3 clusters Score: Raw -1283348.610146 + Penalty 1845.732778 = -1281502.877368 nChanged 136 SP:Iteration 18Q (6261.595725 sec): 3 clusters Score: Raw -1283382.487504 + Penalty 1845.732778 = -1281536.754726 nChanged 101 SP:Iteration 19Q (6261.649330 sec): 3 clusters Score: Raw -1283402.874100 + Penalty 1845.732778 = -1281557.141322 nChanged 81 SP:Iteration 20F (6261.722954 sec): 3 clusters Score: Raw -1283416.848419 + Penalty 1845.732778 = -1281571.115641 nChanged 65 SP:Iteration 21Q (6261.781260 sec): 3 clusters Score: Raw -1283428.791052 + Penalty 1845.732778 = -1281583.058274 nChanged 64 SP:Iteration 22Q (6261.853179 sec): 3 clusters Score: Raw -1283440.472647 + Penalty 1845.732778 = -1281594.739868 nChanged 57 SP:Iteration 23Q (6261.909897 sec): 3 clusters Score: Raw -1283448.795930 + Penalty 1845.732778 = -1281603.063151 nChanged 39 SP:Iteration 24Q (6261.977300 sec): 3 clusters Score: Raw -1283453.907667 + Penalty 1845.732778 = -1281608.174889 nChanged 36 SP:Iteration 25Q (6262.051932 sec): 3 clusters Score: Raw -1283458.082955 + Penalty 1845.732778 = -1281612.350177 nChanged 29 SP:Iteration 26Q (6262.117240 sec): 3 clusters Score: Raw -1283461.261005 + Penalty 1845.732778 = -1281615.528227 nChanged 28 SP:Iteration 27Q (6262.172547 sec): 3 clusters Score: Raw -1283464.088717 + Penalty 1845.732778 = -1281618.355939 nChanged 27 SP:Iteration 28Q (6262.235293 sec): 3 clusters Score: Raw -1283467.001165 + Penalty 1845.732778 = -1281621.268387 nChanged 24 SP:Iteration 29Q (6262.308316 sec): 3 clusters Score: Raw -1283469.257892 + Penalty 1845.732778 = -1281623.525114 nChanged 26 SP:Iteration 30Q (6262.371536 sec): 3 clusters Score: Raw -1283471.890662 + Penalty 1845.732778 = -1281626.157884 nChanged 20 SP:Iteration 31Q (6262.429333 sec): 3 clusters Score: Raw -1283473.614410 + Penalty 1845.732778 = -1281627.881631 nChanged 11 SP:Iteration 32Q (6262.499639 sec): 3 clusters Score: Raw -1283474.706923 + Penalty 1845.732778 = -1281628.974145 nChanged 14 SP:Iteration 33Q (6262.563409 sec): 3 clusters Score: Raw -1283476.047011 + Penalty 1845.732778 = -1281630.314232 nChanged 11 SP:Iteration 34Q (6262.627603 sec): 3 clusters Score: Raw -1283476.748824 + Penalty 1845.732778 = -1281631.016046 nChanged 10 SP:Iteration 35Q (6262.688073 sec): 3 clusters Score: Raw -1283477.474582 + Penalty 1845.732778 = -1281631.741803 nChanged 10 SP:Iteration 36Q (6262.765300 sec): 3 clusters Score: Raw -1283478.151622 + Penalty 1845.732778 = -1281632.418844 nChanged 6 SP:Iteration 37Q (6262.832755 sec): 3 clusters Score: Raw -1283478.522850 + Penalty 1845.732778 = -1281632.790072 nChanged 8 SP:Iteration 38Q (6262.900340 sec): 3 clusters Score: Raw -1283479.160391 + Penalty 1845.732778 = -1281633.427613 nChanged 8 SP:Iteration 39Q (6262.952056 sec): 3 clusters Score: Raw -1283480.037997 + Penalty 1845.732778 = -1281634.305219 nChanged 12 SP:Iteration 40F (6263.018429 sec): 3 clusters Score: Raw -1283481.506260 + Penalty 1845.732778 = -1281635.773482 nChanged 18 SP:Iteration 41Q (6263.082222 sec): 3 clusters Score: Raw -1283483.749233 + Penalty 1845.732778 = -1281638.016454 nChanged 16 SP:Iteration 42Q (6263.139322 sec): 3 clusters Score: Raw -1283485.561651 + Penalty 1845.732778 = -1281639.828873 nChanged 20 SP:Iteration 43Q (6263.197225 sec): 3 clusters Score: Raw -1283487.992166 + Penalty 1845.732778 = -1281642.259388 nChanged 27 SP:Iteration 44Q (6263.263546 sec): 3 clusters Score: Raw -1283490.587083 + Penalty 1845.732778 = -1281644.854305 nChanged 21 SP:Iteration 45Q (6263.325442 sec): 3 clusters Score: Raw -1283492.454926 + Penalty 1845.732778 = -1281646.722148 nChanged 16 SP:Iteration 46Q (6263.387316 sec): 3 clusters Score: Raw -1283494.766206 + Penalty 1845.732778 = -1281649.033428 nChanged 22 SP:Iteration 47Q (6263.457413 sec): 3 clusters Score: Raw -1283497.038553 + Penalty 1845.732778 = -1281651.305775 nChanged 20 SP:Iteration 48Q (6263.522380 sec): 3 clusters Score: Raw -1283499.436774 + Penalty 1845.732778 = -1281653.703996 nChanged 17 SP:Iteration 49Q (6263.579031 sec): 3 clusters Score: Raw -1283501.886670 + Penalty 1845.732778 = -1281656.153892 nChanged 22 SP:Iteration 50Q (6263.639917 sec): 3 clusters Score: Raw -1283505.058753 + Penalty 1845.732778 = -1281659.325975 nChanged 30 SP:Iteration 51Q (6263.699872 sec): 3 clusters Score: Raw -1283508.614726 + Penalty 1845.732778 = -1281662.881948 nChanged 19 SP:Iteration 52Q (6263.762300 sec): 3 clusters Score: Raw -1283511.115134 + Penalty 1845.732778 = -1281665.382356 nChanged 19 SP:Iteration 53Q (6263.828540 sec): 3 clusters Score: Raw -1283513.337912 + Penalty 1845.732778 = -1281667.605134 nChanged 20 SP:Iteration 54Q (6263.880023 sec): 3 clusters Score: Raw -1283515.391062 + Penalty 1845.732778 = -1281669.658284 nChanged 13 SP:Iteration 55Q (6263.944124 sec): 3 clusters Score: Raw -1283516.675957 + Penalty 1845.732778 = -1281670.943179 nChanged 15 SP:Iteration 56Q (6263.995105 sec): 3 clusters Score: Raw -1283518.218962 + Penalty 1845.732778 = -1281672.486184 nChanged 16 SP:Iteration 57Q (6264.053915 sec): 3 clusters Score: Raw -1283519.838816 + Penalty 1845.732778 = -1281674.106037 nChanged 10 SP:Iteration 58Q (6264.114779 sec): 3 clusters Score: Raw -1283521.046816 + Penalty 1845.732778 = -1281675.314038 nChanged 14 SP:Iteration 59Q (6264.188066 sec): 3 clusters Score: Raw -1283522.463321 + Penalty 1845.732778 = -1281676.730542 nChanged 8 SP:Iteration 60F (6264.253151 sec): 3 clusters Score: Raw -1283522.980726 + Penalty 1845.732778 = -1281677.247948 nChanged 3 SP:Iteration 61Q (6264.309363 sec): 3 clusters Score: Raw -1283523.128276 + Penalty 1845.732778 = -1281677.395498 nChanged 4 SP:Iteration 62Q (6264.378645 sec): 3 clusters Score: Raw -1283523.400992 + Penalty 1845.732778 = -1281677.668214 nChanged 4 SP:Iteration 63Q (6264.448960 sec): 3 clusters Score: Raw -1283523.616196 + Penalty 1845.732778 = -1281677.883418 nChanged 2 SP:Iteration 64Q (6264.517109 sec): 3 clusters Score: Raw -1283523.828941 + Penalty 1845.732778 = -1281678.096163 nChanged 2 SP:Iteration 65Q (6264.579230 sec): 3 clusters Score: Raw -1283523.904873 + Penalty 1845.732778 = -1281678.172094 nChanged 3 SP:Iteration 66Q (6264.640582 sec): 3 clusters Score: Raw -1283524.104537 + Penalty 1845.732778 = -1281678.371758 nChanged 4 SP:Iteration 67Q (6264.711562 sec): 3 clusters Score: Raw -1283524.618604 + Penalty 1845.732778 = -1281678.885826 nChanged 10 SP:Iteration 68Q (6264.764014 sec): 3 clusters Score: Raw -1283525.421282 + Penalty 1845.732778 = -1281679.688504 nChanged 12 SP:Iteration 69Q (6264.824130 sec): 3 clusters Score: Raw -1283526.503736 + Penalty 1845.732778 = -1281680.770958 nChanged 14 SP:Iteration 70Q (6264.890082 sec): 3 clusters Score: Raw -1283528.047778 + Penalty 1845.732778 = -1281682.315000 nChanged 15 SP:Iteration 71Q (6264.958311 sec): 3 clusters Score: Raw -1283529.239303 + Penalty 1845.732778 = -1281683.506525 nChanged 16 SP:Iteration 72Q (6265.014455 sec): 3 clusters Score: Raw -1283530.139580 + Penalty 1845.732778 = -1281684.406802 nChanged 9 SP:Iteration 73Q (6265.088563 sec): 3 clusters Score: Raw -1283530.708806 + Penalty 1845.732778 = -1281684.976028 nChanged 5 SP:Iteration 74Q (6265.145740 sec): 3 clusters Score: Raw -1283530.930953 + Penalty 1845.732778 = -1281685.198175 nChanged 6 SP:Iteration 75Q (6265.216398 sec): 3 clusters Score: Raw -1283531.470373 + Penalty 1845.732778 = -1281685.737595 nChanged 5 SP:Iteration 76Q (6265.281064 sec): 3 clusters Score: Raw -1283531.759789 + Penalty 1845.732778 = -1281686.027011 nChanged 7 SP:Iteration 77Q (6265.346629 sec): 3 clusters Score: Raw -1283532.381352 + Penalty 1845.732778 = -1281686.648574 nChanged 3 SP:Iteration 78Q (6265.399560 sec): 3 clusters Score: Raw -1283532.545038 + Penalty 1845.732778 = -1281686.812260 nChanged 4 SP:Iteration 79Q (6265.464276 sec): 3 clusters Score: Raw -1283532.711933 + Penalty 1845.732778 = -1281686.979155 nChanged 4 SP:Iteration 80F (6265.530762 sec): 3 clusters Score: Raw -1283532.928704 + Penalty 1845.732778 = -1281687.195926 nChanged 5 SP:Iteration 81Q (6265.596045 sec): 3 clusters Score: Raw -1283533.218235 + Penalty 1845.732778 = -1281687.485457 nChanged 4 SP:Iteration 82Q (6265.648509 sec): 3 clusters Score: Raw -1283533.359829 + Penalty 1845.732778 = -1281687.627051 nChanged 2 SP:Iteration 83Q (6265.719216 sec): 3 clusters Score: Raw -1283533.506055 + Penalty 1845.732778 = -1281687.773276 nChanged 2 SP:Iteration 84Q (6265.784806 sec): 3 clusters Score: Raw -1283533.736075 + Penalty 1845.732778 = -1281688.003297 nChanged 3 SP:Iteration 85Q (6265.841553 sec): 3 clusters Score: Raw -1283533.908783 + Penalty 1845.732778 = -1281688.176005 nChanged 2 SP:Iteration 86Q (6265.897557 sec): 3 clusters Score: Raw -1283534.043674 + Penalty 1845.732778 = -1281688.310895 nChanged 1 SP:Iteration 87Q (6265.960723 sec): 3 clusters Score: Raw -1283534.132947 + Penalty 1845.732778 = -1281688.400168 nChanged 2 SP:Iteration 88Q (6266.016569 sec): 3 clusters Score: Raw -1283534.238982 + Penalty 1845.732778 = -1281688.506203 nChanged 3 SP:Iteration 89Q (6266.076219 sec): 3 clusters Score: Raw -1283534.326956 + Penalty 1845.732778 = -1281688.594177 nChanged 1 SP:Iteration 90Q (6266.147165 sec): 3 clusters Score: Raw -1283534.390486 + Penalty 1845.732778 = -1281688.657708 nChanged 1 SP:Iteration 91Q (6266.200236 sec): 3 clusters Score: Raw -1283534.406066 + Penalty 1845.732778 = -1281688.673288 nChanged 0 SP:Iteration 92F (6266.261588 sec): 3 clusters Score: Raw -1283534.406066 + Penalty 1845.732778 = -1281688.673288 nChanged 0 Trying to split cluster 8 (44873 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6266.342667 sec): 2 clusters Score: Raw -3169581.339819 + Penalty 1017.601198 = -3168563.738622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6266.447162 sec): 3 clusters Score: Raw -3140729.759579 + Penalty 2035.202396 = -3138694.557183 nChanged 21256 SP:Iteration 1F (6266.543427 sec): 3 clusters Score: Raw -3153778.818801 + Penalty 2035.202396 = -3151743.616406 nChanged 2675 SP:Iteration 2F (6266.654346 sec): 3 clusters Score: Raw -3155094.410475 + Penalty 2035.202396 = -3153059.208079 nChanged 3003 SP:Iteration 3F (6266.749359 sec): 3 clusters Score: Raw -3156857.246018 + Penalty 2035.202396 = -3154822.043623 nChanged 3248 SP:Iteration 4F (6266.852506 sec): 3 clusters Score: Raw -3159131.029474 + Penalty 2035.202396 = -3157095.827078 nChanged 3298 SP:Iteration 5F (6266.951981 sec): 3 clusters Score: Raw -3161761.665654 + Penalty 2035.202396 = -3159726.463258 nChanged 2878 SP:Iteration 6F (6267.056566 sec): 3 clusters Score: Raw -3164325.276183 + Penalty 2035.202396 = -3162290.073787 nChanged 2188 SP:Iteration 7Q (6267.165546 sec): 3 clusters Score: Raw -3166318.255930 + Penalty 2035.202396 = -3164283.053534 nChanged 1491 SP:Iteration 8Q (6267.266708 sec): 3 clusters Score: Raw -3167601.646693 + Penalty 2035.202396 = -3165566.444297 nChanged 949 SP:Iteration 9Q (6267.367243 sec): 3 clusters Score: Raw -3168403.562108 + Penalty 2035.202396 = -3166368.359712 nChanged 633 SP:Iteration 10Q (6267.473958 sec): 3 clusters Score: Raw -3168913.096732 + Penalty 2035.202396 = -3166877.894337 nChanged 423 SP:Iteration 11Q (6267.567725 sec): 3 clusters Score: Raw -3169214.493848 + Penalty 2035.202396 = -3167179.291453 nChanged 267 SP:Iteration 12Q (6267.665050 sec): 3 clusters Score: Raw -3169379.414886 + Penalty 2035.202396 = -3167344.212490 nChanged 188 SP:Iteration 13Q (6267.765251 sec): 3 clusters Score: Raw -3169486.754823 + Penalty 2035.202396 = -3167451.552427 nChanged 138 SP:Iteration 14Q (6267.865887 sec): 3 clusters Score: Raw -3169561.833519 + Penalty 2035.202396 = -3167526.631123 nChanged 113 SP:Iteration 15Q (6267.956601 sec): 3 clusters Score: Raw -3169617.987579 + Penalty 2035.202396 = -3167582.785184 nChanged 87 SP:Iteration 16Q (6268.054017 sec): 3 clusters Score: Raw -3169660.786401 + Penalty 2035.202396 = -3167625.584006 nChanged 71 SP:Iteration 17Q (6268.148917 sec): 3 clusters Score: Raw -3169693.152475 + Penalty 2035.202396 = -3167657.950079 nChanged 51 SP:Iteration 18Q (6268.245907 sec): 3 clusters Score: Raw -3169714.889185 + Penalty 2035.202396 = -3167679.686789 nChanged 38 SP:Iteration 19Q (6268.339464 sec): 3 clusters Score: Raw -3169732.566150 + Penalty 2035.202396 = -3167697.363755 nChanged 31 SP:Iteration 20F (6268.438455 sec): 3 clusters Score: Raw -3169746.607712 + Penalty 2035.202396 = -3167711.405316 nChanged 24 SP:Iteration 21Q (6268.530287 sec): 3 clusters Score: Raw -3169757.975639 + Penalty 2035.202396 = -3167722.773243 nChanged 18 SP:Iteration 22Q (6268.622297 sec): 3 clusters Score: Raw -3169765.924380 + Penalty 2035.202396 = -3167730.721984 nChanged 18 SP:Iteration 23Q (6268.716467 sec): 3 clusters Score: Raw -3169770.943975 + Penalty 2035.202396 = -3167735.741579 nChanged 13 SP:Iteration 24Q (6268.805340 sec): 3 clusters Score: Raw -3169775.077795 + Penalty 2035.202396 = -3167739.875399 nChanged 8 SP:Iteration 25Q (6268.895619 sec): 3 clusters Score: Raw -3169777.850202 + Penalty 2035.202396 = -3167742.647806 nChanged 6 SP:Iteration 26Q (6268.976392 sec): 3 clusters Score: Raw -3169779.421928 + Penalty 2035.202396 = -3167744.219532 nChanged 1 SP:Iteration 27Q (6269.072996 sec): 3 clusters Score: Raw -3169779.572452 + Penalty 2035.202396 = -3167744.370056 nChanged 1 SP:Iteration 28Q (6269.135990 sec): 3 clusters Score: Raw -3169779.643469 + Penalty 2035.202396 = -3167744.441073 nChanged 0 SP:Iteration 29F (6269.241202 sec): 3 clusters Score: Raw -3169779.643469 + Penalty 2035.202396 = -3167744.441073 nChanged 0 Trying to split cluster 9 (33659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6269.300707 sec): 2 clusters Score: Raw -2538870.793470 + Penalty 990.283397 = -2537880.510073 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6269.381250 sec): 3 clusters Score: Raw -2517507.593044 + Penalty 1980.566794 = -2515527.026250 nChanged 15847 SP:Iteration 1F (6269.475937 sec): 3 clusters Score: Raw -2526643.319279 + Penalty 1980.566794 = -2524662.752485 nChanged 1538 SP:Iteration 2Q (6269.568621 sec): 3 clusters Score: Raw -2527267.133639 + Penalty 1980.566794 = -2525286.566845 nChanged 1737 SP:Iteration 3F (6269.641368 sec): 3 clusters Score: Raw -2528132.963663 + Penalty 1980.566794 = -2526152.396869 nChanged 2017 SP:Iteration 4F (6269.737153 sec): 3 clusters Score: Raw -2529402.313530 + Penalty 1980.566794 = -2527421.746736 nChanged 2322 SP:Iteration 5F (6269.806468 sec): 3 clusters Score: Raw -2531067.774716 + Penalty 1980.566794 = -2529087.207922 nChanged 2369 SP:Iteration 6F (6269.889270 sec): 3 clusters Score: Raw -2532715.586574 + Penalty 1980.566794 = -2530735.019780 nChanged 2123 SP:Iteration 7F (6269.985879 sec): 3 clusters Score: Raw -2534070.641945 + Penalty 1980.566794 = -2532090.075151 nChanged 1662 SP:Iteration 8Q (6270.076663 sec): 3 clusters Score: Raw -2534968.260039 + Penalty 1980.566794 = -2532987.693245 nChanged 1243 SP:Iteration 9Q (6270.159711 sec): 3 clusters Score: Raw -2535486.531498 + Penalty 1980.566794 = -2533505.964704 nChanged 882 SP:Iteration 10Q (6270.240136 sec): 3 clusters Score: Raw -2535802.263596 + Penalty 1980.566794 = -2533821.696802 nChanged 711 SP:Iteration 11Q (6270.337224 sec): 3 clusters Score: Raw -2536040.320902 + Penalty 1980.566794 = -2534059.754108 nChanged 596 SP:Iteration 12Q (6270.417069 sec): 3 clusters Score: Raw -2536228.778724 + Penalty 1980.566794 = -2534248.211930 nChanged 512 SP:Iteration 13Q (6270.502421 sec): 3 clusters Score: Raw -2536389.449566 + Penalty 1980.566794 = -2534408.882772 nChanged 503 SP:Iteration 14Q (6270.595843 sec): 3 clusters Score: Raw -2536557.065740 + Penalty 1980.566794 = -2534576.498946 nChanged 495 SP:Iteration 15Q (6270.683019 sec): 3 clusters Score: Raw -2536728.308751 + Penalty 1980.566794 = -2534747.741956 nChanged 506 SP:Iteration 16Q (6270.774387 sec): 3 clusters Score: Raw -2536919.453024 + Penalty 1980.566794 = -2534938.886229 nChanged 521 SP:Iteration 17Q (6270.855277 sec): 3 clusters Score: Raw -2537134.068008 + Penalty 1980.566794 = -2535153.501214 nChanged 507 SP:Iteration 18Q (6270.941668 sec): 3 clusters Score: Raw -2537363.617340 + Penalty 1980.566794 = -2535383.050546 nChanged 511 SP:Iteration 19Q (6271.027138 sec): 3 clusters Score: Raw -2537604.400215 + Penalty 1980.566794 = -2535623.833421 nChanged 492 SP:Iteration 20F (6271.109557 sec): 3 clusters Score: Raw -2537834.381668 + Penalty 1980.566794 = -2535853.814874 nChanged 455 SP:Iteration 21Q (6271.191485 sec): 3 clusters Score: Raw -2538041.883431 + Penalty 1980.566794 = -2536061.316637 nChanged 395 SP:Iteration 22Q (6271.263688 sec): 3 clusters Score: Raw -2538204.999285 + Penalty 1980.566794 = -2536224.432491 nChanged 376 SP:Iteration 23Q (6271.352839 sec): 3 clusters Score: Raw -2538335.230582 + Penalty 1980.566794 = -2536354.663788 nChanged 330 SP:Iteration 24Q (6271.440050 sec): 3 clusters Score: Raw -2538440.658796 + Penalty 1980.566794 = -2536460.092002 nChanged 282 SP:Iteration 25Q (6271.533503 sec): 3 clusters Score: Raw -2538530.439461 + Penalty 1980.566794 = -2536549.872667 nChanged 264 SP:Iteration 26Q (6271.624534 sec): 3 clusters Score: Raw -2538605.053009 + Penalty 1980.566794 = -2536624.486215 nChanged 236 SP:Iteration 27Q (6271.708736 sec): 3 clusters Score: Raw -2538664.991531 + Penalty 1980.566794 = -2536684.424737 nChanged 205 SP:Iteration 28Q (6271.795447 sec): 3 clusters Score: Raw -2538714.753278 + Penalty 1980.566794 = -2536734.186484 nChanged 199 SP:Iteration 29Q (6271.879907 sec): 3 clusters Score: Raw -2538755.458139 + Penalty 1980.566794 = -2536774.891345 nChanged 153 SP:Iteration 30Q (6271.968817 sec): 3 clusters Score: Raw -2538784.066715 + Penalty 1980.566794 = -2536803.499920 nChanged 148 SP:Iteration 31Q (6272.051308 sec): 3 clusters Score: Raw -2538811.283099 + Penalty 1980.566794 = -2536830.716305 nChanged 131 SP:Iteration 32Q (6272.141276 sec): 3 clusters Score: Raw -2538836.026427 + Penalty 1980.566794 = -2536855.459633 nChanged 140 SP:Iteration 33Q (6272.221668 sec): 3 clusters Score: Raw -2538862.691809 + Penalty 1980.566794 = -2536882.125015 nChanged 126 SP:Iteration 34Q (6272.305988 sec): 3 clusters Score: Raw -2538887.736293 + Penalty 1980.566794 = -2536907.169498 nChanged 104 SP:Iteration 35Q (6272.388522 sec): 3 clusters Score: Raw -2538904.183093 + Penalty 1980.566794 = -2536923.616299 nChanged 108 SP:Iteration 36Q (6272.470805 sec): 3 clusters Score: Raw -2538921.384441 + Penalty 1980.566794 = -2536940.817647 nChanged 104 SP:Iteration 37Q (6272.552494 sec): 3 clusters Score: Raw -2538938.256850 + Penalty 1980.566794 = -2536957.690056 nChanged 117 SP:Iteration 38Q (6272.630651 sec): 3 clusters Score: Raw -2538957.693491 + Penalty 1980.566794 = -2536977.126697 nChanged 111 SP:Iteration 39Q (6272.715721 sec): 3 clusters Score: Raw -2538976.622811 + Penalty 1980.566794 = -2536996.056016 nChanged 117 SP:Iteration 40F (6272.808247 sec): 3 clusters Score: Raw -2538996.379545 + Penalty 1980.566794 = -2537015.812751 nChanged 112 SP:Iteration 41Q (6272.891613 sec): 3 clusters Score: Raw -2539013.483310 + Penalty 1980.566794 = -2537032.916516 nChanged 87 SP:Iteration 42Q (6272.968841 sec): 3 clusters Score: Raw -2539024.787560 + Penalty 1980.566794 = -2537044.220766 nChanged 74 SP:Iteration 43Q (6273.051463 sec): 3 clusters Score: Raw -2539032.720021 + Penalty 1980.566794 = -2537052.153226 nChanged 68 SP:Iteration 44Q (6273.143322 sec): 3 clusters Score: Raw -2539041.778303 + Penalty 1980.566794 = -2537061.211509 nChanged 83 SP:Iteration 45Q (6273.231768 sec): 3 clusters Score: Raw -2539053.681651 + Penalty 1980.566794 = -2537073.114857 nChanged 88 SP:Iteration 46Q (6273.306517 sec): 3 clusters Score: Raw -2539065.432224 + Penalty 1980.566794 = -2537084.865430 nChanged 81 SP:Iteration 47Q (6273.384590 sec): 3 clusters Score: Raw -2539076.717912 + Penalty 1980.566794 = -2537096.151118 nChanged 72 SP:Iteration 48Q (6273.457684 sec): 3 clusters Score: Raw -2539086.560455 + Penalty 1980.566794 = -2537105.993661 nChanged 70 SP:Iteration 49Q (6273.539554 sec): 3 clusters Score: Raw -2539095.155487 + Penalty 1980.566794 = -2537114.588693 nChanged 60 SP:Iteration 50Q (6273.619711 sec): 3 clusters Score: Raw -2539102.426441 + Penalty 1980.566794 = -2537121.859647 nChanged 61 SP:Iteration 51Q (6273.700245 sec): 3 clusters Score: Raw -2539110.270067 + Penalty 1980.566794 = -2537129.703273 nChanged 68 SP:Iteration 52Q (6273.780216 sec): 3 clusters Score: Raw -2539119.304397 + Penalty 1980.566794 = -2537138.737603 nChanged 67 SP:Iteration 53Q (6273.856083 sec): 3 clusters Score: Raw -2539129.406712 + Penalty 1980.566794 = -2537148.839917 nChanged 78 SP:Iteration 54Q (6273.940365 sec): 3 clusters Score: Raw -2539141.450092 + Penalty 1980.566794 = -2537160.883298 nChanged 75 SP:Iteration 55Q (6274.017601 sec): 3 clusters Score: Raw -2539152.179159 + Penalty 1980.566794 = -2537171.612365 nChanged 75 SP:Iteration 56Q (6274.107790 sec): 3 clusters Score: Raw -2539161.645798 + Penalty 1980.566794 = -2537181.079004 nChanged 56 SP:Iteration 57Q (6274.189594 sec): 3 clusters Score: Raw -2539167.534089 + Penalty 1980.566794 = -2537186.967295 nChanged 49 SP:Iteration 58Q (6274.265470 sec): 3 clusters Score: Raw -2539172.566931 + Penalty 1980.566794 = -2537192.000137 nChanged 40 SP:Iteration 59Q (6274.352920 sec): 3 clusters Score: Raw -2539176.797063 + Penalty 1980.566794 = -2537196.230269 nChanged 33 SP:Iteration 60F (6274.446871 sec): 3 clusters Score: Raw -2539181.134916 + Penalty 1980.566794 = -2537200.568122 nChanged 44 SP:Iteration 61Q (6274.521804 sec): 3 clusters Score: Raw -2539187.998263 + Penalty 1980.566794 = -2537207.431469 nChanged 42 SP:Iteration 62Q (6274.608924 sec): 3 clusters Score: Raw -2539193.287866 + Penalty 1980.566794 = -2537212.721072 nChanged 31 SP:Iteration 63Q (6274.694017 sec): 3 clusters Score: Raw -2539196.333986 + Penalty 1980.566794 = -2537215.767192 nChanged 30 SP:Iteration 64Q (6274.775374 sec): 3 clusters Score: Raw -2539199.647815 + Penalty 1980.566794 = -2537219.081021 nChanged 26 SP:Iteration 65Q (6274.861177 sec): 3 clusters Score: Raw -2539202.214792 + Penalty 1980.566794 = -2537221.647998 nChanged 26 SP:Iteration 66Q (6274.945576 sec): 3 clusters Score: Raw -2539205.682889 + Penalty 1980.566794 = -2537225.116095 nChanged 42 SP:Iteration 67Q (6275.015042 sec): 3 clusters Score: Raw -2539211.094153 + Penalty 1980.566794 = -2537230.527359 nChanged 48 SP:Iteration 68Q (6275.102997 sec): 3 clusters Score: Raw -2539217.806414 + Penalty 1980.566794 = -2537237.239620 nChanged 45 SP:Iteration 69Q (6275.173218 sec): 3 clusters Score: Raw -2539225.715184 + Penalty 1980.566794 = -2537245.148389 nChanged 47 SP:Iteration 70Q (6275.260229 sec): 3 clusters Score: Raw -2539234.078817 + Penalty 1980.566794 = -2537253.512023 nChanged 52 SP:Iteration 71Q (6275.342705 sec): 3 clusters Score: Raw -2539241.500725 + Penalty 1980.566794 = -2537260.933931 nChanged 48 SP:Iteration 72Q (6275.422209 sec): 3 clusters Score: Raw -2539249.069628 + Penalty 1980.566794 = -2537268.502834 nChanged 47 SP:Iteration 73Q (6275.509272 sec): 3 clusters Score: Raw -2539257.147103 + Penalty 1980.566794 = -2537276.580309 nChanged 56 SP:Iteration 74Q (6275.593852 sec): 3 clusters Score: Raw -2539265.710857 + Penalty 1980.566794 = -2537285.144063 nChanged 56 SP:Iteration 75Q (6275.672720 sec): 3 clusters Score: Raw -2539274.041033 + Penalty 1980.566794 = -2537293.474239 nChanged 45 SP:Iteration 76Q (6275.740902 sec): 3 clusters Score: Raw -2539280.997163 + Penalty 1980.566794 = -2537300.430369 nChanged 45 SP:Iteration 77Q (6275.824587 sec): 3 clusters Score: Raw -2539287.898279 + Penalty 1980.566794 = -2537307.331485 nChanged 53 SP:Iteration 78Q (6275.891313 sec): 3 clusters Score: Raw -2539296.841882 + Penalty 1980.566794 = -2537316.275087 nChanged 51 SP:Iteration 79Q (6275.973653 sec): 3 clusters Score: Raw -2539306.957856 + Penalty 1980.566794 = -2537326.391061 nChanged 44 SP:Iteration 80F (6276.054983 sec): 3 clusters Score: Raw -2539314.951120 + Penalty 1980.566794 = -2537334.384326 nChanged 33 SP:Iteration 81Q (6276.123283 sec): 3 clusters Score: Raw -2539319.648958 + Penalty 1980.566794 = -2537339.082163 nChanged 21 SP:Iteration 82Q (6276.204037 sec): 3 clusters Score: Raw -2539322.120057 + Penalty 1980.566794 = -2537341.553263 nChanged 19 SP:Iteration 83Q (6276.289616 sec): 3 clusters Score: Raw -2539324.185449 + Penalty 1980.566794 = -2537343.618655 nChanged 15 SP:Iteration 84Q (6276.364401 sec): 3 clusters Score: Raw -2539325.829900 + Penalty 1980.566794 = -2537345.263106 nChanged 17 SP:Iteration 85Q (6276.448700 sec): 3 clusters Score: Raw -2539327.987694 + Penalty 1980.566794 = -2537347.420899 nChanged 13 SP:Iteration 86Q (6276.518299 sec): 3 clusters Score: Raw -2539330.377547 + Penalty 1980.566794 = -2537349.810753 nChanged 17 SP:Iteration 87Q (6276.604072 sec): 3 clusters Score: Raw -2539332.361112 + Penalty 1980.566794 = -2537351.794318 nChanged 15 SP:Iteration 88Q (6276.684971 sec): 3 clusters Score: Raw -2539333.785380 + Penalty 1980.566794 = -2537353.218586 nChanged 13 SP:Iteration 89Q (6276.772788 sec): 3 clusters Score: Raw -2539334.798443 + Penalty 1980.566794 = -2537354.231649 nChanged 11 SP:Iteration 90Q (6276.855854 sec): 3 clusters Score: Raw -2539335.502485 + Penalty 1980.566794 = -2537354.935691 nChanged 11 SP:Iteration 91Q (6276.929681 sec): 3 clusters Score: Raw -2539336.413450 + Penalty 1980.566794 = -2537355.846656 nChanged 9 SP:Iteration 92Q (6277.005381 sec): 3 clusters Score: Raw -2539337.478495 + Penalty 1980.566794 = -2537356.911701 nChanged 11 SP:Iteration 93Q (6277.097811 sec): 3 clusters Score: Raw -2539338.871930 + Penalty 1980.566794 = -2537358.305136 nChanged 8 SP:Iteration 94Q (6277.182821 sec): 3 clusters Score: Raw -2539339.820940 + Penalty 1980.566794 = -2537359.254146 nChanged 8 SP:Iteration 95Q (6277.265259 sec): 3 clusters Score: Raw -2539340.408696 + Penalty 1980.566794 = -2537359.841902 nChanged 2 SP:Iteration 96Q (6277.348831 sec): 3 clusters Score: Raw -2539340.517354 + Penalty 1980.566794 = -2537359.950560 nChanged 1 SP:Iteration 97Q (6277.410370 sec): 3 clusters Score: Raw -2539340.656730 + Penalty 1980.566794 = -2537360.089936 nChanged 4 SP:Iteration 98Q (6277.487019 sec): 3 clusters Score: Raw -2539341.230398 + Penalty 1980.566794 = -2537360.663603 nChanged 6 SP:Iteration 99Q (6277.578607 sec): 3 clusters Score: Raw -2539341.812359 + Penalty 1980.566794 = -2537361.245565 nChanged 3 SP:Iteration 100F (6277.660237 sec): 3 clusters Score: Raw -2539342.041690 + Penalty 1980.566794 = -2537361.474896 nChanged 4 SP:Iteration 101Q (6277.735460 sec): 3 clusters Score: Raw -2539342.234750 + Penalty 1980.566794 = -2537361.667956 nChanged 1 SP:Iteration 102Q (6277.811222 sec): 3 clusters Score: Raw -2539342.303941 + Penalty 1980.566794 = -2537361.737147 nChanged 0 SP:Iteration 103F (6277.901999 sec): 3 clusters Score: Raw -2539342.303941 + Penalty 1980.566794 = -2537361.737147 nChanged 0 Trying to split cluster 10 (480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6277.917199 sec): 2 clusters Score: Raw -21746.278372 + Penalty 586.509680 = -21159.768692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6277.959039 sec): 3 clusters Score: Raw -21653.816101 + Penalty 1173.019360 = -20480.796741 nChanged 157 SP:Iteration 1F (6277.992663 sec): 3 clusters Score: Raw -21865.732526 + Penalty 1173.019360 = -20692.713166 nChanged 45 SP:Iteration 2F (6278.037412 sec): 3 clusters Score: Raw -21959.687759 + Penalty 1173.019360 = -20786.668400 nChanged 38 SP:Iteration 3F (6278.081500 sec): 3 clusters Score: Raw -22038.934289 + Penalty 1173.019360 = -20865.914929 nChanged 20 SP:Iteration 4Q (6278.123553 sec): 3 clusters Score: Raw -22072.249630 + Penalty 1173.019360 = -20899.230270 nChanged 14 SP:Iteration 5Q (6278.169289 sec): 3 clusters Score: Raw -22113.581909 + Penalty 1173.019360 = -20940.562549 nChanged 9 SP:Iteration 6Q (6278.213001 sec): 3 clusters Score: Raw -22127.435644 + Penalty 1173.019360 = -20954.416284 nChanged 3 SP:Iteration 7Q (6278.248733 sec): 3 clusters Score: Raw -22137.543889 + Penalty 1173.019360 = -20964.524530 nChanged 5 SP:Iteration 8Q (6278.288007 sec): 3 clusters Score: Raw -22141.607322 + Penalty 1173.019360 = -20968.587963 nChanged 2 SP:Iteration 9Q (6278.331982 sec): 3 clusters Score: Raw -22144.000851 + Penalty 1173.019360 = -20970.981491 nChanged 2 SP:Iteration 10Q (6278.370707 sec): 3 clusters Score: Raw -22146.686917 + Penalty 1173.019360 = -20973.667557 nChanged 0 SP:Iteration 11F (6278.416624 sec): 3 clusters Score: Raw -22146.686917 + Penalty 1173.019360 = -20973.667557 nChanged 0 Trying to split cluster 11 (15847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6278.462979 sec): 2 clusters Score: Raw -1079835.645968 + Penalty 918.719871 = -1078916.926096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6278.531895 sec): 3 clusters Score: Raw -1070052.882713 + Penalty 1837.439743 = -1068215.442971 nChanged 7190 SP:Iteration 1F (6278.600678 sec): 3 clusters Score: Raw -1074013.582847 + Penalty 1837.439743 = -1072176.143104 nChanged 847 SP:Iteration 2F (6278.665613 sec): 3 clusters Score: Raw -1074324.030275 + Penalty 1837.439743 = -1072486.590533 nChanged 802 SP:Iteration 3F (6278.718086 sec): 3 clusters Score: Raw -1074654.044500 + Penalty 1837.439743 = -1072816.604757 nChanged 822 SP:Iteration 4F (6278.781138 sec): 3 clusters Score: Raw -1075036.213154 + Penalty 1837.439743 = -1073198.773412 nChanged 811 SP:Iteration 5F (6278.838826 sec): 3 clusters Score: Raw -1075419.585120 + Penalty 1837.439743 = -1073582.145377 nChanged 808 SP:Iteration 6F (6278.898163 sec): 3 clusters Score: Raw -1075849.535608 + Penalty 1837.439743 = -1074012.095865 nChanged 837 SP:Iteration 7F (6278.959812 sec): 3 clusters Score: Raw -1076267.191444 + Penalty 1837.439743 = -1074429.751701 nChanged 742 SP:Iteration 8Q (6279.021359 sec): 3 clusters Score: Raw -1076595.882162 + Penalty 1837.439743 = -1074758.442420 nChanged 623 SP:Iteration 9Q (6279.096574 sec): 3 clusters Score: Raw -1076876.203257 + Penalty 1837.439743 = -1075038.763515 nChanged 531 SP:Iteration 10Q (6279.162297 sec): 3 clusters Score: Raw -1077111.491928 + Penalty 1837.439743 = -1075274.052185 nChanged 497 SP:Iteration 11Q (6279.228182 sec): 3 clusters Score: Raw -1077315.029138 + Penalty 1837.439743 = -1075477.589396 nChanged 428 SP:Iteration 12Q (6279.297308 sec): 3 clusters Score: Raw -1077503.590370 + Penalty 1837.439743 = -1075666.150627 nChanged 380 SP:Iteration 13Q (6279.358488 sec): 3 clusters Score: Raw -1077659.717278 + Penalty 1837.439743 = -1075822.277535 nChanged 340 SP:Iteration 14Q (6279.436907 sec): 3 clusters Score: Raw -1077769.643259 + Penalty 1837.439743 = -1075932.203516 nChanged 282 SP:Iteration 15Q (6279.503858 sec): 3 clusters Score: Raw -1077858.547767 + Penalty 1837.439743 = -1076021.108025 nChanged 238 SP:Iteration 16Q (6279.573591 sec): 3 clusters Score: Raw -1077931.065227 + Penalty 1837.439743 = -1076093.625484 nChanged 209 SP:Iteration 17Q (6279.638859 sec): 3 clusters Score: Raw -1077993.091335 + Penalty 1837.439743 = -1076155.651592 nChanged 218 SP:Iteration 18Q (6279.708482 sec): 3 clusters Score: Raw -1078055.027387 + Penalty 1837.439743 = -1076217.587645 nChanged 206 SP:Iteration 19Q (6279.778947 sec): 3 clusters Score: Raw -1078115.878194 + Penalty 1837.439743 = -1076278.438452 nChanged 208 SP:Iteration 20F (6279.848391 sec): 3 clusters Score: Raw -1078178.853803 + Penalty 1837.439743 = -1076341.414060 nChanged 216 SP:Iteration 21Q (6279.917031 sec): 3 clusters Score: Raw -1078247.509453 + Penalty 1837.439743 = -1076410.069711 nChanged 215 SP:Iteration 22Q (6279.983606 sec): 3 clusters Score: Raw -1078322.306511 + Penalty 1837.439743 = -1076484.866769 nChanged 220 SP:Iteration 23Q (6280.045301 sec): 3 clusters Score: Raw -1078395.911229 + Penalty 1837.439743 = -1076558.471487 nChanged 211 SP:Iteration 24Q (6280.111588 sec): 3 clusters Score: Raw -1078465.859714 + Penalty 1837.439743 = -1076628.419972 nChanged 220 SP:Iteration 25Q (6280.179688 sec): 3 clusters Score: Raw -1078544.562486 + Penalty 1837.439743 = -1076707.122744 nChanged 228 SP:Iteration 26Q (6280.247500 sec): 3 clusters Score: Raw -1078632.335204 + Penalty 1837.439743 = -1076794.895461 nChanged 230 SP:Iteration 27Q (6280.305941 sec): 3 clusters Score: Raw -1078729.074085 + Penalty 1837.439743 = -1076891.634342 nChanged 224 SP:Iteration 28Q (6280.354329 sec): 3 clusters Score: Raw -1078824.087971 + Penalty 1837.439743 = -1076986.648229 nChanged 224 SP:Iteration 29Q (6280.427946 sec): 3 clusters Score: Raw -1078920.551834 + Penalty 1837.439743 = -1077083.112091 nChanged 223 SP:Iteration 30Q (6280.486549 sec): 3 clusters Score: Raw -1079016.873517 + Penalty 1837.439743 = -1077179.433775 nChanged 195 SP:Iteration 31Q (6280.563640 sec): 3 clusters Score: Raw -1079090.392925 + Penalty 1837.439743 = -1077252.953183 nChanged 188 SP:Iteration 32Q (6280.619302 sec): 3 clusters Score: Raw -1079163.897244 + Penalty 1837.439743 = -1077326.457502 nChanged 171 SP:Iteration 33Q (6280.675191 sec): 3 clusters Score: Raw -1079230.923096 + Penalty 1837.439743 = -1077393.483353 nChanged 173 SP:Iteration 34Q (6280.736855 sec): 3 clusters Score: Raw -1079314.936436 + Penalty 1837.439743 = -1077477.496694 nChanged 174 SP:Iteration 35Q (6280.807787 sec): 3 clusters Score: Raw -1079399.810300 + Penalty 1837.439743 = -1077562.370558 nChanged 153 SP:Iteration 36Q (6280.853485 sec): 3 clusters Score: Raw -1079487.082849 + Penalty 1837.439743 = -1077649.643106 nChanged 141 SP:Iteration 37Q (6280.921106 sec): 3 clusters Score: Raw -1079566.775908 + Penalty 1837.439743 = -1077729.336165 nChanged 114 SP:Iteration 38Q (6280.984665 sec): 3 clusters Score: Raw -1079629.133802 + Penalty 1837.439743 = -1077791.694060 nChanged 115 SP:Iteration 39Q (6281.038107 sec): 3 clusters Score: Raw -1079693.784217 + Penalty 1837.439743 = -1077856.344475 nChanged 101 SP:Iteration 40F (6281.112771 sec): 3 clusters Score: Raw -1079749.888803 + Penalty 1837.439743 = -1077912.449061 nChanged 87 SP:Iteration 41Q (6281.176214 sec): 3 clusters Score: Raw -1079797.044183 + Penalty 1837.439743 = -1077959.604440 nChanged 64 SP:Iteration 42Q (6281.227311 sec): 3 clusters Score: Raw -1079833.307460 + Penalty 1837.439743 = -1077995.867717 nChanged 60 SP:Iteration 43Q (6281.303147 sec): 3 clusters Score: Raw -1079862.579863 + Penalty 1837.439743 = -1078025.140120 nChanged 46 SP:Iteration 44Q (6281.359623 sec): 3 clusters Score: Raw -1079889.265281 + Penalty 1837.439743 = -1078051.825538 nChanged 43 SP:Iteration 45Q (6281.426460 sec): 3 clusters Score: Raw -1079913.788824 + Penalty 1837.439743 = -1078076.349081 nChanged 32 SP:Iteration 46Q (6281.488950 sec): 3 clusters Score: Raw -1079935.286505 + Penalty 1837.439743 = -1078097.846763 nChanged 29 SP:Iteration 47Q (6281.551249 sec): 3 clusters Score: Raw -1079955.076636 + Penalty 1837.439743 = -1078117.636894 nChanged 24 SP:Iteration 48Q (6281.615487 sec): 3 clusters Score: Raw -1079969.080114 + Penalty 1837.439743 = -1078131.640371 nChanged 20 SP:Iteration 49Q (6281.665623 sec): 3 clusters Score: Raw -1079980.455481 + Penalty 1837.439743 = -1078143.015739 nChanged 11 SP:Iteration 50Q (6281.725811 sec): 3 clusters Score: Raw -1079986.168459 + Penalty 1837.439743 = -1078148.728716 nChanged 6 SP:Iteration 51Q (6281.800171 sec): 3 clusters Score: Raw -1079989.493306 + Penalty 1837.439743 = -1078152.053564 nChanged 3 SP:Iteration 52Q (6281.862436 sec): 3 clusters Score: Raw -1079991.093207 + Penalty 1837.439743 = -1078153.653464 nChanged 2 SP:Iteration 53Q (6281.921125 sec): 3 clusters Score: Raw -1079992.417551 + Penalty 1837.439743 = -1078154.977809 nChanged 5 SP:Iteration 54Q (6281.984285 sec): 3 clusters Score: Raw -1079995.502157 + Penalty 1837.439743 = -1078158.062415 nChanged 7 SP:Iteration 55Q (6282.037233 sec): 3 clusters Score: Raw -1079999.262076 + Penalty 1837.439743 = -1078161.822333 nChanged 6 SP:Iteration 56Q (6282.099052 sec): 3 clusters Score: Raw -1080001.792888 + Penalty 1837.439743 = -1078164.353145 nChanged 4 SP:Iteration 57Q (6282.172016 sec): 3 clusters Score: Raw -1080003.532851 + Penalty 1837.439743 = -1078166.093108 nChanged 2 SP:Iteration 58Q (6282.233327 sec): 3 clusters Score: Raw -1080004.081771 + Penalty 1837.439743 = -1078166.642029 nChanged 1 SP:Iteration 59Q (6282.299327 sec): 3 clusters Score: Raw -1080004.552704 + Penalty 1837.439743 = -1078167.112961 nChanged 1 SP:Iteration 60F (6282.367745 sec): 3 clusters Score: Raw -1080005.788218 + Penalty 1837.439743 = -1078168.348476 nChanged 2 SP:Iteration 61Q (6282.431871 sec): 3 clusters Score: Raw -1080006.375287 + Penalty 1837.439743 = -1078168.935545 nChanged 1 SP:Iteration 62Q (6282.489221 sec): 3 clusters Score: Raw -1080006.647416 + Penalty 1837.439743 = -1078169.207673 nChanged 1 SP:Iteration 63Q (6282.545627 sec): 3 clusters Score: Raw -1080006.962057 + Penalty 1837.439743 = -1078169.522315 nChanged 0 SP:Iteration 64F (6282.622980 sec): 3 clusters Score: Raw -1080006.962057 + Penalty 1837.439743 = -1078169.522315 nChanged 0 Trying to split cluster 12 (7362 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6282.656451 sec): 2 clusters Score: Raw -519765.133334 + Penalty 845.888257 = -518919.245077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6282.709217 sec): 3 clusters Score: Raw -515496.502030 + Penalty 1691.776514 = -513804.725516 nChanged 3279 SP:Iteration 1F (6282.754804 sec): 3 clusters Score: Raw -517292.977705 + Penalty 1691.776514 = -515601.201191 nChanged 486 SP:Iteration 2F (6282.805377 sec): 3 clusters Score: Raw -517537.842847 + Penalty 1691.776514 = -515846.066333 nChanged 463 SP:Iteration 3F (6282.859286 sec): 3 clusters Score: Raw -517811.082331 + Penalty 1691.776514 = -516119.305818 nChanged 498 SP:Iteration 4F (6282.914520 sec): 3 clusters Score: Raw -518120.157056 + Penalty 1691.776514 = -516428.380542 nChanged 467 SP:Iteration 5F (6282.960774 sec): 3 clusters Score: Raw -518428.712755 + Penalty 1691.776514 = -516736.936242 nChanged 457 SP:Iteration 6F (6283.016393 sec): 3 clusters Score: Raw -518729.288257 + Penalty 1691.776514 = -517037.511743 nChanged 391 SP:Iteration 7F (6283.071460 sec): 3 clusters Score: Raw -518988.755570 + Penalty 1691.776514 = -517296.979056 nChanged 312 SP:Iteration 8Q (6283.130688 sec): 3 clusters Score: Raw -519207.771313 + Penalty 1691.776514 = -517515.994800 nChanged 243 SP:Iteration 9Q (6283.186523 sec): 3 clusters Score: Raw -519385.090395 + Penalty 1691.776514 = -517693.313881 nChanged 179 SP:Iteration 10Q (6283.238934 sec): 3 clusters Score: Raw -519513.157686 + Penalty 1691.776514 = -517821.381172 nChanged 122 SP:Iteration 11Q (6283.282882 sec): 3 clusters Score: Raw -519610.116497 + Penalty 1691.776514 = -517918.339983 nChanged 96 SP:Iteration 12Q (6283.332674 sec): 3 clusters Score: Raw -519682.620023 + Penalty 1691.776514 = -517990.843509 nChanged 61 SP:Iteration 13Q (6283.387303 sec): 3 clusters Score: Raw -519735.637105 + Penalty 1691.776514 = -518043.860591 nChanged 42 SP:Iteration 14Q (6283.434289 sec): 3 clusters Score: Raw -519773.990290 + Penalty 1691.776514 = -518082.213776 nChanged 37 SP:Iteration 15Q (6283.475257 sec): 3 clusters Score: Raw -519804.872338 + Penalty 1691.776514 = -518113.095824 nChanged 17 SP:Iteration 16Q (6283.526524 sec): 3 clusters Score: Raw -519821.080945 + Penalty 1691.776514 = -518129.304432 nChanged 12 SP:Iteration 17Q (6283.580182 sec): 3 clusters Score: Raw -519832.343694 + Penalty 1691.776514 = -518140.567181 nChanged 9 SP:Iteration 18Q (6283.639703 sec): 3 clusters Score: Raw -519840.827881 + Penalty 1691.776514 = -518149.051368 nChanged 5 SP:Iteration 19Q (6283.687500 sec): 3 clusters Score: Raw -519844.406538 + Penalty 1691.776514 = -518152.630024 nChanged 2 SP:Iteration 20F (6283.739617 sec): 3 clusters Score: Raw -519845.173951 + Penalty 1691.776514 = -518153.397437 nChanged 1 SP:Iteration 21Q (6283.794002 sec): 3 clusters Score: Raw -519846.079424 + Penalty 1691.776514 = -518154.302911 nChanged 1 SP:Iteration 22Q (6283.857109 sec): 3 clusters Score: Raw -519846.549291 + Penalty 1691.776514 = -518154.772777 nChanged 0 SP:Iteration 23F (6283.914264 sec): 3 clusters Score: Raw -519846.549291 + Penalty 1691.776514 = -518154.772777 nChanged 0 Trying to split cluster 13 (57805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6283.997811 sec): 2 clusters Score: Raw -4311799.871823 + Penalty 1041.658903 = -4310758.212920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6284.117277 sec): 3 clusters Score: Raw -4274185.336747 + Penalty 2083.317806 = -4272102.018941 nChanged 27680 SP:Iteration 1F (6284.229964 sec): 3 clusters Score: Raw -4290865.525213 + Penalty 2083.317806 = -4288782.207407 nChanged 2450 SP:Iteration 2Q (6284.357073 sec): 3 clusters Score: Raw -4291750.492415 + Penalty 2083.317806 = -4289667.174609 nChanged 2519 SP:Iteration 3Q (6284.474340 sec): 3 clusters Score: Raw -4292794.301824 + Penalty 2083.317806 = -4290710.984019 nChanged 2700 SP:Iteration 4Q (6284.605186 sec): 3 clusters Score: Raw -4294087.074537 + Penalty 2083.317806 = -4292003.756731 nChanged 3007 SP:Iteration 5F (6284.716098 sec): 3 clusters Score: Raw -4295806.469320 + Penalty 2083.317806 = -4293723.151514 nChanged 3275 SP:Iteration 6F (6284.840376 sec): 3 clusters Score: Raw -4297999.031831 + Penalty 2083.317806 = -4295915.714026 nChanged 3497 SP:Iteration 7F (6284.962911 sec): 3 clusters Score: Raw -4300533.197649 + Penalty 2083.317806 = -4298449.879843 nChanged 3382 SP:Iteration 8F (6285.085282 sec): 3 clusters Score: Raw -4303065.198264 + Penalty 2083.317806 = -4300981.880458 nChanged 2962 SP:Iteration 9F (6285.202447 sec): 3 clusters Score: Raw -4305311.941373 + Penalty 2083.317806 = -4303228.623567 nChanged 2502 SP:Iteration 10Q (6285.321904 sec): 3 clusters Score: Raw -4307179.519346 + Penalty 2083.317806 = -4305096.201541 nChanged 1976 SP:Iteration 11Q (6285.441653 sec): 3 clusters Score: Raw -4308596.750466 + Penalty 2083.317806 = -4306513.432661 nChanged 1514 SP:Iteration 12Q (6285.557700 sec): 3 clusters Score: Raw -4309646.811470 + Penalty 2083.317806 = -4307563.493664 nChanged 1143 SP:Iteration 13Q (6285.665756 sec): 3 clusters Score: Raw -4310395.160555 + Penalty 2083.317806 = -4308311.842749 nChanged 810 SP:Iteration 14Q (6285.776905 sec): 3 clusters Score: Raw -4310915.750325 + Penalty 2083.317806 = -4308832.432519 nChanged 576 SP:Iteration 15Q (6285.879222 sec): 3 clusters Score: Raw -4311276.343323 + Penalty 2083.317806 = -4309193.025518 nChanged 403 SP:Iteration 16Q (6285.994027 sec): 3 clusters Score: Raw -4311513.821885 + Penalty 2083.317806 = -4309430.504080 nChanged 281 SP:Iteration 17Q (6286.096389 sec): 3 clusters Score: Raw -4311664.407647 + Penalty 2083.317806 = -4309581.089841 nChanged 176 SP:Iteration 18Q (6286.213718 sec): 3 clusters Score: Raw -4311746.517384 + Penalty 2083.317806 = -4309663.199578 nChanged 113 SP:Iteration 19Q (6286.321219 sec): 3 clusters Score: Raw -4311796.122923 + Penalty 2083.317806 = -4309712.805117 nChanged 82 SP:Iteration 20F (6286.433911 sec): 3 clusters Score: Raw -4311827.044084 + Penalty 2083.317806 = -4309743.726279 nChanged 63 SP:Iteration 21Q (6286.541361 sec): 3 clusters Score: Raw -4311856.823516 + Penalty 2083.317806 = -4309773.505710 nChanged 58 SP:Iteration 22Q (6286.654881 sec): 3 clusters Score: Raw -4311883.626509 + Penalty 2083.317806 = -4309800.308703 nChanged 44 SP:Iteration 23Q (6286.755259 sec): 3 clusters Score: Raw -4311906.476314 + Penalty 2083.317806 = -4309823.158509 nChanged 42 SP:Iteration 24Q (6286.869280 sec): 3 clusters Score: Raw -4311926.942456 + Penalty 2083.317806 = -4309843.624650 nChanged 26 SP:Iteration 25Q (6286.977698 sec): 3 clusters Score: Raw -4311939.368626 + Penalty 2083.317806 = -4309856.050820 nChanged 27 SP:Iteration 26Q (6287.087744 sec): 3 clusters Score: Raw -4311954.632571 + Penalty 2083.317806 = -4309871.314765 nChanged 21 SP:Iteration 27Q (6287.185111 sec): 3 clusters Score: Raw -4311968.251230 + Penalty 2083.317806 = -4309884.933425 nChanged 19 SP:Iteration 28Q (6287.284806 sec): 3 clusters Score: Raw -4311977.843442 + Penalty 2083.317806 = -4309894.525636 nChanged 16 SP:Iteration 29Q (6287.390176 sec): 3 clusters Score: Raw -4311986.123762 + Penalty 2083.317806 = -4309902.805957 nChanged 15 SP:Iteration 30Q (6287.495441 sec): 3 clusters Score: Raw -4311995.587304 + Penalty 2083.317806 = -4309912.269498 nChanged 17 SP:Iteration 31Q (6287.601215 sec): 3 clusters Score: Raw -4312000.949219 + Penalty 2083.317806 = -4309917.631414 nChanged 6 SP:Iteration 32Q (6287.707108 sec): 3 clusters Score: Raw -4312003.456862 + Penalty 2083.317806 = -4309920.139056 nChanged 4 SP:Iteration 33Q (6287.806965 sec): 3 clusters Score: Raw -4312005.549609 + Penalty 2083.317806 = -4309922.231803 nChanged 1 SP:Iteration 34Q (6287.917337 sec): 3 clusters Score: Raw -4312006.294527 + Penalty 2083.317806 = -4309922.976722 nChanged 1 SP:Iteration 35Q (6288.016832 sec): 3 clusters Score: Raw -4312006.884514 + Penalty 2083.317806 = -4309923.566708 nChanged 1 SP:Iteration 36Q (6288.131003 sec): 3 clusters Score: Raw -4312007.045972 + Penalty 2083.317806 = -4309923.728167 nChanged 0 SP:Iteration 37F (6288.231391 sec): 3 clusters Score: Raw -4312007.045972 + Penalty 2083.317806 = -4309923.728167 nChanged 0 Trying to split cluster 14 (7689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6288.272895 sec): 2 clusters Score: Raw -555773.042423 + Penalty 850.016871 = -554923.025551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6288.319438 sec): 3 clusters Score: Raw -551306.200050 + Penalty 1700.033743 = -549606.166307 nChanged 3362 SP:Iteration 1F (6288.367274 sec): 3 clusters Score: Raw -553263.717941 + Penalty 1700.033743 = -551563.684198 nChanged 572 SP:Iteration 2F (6288.420093 sec): 3 clusters Score: Raw -553625.256869 + Penalty 1700.033743 = -551925.223126 nChanged 558 SP:Iteration 3F (6288.469203 sec): 3 clusters Score: Raw -553973.282085 + Penalty 1700.033743 = -552273.248343 nChanged 496 SP:Iteration 4F (6288.535359 sec): 3 clusters Score: Raw -554282.028981 + Penalty 1700.033743 = -552581.995238 nChanged 424 SP:Iteration 5F (6288.581698 sec): 3 clusters Score: Raw -554543.026281 + Penalty 1700.033743 = -552842.992539 nChanged 368 SP:Iteration 6Q (6288.628761 sec): 3 clusters Score: Raw -554769.174142 + Penalty 1700.033743 = -553069.140399 nChanged 304 SP:Iteration 7Q (6288.674692 sec): 3 clusters Score: Raw -554941.998375 + Penalty 1700.033743 = -553241.964633 nChanged 224 SP:Iteration 8Q (6288.732748 sec): 3 clusters Score: Raw -555069.360404 + Penalty 1700.033743 = -553369.326661 nChanged 198 SP:Iteration 9Q (6288.790059 sec): 3 clusters Score: Raw -555193.144649 + Penalty 1700.033743 = -553493.110907 nChanged 178 SP:Iteration 10Q (6288.835338 sec): 3 clusters Score: Raw -555311.384515 + Penalty 1700.033743 = -553611.350772 nChanged 142 SP:Iteration 11Q (6288.901039 sec): 3 clusters Score: Raw -555395.803442 + Penalty 1700.033743 = -553695.769700 nChanged 125 SP:Iteration 12Q (6288.937218 sec): 3 clusters Score: Raw -555472.540391 + Penalty 1700.033743 = -553772.506648 nChanged 113 SP:Iteration 13Q (6289.000651 sec): 3 clusters Score: Raw -555535.682689 + Penalty 1700.033743 = -553835.648946 nChanged 84 SP:Iteration 14Q (6289.042586 sec): 3 clusters Score: Raw -555581.546434 + Penalty 1700.033743 = -553881.512692 nChanged 82 SP:Iteration 15Q (6289.092411 sec): 3 clusters Score: Raw -555623.041593 + Penalty 1700.033743 = -553923.007850 nChanged 79 SP:Iteration 16Q (6289.142976 sec): 3 clusters Score: Raw -555660.235249 + Penalty 1700.033743 = -553960.201506 nChanged 60 SP:Iteration 17Q (6289.201193 sec): 3 clusters Score: Raw -555697.163100 + Penalty 1700.033743 = -553997.129358 nChanged 62 SP:Iteration 18Q (6289.248109 sec): 3 clusters Score: Raw -555740.741311 + Penalty 1700.033743 = -554040.707568 nChanged 61 SP:Iteration 19Q (6289.301866 sec): 3 clusters Score: Raw -555775.109334 + Penalty 1700.033743 = -554075.075591 nChanged 47 SP:Iteration 20F (6289.351562 sec): 3 clusters Score: Raw -555804.671883 + Penalty 1700.033743 = -554104.638140 nChanged 36 SP:Iteration 21Q (6289.413510 sec): 3 clusters Score: Raw -555826.318694 + Penalty 1700.033743 = -554126.284951 nChanged 20 SP:Iteration 22Q (6289.456753 sec): 3 clusters Score: Raw -555835.719569 + Penalty 1700.033743 = -554135.685826 nChanged 12 SP:Iteration 23Q (6289.507122 sec): 3 clusters Score: Raw -555840.473485 + Penalty 1700.033743 = -554140.439743 nChanged 14 SP:Iteration 24Q (6289.553518 sec): 3 clusters Score: Raw -555844.887891 + Penalty 1700.033743 = -554144.854148 nChanged 10 SP:Iteration 25Q (6289.600045 sec): 3 clusters Score: Raw -555848.041162 + Penalty 1700.033743 = -554148.007419 nChanged 10 SP:Iteration 26Q (6289.655131 sec): 3 clusters Score: Raw -555852.484833 + Penalty 1700.033743 = -554152.451090 nChanged 9 SP:Iteration 27Q (6289.706993 sec): 3 clusters Score: Raw -555856.272339 + Penalty 1700.033743 = -554156.238596 nChanged 12 SP:Iteration 28Q (6289.766790 sec): 3 clusters Score: Raw -555862.356507 + Penalty 1700.033743 = -554162.322764 nChanged 8 SP:Iteration 29Q (6289.810480 sec): 3 clusters Score: Raw -555869.239704 + Penalty 1700.033743 = -554169.205961 nChanged 6 SP:Iteration 30Q (6289.857827 sec): 3 clusters Score: Raw -555875.263926 + Penalty 1700.033743 = -554175.230184 nChanged 9 SP:Iteration 31Q (6289.908972 sec): 3 clusters Score: Raw -555881.860707 + Penalty 1700.033743 = -554181.826964 nChanged 12 SP:Iteration 32Q (6289.960316 sec): 3 clusters Score: Raw -555888.519976 + Penalty 1700.033743 = -554188.486233 nChanged 13 SP:Iteration 33Q (6290.025442 sec): 3 clusters Score: Raw -555898.049145 + Penalty 1700.033743 = -554198.015402 nChanged 13 SP:Iteration 34Q (6290.073268 sec): 3 clusters Score: Raw -555907.092647 + Penalty 1700.033743 = -554207.058904 nChanged 16 SP:Iteration 35Q (6290.123529 sec): 3 clusters Score: Raw -555917.578108 + Penalty 1700.033743 = -554217.544365 nChanged 5 SP:Iteration 36Q (6290.166476 sec): 3 clusters Score: Raw -555921.412703 + Penalty 1700.033743 = -554221.378960 nChanged 8 SP:Iteration 37Q (6290.219381 sec): 3 clusters Score: Raw -555927.448628 + Penalty 1700.033743 = -554227.414885 nChanged 4 SP:Iteration 38Q (6290.275259 sec): 3 clusters Score: Raw -555929.470405 + Penalty 1700.033743 = -554229.436663 nChanged 2 SP:Iteration 39Q (6290.310552 sec): 3 clusters Score: Raw -555930.590111 + Penalty 1700.033743 = -554230.556369 nChanged 2 SP:Iteration 40F (6290.366001 sec): 3 clusters Score: Raw -555931.257151 + Penalty 1700.033743 = -554231.223408 nChanged 1 SP:Iteration 41Q (6290.404861 sec): 3 clusters Score: Raw -555931.918165 + Penalty 1700.033743 = -554231.884422 nChanged 0 SP:Iteration 42F (6290.450385 sec): 3 clusters Score: Raw -555931.918165 + Penalty 1700.033743 = -554231.884422 nChanged 0 Trying to split cluster 15 (2962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6290.479828 sec): 2 clusters Score: Raw -205473.627734 + Penalty 759.393900 = -204714.233835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6290.523052 sec): 3 clusters Score: Raw -203886.401906 + Penalty 1518.787799 = -202367.614107 nChanged 1198 SP:Iteration 1F (6290.572287 sec): 3 clusters Score: Raw -204483.730801 + Penalty 1518.787799 = -202964.943002 nChanged 220 SP:Iteration 2F (6290.616637 sec): 3 clusters Score: Raw -204636.693200 + Penalty 1518.787799 = -203117.905401 nChanged 208 SP:Iteration 3F (6290.668647 sec): 3 clusters Score: Raw -204841.732891 + Penalty 1518.787799 = -203322.945092 nChanged 196 SP:Iteration 4F (6290.711276 sec): 3 clusters Score: Raw -205014.359535 + Penalty 1518.787799 = -203495.571736 nChanged 171 SP:Iteration 5F (6290.751737 sec): 3 clusters Score: Raw -205159.933542 + Penalty 1518.787799 = -203641.145743 nChanged 151 SP:Iteration 6F (6290.796737 sec): 3 clusters Score: Raw -205262.176172 + Penalty 1518.787799 = -203743.388373 nChanged 146 SP:Iteration 7Q (6290.845423 sec): 3 clusters Score: Raw -205348.243607 + Penalty 1518.787799 = -203829.455808 nChanged 123 SP:Iteration 8Q (6290.906438 sec): 3 clusters Score: Raw -205426.256728 + Penalty 1518.787799 = -203907.468929 nChanged 104 SP:Iteration 9Q (6290.948596 sec): 3 clusters Score: Raw -205480.899411 + Penalty 1518.787799 = -203962.111612 nChanged 104 SP:Iteration 10Q (6290.987316 sec): 3 clusters Score: Raw -205534.662346 + Penalty 1518.787799 = -204015.874547 nChanged 108 SP:Iteration 11Q (6291.039139 sec): 3 clusters Score: Raw -205593.173566 + Penalty 1518.787799 = -204074.385767 nChanged 95 SP:Iteration 12Q (6291.076185 sec): 3 clusters Score: Raw -205641.036183 + Penalty 1518.787799 = -204122.248384 nChanged 75 SP:Iteration 13Q (6291.121647 sec): 3 clusters Score: Raw -205675.673981 + Penalty 1518.787799 = -204156.886182 nChanged 62 SP:Iteration 14Q (6291.166448 sec): 3 clusters Score: Raw -205708.409263 + Penalty 1518.787799 = -204189.621464 nChanged 65 SP:Iteration 15Q (6291.211531 sec): 3 clusters Score: Raw -205745.337367 + Penalty 1518.787799 = -204226.549568 nChanged 59 SP:Iteration 16Q (6291.256834 sec): 3 clusters Score: Raw -205777.070570 + Penalty 1518.787799 = -204258.282771 nChanged 61 SP:Iteration 17Q (6291.306871 sec): 3 clusters Score: Raw -205803.197932 + Penalty 1518.787799 = -204284.410133 nChanged 51 SP:Iteration 18Q (6291.345045 sec): 3 clusters Score: Raw -205826.568701 + Penalty 1518.787799 = -204307.780902 nChanged 39 SP:Iteration 19Q (6291.395474 sec): 3 clusters Score: Raw -205845.477873 + Penalty 1518.787799 = -204326.690074 nChanged 49 SP:Iteration 20F (6291.443810 sec): 3 clusters Score: Raw -205866.227635 + Penalty 1518.787799 = -204347.439836 nChanged 39 SP:Iteration 21Q (6291.490924 sec): 3 clusters Score: Raw -205879.312391 + Penalty 1518.787799 = -204360.524592 nChanged 40 SP:Iteration 22Q (6291.547394 sec): 3 clusters Score: Raw -205891.793179 + Penalty 1518.787799 = -204373.005380 nChanged 33 SP:Iteration 23Q (6291.582760 sec): 3 clusters Score: Raw -205901.732224 + Penalty 1518.787799 = -204382.944425 nChanged 29 SP:Iteration 24Q (6291.630024 sec): 3 clusters Score: Raw -205912.922935 + Penalty 1518.787799 = -204394.135136 nChanged 25 SP:Iteration 25Q (6291.671293 sec): 3 clusters Score: Raw -205922.286779 + Penalty 1518.787799 = -204403.498980 nChanged 28 SP:Iteration 26Q (6291.717568 sec): 3 clusters Score: Raw -205936.858824 + Penalty 1518.787799 = -204418.071025 nChanged 22 SP:Iteration 27Q (6291.772065 sec): 3 clusters Score: Raw -205948.049717 + Penalty 1518.787799 = -204429.261918 nChanged 21 SP:Iteration 28Q (6291.813934 sec): 3 clusters Score: Raw -205956.492177 + Penalty 1518.787799 = -204437.704378 nChanged 23 SP:Iteration 29Q (6291.861210 sec): 3 clusters Score: Raw -205965.588955 + Penalty 1518.787799 = -204446.801156 nChanged 14 SP:Iteration 30Q (6291.888796 sec): 3 clusters Score: Raw -205970.721917 + Penalty 1518.787799 = -204451.934118 nChanged 18 SP:Iteration 31Q (6291.932979 sec): 3 clusters Score: Raw -205978.441379 + Penalty 1518.787799 = -204459.653580 nChanged 23 SP:Iteration 32Q (6291.984860 sec): 3 clusters Score: Raw -205985.976692 + Penalty 1518.787799 = -204467.188893 nChanged 14 SP:Iteration 33Q (6292.033086 sec): 3 clusters Score: Raw -205990.139766 + Penalty 1518.787799 = -204471.351967 nChanged 13 SP:Iteration 34Q (6292.080104 sec): 3 clusters Score: Raw -205993.746308 + Penalty 1518.787799 = -204474.958509 nChanged 10 SP:Iteration 35Q (6292.125977 sec): 3 clusters Score: Raw -205997.496418 + Penalty 1518.787799 = -204478.708619 nChanged 12 SP:Iteration 36Q (6292.172741 sec): 3 clusters Score: Raw -206003.002005 + Penalty 1518.787799 = -204484.214206 nChanged 17 SP:Iteration 37Q (6292.216899 sec): 3 clusters Score: Raw -206010.117143 + Penalty 1518.787799 = -204491.329344 nChanged 14 SP:Iteration 38Q (6292.260039 sec): 3 clusters Score: Raw -206015.804025 + Penalty 1518.787799 = -204497.016226 nChanged 12 SP:Iteration 39Q (6292.303331 sec): 3 clusters Score: Raw -206020.332624 + Penalty 1518.787799 = -204501.544825 nChanged 9 SP:Iteration 40F (6292.349311 sec): 3 clusters Score: Raw -206024.849521 + Penalty 1518.787799 = -204506.061722 nChanged 9 SP:Iteration 41Q (6292.387283 sec): 3 clusters Score: Raw -206028.332799 + Penalty 1518.787799 = -204509.545000 nChanged 7 SP:Iteration 42Q (6292.427589 sec): 3 clusters Score: Raw -206029.766718 + Penalty 1518.787799 = -204510.978919 nChanged 5 SP:Iteration 43Q (6292.480672 sec): 3 clusters Score: Raw -206034.139266 + Penalty 1518.787799 = -204515.351467 nChanged 6 SP:Iteration 44Q (6292.529445 sec): 3 clusters Score: Raw -206036.806579 + Penalty 1518.787799 = -204518.018780 nChanged 6 SP:Iteration 45Q (6292.573581 sec): 3 clusters Score: Raw -206039.698639 + Penalty 1518.787799 = -204520.910840 nChanged 2 SP:Iteration 46Q (6292.612274 sec): 3 clusters Score: Raw -206040.533075 + Penalty 1518.787799 = -204521.745276 nChanged 1 SP:Iteration 47Q (6292.650513 sec): 3 clusters Score: Raw -206040.898751 + Penalty 1518.787799 = -204522.110952 nChanged 1 SP:Iteration 48Q (6292.700014 sec): 3 clusters Score: Raw -206041.181791 + Penalty 1518.787799 = -204522.393992 nChanged 3 SP:Iteration 49Q (6292.744683 sec): 3 clusters Score: Raw -206042.110441 + Penalty 1518.787799 = -204523.322642 nChanged 4 SP:Iteration 50Q (6292.799804 sec): 3 clusters Score: Raw -206043.568949 + Penalty 1518.787799 = -204524.781150 nChanged 3 SP:Iteration 51Q (6292.843388 sec): 3 clusters Score: Raw -206043.980676 + Penalty 1518.787799 = -204525.192876 nChanged 2 SP:Iteration 52Q (6292.880981 sec): 3 clusters Score: Raw -206044.779531 + Penalty 1518.787799 = -204525.991732 nChanged 0 SP:Iteration 53F (6292.934946 sec): 3 clusters Score: Raw -206044.779531 + Penalty 1518.787799 = -204525.991732 nChanged 0 Trying to split cluster 16 (3177 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6292.968790 sec): 2 clusters Score: Raw -199810.356642 + Penalty 766.050800 = -199044.305842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6293.015751 sec): 3 clusters Score: Raw -198162.632302 + Penalty 1532.101601 = -196630.530702 nChanged 1252 SP:Iteration 1F (6293.058638 sec): 3 clusters Score: Raw -199015.636037 + Penalty 1532.101601 = -197483.534437 nChanged 272 SP:Iteration 2F (6293.093577 sec): 3 clusters Score: Raw -199205.275231 + Penalty 1532.101601 = -197673.173631 nChanged 204 SP:Iteration 3F (6293.133348 sec): 3 clusters Score: Raw -199351.476227 + Penalty 1532.101601 = -197819.374626 nChanged 177 SP:Iteration 4F (6293.187872 sec): 3 clusters Score: Raw -199500.001251 + Penalty 1532.101601 = -197967.899650 nChanged 134 SP:Iteration 5Q (6293.234952 sec): 3 clusters Score: Raw -199604.008745 + Penalty 1532.101601 = -198071.907145 nChanged 118 SP:Iteration 6Q (6293.288647 sec): 3 clusters Score: Raw -199698.686559 + Penalty 1532.101601 = -198166.584959 nChanged 97 SP:Iteration 7Q (6293.335765 sec): 3 clusters Score: Raw -199775.838335 + Penalty 1532.101601 = -198243.736734 nChanged 78 SP:Iteration 8Q (6293.375683 sec): 3 clusters Score: Raw -199834.541982 + Penalty 1532.101601 = -198302.440382 nChanged 53 SP:Iteration 9Q (6293.408532 sec): 3 clusters Score: Raw -199882.351803 + Penalty 1532.101601 = -198350.250203 nChanged 58 SP:Iteration 10Q (6293.469459 sec): 3 clusters Score: Raw -199936.192959 + Penalty 1532.101601 = -198404.091358 nChanged 52 SP:Iteration 11Q (6293.507219 sec): 3 clusters Score: Raw -199975.430888 + Penalty 1532.101601 = -198443.329287 nChanged 47 SP:Iteration 12Q (6293.547817 sec): 3 clusters Score: Raw -200015.974572 + Penalty 1532.101601 = -198483.872972 nChanged 38 SP:Iteration 13Q (6293.592496 sec): 3 clusters Score: Raw -200075.100361 + Penalty 1532.101601 = -198542.998760 nChanged 49 SP:Iteration 14Q (6293.637083 sec): 3 clusters Score: Raw -200125.365628 + Penalty 1532.101601 = -198593.264027 nChanged 41 SP:Iteration 15Q (6293.688825 sec): 3 clusters Score: Raw -200165.998714 + Penalty 1532.101601 = -198633.897113 nChanged 42 SP:Iteration 16Q (6293.739597 sec): 3 clusters Score: Raw -200203.282770 + Penalty 1532.101601 = -198671.181170 nChanged 33 SP:Iteration 17Q (6293.780950 sec): 3 clusters Score: Raw -200226.463311 + Penalty 1532.101601 = -198694.361711 nChanged 28 SP:Iteration 18Q (6293.830449 sec): 3 clusters Score: Raw -200243.594728 + Penalty 1532.101601 = -198711.493127 nChanged 28 SP:Iteration 19Q (6293.885644 sec): 3 clusters Score: Raw -200261.224482 + Penalty 1532.101601 = -198729.122881 nChanged 22 SP:Iteration 20F (6293.938704 sec): 3 clusters Score: Raw -200273.709134 + Penalty 1532.101601 = -198741.607533 nChanged 19 SP:Iteration 21Q (6293.983684 sec): 3 clusters Score: Raw -200284.645243 + Penalty 1532.101601 = -198752.543642 nChanged 17 SP:Iteration 22Q (6294.041867 sec): 3 clusters Score: Raw -200292.461197 + Penalty 1532.101601 = -198760.359597 nChanged 18 SP:Iteration 23Q (6294.085082 sec): 3 clusters Score: Raw -200299.724467 + Penalty 1532.101601 = -198767.622867 nChanged 18 SP:Iteration 24Q (6294.136768 sec): 3 clusters Score: Raw -200307.452428 + Penalty 1532.101601 = -198775.350827 nChanged 11 SP:Iteration 25Q (6294.188483 sec): 3 clusters Score: Raw -200314.260840 + Penalty 1532.101601 = -198782.159240 nChanged 15 SP:Iteration 26Q (6294.235455 sec): 3 clusters Score: Raw -200322.564851 + Penalty 1532.101601 = -198790.463251 nChanged 12 SP:Iteration 27Q (6294.282692 sec): 3 clusters Score: Raw -200328.440585 + Penalty 1532.101601 = -198796.338984 nChanged 11 SP:Iteration 28Q (6294.324324 sec): 3 clusters Score: Raw -200331.678005 + Penalty 1532.101601 = -198799.576404 nChanged 8 SP:Iteration 29Q (6294.377187 sec): 3 clusters Score: Raw -200333.957424 + Penalty 1532.101601 = -198801.855823 nChanged 7 SP:Iteration 30Q (6294.428768 sec): 3 clusters Score: Raw -200335.708651 + Penalty 1532.101601 = -198803.607050 nChanged 3 SP:Iteration 31Q (6294.471878 sec): 3 clusters Score: Raw -200336.489200 + Penalty 1532.101601 = -198804.387600 nChanged 5 SP:Iteration 32Q (6294.508936 sec): 3 clusters Score: Raw -200338.095581 + Penalty 1532.101601 = -198805.993981 nChanged 4 SP:Iteration 33Q (6294.555732 sec): 3 clusters Score: Raw -200339.122114 + Penalty 1532.101601 = -198807.020514 nChanged 4 SP:Iteration 34Q (6294.607924 sec): 3 clusters Score: Raw -200340.259084 + Penalty 1532.101601 = -198808.157484 nChanged 5 SP:Iteration 35Q (6294.654359 sec): 3 clusters Score: Raw -200341.964934 + Penalty 1532.101601 = -198809.863334 nChanged 3 SP:Iteration 36Q (6294.707730 sec): 3 clusters Score: Raw -200342.438903 + Penalty 1532.101601 = -198810.337303 nChanged 2 SP:Iteration 37Q (6294.749242 sec): 3 clusters Score: Raw -200342.707966 + Penalty 1532.101601 = -198810.606366 nChanged 1 SP:Iteration 38Q (6294.798303 sec): 3 clusters Score: Raw -200342.882323 + Penalty 1532.101601 = -198810.780722 nChanged 0 SP:Iteration 39F (6294.859218 sec): 3 clusters Score: Raw -200342.882323 + Penalty 1532.101601 = -198810.780722 nChanged 0 Trying to split cluster 17 (1702 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6294.881548 sec): 2 clusters Score: Raw -96762.995455 + Penalty 706.758134 = -96056.237321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6294.934897 sec): 3 clusters Score: Raw -95985.619654 + Penalty 1413.516269 = -94572.103385 nChanged 643 SP:Iteration 1F (6294.979053 sec): 3 clusters Score: Raw -96473.136113 + Penalty 1413.516269 = -95059.619844 nChanged 178 SP:Iteration 2F (6295.023342 sec): 3 clusters Score: Raw -96648.581358 + Penalty 1413.516269 = -95235.065089 nChanged 131 SP:Iteration 3F (6295.072750 sec): 3 clusters Score: Raw -96808.106777 + Penalty 1413.516269 = -95394.590508 nChanged 94 SP:Iteration 4F (6295.122551 sec): 3 clusters Score: Raw -96941.666622 + Penalty 1413.516269 = -95528.150353 nChanged 81 SP:Iteration 5Q (6295.163601 sec): 3 clusters Score: Raw -97060.639886 + Penalty 1413.516269 = -95647.123617 nChanged 71 SP:Iteration 6Q (6295.211372 sec): 3 clusters Score: Raw -97128.588820 + Penalty 1413.516269 = -95715.072551 nChanged 58 SP:Iteration 7Q (6295.254231 sec): 3 clusters Score: Raw -97181.792052 + Penalty 1413.516269 = -95768.275783 nChanged 52 SP:Iteration 8Q (6295.308454 sec): 3 clusters Score: Raw -97217.874987 + Penalty 1413.516269 = -95804.358718 nChanged 41 SP:Iteration 9Q (6295.342224 sec): 3 clusters Score: Raw -97243.118841 + Penalty 1413.516269 = -95829.602573 nChanged 40 SP:Iteration 10Q (6295.394145 sec): 3 clusters Score: Raw -97273.393071 + Penalty 1413.516269 = -95859.876802 nChanged 39 SP:Iteration 11Q (6295.454153 sec): 3 clusters Score: Raw -97298.812771 + Penalty 1413.516269 = -95885.296502 nChanged 30 SP:Iteration 12Q (6295.497755 sec): 3 clusters Score: Raw -97317.960439 + Penalty 1413.516269 = -95904.444170 nChanged 28 SP:Iteration 13Q (6295.543858 sec): 3 clusters Score: Raw -97342.094040 + Penalty 1413.516269 = -95928.577772 nChanged 24 SP:Iteration 14Q (6295.584362 sec): 3 clusters Score: Raw -97357.517822 + Penalty 1413.516269 = -95944.001553 nChanged 25 SP:Iteration 15Q (6295.633006 sec): 3 clusters Score: Raw -97376.472631 + Penalty 1413.516269 = -95962.956362 nChanged 31 SP:Iteration 16Q (6295.673430 sec): 3 clusters Score: Raw -97406.383658 + Penalty 1413.516269 = -95992.867390 nChanged 29 SP:Iteration 17Q (6295.719391 sec): 3 clusters Score: Raw -97441.009889 + Penalty 1413.516269 = -96027.493621 nChanged 28 SP:Iteration 18Q (6295.760755 sec): 3 clusters Score: Raw -97469.235482 + Penalty 1413.516269 = -96055.719213 nChanged 23 SP:Iteration 19Q (6295.804386 sec): 3 clusters Score: Raw -97486.770600 + Penalty 1413.516269 = -96073.254331 nChanged 20 SP:Iteration 20F (6295.851464 sec): 3 clusters Score: Raw -97501.871986 + Penalty 1413.516269 = -96088.355717 nChanged 19 SP:Iteration 21Q (6295.891268 sec): 3 clusters Score: Raw -97527.515839 + Penalty 1413.516269 = -96113.999570 nChanged 16 SP:Iteration 22Q (6295.945503 sec): 3 clusters Score: Raw -97535.520741 + Penalty 1413.516269 = -96122.004472 nChanged 7 SP:Iteration 23Q (6295.980303 sec): 3 clusters Score: Raw -97539.039568 + Penalty 1413.516269 = -96125.523299 nChanged 3 SP:Iteration 24Q (6296.024467 sec): 3 clusters Score: Raw -97539.961523 + Penalty 1413.516269 = -96126.445255 nChanged 5 SP:Iteration 25Q (6296.061326 sec): 3 clusters Score: Raw -97542.415092 + Penalty 1413.516269 = -96128.898824 nChanged 1 SP:Iteration 26Q (6296.111678 sec): 3 clusters Score: Raw -97542.713259 + Penalty 1413.516269 = -96129.196991 nChanged 0 SP:Iteration 27F (6296.153946 sec): 3 clusters Score: Raw -97542.713259 + Penalty 1413.516269 = -96129.196991 nChanged 0 Score: Raw -45956486.978550 + Penalty 53353.189014 = -45903133.789536 Splitting cluster 17 changes total score from -45903618.128133 to -45903133.789536 So it's not getting split. Trying to split cluster 18 (13328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6308.948230 sec): 2 clusters Score: Raw -932316.395152 + Penalty 902.274125 = -931414.121028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6309.014547 sec): 3 clusters Score: Raw -924250.198243 + Penalty 1804.548249 = -922445.649994 nChanged 6004 SP:Iteration 1F (6309.070179 sec): 3 clusters Score: Raw -927489.348404 + Penalty 1804.548249 = -925684.800155 nChanged 636 SP:Iteration 2Q (6309.143559 sec): 3 clusters Score: Raw -927712.454397 + Penalty 1804.548249 = -925907.906148 nChanged 628 SP:Iteration 3Q (6309.199212 sec): 3 clusters Score: Raw -927968.037719 + Penalty 1804.548249 = -926163.489469 nChanged 672 SP:Iteration 4F (6309.263049 sec): 3 clusters Score: Raw -928302.722387 + Penalty 1804.548249 = -926498.174138 nChanged 834 SP:Iteration 5F (6309.330130 sec): 3 clusters Score: Raw -928843.079921 + Penalty 1804.548249 = -927038.531672 nChanged 1014 SP:Iteration 6F (6309.391136 sec): 3 clusters Score: Raw -929620.436977 + Penalty 1804.548249 = -927815.888728 nChanged 1022 SP:Iteration 7F (6309.465146 sec): 3 clusters Score: Raw -930484.210926 + Penalty 1804.548249 = -928679.662677 nChanged 838 SP:Iteration 8F (6309.522318 sec): 3 clusters Score: Raw -931272.751245 + Penalty 1804.548249 = -929468.202996 nChanged 581 SP:Iteration 9Q (6309.588331 sec): 3 clusters Score: Raw -931800.824209 + Penalty 1804.548249 = -929996.275959 nChanged 330 SP:Iteration 10Q (6309.649441 sec): 3 clusters Score: Raw -932100.536488 + Penalty 1804.548249 = -930295.988238 nChanged 156 SP:Iteration 11Q (6309.711129 sec): 3 clusters Score: Raw -932264.421945 + Penalty 1804.548249 = -930459.873695 nChanged 61 SP:Iteration 12Q (6309.786106 sec): 3 clusters Score: Raw -932334.364248 + Penalty 1804.548249 = -930529.815999 nChanged 27 SP:Iteration 13Q (6309.844793 sec): 3 clusters Score: Raw -932366.404483 + Penalty 1804.548249 = -930561.856234 nChanged 14 SP:Iteration 14Q (6309.890330 sec): 3 clusters Score: Raw -932384.784902 + Penalty 1804.548249 = -930580.236653 nChanged 6 SP:Iteration 15Q (6309.946463 sec): 3 clusters Score: Raw -932398.019294 + Penalty 1804.548249 = -930593.471044 nChanged 5 SP:Iteration 16Q (6310.009581 sec): 3 clusters Score: Raw -932406.091644 + Penalty 1804.548249 = -930601.543394 nChanged 2 SP:Iteration 17Q (6310.073047 sec): 3 clusters Score: Raw -932408.647291 + Penalty 1804.548249 = -930604.099042 nChanged 3 SP:Iteration 18Q (6310.129955 sec): 3 clusters Score: Raw -932413.467895 + Penalty 1804.548249 = -930608.919646 nChanged 1 SP:Iteration 19Q (6310.188033 sec): 3 clusters Score: Raw -932414.541203 + Penalty 1804.548249 = -930609.992953 nChanged 0 SP:Iteration 20F (6310.252883 sec): 3 clusters Score: Raw -932414.541203 + Penalty 1804.548249 = -930609.992953 nChanged 0 Trying to split cluster 19 (14170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6310.292361 sec): 2 clusters Score: Raw -1003384.610005 + Penalty 908.093822 = -1002476.516184 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6310.344965 sec): 3 clusters Score: Raw -994762.962749 + Penalty 1816.187643 = -992946.775106 nChanged 6446 SP:Iteration 1F (6310.417155 sec): 3 clusters Score: Raw -998547.555146 + Penalty 1816.187643 = -996731.367503 nChanged 882 SP:Iteration 2F (6310.469700 sec): 3 clusters Score: Raw -998985.239796 + Penalty 1816.187643 = -997169.052153 nChanged 825 SP:Iteration 3F (6310.532912 sec): 3 clusters Score: Raw -999400.800835 + Penalty 1816.187643 = -997584.613192 nChanged 799 SP:Iteration 4F (6310.605934 sec): 3 clusters Score: Raw -999810.409310 + Penalty 1816.187643 = -997994.221667 nChanged 777 SP:Iteration 5F (6310.658531 sec): 3 clusters Score: Raw -1000245.099700 + Penalty 1816.187643 = -998428.912057 nChanged 753 SP:Iteration 6F (6310.733554 sec): 3 clusters Score: Raw -1000682.349402 + Penalty 1816.187643 = -998866.161758 nChanged 682 SP:Iteration 7Q (6310.805066 sec): 3 clusters Score: Raw -1001083.962377 + Penalty 1816.187643 = -999267.774734 nChanged 546 SP:Iteration 8Q (6310.870004 sec): 3 clusters Score: Raw -1001397.903596 + Penalty 1816.187643 = -999581.715953 nChanged 471 SP:Iteration 9Q (6310.934189 sec): 3 clusters Score: Raw -1001646.594816 + Penalty 1816.187643 = -999830.407173 nChanged 429 SP:Iteration 10Q (6310.992721 sec): 3 clusters Score: Raw -1001842.371086 + Penalty 1816.187643 = -1000026.183442 nChanged 329 SP:Iteration 11Q (6311.049869 sec): 3 clusters Score: Raw -1001951.479712 + Penalty 1816.187643 = -1000135.292069 nChanged 246 SP:Iteration 12Q (6311.104752 sec): 3 clusters Score: Raw -1002026.726406 + Penalty 1816.187643 = -1000210.538763 nChanged 223 SP:Iteration 13Q (6311.159911 sec): 3 clusters Score: Raw -1002094.759400 + Penalty 1816.187643 = -1000278.571757 nChanged 196 SP:Iteration 14Q (6311.224414 sec): 3 clusters Score: Raw -1002147.771625 + Penalty 1816.187643 = -1000331.583982 nChanged 173 SP:Iteration 15Q (6311.293295 sec): 3 clusters Score: Raw -1002203.343027 + Penalty 1816.187643 = -1000387.155384 nChanged 179 SP:Iteration 16Q (6311.340028 sec): 3 clusters Score: Raw -1002255.236222 + Penalty 1816.187643 = -1000439.048579 nChanged 190 SP:Iteration 17Q (6311.397207 sec): 3 clusters Score: Raw -1002311.394044 + Penalty 1816.187643 = -1000495.206401 nChanged 178 SP:Iteration 18Q (6311.454972 sec): 3 clusters Score: Raw -1002364.551064 + Penalty 1816.187643 = -1000548.363420 nChanged 207 SP:Iteration 19Q (6311.524055 sec): 3 clusters Score: Raw -1002434.076662 + Penalty 1816.187643 = -1000617.889019 nChanged 203 SP:Iteration 20F (6311.588456 sec): 3 clusters Score: Raw -1002497.644792 + Penalty 1816.187643 = -1000681.457149 nChanged 209 SP:Iteration 21Q (6311.640790 sec): 3 clusters Score: Raw -1002567.278530 + Penalty 1816.187643 = -1000751.090887 nChanged 185 SP:Iteration 22Q (6311.697881 sec): 3 clusters Score: Raw -1002626.836651 + Penalty 1816.187643 = -1000810.649008 nChanged 169 SP:Iteration 23Q (6311.770061 sec): 3 clusters Score: Raw -1002681.194479 + Penalty 1816.187643 = -1000865.006836 nChanged 169 SP:Iteration 24Q (6311.820878 sec): 3 clusters Score: Raw -1002740.173243 + Penalty 1816.187643 = -1000923.985600 nChanged 162 SP:Iteration 25Q (6311.885432 sec): 3 clusters Score: Raw -1002797.292759 + Penalty 1816.187643 = -1000981.105116 nChanged 170 SP:Iteration 26Q (6311.941170 sec): 3 clusters Score: Raw -1002852.616835 + Penalty 1816.187643 = -1001036.429192 nChanged 156 SP:Iteration 27Q (6311.987383 sec): 3 clusters Score: Raw -1002903.866779 + Penalty 1816.187643 = -1001087.679136 nChanged 145 SP:Iteration 28Q (6312.048460 sec): 3 clusters Score: Raw -1002952.523319 + Penalty 1816.187643 = -1001136.335676 nChanged 125 SP:Iteration 29Q (6312.107884 sec): 3 clusters Score: Raw -1002992.606062 + Penalty 1816.187643 = -1001176.418419 nChanged 125 SP:Iteration 30Q (6312.166686 sec): 3 clusters Score: Raw -1003033.473824 + Penalty 1816.187643 = -1001217.286181 nChanged 117 SP:Iteration 31Q (6312.223660 sec): 3 clusters Score: Raw -1003071.762191 + Penalty 1816.187643 = -1001255.574547 nChanged 105 SP:Iteration 32Q (6312.285530 sec): 3 clusters Score: Raw -1003102.682059 + Penalty 1816.187643 = -1001286.494416 nChanged 105 SP:Iteration 33Q (6312.353837 sec): 3 clusters Score: Raw -1003133.442244 + Penalty 1816.187643 = -1001317.254600 nChanged 95 SP:Iteration 34Q (6312.401099 sec): 3 clusters Score: Raw -1003161.116926 + Penalty 1816.187643 = -1001344.929282 nChanged 86 SP:Iteration 35Q (6312.461423 sec): 3 clusters Score: Raw -1003189.446359 + Penalty 1816.187643 = -1001373.258715 nChanged 93 SP:Iteration 36Q (6312.511621 sec): 3 clusters Score: Raw -1003222.230595 + Penalty 1816.187643 = -1001406.042952 nChanged 98 SP:Iteration 37Q (6312.569822 sec): 3 clusters Score: Raw -1003255.991824 + Penalty 1816.187643 = -1001439.804181 nChanged 82 SP:Iteration 38Q (6312.629557 sec): 3 clusters Score: Raw -1003282.873923 + Penalty 1816.187643 = -1001466.686280 nChanged 85 SP:Iteration 39Q (6312.697558 sec): 3 clusters Score: Raw -1003310.879346 + Penalty 1816.187643 = -1001494.691703 nChanged 83 SP:Iteration 40F (6312.751148 sec): 3 clusters Score: Raw -1003336.388918 + Penalty 1816.187643 = -1001520.201275 nChanged 68 SP:Iteration 41Q (6312.807338 sec): 3 clusters Score: Raw -1003354.975666 + Penalty 1816.187643 = -1001538.788023 nChanged 63 SP:Iteration 42Q (6312.868045 sec): 3 clusters Score: Raw -1003373.856436 + Penalty 1816.187643 = -1001557.668792 nChanged 53 SP:Iteration 43Q (6312.919280 sec): 3 clusters Score: Raw -1003389.339184 + Penalty 1816.187643 = -1001573.151541 nChanged 42 SP:Iteration 44Q (6312.980351 sec): 3 clusters Score: Raw -1003404.726346 + Penalty 1816.187643 = -1001588.538703 nChanged 45 SP:Iteration 45Q (6313.048733 sec): 3 clusters Score: Raw -1003420.852612 + Penalty 1816.187643 = -1001604.664968 nChanged 47 SP:Iteration 46Q (6313.098097 sec): 3 clusters Score: Raw -1003434.890839 + Penalty 1816.187643 = -1001618.703196 nChanged 44 SP:Iteration 47Q (6313.146714 sec): 3 clusters Score: Raw -1003447.785550 + Penalty 1816.187643 = -1001631.597907 nChanged 34 SP:Iteration 48Q (6313.206868 sec): 3 clusters Score: Raw -1003456.732368 + Penalty 1816.187643 = -1001640.544725 nChanged 37 SP:Iteration 49Q (6313.258779 sec): 3 clusters Score: Raw -1003468.374174 + Penalty 1816.187643 = -1001652.186531 nChanged 27 SP:Iteration 50Q (6313.322164 sec): 3 clusters Score: Raw -1003474.649285 + Penalty 1816.187643 = -1001658.461642 nChanged 25 SP:Iteration 51Q (6313.367864 sec): 3 clusters Score: Raw -1003483.798097 + Penalty 1816.187643 = -1001667.610454 nChanged 20 SP:Iteration 52Q (6313.435864 sec): 3 clusters Score: Raw -1003492.185230 + Penalty 1816.187643 = -1001675.997587 nChanged 18 SP:Iteration 53Q (6313.495660 sec): 3 clusters Score: Raw -1003497.188928 + Penalty 1816.187643 = -1001681.001285 nChanged 17 SP:Iteration 54Q (6313.542003 sec): 3 clusters Score: Raw -1003501.178282 + Penalty 1816.187643 = -1001684.990639 nChanged 17 SP:Iteration 55Q (6313.610286 sec): 3 clusters Score: Raw -1003506.073208 + Penalty 1816.187643 = -1001689.885564 nChanged 21 SP:Iteration 56Q (6313.661810 sec): 3 clusters Score: Raw -1003510.600825 + Penalty 1816.187643 = -1001694.413182 nChanged 10 SP:Iteration 57Q (6313.719566 sec): 3 clusters Score: Raw -1003513.357774 + Penalty 1816.187643 = -1001697.170130 nChanged 18 SP:Iteration 58Q (6313.777001 sec): 3 clusters Score: Raw -1003520.036010 + Penalty 1816.187643 = -1001703.848367 nChanged 24 SP:Iteration 59Q (6313.833862 sec): 3 clusters Score: Raw -1003531.355688 + Penalty 1816.187643 = -1001715.168045 nChanged 19 SP:Iteration 60F (6313.900012 sec): 3 clusters Score: Raw -1003537.056517 + Penalty 1816.187643 = -1001720.868874 nChanged 18 SP:Iteration 61Q (6313.948256 sec): 3 clusters Score: Raw -1003543.768663 + Penalty 1816.187643 = -1001727.581020 nChanged 12 SP:Iteration 62Q (6314.004336 sec): 3 clusters Score: Raw -1003547.845340 + Penalty 1816.187643 = -1001731.657697 nChanged 12 SP:Iteration 63Q (6314.059040 sec): 3 clusters Score: Raw -1003551.061680 + Penalty 1816.187643 = -1001734.874037 nChanged 10 SP:Iteration 64Q (6314.117926 sec): 3 clusters Score: Raw -1003553.657962 + Penalty 1816.187643 = -1001737.470319 nChanged 9 SP:Iteration 65Q (6314.164720 sec): 3 clusters Score: Raw -1003556.110417 + Penalty 1816.187643 = -1001739.922774 nChanged 4 SP:Iteration 66Q (6314.233800 sec): 3 clusters Score: Raw -1003557.011672 + Penalty 1816.187643 = -1001740.824028 nChanged 6 SP:Iteration 67Q (6314.294778 sec): 3 clusters Score: Raw -1003559.150816 + Penalty 1816.187643 = -1001742.963173 nChanged 6 SP:Iteration 68Q (6314.355185 sec): 3 clusters Score: Raw -1003560.478638 + Penalty 1816.187643 = -1001744.290995 nChanged 3 SP:Iteration 69Q (6314.406673 sec): 3 clusters Score: Raw -1003561.584027 + Penalty 1816.187643 = -1001745.396384 nChanged 6 SP:Iteration 70Q (6314.467076 sec): 3 clusters Score: Raw -1003562.560623 + Penalty 1816.187643 = -1001746.372980 nChanged 6 SP:Iteration 71Q (6314.525092 sec): 3 clusters Score: Raw -1003564.051287 + Penalty 1816.187643 = -1001747.863644 nChanged 7 SP:Iteration 72Q (6314.584900 sec): 3 clusters Score: Raw -1003565.290739 + Penalty 1816.187643 = -1001749.103096 nChanged 7 SP:Iteration 73Q (6314.644188 sec): 3 clusters Score: Raw -1003566.774509 + Penalty 1816.187643 = -1001750.586865 nChanged 7 SP:Iteration 74Q (6314.713907 sec): 3 clusters Score: Raw -1003568.183579 + Penalty 1816.187643 = -1001751.995936 nChanged 7 SP:Iteration 75Q (6314.773799 sec): 3 clusters Score: Raw -1003569.803911 + Penalty 1816.187643 = -1001753.616267 nChanged 9 SP:Iteration 76Q (6314.833765 sec): 3 clusters Score: Raw -1003571.944761 + Penalty 1816.187643 = -1001755.757118 nChanged 2 SP:Iteration 77Q (6314.889198 sec): 3 clusters Score: Raw -1003572.768725 + Penalty 1816.187643 = -1001756.581082 nChanged 3 SP:Iteration 78Q (6314.952927 sec): 3 clusters Score: Raw -1003573.355666 + Penalty 1816.187643 = -1001757.168023 nChanged 2 SP:Iteration 79Q (6315.021511 sec): 3 clusters Score: Raw -1003573.791610 + Penalty 1816.187643 = -1001757.603967 nChanged 4 SP:Iteration 80F (6315.081514 sec): 3 clusters Score: Raw -1003574.890998 + Penalty 1816.187643 = -1001758.703355 nChanged 4 SP:Iteration 81Q (6315.148695 sec): 3 clusters Score: Raw -1003576.625333 + Penalty 1816.187643 = -1001760.437690 nChanged 8 SP:Iteration 82Q (6315.207669 sec): 3 clusters Score: Raw -1003581.290985 + Penalty 1816.187643 = -1001765.103342 nChanged 11 SP:Iteration 83Q (6315.267306 sec): 3 clusters Score: Raw -1003585.378652 + Penalty 1816.187643 = -1001769.191008 nChanged 8 SP:Iteration 84Q (6315.326869 sec): 3 clusters Score: Raw -1003588.180660 + Penalty 1816.187643 = -1001771.993017 nChanged 7 SP:Iteration 85Q (6315.393720 sec): 3 clusters Score: Raw -1003590.457041 + Penalty 1816.187643 = -1001774.269398 nChanged 4 SP:Iteration 86Q (6315.452114 sec): 3 clusters Score: Raw -1003591.518078 + Penalty 1816.187643 = -1001775.330435 nChanged 3 SP:Iteration 87Q (6315.513147 sec): 3 clusters Score: Raw -1003592.257196 + Penalty 1816.187643 = -1001776.069552 nChanged 0 SP:Iteration 88F (6315.576572 sec): 3 clusters Score: Raw -1003592.257196 + Penalty 1816.187643 = -1001776.069552 nChanged 0 Trying to split cluster 20 (20992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6315.628994 sec): 2 clusters Score: Raw -1562428.234942 + Penalty 945.430186 = -1561482.804756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6315.695459 sec): 3 clusters Score: Raw -1549181.773944 + Penalty 1890.860371 = -1547290.913573 nChanged 9728 SP:Iteration 1F (6315.771026 sec): 3 clusters Score: Raw -1554745.638710 + Penalty 1890.860371 = -1552854.778339 nChanged 1124 SP:Iteration 2F (6315.837315 sec): 3 clusters Score: Raw -1555199.416099 + Penalty 1890.860371 = -1553308.555728 nChanged 1174 SP:Iteration 3F (6315.912431 sec): 3 clusters Score: Raw -1555758.640671 + Penalty 1890.860371 = -1553867.780300 nChanged 1236 SP:Iteration 4F (6315.990443 sec): 3 clusters Score: Raw -1556410.128293 + Penalty 1890.860371 = -1554519.267921 nChanged 1290 SP:Iteration 5F (6316.065414 sec): 3 clusters Score: Raw -1557122.180617 + Penalty 1890.860371 = -1555231.320246 nChanged 1282 SP:Iteration 6F (6316.138711 sec): 3 clusters Score: Raw -1557863.626782 + Penalty 1890.860371 = -1555972.766410 nChanged 1220 SP:Iteration 7F (6316.205966 sec): 3 clusters Score: Raw -1558648.238021 + Penalty 1890.860371 = -1556757.377650 nChanged 1102 SP:Iteration 8F (6316.274830 sec): 3 clusters Score: Raw -1559407.147982 + Penalty 1890.860371 = -1557516.287611 nChanged 920 SP:Iteration 9Q (6316.347992 sec): 3 clusters Score: Raw -1560012.783269 + Penalty 1890.860371 = -1558121.922898 nChanged 753 SP:Iteration 10Q (6316.427791 sec): 3 clusters Score: Raw -1560435.800657 + Penalty 1890.860371 = -1558544.940286 nChanged 574 SP:Iteration 11Q (6316.493589 sec): 3 clusters Score: Raw -1560723.275739 + Penalty 1890.860371 = -1558832.415367 nChanged 480 SP:Iteration 12Q (6316.569863 sec): 3 clusters Score: Raw -1560967.609151 + Penalty 1890.860371 = -1559076.748780 nChanged 415 SP:Iteration 13Q (6316.636862 sec): 3 clusters Score: Raw -1561173.893138 + Penalty 1890.860371 = -1559283.032767 nChanged 397 SP:Iteration 14Q (6316.705705 sec): 3 clusters Score: Raw -1561384.597530 + Penalty 1890.860371 = -1559493.737159 nChanged 350 SP:Iteration 15Q (6316.787915 sec): 3 clusters Score: Raw -1561573.148427 + Penalty 1890.860371 = -1559682.288055 nChanged 316 SP:Iteration 16Q (6316.860973 sec): 3 clusters Score: Raw -1561742.199215 + Penalty 1890.860371 = -1559851.338844 nChanged 301 SP:Iteration 17Q (6316.933834 sec): 3 clusters Score: Raw -1561896.718856 + Penalty 1890.860371 = -1560005.858484 nChanged 247 SP:Iteration 18Q (6317.005601 sec): 3 clusters Score: Raw -1562026.233573 + Penalty 1890.860371 = -1560135.373201 nChanged 235 SP:Iteration 19Q (6317.083337 sec): 3 clusters Score: Raw -1562152.644775 + Penalty 1890.860371 = -1560261.784403 nChanged 208 SP:Iteration 20F (6317.154566 sec): 3 clusters Score: Raw -1562258.252756 + Penalty 1890.860371 = -1560367.392385 nChanged 173 SP:Iteration 21Q (6317.219822 sec): 3 clusters Score: Raw -1562347.771980 + Penalty 1890.860371 = -1560456.911608 nChanged 148 SP:Iteration 22Q (6317.301929 sec): 3 clusters Score: Raw -1562428.436555 + Penalty 1890.860371 = -1560537.576183 nChanged 133 SP:Iteration 23Q (6317.360822 sec): 3 clusters Score: Raw -1562490.361735 + Penalty 1890.860371 = -1560599.501363 nChanged 107 SP:Iteration 24Q (6317.430956 sec): 3 clusters Score: Raw -1562535.393090 + Penalty 1890.860371 = -1560644.532719 nChanged 96 SP:Iteration 25Q (6317.502462 sec): 3 clusters Score: Raw -1562574.912268 + Penalty 1890.860371 = -1560684.051897 nChanged 83 SP:Iteration 26Q (6317.578763 sec): 3 clusters Score: Raw -1562608.718249 + Penalty 1890.860371 = -1560717.857878 nChanged 70 SP:Iteration 27Q (6317.642107 sec): 3 clusters Score: Raw -1562637.284483 + Penalty 1890.860371 = -1560746.424112 nChanged 50 SP:Iteration 28Q (6317.721193 sec): 3 clusters Score: Raw -1562656.754746 + Penalty 1890.860371 = -1560765.894374 nChanged 52 SP:Iteration 29Q (6317.783902 sec): 3 clusters Score: Raw -1562676.820778 + Penalty 1890.860371 = -1560785.960406 nChanged 41 SP:Iteration 30Q (6317.868024 sec): 3 clusters Score: Raw -1562692.838192 + Penalty 1890.860371 = -1560801.977821 nChanged 39 SP:Iteration 31Q (6317.939226 sec): 3 clusters Score: Raw -1562706.419002 + Penalty 1890.860371 = -1560815.558630 nChanged 31 SP:Iteration 32Q (6318.008934 sec): 3 clusters Score: Raw -1562717.486334 + Penalty 1890.860371 = -1560826.625962 nChanged 20 SP:Iteration 33Q (6318.083368 sec): 3 clusters Score: Raw -1562726.359979 + Penalty 1890.860371 = -1560835.499608 nChanged 16 SP:Iteration 34Q (6318.158590 sec): 3 clusters Score: Raw -1562733.288697 + Penalty 1890.860371 = -1560842.428325 nChanged 18 SP:Iteration 35Q (6318.231916 sec): 3 clusters Score: Raw -1562743.614078 + Penalty 1890.860371 = -1560852.753706 nChanged 28 SP:Iteration 36Q (6318.304869 sec): 3 clusters Score: Raw -1562759.593963 + Penalty 1890.860371 = -1560868.733592 nChanged 27 SP:Iteration 37Q (6318.377145 sec): 3 clusters Score: Raw -1562768.419824 + Penalty 1890.860371 = -1560877.559453 nChanged 15 SP:Iteration 38Q (6318.449435 sec): 3 clusters Score: Raw -1562772.211355 + Penalty 1890.860371 = -1560881.350984 nChanged 9 SP:Iteration 39Q (6318.514257 sec): 3 clusters Score: Raw -1562775.181979 + Penalty 1890.860371 = -1560884.321608 nChanged 6 SP:Iteration 40F (6318.589983 sec): 3 clusters Score: Raw -1562777.108886 + Penalty 1890.860371 = -1560886.248515 nChanged 3 SP:Iteration 41Q (6318.670987 sec): 3 clusters Score: Raw -1562777.743080 + Penalty 1890.860371 = -1560886.882709 nChanged 3 SP:Iteration 42Q (6318.728953 sec): 3 clusters Score: Raw -1562778.367866 + Penalty 1890.860371 = -1560887.507495 nChanged 1 SP:Iteration 43Q (6318.805990 sec): 3 clusters Score: Raw -1562778.457732 + Penalty 1890.860371 = -1560887.597361 nChanged 0 SP:Iteration 44F (6318.867468 sec): 3 clusters Score: Raw -1562778.457732 + Penalty 1890.860371 = -1560887.597361 nChanged 0 Trying to split cluster 21 (3344 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6318.893149 sec): 2 clusters Score: Raw -255427.198771 + Penalty 770.917683 = -254656.281089 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6318.943484 sec): 3 clusters Score: Raw -253674.953066 + Penalty 1541.835365 = -252133.117701 nChanged 1395 SP:Iteration 1F (6318.980881 sec): 3 clusters Score: Raw -254412.402438 + Penalty 1541.835365 = -252870.567073 nChanged 267 SP:Iteration 2F (6319.043840 sec): 3 clusters Score: Raw -254578.408698 + Penalty 1541.835365 = -253036.573333 nChanged 207 SP:Iteration 3F (6319.092430 sec): 3 clusters Score: Raw -254699.949331 + Penalty 1541.835365 = -253158.113966 nChanged 172 SP:Iteration 4F (6319.149702 sec): 3 clusters Score: Raw -254815.286889 + Penalty 1541.835365 = -253273.451524 nChanged 147 SP:Iteration 5Q (6319.191984 sec): 3 clusters Score: Raw -254897.221742 + Penalty 1541.835365 = -253355.386377 nChanged 118 SP:Iteration 6Q (6319.225545 sec): 3 clusters Score: Raw -254962.776634 + Penalty 1541.835365 = -253420.941268 nChanged 105 SP:Iteration 7Q (6319.281553 sec): 3 clusters Score: Raw -255028.928391 + Penalty 1541.835365 = -253487.093026 nChanged 114 SP:Iteration 8Q (6319.323350 sec): 3 clusters Score: Raw -255101.887829 + Penalty 1541.835365 = -253560.052464 nChanged 102 SP:Iteration 9Q (6319.364042 sec): 3 clusters Score: Raw -255147.390640 + Penalty 1541.835365 = -253605.555275 nChanged 82 SP:Iteration 10Q (6319.416116 sec): 3 clusters Score: Raw -255185.558431 + Penalty 1541.835365 = -253643.723066 nChanged 66 SP:Iteration 11Q (6319.458331 sec): 3 clusters Score: Raw -255214.831927 + Penalty 1541.835365 = -253672.996562 nChanged 53 SP:Iteration 12Q (6319.503525 sec): 3 clusters Score: Raw -255232.665468 + Penalty 1541.835365 = -253690.830103 nChanged 49 SP:Iteration 13Q (6319.539005 sec): 3 clusters Score: Raw -255251.849304 + Penalty 1541.835365 = -253710.013939 nChanged 45 SP:Iteration 14Q (6319.578316 sec): 3 clusters Score: Raw -255268.740810 + Penalty 1541.835365 = -253726.905445 nChanged 35 SP:Iteration 15Q (6319.622347 sec): 3 clusters Score: Raw -255280.733902 + Penalty 1541.835365 = -253738.898537 nChanged 36 SP:Iteration 16Q (6319.668145 sec): 3 clusters Score: Raw -255293.381023 + Penalty 1541.835365 = -253751.545658 nChanged 31 SP:Iteration 17Q (6319.722589 sec): 3 clusters Score: Raw -255303.639954 + Penalty 1541.835365 = -253761.804588 nChanged 31 SP:Iteration 18Q (6319.764709 sec): 3 clusters Score: Raw -255312.385544 + Penalty 1541.835365 = -253770.550179 nChanged 24 SP:Iteration 19Q (6319.809105 sec): 3 clusters Score: Raw -255320.076024 + Penalty 1541.835365 = -253778.240659 nChanged 22 SP:Iteration 20F (6319.854986 sec): 3 clusters Score: Raw -255325.910896 + Penalty 1541.835365 = -253784.075531 nChanged 17 SP:Iteration 21Q (6319.902542 sec): 3 clusters Score: Raw -255331.747711 + Penalty 1541.835365 = -253789.912346 nChanged 18 SP:Iteration 22Q (6319.950411 sec): 3 clusters Score: Raw -255336.139187 + Penalty 1541.835365 = -253794.303822 nChanged 19 SP:Iteration 23Q (6319.991475 sec): 3 clusters Score: Raw -255341.589306 + Penalty 1541.835365 = -253799.753941 nChanged 15 SP:Iteration 24Q (6320.047938 sec): 3 clusters Score: Raw -255345.539967 + Penalty 1541.835365 = -253803.704602 nChanged 12 SP:Iteration 25Q (6320.091460 sec): 3 clusters Score: Raw -255348.196797 + Penalty 1541.835365 = -253806.361432 nChanged 10 SP:Iteration 26Q (6320.129712 sec): 3 clusters Score: Raw -255350.208449 + Penalty 1541.835365 = -253808.373084 nChanged 13 SP:Iteration 27Q (6320.173565 sec): 3 clusters Score: Raw -255353.790281 + Penalty 1541.835365 = -253811.954915 nChanged 8 SP:Iteration 28Q (6320.218341 sec): 3 clusters Score: Raw -255354.833653 + Penalty 1541.835365 = -253812.998287 nChanged 3 SP:Iteration 29Q (6320.264805 sec): 3 clusters Score: Raw -255355.645126 + Penalty 1541.835365 = -253813.809761 nChanged 4 SP:Iteration 30Q (6320.323505 sec): 3 clusters Score: Raw -255356.874511 + Penalty 1541.835365 = -253815.039146 nChanged 9 SP:Iteration 31Q (6320.360665 sec): 3 clusters Score: Raw -255358.599905 + Penalty 1541.835365 = -253816.764540 nChanged 7 SP:Iteration 32Q (6320.417945 sec): 3 clusters Score: Raw -255361.841199 + Penalty 1541.835365 = -253820.005834 nChanged 13 SP:Iteration 33Q (6320.465238 sec): 3 clusters Score: Raw -255365.591535 + Penalty 1541.835365 = -253823.756170 nChanged 10 SP:Iteration 34Q (6320.502058 sec): 3 clusters Score: Raw -255368.519981 + Penalty 1541.835365 = -253826.684616 nChanged 11 SP:Iteration 35Q (6320.545833 sec): 3 clusters Score: Raw -255370.962207 + Penalty 1541.835365 = -253829.126842 nChanged 9 SP:Iteration 36Q (6320.597594 sec): 3 clusters Score: Raw -255373.004485 + Penalty 1541.835365 = -253831.169120 nChanged 10 SP:Iteration 37Q (6320.644218 sec): 3 clusters Score: Raw -255375.558763 + Penalty 1541.835365 = -253833.723398 nChanged 10 SP:Iteration 38Q (6320.692030 sec): 3 clusters Score: Raw -255378.111503 + Penalty 1541.835365 = -253836.276138 nChanged 18 SP:Iteration 39Q (6320.739462 sec): 3 clusters Score: Raw -255381.914897 + Penalty 1541.835365 = -253840.079532 nChanged 10 SP:Iteration 40F (6320.802993 sec): 3 clusters Score: Raw -255383.703047 + Penalty 1541.835365 = -253841.867682 nChanged 8 SP:Iteration 41Q (6320.840335 sec): 3 clusters Score: Raw -255385.526942 + Penalty 1541.835365 = -253843.691577 nChanged 9 SP:Iteration 42Q (6320.882285 sec): 3 clusters Score: Raw -255387.983974 + Penalty 1541.835365 = -253846.148609 nChanged 17 SP:Iteration 43Q (6320.940440 sec): 3 clusters Score: Raw -255392.762995 + Penalty 1541.835365 = -253850.927630 nChanged 12 SP:Iteration 44Q (6320.987644 sec): 3 clusters Score: Raw -255396.580119 + Penalty 1541.835365 = -253854.744754 nChanged 9 SP:Iteration 45Q (6321.041143 sec): 3 clusters Score: Raw -255398.394215 + Penalty 1541.835365 = -253856.558850 nChanged 8 SP:Iteration 46Q (6321.088968 sec): 3 clusters Score: Raw -255400.453619 + Penalty 1541.835365 = -253858.618254 nChanged 8 SP:Iteration 47Q (6321.124548 sec): 3 clusters Score: Raw -255402.909377 + Penalty 1541.835365 = -253861.074012 nChanged 17 SP:Iteration 48Q (6321.189892 sec): 3 clusters Score: Raw -255408.003690 + Penalty 1541.835365 = -253866.168325 nChanged 14 SP:Iteration 49Q (6321.234397 sec): 3 clusters Score: Raw -255411.230163 + Penalty 1541.835365 = -253869.394798 nChanged 14 SP:Iteration 50Q (6321.285063 sec): 3 clusters Score: Raw -255415.951313 + Penalty 1541.835365 = -253874.115948 nChanged 19 SP:Iteration 51Q (6321.337111 sec): 3 clusters Score: Raw -255423.371285 + Penalty 1541.835365 = -253881.535920 nChanged 16 SP:Iteration 52Q (6321.388887 sec): 3 clusters Score: Raw -255428.303542 + Penalty 1541.835365 = -253886.468177 nChanged 15 SP:Iteration 53Q (6321.435339 sec): 3 clusters Score: Raw -255431.606644 + Penalty 1541.835365 = -253889.771279 nChanged 17 SP:Iteration 54Q (6321.480034 sec): 3 clusters Score: Raw -255437.145741 + Penalty 1541.835365 = -253895.310376 nChanged 24 SP:Iteration 55Q (6321.533861 sec): 3 clusters Score: Raw -255446.336784 + Penalty 1541.835365 = -253904.501419 nChanged 31 SP:Iteration 56Q (6321.574668 sec): 3 clusters Score: Raw -255458.598332 + Penalty 1541.835365 = -253916.762967 nChanged 32 SP:Iteration 57Q (6321.623719 sec): 3 clusters Score: Raw -255470.111665 + Penalty 1541.835365 = -253928.276300 nChanged 30 SP:Iteration 58Q (6321.675634 sec): 3 clusters Score: Raw -255482.866971 + Penalty 1541.835365 = -253941.031606 nChanged 29 SP:Iteration 59Q (6321.729255 sec): 3 clusters Score: Raw -255494.863541 + Penalty 1541.835365 = -253953.028176 nChanged 29 SP:Iteration 60F (6321.787662 sec): 3 clusters Score: Raw -255506.643536 + Penalty 1541.835365 = -253964.808171 nChanged 26 SP:Iteration 61Q (6321.832581 sec): 3 clusters Score: Raw -255514.437712 + Penalty 1541.835365 = -253972.602347 nChanged 17 SP:Iteration 62Q (6321.885334 sec): 3 clusters Score: Raw -255520.241435 + Penalty 1541.835365 = -253978.406069 nChanged 20 SP:Iteration 63Q (6321.936702 sec): 3 clusters Score: Raw -255527.014748 + Penalty 1541.835365 = -253985.179383 nChanged 20 SP:Iteration 64Q (6321.981409 sec): 3 clusters Score: Raw -255533.632709 + Penalty 1541.835365 = -253991.797344 nChanged 18 SP:Iteration 65Q (6322.034878 sec): 3 clusters Score: Raw -255539.090453 + Penalty 1541.835365 = -253997.255088 nChanged 18 SP:Iteration 66Q (6322.085646 sec): 3 clusters Score: Raw -255546.456898 + Penalty 1541.835365 = -254004.621533 nChanged 24 SP:Iteration 67Q (6322.136228 sec): 3 clusters Score: Raw -255555.857626 + Penalty 1541.835365 = -254014.022261 nChanged 16 SP:Iteration 68Q (6322.188605 sec): 3 clusters Score: Raw -255560.317521 + Penalty 1541.835365 = -254018.482156 nChanged 15 SP:Iteration 69Q (6322.231381 sec): 3 clusters Score: Raw -255567.273840 + Penalty 1541.835365 = -254025.438475 nChanged 26 SP:Iteration 70Q (6322.289287 sec): 3 clusters Score: Raw -255582.650996 + Penalty 1541.835365 = -254040.815631 nChanged 29 SP:Iteration 71Q (6322.340896 sec): 3 clusters Score: Raw -255600.017958 + Penalty 1541.835365 = -254058.182592 nChanged 26 SP:Iteration 72Q (6322.390801 sec): 3 clusters Score: Raw -255617.582831 + Penalty 1541.835365 = -254075.747466 nChanged 17 SP:Iteration 73Q (6322.440112 sec): 3 clusters Score: Raw -255626.265717 + Penalty 1541.835365 = -254084.430352 nChanged 16 SP:Iteration 74Q (6322.485648 sec): 3 clusters Score: Raw -255633.576867 + Penalty 1541.835365 = -254091.741502 nChanged 13 SP:Iteration 75Q (6322.535476 sec): 3 clusters Score: Raw -255639.365138 + Penalty 1541.835365 = -254097.529773 nChanged 9 SP:Iteration 76Q (6322.583475 sec): 3 clusters Score: Raw -255643.201939 + Penalty 1541.835365 = -254101.366574 nChanged 12 SP:Iteration 77Q (6322.617705 sec): 3 clusters Score: Raw -255649.788684 + Penalty 1541.835365 = -254107.953318 nChanged 10 SP:Iteration 78Q (6322.655892 sec): 3 clusters Score: Raw -255653.831506 + Penalty 1541.835365 = -254111.996141 nChanged 7 SP:Iteration 79Q (6322.703050 sec): 3 clusters Score: Raw -255656.028988 + Penalty 1541.835365 = -254114.193623 nChanged 5 SP:Iteration 80F (6322.752309 sec): 3 clusters Score: Raw -255657.762251 + Penalty 1541.835365 = -254115.926886 nChanged 9 SP:Iteration 81Q (6322.803295 sec): 3 clusters Score: Raw -255662.919832 + Penalty 1541.835365 = -254121.084467 nChanged 6 SP:Iteration 82Q (6322.854634 sec): 3 clusters Score: Raw -255665.523989 + Penalty 1541.835365 = -254123.688624 nChanged 6 SP:Iteration 83Q (6322.903024 sec): 3 clusters Score: Raw -255669.829395 + Penalty 1541.835365 = -254127.994030 nChanged 14 SP:Iteration 84Q (6322.934146 sec): 3 clusters Score: Raw -255680.133102 + Penalty 1541.835365 = -254138.297737 nChanged 14 SP:Iteration 85Q (6322.990767 sec): 3 clusters Score: Raw -255689.730812 + Penalty 1541.835365 = -254147.895447 nChanged 9 SP:Iteration 86Q (6323.037058 sec): 3 clusters Score: Raw -255693.896325 + Penalty 1541.835365 = -254152.060960 nChanged 6 SP:Iteration 87Q (6323.081311 sec): 3 clusters Score: Raw -255695.487775 + Penalty 1541.835365 = -254153.652410 nChanged 1 SP:Iteration 88Q (6323.127147 sec): 3 clusters Score: Raw -255695.860971 + Penalty 1541.835365 = -254154.025606 nChanged 3 SP:Iteration 89Q (6323.173403 sec): 3 clusters Score: Raw -255697.006659 + Penalty 1541.835365 = -254155.171294 nChanged 2 SP:Iteration 90Q (6323.215710 sec): 3 clusters Score: Raw -255697.273066 + Penalty 1541.835365 = -254155.437701 nChanged 1 SP:Iteration 91Q (6323.262478 sec): 3 clusters Score: Raw -255697.922339 + Penalty 1541.835365 = -254156.086974 nChanged 2 SP:Iteration 92Q (6323.296911 sec): 3 clusters Score: Raw -255698.926475 + Penalty 1541.835365 = -254157.091110 nChanged 4 SP:Iteration 93Q (6323.341797 sec): 3 clusters Score: Raw -255699.918969 + Penalty 1541.835365 = -254158.083604 nChanged 2 SP:Iteration 94Q (6323.383452 sec): 3 clusters Score: Raw -255700.409473 + Penalty 1541.835365 = -254158.574108 nChanged 2 SP:Iteration 95Q (6323.431447 sec): 3 clusters Score: Raw -255701.411607 + Penalty 1541.835365 = -254159.576241 nChanged 1 SP:Iteration 96Q (6323.471684 sec): 3 clusters Score: Raw -255701.478771 + Penalty 1541.835365 = -254159.643406 nChanged 0 SP:Iteration 97F (6323.531982 sec): 3 clusters Score: Raw -255701.478771 + Penalty 1541.835365 = -254159.643406 nChanged 0 Trying to split cluster 22 (6381 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6323.556453 sec): 2 clusters Score: Raw -421887.414298 + Penalty 832.302610 = -421055.111688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6323.607418 sec): 3 clusters Score: Raw -418277.621015 + Penalty 1664.605220 = -416613.015795 nChanged 2833 SP:Iteration 1F (6323.662558 sec): 3 clusters Score: Raw -419946.993483 + Penalty 1664.605220 = -418282.388263 nChanged 466 SP:Iteration 2F (6323.706319 sec): 3 clusters Score: Raw -420218.226585 + Penalty 1664.605220 = -418553.621365 nChanged 370 SP:Iteration 3F (6323.765552 sec): 3 clusters Score: Raw -420445.679774 + Penalty 1664.605220 = -418781.074554 nChanged 351 SP:Iteration 4F (6323.808027 sec): 3 clusters Score: Raw -420642.482176 + Penalty 1664.605220 = -418977.876956 nChanged 297 SP:Iteration 5Q (6323.858614 sec): 3 clusters Score: Raw -420820.308038 + Penalty 1664.605220 = -419155.702818 nChanged 266 SP:Iteration 6Q (6323.910591 sec): 3 clusters Score: Raw -420956.359635 + Penalty 1664.605220 = -419291.754415 nChanged 229 SP:Iteration 7Q (6323.974487 sec): 3 clusters Score: Raw -421068.711495 + Penalty 1664.605220 = -419404.106275 nChanged 229 SP:Iteration 8Q (6324.020584 sec): 3 clusters Score: Raw -421180.346649 + Penalty 1664.605220 = -419515.741429 nChanged 216 SP:Iteration 9Q (6324.082366 sec): 3 clusters Score: Raw -421284.177615 + Penalty 1664.605220 = -419619.572395 nChanged 184 SP:Iteration 10Q (6324.133443 sec): 3 clusters Score: Raw -421365.660210 + Penalty 1664.605220 = -419701.054990 nChanged 159 SP:Iteration 11Q (6324.191002 sec): 3 clusters Score: Raw -421429.850320 + Penalty 1664.605220 = -419765.245100 nChanged 158 SP:Iteration 12Q (6324.248582 sec): 3 clusters Score: Raw -421495.680221 + Penalty 1664.605220 = -419831.075001 nChanged 134 SP:Iteration 13Q (6324.302654 sec): 3 clusters Score: Raw -421551.060117 + Penalty 1664.605220 = -419886.454897 nChanged 110 SP:Iteration 14Q (6324.347137 sec): 3 clusters Score: Raw -421585.556398 + Penalty 1664.605220 = -419920.951178 nChanged 89 SP:Iteration 15Q (6324.404585 sec): 3 clusters Score: Raw -421610.372447 + Penalty 1664.605220 = -419945.767227 nChanged 69 SP:Iteration 16Q (6324.456629 sec): 3 clusters Score: Raw -421628.278413 + Penalty 1664.605220 = -419963.673193 nChanged 69 SP:Iteration 17Q (6324.511899 sec): 3 clusters Score: Raw -421648.608073 + Penalty 1664.605220 = -419984.002854 nChanged 75 SP:Iteration 18Q (6324.566719 sec): 3 clusters Score: Raw -421674.352083 + Penalty 1664.605220 = -420009.746863 nChanged 96 SP:Iteration 19Q (6324.621787 sec): 3 clusters Score: Raw -421706.894409 + Penalty 1664.605220 = -420042.289190 nChanged 90 SP:Iteration 20F (6324.674159 sec): 3 clusters Score: Raw -421737.862692 + Penalty 1664.605220 = -420073.257472 nChanged 93 SP:Iteration 21Q (6324.733063 sec): 3 clusters Score: Raw -421779.444327 + Penalty 1664.605220 = -420114.839107 nChanged 118 SP:Iteration 22Q (6324.786331 sec): 3 clusters Score: Raw -421825.899574 + Penalty 1664.605220 = -420161.294355 nChanged 90 SP:Iteration 23Q (6324.844986 sec): 3 clusters Score: Raw -421857.959494 + Penalty 1664.605220 = -420193.354274 nChanged 77 SP:Iteration 24Q (6324.896795 sec): 3 clusters Score: Raw -421883.603869 + Penalty 1664.605220 = -420218.998649 nChanged 66 SP:Iteration 25Q (6324.938345 sec): 3 clusters Score: Raw -421904.282432 + Penalty 1664.605220 = -420239.677213 nChanged 57 SP:Iteration 26Q (6324.992914 sec): 3 clusters Score: Raw -421921.950394 + Penalty 1664.605220 = -420257.345174 nChanged 56 SP:Iteration 27Q (6325.052481 sec): 3 clusters Score: Raw -421942.013850 + Penalty 1664.605220 = -420277.408630 nChanged 59 SP:Iteration 28Q (6325.101082 sec): 3 clusters Score: Raw -421964.095260 + Penalty 1664.605220 = -420299.490041 nChanged 53 SP:Iteration 29Q (6325.155637 sec): 3 clusters Score: Raw -421983.488867 + Penalty 1664.605220 = -420318.883648 nChanged 45 SP:Iteration 30Q (6325.220081 sec): 3 clusters Score: Raw -422000.136832 + Penalty 1664.605220 = -420335.531612 nChanged 51 SP:Iteration 31Q (6325.270178 sec): 3 clusters Score: Raw -422021.238628 + Penalty 1664.605220 = -420356.633408 nChanged 47 SP:Iteration 32Q (6325.321404 sec): 3 clusters Score: Raw -422045.324100 + Penalty 1664.605220 = -420380.718880 nChanged 58 SP:Iteration 33Q (6325.372224 sec): 3 clusters Score: Raw -422075.409651 + Penalty 1664.605220 = -420410.804431 nChanged 57 SP:Iteration 34Q (6325.436040 sec): 3 clusters Score: Raw -422107.772555 + Penalty 1664.605220 = -420443.167336 nChanged 50 SP:Iteration 35Q (6325.493405 sec): 3 clusters Score: Raw -422133.372518 + Penalty 1664.605220 = -420468.767299 nChanged 45 SP:Iteration 36Q (6325.537106 sec): 3 clusters Score: Raw -422155.001021 + Penalty 1664.605220 = -420490.395801 nChanged 36 SP:Iteration 37Q (6325.590698 sec): 3 clusters Score: Raw -422171.393350 + Penalty 1664.605220 = -420506.788130 nChanged 34 SP:Iteration 38Q (6325.644008 sec): 3 clusters Score: Raw -422185.445821 + Penalty 1664.605220 = -420520.840602 nChanged 26 SP:Iteration 39Q (6325.694296 sec): 3 clusters Score: Raw -422197.401335 + Penalty 1664.605220 = -420532.796115 nChanged 24 SP:Iteration 40F (6325.755816 sec): 3 clusters Score: Raw -422209.534277 + Penalty 1664.605220 = -420544.929058 nChanged 17 SP:Iteration 41Q (6325.812150 sec): 3 clusters Score: Raw -422214.637533 + Penalty 1664.605220 = -420550.032313 nChanged 16 SP:Iteration 42Q (6325.857406 sec): 3 clusters Score: Raw -422221.040227 + Penalty 1664.605220 = -420556.435007 nChanged 11 SP:Iteration 43Q (6325.915157 sec): 3 clusters Score: Raw -422225.217095 + Penalty 1664.605220 = -420560.611875 nChanged 7 SP:Iteration 44Q (6325.955925 sec): 3 clusters Score: Raw -422227.781143 + Penalty 1664.605220 = -420563.175923 nChanged 4 SP:Iteration 45Q (6326.009225 sec): 3 clusters Score: Raw -422229.818909 + Penalty 1664.605220 = -420565.213690 nChanged 2 SP:Iteration 46Q (6326.055675 sec): 3 clusters Score: Raw -422230.474502 + Penalty 1664.605220 = -420565.869282 nChanged 1 SP:Iteration 47Q (6326.113928 sec): 3 clusters Score: Raw -422230.941741 + Penalty 1664.605220 = -420566.336521 nChanged 3 SP:Iteration 48Q (6326.159461 sec): 3 clusters Score: Raw -422232.214994 + Penalty 1664.605220 = -420567.609774 nChanged 6 SP:Iteration 49Q (6326.218492 sec): 3 clusters Score: Raw -422234.448559 + Penalty 1664.605220 = -420569.843340 nChanged 4 SP:Iteration 50Q (6326.268257 sec): 3 clusters Score: Raw -422235.838945 + Penalty 1664.605220 = -420571.233725 nChanged 3 SP:Iteration 51Q (6326.312516 sec): 3 clusters Score: Raw -422236.596750 + Penalty 1664.605220 = -420571.991530 nChanged 6 SP:Iteration 52Q (6326.362106 sec): 3 clusters Score: Raw -422238.443959 + Penalty 1664.605220 = -420573.838739 nChanged 5 SP:Iteration 53Q (6326.411154 sec): 3 clusters Score: Raw -422240.263286 + Penalty 1664.605220 = -420575.658066 nChanged 4 SP:Iteration 54Q (6326.456583 sec): 3 clusters Score: Raw -422241.276501 + Penalty 1664.605220 = -420576.671281 nChanged 2 SP:Iteration 55Q (6326.511657 sec): 3 clusters Score: Raw -422241.663505 + Penalty 1664.605220 = -420577.058285 nChanged 1 SP:Iteration 56Q (6326.564127 sec): 3 clusters Score: Raw -422242.104297 + Penalty 1664.605220 = -420577.499077 nChanged 0 SP:Iteration 57F (6326.607733 sec): 3 clusters Score: Raw -422242.104297 + Penalty 1664.605220 = -420577.499077 nChanged 0 Trying to split cluster 23 (4197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6326.643009 sec): 2 clusters Score: Raw -316135.516212 + Penalty 792.501900 = -315343.014312 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6326.695518 sec): 3 clusters Score: Raw -313888.312617 + Penalty 1585.003800 = -312303.308817 nChanged 1782 SP:Iteration 1F (6326.734123 sec): 3 clusters Score: Raw -314944.038380 + Penalty 1585.003800 = -313359.034580 nChanged 310 SP:Iteration 2F (6326.782803 sec): 3 clusters Score: Raw -315177.122626 + Penalty 1585.003800 = -313592.118826 nChanged 283 SP:Iteration 3F (6326.836876 sec): 3 clusters Score: Raw -315387.926961 + Penalty 1585.003800 = -313802.923161 nChanged 251 SP:Iteration 4F (6326.868198 sec): 3 clusters Score: Raw -315568.987592 + Penalty 1585.003800 = -313983.983792 nChanged 200 SP:Iteration 5Q (6326.912387 sec): 3 clusters Score: Raw -315727.890094 + Penalty 1585.003800 = -314142.886294 nChanged 166 SP:Iteration 6Q (6326.952750 sec): 3 clusters Score: Raw -315856.735816 + Penalty 1585.003800 = -314271.732016 nChanged 149 SP:Iteration 7Q (6326.999616 sec): 3 clusters Score: Raw -315955.817079 + Penalty 1585.003800 = -314370.813279 nChanged 103 SP:Iteration 8Q (6327.048750 sec): 3 clusters Score: Raw -316022.856466 + Penalty 1585.003800 = -314437.852666 nChanged 98 SP:Iteration 9Q (6327.094492 sec): 3 clusters Score: Raw -316075.187687 + Penalty 1585.003800 = -314490.183887 nChanged 83 SP:Iteration 10Q (6327.135974 sec): 3 clusters Score: Raw -316115.293451 + Penalty 1585.003800 = -314530.289651 nChanged 61 SP:Iteration 11Q (6327.189529 sec): 3 clusters Score: Raw -316139.645930 + Penalty 1585.003800 = -314554.642130 nChanged 43 SP:Iteration 12Q (6327.235929 sec): 3 clusters Score: Raw -316158.671289 + Penalty 1585.003800 = -314573.667489 nChanged 38 SP:Iteration 13Q (6327.273059 sec): 3 clusters Score: Raw -316174.151498 + Penalty 1585.003800 = -314589.147698 nChanged 30 SP:Iteration 14Q (6327.328572 sec): 3 clusters Score: Raw -316183.735774 + Penalty 1585.003800 = -314598.731973 nChanged 21 SP:Iteration 15Q (6327.376085 sec): 3 clusters Score: Raw -316188.671958 + Penalty 1585.003800 = -314603.668158 nChanged 21 SP:Iteration 16Q (6327.426352 sec): 3 clusters Score: Raw -316193.911157 + Penalty 1585.003800 = -314608.907357 nChanged 13 SP:Iteration 17Q (6327.468390 sec): 3 clusters Score: Raw -316198.172148 + Penalty 1585.003800 = -314613.168347 nChanged 18 SP:Iteration 18Q (6327.512406 sec): 3 clusters Score: Raw -316203.952557 + Penalty 1585.003800 = -314618.948757 nChanged 17 SP:Iteration 19Q (6327.558993 sec): 3 clusters Score: Raw -316209.852482 + Penalty 1585.003800 = -314624.848682 nChanged 16 SP:Iteration 20F (6327.602009 sec): 3 clusters Score: Raw -316214.624278 + Penalty 1585.003800 = -314629.620477 nChanged 16 SP:Iteration 21Q (6327.651062 sec): 3 clusters Score: Raw -316220.251034 + Penalty 1585.003800 = -314635.247234 nChanged 18 SP:Iteration 22Q (6327.696869 sec): 3 clusters Score: Raw -316225.188071 + Penalty 1585.003800 = -314640.184271 nChanged 17 SP:Iteration 23Q (6327.738832 sec): 3 clusters Score: Raw -316230.192496 + Penalty 1585.003800 = -314645.188696 nChanged 14 SP:Iteration 24Q (6327.778216 sec): 3 clusters Score: Raw -316232.621745 + Penalty 1585.003800 = -314647.617945 nChanged 12 SP:Iteration 25Q (6327.821245 sec): 3 clusters Score: Raw -316235.299494 + Penalty 1585.003800 = -314650.295694 nChanged 6 SP:Iteration 26Q (6327.870304 sec): 3 clusters Score: Raw -316236.152101 + Penalty 1585.003800 = -314651.148301 nChanged 5 SP:Iteration 27Q (6327.921326 sec): 3 clusters Score: Raw -316237.570559 + Penalty 1585.003800 = -314652.566759 nChanged 3 SP:Iteration 28Q (6327.969910 sec): 3 clusters Score: Raw -316238.304514 + Penalty 1585.003800 = -314653.300714 nChanged 0 SP:Iteration 29F (6328.015559 sec): 3 clusters Score: Raw -316238.304514 + Penalty 1585.003800 = -314653.300714 nChanged 0 Trying to split cluster 24 (3079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6328.049506 sec): 2 clusters Score: Raw -200960.209878 + Penalty 763.074214 = -200197.135663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6328.094939 sec): 3 clusters Score: Raw -199366.388867 + Penalty 1526.148428 = -197840.240439 nChanged 1272 SP:Iteration 1F (6328.130516 sec): 3 clusters Score: Raw -200059.481742 + Penalty 1526.148428 = -198533.333314 nChanged 268 SP:Iteration 2F (6328.188608 sec): 3 clusters Score: Raw -200256.161354 + Penalty 1526.148428 = -198730.012926 nChanged 246 SP:Iteration 3F (6328.234189 sec): 3 clusters Score: Raw -200456.412681 + Penalty 1526.148428 = -198930.264253 nChanged 226 SP:Iteration 4F (6328.272012 sec): 3 clusters Score: Raw -200657.192393 + Penalty 1526.148428 = -199131.043965 nChanged 189 SP:Iteration 5F (6328.327245 sec): 3 clusters Score: Raw -200806.908324 + Penalty 1526.148428 = -199280.759896 nChanged 138 SP:Iteration 6Q (6328.363958 sec): 3 clusters Score: Raw -200902.385048 + Penalty 1526.148428 = -199376.236620 nChanged 97 SP:Iteration 7Q (6328.413290 sec): 3 clusters Score: Raw -200951.980771 + Penalty 1526.148428 = -199425.832343 nChanged 65 SP:Iteration 8Q (6328.462539 sec): 3 clusters Score: Raw -200974.997980 + Penalty 1526.148428 = -199448.849552 nChanged 39 SP:Iteration 9Q (6328.508458 sec): 3 clusters Score: Raw -200989.879400 + Penalty 1526.148428 = -199463.730972 nChanged 41 SP:Iteration 10Q (6328.552776 sec): 3 clusters Score: Raw -201005.136919 + Penalty 1526.148428 = -199478.988491 nChanged 38 SP:Iteration 11Q (6328.598792 sec): 3 clusters Score: Raw -201022.454804 + Penalty 1526.148428 = -199496.306376 nChanged 34 SP:Iteration 12Q (6328.648782 sec): 3 clusters Score: Raw -201033.923727 + Penalty 1526.148428 = -199507.775299 nChanged 27 SP:Iteration 13Q (6328.691103 sec): 3 clusters Score: Raw -201042.799762 + Penalty 1526.148428 = -199516.651334 nChanged 31 SP:Iteration 14Q (6328.736929 sec): 3 clusters Score: Raw -201054.512829 + Penalty 1526.148428 = -199528.364401 nChanged 25 SP:Iteration 15Q (6328.766405 sec): 3 clusters Score: Raw -201061.590726 + Penalty 1526.148428 = -199535.442298 nChanged 26 SP:Iteration 16Q (6328.810838 sec): 3 clusters Score: Raw -201073.481416 + Penalty 1526.148428 = -199547.332988 nChanged 25 SP:Iteration 17Q (6328.859096 sec): 3 clusters Score: Raw -201083.315054 + Penalty 1526.148428 = -199557.166626 nChanged 22 SP:Iteration 18Q (6328.900198 sec): 3 clusters Score: Raw -201090.951302 + Penalty 1526.148428 = -199564.802874 nChanged 25 SP:Iteration 19Q (6328.955617 sec): 3 clusters Score: Raw -201098.534570 + Penalty 1526.148428 = -199572.386141 nChanged 20 SP:Iteration 20F (6328.995142 sec): 3 clusters Score: Raw -201105.441538 + Penalty 1526.148428 = -199579.293110 nChanged 21 SP:Iteration 21Q (6329.043610 sec): 3 clusters Score: Raw -201112.711627 + Penalty 1526.148428 = -199586.563198 nChanged 24 SP:Iteration 22Q (6329.080176 sec): 3 clusters Score: Raw -201121.887829 + Penalty 1526.148428 = -199595.739401 nChanged 19 SP:Iteration 23Q (6329.119857 sec): 3 clusters Score: Raw -201128.664814 + Penalty 1526.148428 = -199602.516386 nChanged 23 SP:Iteration 24Q (6329.157276 sec): 3 clusters Score: Raw -201138.238543 + Penalty 1526.148428 = -199612.090114 nChanged 20 SP:Iteration 25Q (6329.201722 sec): 3 clusters Score: Raw -201150.359318 + Penalty 1526.148428 = -199624.210890 nChanged 21 SP:Iteration 26Q (6329.240466 sec): 3 clusters Score: Raw -201158.183438 + Penalty 1526.148428 = -199632.035010 nChanged 17 SP:Iteration 27Q (6329.293054 sec): 3 clusters Score: Raw -201161.730262 + Penalty 1526.148428 = -199635.581834 nChanged 9 SP:Iteration 28Q (6329.330562 sec): 3 clusters Score: Raw -201163.713824 + Penalty 1526.148428 = -199637.565396 nChanged 8 SP:Iteration 29Q (6329.381394 sec): 3 clusters Score: Raw -201165.137461 + Penalty 1526.148428 = -199638.989033 nChanged 5 SP:Iteration 30Q (6329.423201 sec): 3 clusters Score: Raw -201166.107601 + Penalty 1526.148428 = -199639.959173 nChanged 4 SP:Iteration 31Q (6329.467632 sec): 3 clusters Score: Raw -201166.741370 + Penalty 1526.148428 = -199640.592942 nChanged 2 SP:Iteration 32Q (6329.514665 sec): 3 clusters Score: Raw -201167.069822 + Penalty 1526.148428 = -199640.921394 nChanged 2 SP:Iteration 33Q (6329.561870 sec): 3 clusters Score: Raw -201167.263375 + Penalty 1526.148428 = -199641.114947 nChanged 0 SP:Iteration 34F (6329.597562 sec): 3 clusters Score: Raw -201167.263375 + Penalty 1526.148428 = -199641.114947 nChanged 0 Trying to split cluster 25 (152331 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6329.766032 sec): 2 clusters Score: Raw -11863624.090143 + Penalty 1133.712051 = -11862490.378092 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6330.001496 sec): 3 clusters Score: Raw -11762319.589847 + Penalty 2267.424102 = -11760052.165745 nChanged 74070 SP:Iteration 1F (6330.224954 sec): 3 clusters Score: Raw -11807496.933709 + Penalty 2267.424102 = -11805229.509607 nChanged 5867 SP:Iteration 2Q (6330.466178 sec): 3 clusters Score: Raw -11809523.507324 + Penalty 2267.424102 = -11807256.083222 nChanged 6644 SP:Iteration 3Q (6330.707310 sec): 3 clusters Score: Raw -11812296.166501 + Penalty 2267.424102 = -11810028.742399 nChanged 7605 SP:Iteration 4Q (6330.923375 sec): 3 clusters Score: Raw -11816253.458483 + Penalty 2267.424102 = -11813986.034381 nChanged 8673 SP:Iteration 5F (6331.150389 sec): 3 clusters Score: Raw -11821581.640923 + Penalty 2267.424102 = -11819314.216821 nChanged 9373 SP:Iteration 6F (6331.384877 sec): 3 clusters Score: Raw -11828325.784087 + Penalty 2267.424102 = -11826058.359985 nChanged 9574 SP:Iteration 7F (6331.610856 sec): 3 clusters Score: Raw -11836090.789047 + Penalty 2267.424102 = -11833823.364945 nChanged 9227 SP:Iteration 8F (6331.844148 sec): 3 clusters Score: Raw -11843607.796997 + Penalty 2267.424102 = -11841340.372895 nChanged 8231 SP:Iteration 9F (6332.078165 sec): 3 clusters Score: Raw -11849798.220456 + Penalty 2267.424102 = -11847530.796354 nChanged 6752 SP:Iteration 10Q (6332.312746 sec): 3 clusters Score: Raw -11854282.457613 + Penalty 2267.424102 = -11852015.033511 nChanged 5350 SP:Iteration 11Q (6332.529175 sec): 3 clusters Score: Raw -11857366.693636 + Penalty 2267.424102 = -11855099.269534 nChanged 4283 SP:Iteration 12Q (6332.754720 sec): 3 clusters Score: Raw -11859573.642889 + Penalty 2267.424102 = -11857306.218787 nChanged 3417 SP:Iteration 13Q (6332.989943 sec): 3 clusters Score: Raw -11861174.516395 + Penalty 2267.424102 = -11858907.092293 nChanged 2689 SP:Iteration 14Q (6333.215433 sec): 3 clusters Score: Raw -11862304.426575 + Penalty 2267.424102 = -11860037.002472 nChanged 2148 SP:Iteration 15Q (6333.446613 sec): 3 clusters Score: Raw -11863135.838029 + Penalty 2267.424102 = -11860868.413927 nChanged 1712 SP:Iteration 16Q (6333.667104 sec): 3 clusters Score: Raw -11863724.095204 + Penalty 2267.424102 = -11861456.671101 nChanged 1320 SP:Iteration 17Q (6333.877167 sec): 3 clusters Score: Raw -11864126.461192 + Penalty 2267.424102 = -11861859.037090 nChanged 1019 SP:Iteration 18Q (6334.082628 sec): 3 clusters Score: Raw -11864389.197985 + Penalty 2267.424102 = -11862121.773883 nChanged 754 SP:Iteration 19Q (6334.284983 sec): 3 clusters Score: Raw -11864561.412533 + Penalty 2267.424102 = -11862293.988431 nChanged 605 SP:Iteration 20F (6334.510492 sec): 3 clusters Score: Raw -11864683.306191 + Penalty 2267.424102 = -11862415.882089 nChanged 476 SP:Iteration 21Q (6334.720222 sec): 3 clusters Score: Raw -11864766.474142 + Penalty 2267.424102 = -11862499.050040 nChanged 364 SP:Iteration 22Q (6334.923867 sec): 3 clusters Score: Raw -11864824.496188 + Penalty 2267.424102 = -11862557.072086 nChanged 307 SP:Iteration 23Q (6335.128065 sec): 3 clusters Score: Raw -11864867.629243 + Penalty 2267.424102 = -11862600.205141 nChanged 224 SP:Iteration 24Q (6335.342767 sec): 3 clusters Score: Raw -11864897.415705 + Penalty 2267.424102 = -11862629.991603 nChanged 208 SP:Iteration 25Q (6335.547577 sec): 3 clusters Score: Raw -11864924.076544 + Penalty 2267.424102 = -11862656.652442 nChanged 173 SP:Iteration 26Q (6335.747632 sec): 3 clusters Score: Raw -11864942.241382 + Penalty 2267.424102 = -11862674.817280 nChanged 117 SP:Iteration 27Q (6335.945082 sec): 3 clusters Score: Raw -11864951.723224 + Penalty 2267.424102 = -11862684.299122 nChanged 84 SP:Iteration 28Q (6336.157859 sec): 3 clusters Score: Raw -11864959.295149 + Penalty 2267.424102 = -11862691.871047 nChanged 86 SP:Iteration 29Q (6336.372960 sec): 3 clusters Score: Raw -11864966.389069 + Penalty 2267.424102 = -11862698.964967 nChanged 78 SP:Iteration 30Q (6336.575895 sec): 3 clusters Score: Raw -11864972.858932 + Penalty 2267.424102 = -11862705.434830 nChanged 73 SP:Iteration 31Q (6336.771437 sec): 3 clusters Score: Raw -11864978.089340 + Penalty 2267.424102 = -11862710.665238 nChanged 50 SP:Iteration 32Q (6336.970176 sec): 3 clusters Score: Raw -11864981.504094 + Penalty 2267.424102 = -11862714.079992 nChanged 47 SP:Iteration 33Q (6337.174883 sec): 3 clusters Score: Raw -11864984.189753 + Penalty 2267.424102 = -11862716.765651 nChanged 34 SP:Iteration 34Q (6337.384391 sec): 3 clusters Score: Raw -11864985.908083 + Penalty 2267.424102 = -11862718.483981 nChanged 28 SP:Iteration 35Q (6337.591610 sec): 3 clusters Score: Raw -11864987.842213 + Penalty 2267.424102 = -11862720.418110 nChanged 31 SP:Iteration 36Q (6337.801020 sec): 3 clusters Score: Raw -11864989.644825 + Penalty 2267.424102 = -11862722.220723 nChanged 25 SP:Iteration 37Q (6338.008224 sec): 3 clusters Score: Raw -11864990.961295 + Penalty 2267.424102 = -11862723.537193 nChanged 24 SP:Iteration 38Q (6338.211806 sec): 3 clusters Score: Raw -11864992.025159 + Penalty 2267.424102 = -11862724.601057 nChanged 14 SP:Iteration 39Q (6338.396815 sec): 3 clusters Score: Raw -11864992.584633 + Penalty 2267.424102 = -11862725.160531 nChanged 11 SP:Iteration 40F (6338.630519 sec): 3 clusters Score: Raw -11864993.114866 + Penalty 2267.424102 = -11862725.690764 nChanged 13 SP:Iteration 41Q (6338.848948 sec): 3 clusters Score: Raw -11864993.817744 + Penalty 2267.424102 = -11862726.393642 nChanged 16 SP:Iteration 42Q (6339.051045 sec): 3 clusters Score: Raw -11864994.605489 + Penalty 2267.424102 = -11862727.181387 nChanged 13 SP:Iteration 43Q (6339.263220 sec): 3 clusters Score: Raw -11864995.318384 + Penalty 2267.424102 = -11862727.894282 nChanged 11 SP:Iteration 44Q (6339.464196 sec): 3 clusters Score: Raw -11864995.994982 + Penalty 2267.424102 = -11862728.570879 nChanged 10 SP:Iteration 45Q (6339.673122 sec): 3 clusters Score: Raw -11864996.623117 + Penalty 2267.424102 = -11862729.199014 nChanged 10 SP:Iteration 46Q (6339.863550 sec): 3 clusters Score: Raw -11864997.160751 + Penalty 2267.424102 = -11862729.736649 nChanged 15 SP:Iteration 47Q (6340.078642 sec): 3 clusters Score: Raw -11864997.787353 + Penalty 2267.424102 = -11862730.363250 nChanged 15 SP:Iteration 48Q (6340.276809 sec): 3 clusters Score: Raw -11864998.834876 + Penalty 2267.424102 = -11862731.410774 nChanged 18 SP:Iteration 49Q (6340.481638 sec): 3 clusters Score: Raw -11864999.755446 + Penalty 2267.424102 = -11862732.331344 nChanged 12 SP:Iteration 50Q (6340.695776 sec): 3 clusters Score: Raw -11865000.248649 + Penalty 2267.424102 = -11862732.824547 nChanged 6 SP:Iteration 51Q (6340.897086 sec): 3 clusters Score: Raw -11865000.557044 + Penalty 2267.424102 = -11862733.132942 nChanged 6 SP:Iteration 52Q (6341.107470 sec): 3 clusters Score: Raw -11865000.821956 + Penalty 2267.424102 = -11862733.397854 nChanged 5 SP:Iteration 53Q (6341.324891 sec): 3 clusters Score: Raw -11865001.105243 + Penalty 2267.424102 = -11862733.681141 nChanged 5 SP:Iteration 54Q (6341.534331 sec): 3 clusters Score: Raw -11865001.374670 + Penalty 2267.424102 = -11862733.950567 nChanged 5 SP:Iteration 55Q (6341.735133 sec): 3 clusters Score: Raw -11865001.628439 + Penalty 2267.424102 = -11862734.204337 nChanged 9 SP:Iteration 56Q (6341.927948 sec): 3 clusters Score: Raw -11865002.047777 + Penalty 2267.424102 = -11862734.623675 nChanged 13 SP:Iteration 57Q (6342.124904 sec): 3 clusters Score: Raw -11865002.629011 + Penalty 2267.424102 = -11862735.204909 nChanged 9 SP:Iteration 58Q (6342.339883 sec): 3 clusters Score: Raw -11865003.149131 + Penalty 2267.424102 = -11862735.725029 nChanged 8 SP:Iteration 59Q (6342.535308 sec): 3 clusters Score: Raw -11865003.751705 + Penalty 2267.424102 = -11862736.327603 nChanged 8 SP:Iteration 60F (6342.789339 sec): 3 clusters Score: Raw -11865004.128379 + Penalty 2267.424102 = -11862736.704277 nChanged 9 SP:Iteration 61Q (6343.004058 sec): 3 clusters Score: Raw -11865004.487872 + Penalty 2267.424102 = -11862737.063770 nChanged 9 SP:Iteration 62Q (6343.213374 sec): 3 clusters Score: Raw -11865004.771258 + Penalty 2267.424102 = -11862737.347156 nChanged 4 SP:Iteration 63Q (6343.417352 sec): 3 clusters Score: Raw -11865004.872896 + Penalty 2267.424102 = -11862737.448794 nChanged 2 SP:Iteration 64Q (6343.619547 sec): 3 clusters Score: Raw -11865004.950594 + Penalty 2267.424102 = -11862737.526491 nChanged 4 SP:Iteration 65Q (6343.829571 sec): 3 clusters Score: Raw -11865005.145927 + Penalty 2267.424102 = -11862737.721825 nChanged 3 SP:Iteration 66Q (6344.032530 sec): 3 clusters Score: Raw -11865005.271018 + Penalty 2267.424102 = -11862737.846916 nChanged 4 SP:Iteration 67Q (6344.246652 sec): 3 clusters Score: Raw -11865005.604554 + Penalty 2267.424102 = -11862738.180452 nChanged 7 SP:Iteration 68Q (6344.448802 sec): 3 clusters Score: Raw -11865005.943320 + Penalty 2267.424102 = -11862738.519218 nChanged 6 SP:Iteration 69Q (6344.658224 sec): 3 clusters Score: Raw -11865006.113133 + Penalty 2267.424102 = -11862738.689031 nChanged 2 SP:Iteration 70Q (6344.867006 sec): 3 clusters Score: Raw -11865006.286290 + Penalty 2267.424102 = -11862738.862188 nChanged 6 SP:Iteration 71Q (6345.048324 sec): 3 clusters Score: Raw -11865006.690995 + Penalty 2267.424102 = -11862739.266893 nChanged 11 SP:Iteration 72Q (6345.252406 sec): 3 clusters Score: Raw -11865007.152587 + Penalty 2267.424102 = -11862739.728484 nChanged 6 SP:Iteration 73Q (6345.466173 sec): 3 clusters Score: Raw -11865007.474393 + Penalty 2267.424102 = -11862740.050291 nChanged 7 SP:Iteration 74Q (6345.667716 sec): 3 clusters Score: Raw -11865007.822517 + Penalty 2267.424102 = -11862740.398415 nChanged 4 SP:Iteration 75Q (6345.866642 sec): 3 clusters Score: Raw -11865007.975495 + Penalty 2267.424102 = -11862740.551393 nChanged 6 SP:Iteration 76Q (6346.065379 sec): 3 clusters Score: Raw -11865008.171138 + Penalty 2267.424102 = -11862740.747036 nChanged 5 SP:Iteration 77Q (6346.273735 sec): 3 clusters Score: Raw -11865008.268601 + Penalty 2267.424102 = -11862740.844499 nChanged 3 SP:Iteration 78Q (6346.477457 sec): 3 clusters Score: Raw -11865008.429131 + Penalty 2267.424102 = -11862741.005029 nChanged 4 SP:Iteration 79Q (6346.684177 sec): 3 clusters Score: Raw -11865008.571355 + Penalty 2267.424102 = -11862741.147253 nChanged 3 SP:Iteration 80F (6346.914844 sec): 3 clusters Score: Raw -11865008.655861 + Penalty 2267.424102 = -11862741.231758 nChanged 2 SP:Iteration 81Q (6347.119037 sec): 3 clusters Score: Raw -11865008.707918 + Penalty 2267.424102 = -11862741.283816 nChanged 0 SP:Iteration 82F (6347.347703 sec): 3 clusters Score: Raw -11865008.707918 + Penalty 2267.424102 = -11862741.283816 nChanged 0 Score: Raw -45957091.878520 + Penalty 53353.189014 = -45903738.689506 Splitting cluster 25 changes total score from -45903618.128133 to -45903738.689506 So it's getting split into cluster 42. Trying to split cluster 26 (106729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6360.254583 sec): 2 clusters Score: Raw -8351243.170256 + Penalty 1099.914578 = -8350143.255678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6360.436347 sec): 3 clusters Score: Raw -8280832.679054 + Penalty 2199.829156 = -8278632.849897 nChanged 51564 SP:Iteration 1F (6360.613597 sec): 3 clusters Score: Raw -8312452.455723 + Penalty 2199.829156 = -8310252.626567 nChanged 5335 SP:Iteration 2Q (6360.798349 sec): 3 clusters Score: Raw -8314812.036016 + Penalty 2199.829156 = -8312612.206860 nChanged 6161 SP:Iteration 3F (6360.971453 sec): 3 clusters Score: Raw -8318256.835262 + Penalty 2199.829156 = -8316057.006106 nChanged 7129 SP:Iteration 4F (6361.139038 sec): 3 clusters Score: Raw -8323156.683150 + Penalty 2199.829156 = -8320956.853994 nChanged 7471 SP:Iteration 5F (6361.319529 sec): 3 clusters Score: Raw -8328572.550812 + Penalty 2199.829156 = -8326372.721656 nChanged 6972 SP:Iteration 6F (6361.480143 sec): 3 clusters Score: Raw -8333198.752364 + Penalty 2199.829156 = -8330998.923208 nChanged 5369 SP:Iteration 7F (6361.662925 sec): 3 clusters Score: Raw -8335663.137169 + Penalty 2199.829156 = -8333463.308013 nChanged 3418 SP:Iteration 8Q (6361.845184 sec): 3 clusters Score: Raw -8336587.753623 + Penalty 2199.829156 = -8334387.924466 nChanged 1959 SP:Iteration 9Q (6362.030594 sec): 3 clusters Score: Raw -8336926.639468 + Penalty 2199.829156 = -8334726.810312 nChanged 1233 SP:Iteration 10Q (6362.213925 sec): 3 clusters Score: Raw -8337083.660609 + Penalty 2199.829156 = -8334883.831453 nChanged 884 SP:Iteration 11Q (6362.393846 sec): 3 clusters Score: Raw -8337181.213576 + Penalty 2199.829156 = -8334981.384420 nChanged 731 SP:Iteration 12Q (6362.572602 sec): 3 clusters Score: Raw -8337256.511259 + Penalty 2199.829156 = -8335056.682103 nChanged 610 SP:Iteration 13Q (6362.746963 sec): 3 clusters Score: Raw -8337321.841963 + Penalty 2199.829156 = -8335122.012807 nChanged 593 SP:Iteration 14Q (6362.934025 sec): 3 clusters Score: Raw -8337379.532896 + Penalty 2199.829156 = -8335179.703740 nChanged 527 SP:Iteration 15Q (6363.114397 sec): 3 clusters Score: Raw -8337425.239588 + Penalty 2199.829156 = -8335225.410431 nChanged 491 SP:Iteration 16Q (6363.293403 sec): 3 clusters Score: Raw -8337468.975892 + Penalty 2199.829156 = -8335269.146735 nChanged 494 SP:Iteration 17Q (6363.484767 sec): 3 clusters Score: Raw -8337512.345691 + Penalty 2199.829156 = -8335312.516535 nChanged 479 SP:Iteration 18Q (6363.668833 sec): 3 clusters Score: Raw -8337552.370779 + Penalty 2199.829156 = -8335352.541622 nChanged 502 SP:Iteration 19Q (6363.851343 sec): 3 clusters Score: Raw -8337596.086813 + Penalty 2199.829156 = -8335396.257657 nChanged 467 SP:Iteration 20F (6364.016841 sec): 3 clusters Score: Raw -8337634.792022 + Penalty 2199.829156 = -8335434.962865 nChanged 444 SP:Iteration 21Q (6364.203687 sec): 3 clusters Score: Raw -8337670.818341 + Penalty 2199.829156 = -8335470.989185 nChanged 418 SP:Iteration 22Q (6364.389821 sec): 3 clusters Score: Raw -8337700.429939 + Penalty 2199.829156 = -8335500.600783 nChanged 375 SP:Iteration 23Q (6364.571193 sec): 3 clusters Score: Raw -8337725.779431 + Penalty 2199.829156 = -8335525.950275 nChanged 371 SP:Iteration 24Q (6364.743749 sec): 3 clusters Score: Raw -8337748.127812 + Penalty 2199.829156 = -8335548.298656 nChanged 318 SP:Iteration 25Q (6364.917235 sec): 3 clusters Score: Raw -8337766.753031 + Penalty 2199.829156 = -8335566.923875 nChanged 293 SP:Iteration 26Q (6365.108059 sec): 3 clusters Score: Raw -8337784.151787 + Penalty 2199.829156 = -8335584.322631 nChanged 286 SP:Iteration 27Q (6365.294433 sec): 3 clusters Score: Raw -8337802.294249 + Penalty 2199.829156 = -8335602.465093 nChanged 299 SP:Iteration 28Q (6365.471621 sec): 3 clusters Score: Raw -8337820.986246 + Penalty 2199.829156 = -8335621.157089 nChanged 312 SP:Iteration 29Q (6365.654038 sec): 3 clusters Score: Raw -8337841.034796 + Penalty 2199.829156 = -8335641.205640 nChanged 309 SP:Iteration 30Q (6365.831283 sec): 3 clusters Score: Raw -8337860.382884 + Penalty 2199.829156 = -8335660.553728 nChanged 314 SP:Iteration 31Q (6366.017545 sec): 3 clusters Score: Raw -8337880.725976 + Penalty 2199.829156 = -8335680.896820 nChanged 306 SP:Iteration 32Q (6366.197863 sec): 3 clusters Score: Raw -8337900.774328 + Penalty 2199.829156 = -8335700.945172 nChanged 303 SP:Iteration 33Q (6366.383073 sec): 3 clusters Score: Raw -8337920.638473 + Penalty 2199.829156 = -8335720.809317 nChanged 281 SP:Iteration 34Q (6366.569736 sec): 3 clusters Score: Raw -8337939.626077 + Penalty 2199.829156 = -8335739.796921 nChanged 316 SP:Iteration 35Q (6366.752699 sec): 3 clusters Score: Raw -8337963.667131 + Penalty 2199.829156 = -8335763.837975 nChanged 333 SP:Iteration 36Q (6366.926058 sec): 3 clusters Score: Raw -8337988.275925 + Penalty 2199.829156 = -8335788.446769 nChanged 384 SP:Iteration 37Q (6367.110317 sec): 3 clusters Score: Raw -8338016.382681 + Penalty 2199.829156 = -8335816.553524 nChanged 382 SP:Iteration 38Q (6367.291550 sec): 3 clusters Score: Raw -8338045.898481 + Penalty 2199.829156 = -8335846.069325 nChanged 389 SP:Iteration 39Q (6367.452687 sec): 3 clusters Score: Raw -8338078.883178 + Penalty 2199.829156 = -8335879.054021 nChanged 447 SP:Iteration 40F (6367.640872 sec): 3 clusters Score: Raw -8338118.945233 + Penalty 2199.829156 = -8335919.116076 nChanged 493 SP:Iteration 41Q (6367.823743 sec): 3 clusters Score: Raw -8338163.552303 + Penalty 2199.829156 = -8335963.723147 nChanged 475 SP:Iteration 42Q (6368.011589 sec): 3 clusters Score: Raw -8338206.251355 + Penalty 2199.829156 = -8336006.422199 nChanged 509 SP:Iteration 43Q (6368.195392 sec): 3 clusters Score: Raw -8338250.853827 + Penalty 2199.829156 = -8336051.024671 nChanged 504 SP:Iteration 44Q (6368.378595 sec): 3 clusters Score: Raw -8338296.637403 + Penalty 2199.829156 = -8336096.808247 nChanged 516 SP:Iteration 45Q (6368.566115 sec): 3 clusters Score: Raw -8338344.733121 + Penalty 2199.829156 = -8336144.903965 nChanged 546 SP:Iteration 46Q (6368.748174 sec): 3 clusters Score: Raw -8338402.356785 + Penalty 2199.829156 = -8336202.527629 nChanged 602 SP:Iteration 47Q (6368.925179 sec): 3 clusters Score: Raw -8338470.161002 + Penalty 2199.829156 = -8336270.331846 nChanged 653 SP:Iteration 48Q (6369.104945 sec): 3 clusters Score: Raw -8338547.659440 + Penalty 2199.829156 = -8336347.830284 nChanged 709 SP:Iteration 49Q (6369.287611 sec): 3 clusters Score: Raw -8338641.033042 + Penalty 2199.829156 = -8336441.203886 nChanged 765 SP:Iteration 50Q (6369.472274 sec): 3 clusters Score: Raw -8338755.613751 + Penalty 2199.829156 = -8336555.784595 nChanged 855 SP:Iteration 51Q (6369.646810 sec): 3 clusters Score: Raw -8338889.622998 + Penalty 2199.829156 = -8336689.793842 nChanged 883 SP:Iteration 52Q (6369.817992 sec): 3 clusters Score: Raw -8339037.284909 + Penalty 2199.829156 = -8336837.455752 nChanged 959 SP:Iteration 53Q (6370.007100 sec): 3 clusters Score: Raw -8339210.292475 + Penalty 2199.829156 = -8337010.463318 nChanged 1031 SP:Iteration 54Q (6370.197915 sec): 3 clusters Score: Raw -8339414.480284 + Penalty 2199.829156 = -8337214.651128 nChanged 1090 SP:Iteration 55Q (6370.373209 sec): 3 clusters Score: Raw -8339660.769386 + Penalty 2199.829156 = -8337460.940230 nChanged 1229 SP:Iteration 56Q (6370.560286 sec): 3 clusters Score: Raw -8339969.886958 + Penalty 2199.829156 = -8337770.057802 nChanged 1340 SP:Iteration 57Q (6370.747204 sec): 3 clusters Score: Raw -8340332.553229 + Penalty 2199.829156 = -8338132.724073 nChanged 1429 SP:Iteration 58Q (6370.926299 sec): 3 clusters Score: Raw -8340759.111131 + Penalty 2199.829156 = -8338559.281975 nChanged 1523 SP:Iteration 59Q (6371.113333 sec): 3 clusters Score: Raw -8341271.563151 + Penalty 2199.829156 = -8339071.733995 nChanged 1593 SP:Iteration 60F (6371.299537 sec): 3 clusters Score: Raw -8341855.148049 + Penalty 2199.829156 = -8339655.318893 nChanged 1650 SP:Iteration 61Q (6371.480776 sec): 3 clusters Score: Raw -8342470.580787 + Penalty 2199.829156 = -8340270.751631 nChanged 1697 SP:Iteration 62Q (6371.660656 sec): 3 clusters Score: Raw -8343115.897714 + Penalty 2199.829156 = -8340916.068558 nChanged 1640 SP:Iteration 63Q (6371.841425 sec): 3 clusters Score: Raw -8343763.466355 + Penalty 2199.829156 = -8341563.637199 nChanged 1625 SP:Iteration 64Q (6372.020198 sec): 3 clusters Score: Raw -8344409.319442 + Penalty 2199.829156 = -8342209.490285 nChanged 1596 SP:Iteration 65Q (6372.199248 sec): 3 clusters Score: Raw -8345006.790014 + Penalty 2199.829156 = -8342806.960858 nChanged 1494 SP:Iteration 66Q (6372.383618 sec): 3 clusters Score: Raw -8345510.449265 + Penalty 2199.829156 = -8343310.620109 nChanged 1305 SP:Iteration 67Q (6372.546945 sec): 3 clusters Score: Raw -8345911.112306 + Penalty 2199.829156 = -8343711.283150 nChanged 1211 SP:Iteration 68Q (6372.722489 sec): 3 clusters Score: Raw -8346254.284069 + Penalty 2199.829156 = -8344054.454913 nChanged 1117 SP:Iteration 69Q (6372.886978 sec): 3 clusters Score: Raw -8346545.625144 + Penalty 2199.829156 = -8344345.795987 nChanged 1027 SP:Iteration 70Q (6373.061633 sec): 3 clusters Score: Raw -8346794.500607 + Penalty 2199.829156 = -8344594.671451 nChanged 946 SP:Iteration 71Q (6373.229024 sec): 3 clusters Score: Raw -8347009.081446 + Penalty 2199.829156 = -8344809.252290 nChanged 897 SP:Iteration 72Q (6373.392003 sec): 3 clusters Score: Raw -8347206.191913 + Penalty 2199.829156 = -8345006.362757 nChanged 899 SP:Iteration 73Q (6373.556589 sec): 3 clusters Score: Raw -8347399.941688 + Penalty 2199.829156 = -8345200.112532 nChanged 877 SP:Iteration 74Q (6373.728555 sec): 3 clusters Score: Raw -8347586.355482 + Penalty 2199.829156 = -8345386.526325 nChanged 863 SP:Iteration 75Q (6373.890750 sec): 3 clusters Score: Raw -8347771.555583 + Penalty 2199.829156 = -8345571.726427 nChanged 805 SP:Iteration 76Q (6374.050399 sec): 3 clusters Score: Raw -8347942.090503 + Penalty 2199.829156 = -8345742.261346 nChanged 792 SP:Iteration 77Q (6374.218485 sec): 3 clusters Score: Raw -8348105.666245 + Penalty 2199.829156 = -8345905.837089 nChanged 750 SP:Iteration 78Q (6374.384695 sec): 3 clusters Score: Raw -8348259.447870 + Penalty 2199.829156 = -8346059.618713 nChanged 690 SP:Iteration 79Q (6374.552200 sec): 3 clusters Score: Raw -8348394.105168 + Penalty 2199.829156 = -8346194.276012 nChanged 663 SP:Iteration 80F (6374.733012 sec): 3 clusters Score: Raw -8348526.161237 + Penalty 2199.829156 = -8346326.332081 nChanged 653 SP:Iteration 81Q (6374.900614 sec): 3 clusters Score: Raw -8348656.608278 + Penalty 2199.829156 = -8346456.779122 nChanged 640 SP:Iteration 82Q (6375.069397 sec): 3 clusters Score: Raw -8348781.630432 + Penalty 2199.829156 = -8346581.801276 nChanged 607 SP:Iteration 83Q (6375.234279 sec): 3 clusters Score: Raw -8348901.806013 + Penalty 2199.829156 = -8346701.976857 nChanged 581 SP:Iteration 84Q (6375.401999 sec): 3 clusters Score: Raw -8349009.905504 + Penalty 2199.829156 = -8346810.076347 nChanged 505 SP:Iteration 85Q (6375.559958 sec): 3 clusters Score: Raw -8349095.712823 + Penalty 2199.829156 = -8346895.883667 nChanged 493 SP:Iteration 86Q (6375.728261 sec): 3 clusters Score: Raw -8349178.626253 + Penalty 2199.829156 = -8346978.797096 nChanged 458 SP:Iteration 87Q (6375.889009 sec): 3 clusters Score: Raw -8349251.362871 + Penalty 2199.829156 = -8347051.533715 nChanged 398 SP:Iteration 88Q (6376.049562 sec): 3 clusters Score: Raw -8349314.882850 + Penalty 2199.829156 = -8347115.053694 nChanged 422 SP:Iteration 89Q (6376.214733 sec): 3 clusters Score: Raw -8349384.089934 + Penalty 2199.829156 = -8347184.260778 nChanged 372 SP:Iteration 90Q (6376.369374 sec): 3 clusters Score: Raw -8349438.270974 + Penalty 2199.829156 = -8347238.441818 nChanged 360 SP:Iteration 91Q (6376.527046 sec): 3 clusters Score: Raw -8349491.523720 + Penalty 2199.829156 = -8347291.694564 nChanged 332 SP:Iteration 92Q (6376.701109 sec): 3 clusters Score: Raw -8349536.337879 + Penalty 2199.829156 = -8347336.508723 nChanged 325 SP:Iteration 93Q (6376.858797 sec): 3 clusters Score: Raw -8349580.786995 + Penalty 2199.829156 = -8347380.957838 nChanged 290 SP:Iteration 94Q (6377.023753 sec): 3 clusters Score: Raw -8349614.471606 + Penalty 2199.829156 = -8347414.642450 nChanged 249 SP:Iteration 95Q (6377.184392 sec): 3 clusters Score: Raw -8349642.204855 + Penalty 2199.829156 = -8347442.375699 nChanged 235 SP:Iteration 96Q (6377.349215 sec): 3 clusters Score: Raw -8349669.631011 + Penalty 2199.829156 = -8347469.801855 nChanged 234 SP:Iteration 97Q (6377.514053 sec): 3 clusters Score: Raw -8349697.544124 + Penalty 2199.829156 = -8347497.714968 nChanged 229 SP:Iteration 98Q (6377.679266 sec): 3 clusters Score: Raw -8349726.677579 + Penalty 2199.829156 = -8347526.848423 nChanged 228 SP:Iteration 99Q (6377.837372 sec): 3 clusters Score: Raw -8349755.173241 + Penalty 2199.829156 = -8347555.344084 nChanged 248 SP:Iteration 100F (6378.020432 sec): 3 clusters Score: Raw -8349787.309716 + Penalty 2199.829156 = -8347587.480560 nChanged 241 SP:Iteration 101Q (6378.182109 sec): 3 clusters Score: Raw -8349817.990419 + Penalty 2199.829156 = -8347618.161262 nChanged 227 SP:Iteration 102Q (6378.340973 sec): 3 clusters Score: Raw -8349844.622140 + Penalty 2199.829156 = -8347644.792984 nChanged 185 SP:Iteration 103Q (6378.507593 sec): 3 clusters Score: Raw -8349863.085973 + Penalty 2199.829156 = -8347663.256816 nChanged 165 SP:Iteration 104Q (6378.661772 sec): 3 clusters Score: Raw -8349878.181439 + Penalty 2199.829156 = -8347678.352283 nChanged 162 SP:Iteration 105Q (6378.826969 sec): 3 clusters Score: Raw -8349893.001870 + Penalty 2199.829156 = -8347693.172714 nChanged 149 SP:Iteration 106Q (6378.973540 sec): 3 clusters Score: Raw -8349907.093444 + Penalty 2199.829156 = -8347707.264288 nChanged 152 SP:Iteration 107Q (6379.133322 sec): 3 clusters Score: Raw -8349921.478193 + Penalty 2199.829156 = -8347721.649037 nChanged 149 SP:Iteration 108Q (6379.294058 sec): 3 clusters Score: Raw -8349935.207743 + Penalty 2199.829156 = -8347735.378586 nChanged 144 SP:Iteration 109Q (6379.457083 sec): 3 clusters Score: Raw -8349949.373559 + Penalty 2199.829156 = -8347749.544402 nChanged 161 SP:Iteration 110Q (6379.614277 sec): 3 clusters Score: Raw -8349965.969322 + Penalty 2199.829156 = -8347766.140166 nChanged 145 SP:Iteration 111Q (6379.780759 sec): 3 clusters Score: Raw -8349979.381091 + Penalty 2199.829156 = -8347779.551935 nChanged 146 SP:Iteration 112Q (6379.934225 sec): 3 clusters Score: Raw -8349994.017458 + Penalty 2199.829156 = -8347794.188302 nChanged 151 SP:Iteration 113Q (6380.091317 sec): 3 clusters Score: Raw -8350009.072645 + Penalty 2199.829156 = -8347809.243489 nChanged 150 SP:Iteration 114Q (6380.240285 sec): 3 clusters Score: Raw -8350024.162496 + Penalty 2199.829156 = -8347824.333340 nChanged 134 SP:Iteration 115Q (6380.388338 sec): 3 clusters Score: Raw -8350037.318809 + Penalty 2199.829156 = -8347837.489653 nChanged 126 SP:Iteration 116Q (6380.543033 sec): 3 clusters Score: Raw -8350048.151360 + Penalty 2199.829156 = -8347848.322204 nChanged 99 SP:Iteration 117Q (6380.696997 sec): 3 clusters Score: Raw -8350056.848067 + Penalty 2199.829156 = -8347857.018911 nChanged 110 SP:Iteration 118Q (6380.851836 sec): 3 clusters Score: Raw -8350068.280672 + Penalty 2199.829156 = -8347868.451516 nChanged 126 SP:Iteration 119Q (6381.015524 sec): 3 clusters Score: Raw -8350081.921745 + Penalty 2199.829156 = -8347882.092588 nChanged 139 SP:Iteration 120F (6381.187215 sec): 3 clusters Score: Raw -8350096.197507 + Penalty 2199.829156 = -8347896.368351 nChanged 137 SP:Iteration 121Q (6381.350688 sec): 3 clusters Score: Raw -8350111.156309 + Penalty 2199.829156 = -8347911.327152 nChanged 141 SP:Iteration 122Q (6381.508908 sec): 3 clusters Score: Raw -8350126.464776 + Penalty 2199.829156 = -8347926.635619 nChanged 129 SP:Iteration 123Q (6381.672377 sec): 3 clusters Score: Raw -8350140.781698 + Penalty 2199.829156 = -8347940.952542 nChanged 136 SP:Iteration 124Q (6381.833343 sec): 3 clusters Score: Raw -8350156.776577 + Penalty 2199.829156 = -8347956.947421 nChanged 159 SP:Iteration 125Q (6382.000059 sec): 3 clusters Score: Raw -8350174.875165 + Penalty 2199.829156 = -8347975.046009 nChanged 138 SP:Iteration 126Q (6382.162989 sec): 3 clusters Score: Raw -8350188.674709 + Penalty 2199.829156 = -8347988.845553 nChanged 136 SP:Iteration 127Q (6382.329032 sec): 3 clusters Score: Raw -8350202.193641 + Penalty 2199.829156 = -8348002.364485 nChanged 112 SP:Iteration 128Q (6382.480793 sec): 3 clusters Score: Raw -8350213.746509 + Penalty 2199.829156 = -8348013.917352 nChanged 126 SP:Iteration 129Q (6382.639053 sec): 3 clusters Score: Raw -8350228.145135 + Penalty 2199.829156 = -8348028.315979 nChanged 131 SP:Iteration 130Q (6382.787557 sec): 3 clusters Score: Raw -8350242.495347 + Penalty 2199.829156 = -8348042.666191 nChanged 134 SP:Iteration 131Q (6382.925994 sec): 3 clusters Score: Raw -8350258.033243 + Penalty 2199.829156 = -8348058.204087 nChanged 148 SP:Iteration 132Q (6383.088530 sec): 3 clusters Score: Raw -8350275.455490 + Penalty 2199.829156 = -8348075.626334 nChanged 136 SP:Iteration 133Q (6383.251096 sec): 3 clusters Score: Raw -8350291.920821 + Penalty 2199.829156 = -8348092.091665 nChanged 126 SP:Iteration 134Q (6383.407660 sec): 3 clusters Score: Raw -8350306.560615 + Penalty 2199.829156 = -8348106.731459 nChanged 121 SP:Iteration 135Q (6383.571954 sec): 3 clusters Score: Raw -8350320.200481 + Penalty 2199.829156 = -8348120.371325 nChanged 113 SP:Iteration 136Q (6383.732215 sec): 3 clusters Score: Raw -8350331.114149 + Penalty 2199.829156 = -8348131.284993 nChanged 90 SP:Iteration 137Q (6383.893023 sec): 3 clusters Score: Raw -8350338.518217 + Penalty 2199.829156 = -8348138.689060 nChanged 83 SP:Iteration 138Q (6384.051618 sec): 3 clusters Score: Raw -8350345.449038 + Penalty 2199.829156 = -8348145.619882 nChanged 81 SP:Iteration 139Q (6384.205429 sec): 3 clusters Score: Raw -8350352.584253 + Penalty 2199.829156 = -8348152.755097 nChanged 76 SP:Iteration 140F (6384.382304 sec): 3 clusters Score: Raw -8350360.774444 + Penalty 2199.829156 = -8348160.945288 nChanged 79 SP:Iteration 141Q (6384.546144 sec): 3 clusters Score: Raw -8350369.016041 + Penalty 2199.829156 = -8348169.186885 nChanged 73 SP:Iteration 142Q (6384.704408 sec): 3 clusters Score: Raw -8350375.808018 + Penalty 2199.829156 = -8348175.978862 nChanged 72 SP:Iteration 143Q (6384.865390 sec): 3 clusters Score: Raw -8350382.396998 + Penalty 2199.829156 = -8348182.567842 nChanged 70 SP:Iteration 144Q (6385.027319 sec): 3 clusters Score: Raw -8350388.293637 + Penalty 2199.829156 = -8348188.464481 nChanged 77 SP:Iteration 145Q (6385.187722 sec): 3 clusters Score: Raw -8350395.113482 + Penalty 2199.829156 = -8348195.284326 nChanged 79 SP:Iteration 146Q (6385.339338 sec): 3 clusters Score: Raw -8350402.960478 + Penalty 2199.829156 = -8348203.131321 nChanged 77 SP:Iteration 147Q (6385.497825 sec): 3 clusters Score: Raw -8350411.214062 + Penalty 2199.829156 = -8348211.384906 nChanged 79 SP:Iteration 148Q (6385.664507 sec): 3 clusters Score: Raw -8350419.439160 + Penalty 2199.829156 = -8348219.610004 nChanged 77 SP:Iteration 149Q (6385.825591 sec): 3 clusters Score: Raw -8350428.166481 + Penalty 2199.829156 = -8348228.337325 nChanged 73 SP:Iteration 150Q (6385.968935 sec): 3 clusters Score: Raw -8350436.161113 + Penalty 2199.829156 = -8348236.331957 nChanged 79 SP:Iteration 151Q (6386.134715 sec): 3 clusters Score: Raw -8350444.575428 + Penalty 2199.829156 = -8348244.746271 nChanged 83 SP:Iteration 152Q (6386.295303 sec): 3 clusters Score: Raw -8350453.355964 + Penalty 2199.829156 = -8348253.526808 nChanged 87 SP:Iteration 153Q (6386.460561 sec): 3 clusters Score: Raw -8350462.833523 + Penalty 2199.829156 = -8348263.004367 nChanged 99 SP:Iteration 154Q (6386.625198 sec): 3 clusters Score: Raw -8350473.029655 + Penalty 2199.829156 = -8348273.200499 nChanged 78 SP:Iteration 155Q (6386.789298 sec): 3 clusters Score: Raw -8350480.617643 + Penalty 2199.829156 = -8348280.788487 nChanged 81 SP:Iteration 156Q (6386.952044 sec): 3 clusters Score: Raw -8350490.402153 + Penalty 2199.829156 = -8348290.572997 nChanged 76 SP:Iteration 157Q (6387.112091 sec): 3 clusters Score: Raw -8350499.334165 + Penalty 2199.829156 = -8348299.505009 nChanged 78 SP:Iteration 158Q (6387.274970 sec): 3 clusters Score: Raw -8350509.725225 + Penalty 2199.829156 = -8348309.896069 nChanged 92 SP:Iteration 159Q (6387.432442 sec): 3 clusters Score: Raw -8350524.842000 + Penalty 2199.829156 = -8348325.012844 nChanged 105 SP:Iteration 160F (6387.613002 sec): 3 clusters Score: Raw -8350540.144899 + Penalty 2199.829156 = -8348340.315743 nChanged 109 SP:Iteration 161Q (6387.772338 sec): 3 clusters Score: Raw -8350555.652450 + Penalty 2199.829156 = -8348355.823294 nChanged 106 SP:Iteration 162Q (6387.927827 sec): 3 clusters Score: Raw -8350572.131590 + Penalty 2199.829156 = -8348372.302433 nChanged 109 SP:Iteration 163Q (6388.089470 sec): 3 clusters Score: Raw -8350586.507611 + Penalty 2199.829156 = -8348386.678455 nChanged 97 SP:Iteration 164Q (6388.249575 sec): 3 clusters Score: Raw -8350601.303098 + Penalty 2199.829156 = -8348401.473942 nChanged 117 SP:Iteration 165Q (6388.416430 sec): 3 clusters Score: Raw -8350620.959067 + Penalty 2199.829156 = -8348421.129911 nChanged 128 SP:Iteration 166Q (6388.572847 sec): 3 clusters Score: Raw -8350645.134374 + Penalty 2199.829156 = -8348445.305218 nChanged 143 SP:Iteration 167Q (6388.744017 sec): 3 clusters Score: Raw -8350671.818008 + Penalty 2199.829156 = -8348471.988851 nChanged 133 SP:Iteration 168Q (6388.885193 sec): 3 clusters Score: Raw -8350694.713302 + Penalty 2199.829156 = -8348494.884146 nChanged 139 SP:Iteration 169Q (6389.048006 sec): 3 clusters Score: Raw -8350721.374646 + Penalty 2199.829156 = -8348521.545490 nChanged 142 SP:Iteration 170Q (6389.208990 sec): 3 clusters Score: Raw -8350752.791446 + Penalty 2199.829156 = -8348552.962290 nChanged 140 SP:Iteration 171Q (6389.356937 sec): 3 clusters Score: Raw -8350779.162708 + Penalty 2199.829156 = -8348579.333552 nChanged 121 SP:Iteration 172Q (6389.522397 sec): 3 clusters Score: Raw -8350801.352381 + Penalty 2199.829156 = -8348601.523224 nChanged 125 SP:Iteration 173Q (6389.675247 sec): 3 clusters Score: Raw -8350824.979810 + Penalty 2199.829156 = -8348625.150653 nChanged 126 SP:Iteration 174Q (6389.824422 sec): 3 clusters Score: Raw -8350854.687791 + Penalty 2199.829156 = -8348654.858635 nChanged 141 SP:Iteration 175Q (6389.984896 sec): 3 clusters Score: Raw -8350887.533409 + Penalty 2199.829156 = -8348687.704253 nChanged 125 SP:Iteration 176Q (6390.126144 sec): 3 clusters Score: Raw -8350916.060358 + Penalty 2199.829156 = -8348716.231202 nChanged 120 SP:Iteration 177Q (6390.285975 sec): 3 clusters Score: Raw -8350944.415540 + Penalty 2199.829156 = -8348744.586384 nChanged 119 SP:Iteration 178Q (6390.445205 sec): 3 clusters Score: Raw -8350971.254989 + Penalty 2199.829156 = -8348771.425833 nChanged 117 SP:Iteration 179Q (6390.605869 sec): 3 clusters Score: Raw -8350999.226351 + Penalty 2199.829156 = -8348799.397195 nChanged 107 SP:Iteration 180F (6390.778707 sec): 3 clusters Score: Raw -8351025.707047 + Penalty 2199.829156 = -8348825.877891 nChanged 117 SP:Iteration 181Q (6390.942541 sec): 3 clusters Score: Raw -8351053.923291 + Penalty 2199.829156 = -8348854.094135 nChanged 97 SP:Iteration 182Q (6391.088427 sec): 3 clusters Score: Raw -8351079.045690 + Penalty 2199.829156 = -8348879.216534 nChanged 82 SP:Iteration 183Q (6391.237931 sec): 3 clusters Score: Raw -8351096.394093 + Penalty 2199.829156 = -8348896.564937 nChanged 77 SP:Iteration 184Q (6391.384104 sec): 3 clusters Score: Raw -8351111.437287 + Penalty 2199.829156 = -8348911.608131 nChanged 67 SP:Iteration 185Q (6391.542469 sec): 3 clusters Score: Raw -8351126.782468 + Penalty 2199.829156 = -8348926.953312 nChanged 86 SP:Iteration 186Q (6391.695751 sec): 3 clusters Score: Raw -8351149.052112 + Penalty 2199.829156 = -8348949.222956 nChanged 90 SP:Iteration 187Q (6391.838888 sec): 3 clusters Score: Raw -8351171.445227 + Penalty 2199.829156 = -8348971.616071 nChanged 79 SP:Iteration 188Q (6391.991257 sec): 3 clusters Score: Raw -8351193.347722 + Penalty 2199.829156 = -8348993.518566 nChanged 87 SP:Iteration 189Q (6392.144349 sec): 3 clusters Score: Raw -8351217.439452 + Penalty 2199.829156 = -8349017.610296 nChanged 68 SP:Iteration 190Q (6392.293184 sec): 3 clusters Score: Raw -8351234.042301 + Penalty 2199.829156 = -8349034.213145 nChanged 63 SP:Iteration 191Q (6392.452494 sec): 3 clusters Score: Raw -8351250.236223 + Penalty 2199.829156 = -8349050.407066 nChanged 57 SP:Iteration 192Q (6392.611163 sec): 3 clusters Score: Raw -8351263.033869 + Penalty 2199.829156 = -8349063.204713 nChanged 39 SP:Iteration 193Q (6392.768406 sec): 3 clusters Score: Raw -8351271.524617 + Penalty 2199.829156 = -8349071.695461 nChanged 35 SP:Iteration 194Q (6392.922749 sec): 3 clusters Score: Raw -8351278.274184 + Penalty 2199.829156 = -8349078.445028 nChanged 25 SP:Iteration 195Q (6393.069725 sec): 3 clusters Score: Raw -8351283.541316 + Penalty 2199.829156 = -8349083.712160 nChanged 28 SP:Iteration 196Q (6393.213820 sec): 3 clusters Score: Raw -8351288.374890 + Penalty 2199.829156 = -8349088.545734 nChanged 16 SP:Iteration 197Q (6393.365096 sec): 3 clusters Score: Raw -8351291.007871 + Penalty 2199.829156 = -8349091.178715 nChanged 14 SP:Iteration 198Q (6393.522402 sec): 3 clusters Score: Raw -8351293.888603 + Penalty 2199.829156 = -8349094.059447 nChanged 14 SP:Iteration 199Q (6393.680477 sec): 3 clusters Score: Raw -8351296.421345 + Penalty 2199.829156 = -8349096.592189 nChanged 14 SP:Iteration 200F (6393.853461 sec): 3 clusters Score: Raw -8351298.953224 + Penalty 2199.829156 = -8349099.124068 nChanged 16 SP:Iteration 201Q (6394.008722 sec): 3 clusters Score: Raw -8351301.680479 + Penalty 2199.829156 = -8349101.851323 nChanged 11 SP:Iteration 202Q (6394.164587 sec): 3 clusters Score: Raw -8351303.318033 + Penalty 2199.829156 = -8349103.488877 nChanged 8 SP:Iteration 203Q (6394.318033 sec): 3 clusters Score: Raw -8351305.034024 + Penalty 2199.829156 = -8349105.204868 nChanged 8 SP:Iteration 204Q (6394.475937 sec): 3 clusters Score: Raw -8351306.645532 + Penalty 2199.829156 = -8349106.816376 nChanged 13 SP:Iteration 205Q (6394.637617 sec): 3 clusters Score: Raw -8351309.350678 + Penalty 2199.829156 = -8349109.521522 nChanged 12 SP:Iteration 206Q (6394.790544 sec): 3 clusters Score: Raw -8351312.570898 + Penalty 2199.829156 = -8349112.741742 nChanged 17 SP:Iteration 207Q (6394.936042 sec): 3 clusters Score: Raw -8351316.032681 + Penalty 2199.829156 = -8349116.203524 nChanged 20 SP:Iteration 208Q (6395.090965 sec): 3 clusters Score: Raw -8351319.609678 + Penalty 2199.829156 = -8349119.780521 nChanged 15 SP:Iteration 209Q (6395.240525 sec): 3 clusters Score: Raw -8351322.150960 + Penalty 2199.829156 = -8349122.321803 nChanged 10 SP:Iteration 210Q (6395.389570 sec): 3 clusters Score: Raw -8351324.317103 + Penalty 2199.829156 = -8349124.487947 nChanged 12 SP:Iteration 211Q (6395.522132 sec): 3 clusters Score: Raw -8351326.520849 + Penalty 2199.829156 = -8349126.691693 nChanged 17 SP:Iteration 212Q (6395.684172 sec): 3 clusters Score: Raw -8351329.335454 + Penalty 2199.829156 = -8349129.506298 nChanged 15 SP:Iteration 213Q (6395.828760 sec): 3 clusters Score: Raw -8351331.393014 + Penalty 2199.829156 = -8349131.563857 nChanged 9 SP:Iteration 214Q (6395.980456 sec): 3 clusters Score: Raw -8351332.983416 + Penalty 2199.829156 = -8349133.154260 nChanged 14 SP:Iteration 215Q (6396.125471 sec): 3 clusters Score: Raw -8351336.294628 + Penalty 2199.829156 = -8349136.465471 nChanged 17 SP:Iteration 216Q (6396.275096 sec): 3 clusters Score: Raw -8351339.194472 + Penalty 2199.829156 = -8349139.365316 nChanged 9 SP:Iteration 217Q (6396.427010 sec): 3 clusters Score: Raw -8351340.699208 + Penalty 2199.829156 = -8349140.870052 nChanged 9 SP:Iteration 218Q (6396.577488 sec): 3 clusters Score: Raw -8351342.689837 + Penalty 2199.829156 = -8349142.860681 nChanged 11 SP:Iteration 219Q (6396.727068 sec): 3 clusters Score: Raw -8351345.091502 + Penalty 2199.829156 = -8349145.262346 nChanged 7 SP:Iteration 220F (6396.905108 sec): 3 clusters Score: Raw -8351345.712756 + Penalty 2199.829156 = -8349145.883600 nChanged 5 SP:Iteration 221Q (6397.056799 sec): 3 clusters Score: Raw -8351346.473337 + Penalty 2199.829156 = -8349146.644181 nChanged 4 SP:Iteration 222Q (6397.208191 sec): 3 clusters Score: Raw -8351347.264181 + Penalty 2199.829156 = -8349147.435025 nChanged 5 SP:Iteration 223Q (6397.354774 sec): 3 clusters Score: Raw -8351348.395912 + Penalty 2199.829156 = -8349148.566756 nChanged 13 SP:Iteration 224Q (6397.513366 sec): 3 clusters Score: Raw -8351351.128655 + Penalty 2199.829156 = -8349151.299499 nChanged 18 SP:Iteration 225Q (6397.661353 sec): 3 clusters Score: Raw -8351354.869185 + Penalty 2199.829156 = -8349155.040029 nChanged 13 SP:Iteration 226Q (6397.815666 sec): 3 clusters Score: Raw -8351357.923799 + Penalty 2199.829156 = -8349158.094643 nChanged 15 SP:Iteration 227Q (6397.974997 sec): 3 clusters Score: Raw -8351362.431371 + Penalty 2199.829156 = -8349162.602215 nChanged 15 SP:Iteration 228Q (6398.134250 sec): 3 clusters Score: Raw -8351367.206577 + Penalty 2199.829156 = -8349167.377421 nChanged 18 SP:Iteration 229Q (6398.288795 sec): 3 clusters Score: Raw -8351370.917834 + Penalty 2199.829156 = -8349171.088678 nChanged 10 SP:Iteration 230Q (6398.444469 sec): 3 clusters Score: Raw -8351372.833030 + Penalty 2199.829156 = -8349173.003873 nChanged 7 SP:Iteration 231Q (6398.614322 sec): 3 clusters Score: Raw -8351374.364235 + Penalty 2199.829156 = -8349174.535079 nChanged 8 SP:Iteration 232Q (6398.772878 sec): 3 clusters Score: Raw -8351375.834700 + Penalty 2199.829156 = -8349176.005544 nChanged 8 SP:Iteration 233Q (6398.938609 sec): 3 clusters Score: Raw -8351377.751908 + Penalty 2199.829156 = -8349177.922752 nChanged 11 SP:Iteration 234Q (6399.092878 sec): 3 clusters Score: Raw -8351379.697864 + Penalty 2199.829156 = -8349179.868708 nChanged 6 SP:Iteration 235Q (6399.243684 sec): 3 clusters Score: Raw -8351380.991697 + Penalty 2199.829156 = -8349181.162541 nChanged 8 SP:Iteration 236Q (6399.393764 sec): 3 clusters Score: Raw -8351382.529228 + Penalty 2199.829156 = -8349182.700072 nChanged 15 SP:Iteration 237Q (6399.538819 sec): 3 clusters Score: Raw -8351386.059818 + Penalty 2199.829156 = -8349186.230661 nChanged 13 SP:Iteration 238Q (6399.690343 sec): 3 clusters Score: Raw -8351389.383651 + Penalty 2199.829156 = -8349189.554495 nChanged 13 SP:Iteration 239Q (6399.842278 sec): 3 clusters Score: Raw -8351392.217588 + Penalty 2199.829156 = -8349192.388432 nChanged 10 SP:Iteration 240F (6400.025018 sec): 3 clusters Score: Raw -8351394.504660 + Penalty 2199.829156 = -8349194.675504 nChanged 8 SP:Iteration 241Q (6400.175449 sec): 3 clusters Score: Raw -8351396.305484 + Penalty 2199.829156 = -8349196.476328 nChanged 8 SP:Iteration 242Q (6400.338432 sec): 3 clusters Score: Raw -8351397.989872 + Penalty 2199.829156 = -8349198.160715 nChanged 8 SP:Iteration 243Q (6400.488700 sec): 3 clusters Score: Raw -8351399.145773 + Penalty 2199.829156 = -8349199.316617 nChanged 5 SP:Iteration 244Q (6400.643332 sec): 3 clusters Score: Raw -8351400.014324 + Penalty 2199.829156 = -8349200.185168 nChanged 4 SP:Iteration 245Q (6400.782937 sec): 3 clusters Score: Raw -8351401.044372 + Penalty 2199.829156 = -8349201.215216 nChanged 8 SP:Iteration 246Q (6400.935526 sec): 3 clusters Score: Raw -8351402.716483 + Penalty 2199.829156 = -8349202.887326 nChanged 3 SP:Iteration 247Q (6401.089793 sec): 3 clusters Score: Raw -8351403.047038 + Penalty 2199.829156 = -8349203.217882 nChanged 1 SP:Iteration 248Q (6401.238423 sec): 3 clusters Score: Raw -8351403.374152 + Penalty 2199.829156 = -8349203.544996 nChanged 2 SP:Iteration 249Q (6401.384241 sec): 3 clusters Score: Raw -8351403.912834 + Penalty 2199.829156 = -8349204.083678 nChanged 3 SP:Iteration 250Q (6401.550642 sec): 3 clusters Score: Raw -8351404.575380 + Penalty 2199.829156 = -8349204.746224 nChanged 2 SP:Iteration 251Q (6401.709094 sec): 3 clusters Score: Raw -8351404.932596 + Penalty 2199.829156 = -8349205.103440 nChanged 2 SP:Iteration 252Q (6401.862183 sec): 3 clusters Score: Raw -8351405.203446 + Penalty 2199.829156 = -8349205.374290 nChanged 1 SP:Iteration 253Q (6402.020864 sec): 3 clusters Score: Raw -8351405.387584 + Penalty 2199.829156 = -8349205.558428 nChanged 0 SP:Iteration 254F (6402.193221 sec): 3 clusters Score: Raw -8351405.387584 + Penalty 2199.829156 = -8349205.558428 nChanged 0 Trying to split cluster 27 (7927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6402.230721 sec): 2 clusters Score: Raw -508385.478995 + Penalty 852.912844 = -507532.566152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6402.274530 sec): 3 clusters Score: Raw -503768.880089 + Penalty 1705.825687 = -502063.054401 nChanged 3517 SP:Iteration 1F (6402.337693 sec): 3 clusters Score: Raw -505704.553815 + Penalty 1705.825687 = -503998.728128 nChanged 519 SP:Iteration 2F (6402.389607 sec): 3 clusters Score: Raw -505947.116390 + Penalty 1705.825687 = -504241.290703 nChanged 435 SP:Iteration 3F (6402.442756 sec): 3 clusters Score: Raw -506131.934714 + Penalty 1705.825687 = -504426.109026 nChanged 373 SP:Iteration 4Q (6402.491626 sec): 3 clusters Score: Raw -506310.993435 + Penalty 1705.825687 = -504605.167747 nChanged 374 SP:Iteration 5Q (6402.551231 sec): 3 clusters Score: Raw -506496.228503 + Penalty 1705.825687 = -504790.402815 nChanged 357 SP:Iteration 6Q (6402.602647 sec): 3 clusters Score: Raw -506668.719219 + Penalty 1705.825687 = -504962.893532 nChanged 326 SP:Iteration 7Q (6402.657566 sec): 3 clusters Score: Raw -506828.037044 + Penalty 1705.825687 = -505122.211357 nChanged 291 SP:Iteration 8Q (6402.710907 sec): 3 clusters Score: Raw -506978.562601 + Penalty 1705.825687 = -505272.736914 nChanged 260 SP:Iteration 9Q (6402.764083 sec): 3 clusters Score: Raw -507128.024513 + Penalty 1705.825687 = -505422.198825 nChanged 287 SP:Iteration 10Q (6402.819013 sec): 3 clusters Score: Raw -507307.144251 + Penalty 1705.825687 = -505601.318564 nChanged 284 SP:Iteration 11Q (6402.883471 sec): 3 clusters Score: Raw -507486.310219 + Penalty 1705.825687 = -505780.484532 nChanged 265 SP:Iteration 12Q (6402.927908 sec): 3 clusters Score: Raw -507651.625978 + Penalty 1705.825687 = -505945.800291 nChanged 255 SP:Iteration 13Q (6402.974930 sec): 3 clusters Score: Raw -507818.323062 + Penalty 1705.825687 = -506112.497375 nChanged 206 SP:Iteration 14Q (6403.035754 sec): 3 clusters Score: Raw -507956.632654 + Penalty 1705.825687 = -506250.806966 nChanged 204 SP:Iteration 15Q (6403.087612 sec): 3 clusters Score: Raw -508090.120584 + Penalty 1705.825687 = -506384.294897 nChanged 155 SP:Iteration 16Q (6403.135435 sec): 3 clusters Score: Raw -508178.191930 + Penalty 1705.825687 = -506472.366243 nChanged 118 SP:Iteration 17Q (6403.191606 sec): 3 clusters Score: Raw -508250.642808 + Penalty 1705.825687 = -506544.817121 nChanged 108 SP:Iteration 18Q (6403.235034 sec): 3 clusters Score: Raw -508308.289079 + Penalty 1705.825687 = -506602.463392 nChanged 86 SP:Iteration 19Q (6403.277429 sec): 3 clusters Score: Raw -508353.233666 + Penalty 1705.825687 = -506647.407978 nChanged 72 SP:Iteration 20F (6403.341144 sec): 3 clusters Score: Raw -508391.228102 + Penalty 1705.825687 = -506685.402414 nChanged 65 SP:Iteration 21Q (6403.381557 sec): 3 clusters Score: Raw -508432.399270 + Penalty 1705.825687 = -506726.573583 nChanged 59 SP:Iteration 22Q (6403.433220 sec): 3 clusters Score: Raw -508472.080341 + Penalty 1705.825687 = -506766.254654 nChanged 48 SP:Iteration 23Q (6403.494934 sec): 3 clusters Score: Raw -508498.851300 + Penalty 1705.825687 = -506793.025613 nChanged 39 SP:Iteration 24Q (6403.532336 sec): 3 clusters Score: Raw -508517.351223 + Penalty 1705.825687 = -506811.525535 nChanged 25 SP:Iteration 25Q (6403.588408 sec): 3 clusters Score: Raw -508529.096509 + Penalty 1705.825687 = -506823.270821 nChanged 18 SP:Iteration 26Q (6403.635542 sec): 3 clusters Score: Raw -508539.170390 + Penalty 1705.825687 = -506833.344703 nChanged 19 SP:Iteration 27Q (6403.696797 sec): 3 clusters Score: Raw -508552.374532 + Penalty 1705.825687 = -506846.548845 nChanged 18 SP:Iteration 28Q (6403.749349 sec): 3 clusters Score: Raw -508561.128436 + Penalty 1705.825687 = -506855.302748 nChanged 10 SP:Iteration 29Q (6403.797590 sec): 3 clusters Score: Raw -508567.015441 + Penalty 1705.825687 = -506861.189754 nChanged 8 SP:Iteration 30Q (6403.858772 sec): 3 clusters Score: Raw -508573.212235 + Penalty 1705.825687 = -506867.386547 nChanged 9 SP:Iteration 31Q (6403.900801 sec): 3 clusters Score: Raw -508577.398940 + Penalty 1705.825687 = -506871.573252 nChanged 6 SP:Iteration 32Q (6403.962904 sec): 3 clusters Score: Raw -508581.193788 + Penalty 1705.825687 = -506875.368100 nChanged 8 SP:Iteration 33Q (6404.005240 sec): 3 clusters Score: Raw -508588.118488 + Penalty 1705.825687 = -506882.292801 nChanged 5 SP:Iteration 34Q (6404.061553 sec): 3 clusters Score: Raw -508590.866737 + Penalty 1705.825687 = -506885.041050 nChanged 3 SP:Iteration 35Q (6404.112043 sec): 3 clusters Score: Raw -508592.753159 + Penalty 1705.825687 = -506886.927472 nChanged 2 SP:Iteration 36Q (6404.165355 sec): 3 clusters Score: Raw -508593.742149 + Penalty 1705.825687 = -506887.916462 nChanged 1 SP:Iteration 37Q (6404.213638 sec): 3 clusters Score: Raw -508594.520355 + Penalty 1705.825687 = -506888.694668 nChanged 1 SP:Iteration 38Q (6404.272359 sec): 3 clusters Score: Raw -508594.656495 + Penalty 1705.825687 = -506888.830808 nChanged 0 SP:Iteration 39F (6404.317882 sec): 3 clusters Score: Raw -508594.656495 + Penalty 1705.825687 = -506888.830808 nChanged 0 Trying to split cluster 28 (9665 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6404.360180 sec): 2 clusters Score: Raw -637230.750500 + Penalty 871.745307 = -636359.005193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6404.421299 sec): 3 clusters Score: Raw -631484.100497 + Penalty 1743.490614 = -629740.609883 nChanged 4279 SP:Iteration 1F (6404.482077 sec): 3 clusters Score: Raw -633863.586441 + Penalty 1743.490614 = -632120.095826 nChanged 615 SP:Iteration 2F (6404.533832 sec): 3 clusters Score: Raw -634158.591740 + Penalty 1743.490614 = -632415.101126 nChanged 554 SP:Iteration 3F (6404.588678 sec): 3 clusters Score: Raw -634458.675244 + Penalty 1743.490614 = -632715.184629 nChanged 553 SP:Iteration 4F (6404.650020 sec): 3 clusters Score: Raw -634762.820530 + Penalty 1743.490614 = -633019.329915 nChanged 538 SP:Iteration 5F (6404.706154 sec): 3 clusters Score: Raw -635085.839956 + Penalty 1743.490614 = -633342.349342 nChanged 558 SP:Iteration 6F (6404.762502 sec): 3 clusters Score: Raw -635474.573596 + Penalty 1743.490614 = -633731.082982 nChanged 567 SP:Iteration 7F (6404.800054 sec): 3 clusters Score: Raw -635894.244189 + Penalty 1743.490614 = -634150.753575 nChanged 569 SP:Iteration 8F (6404.857416 sec): 3 clusters Score: Raw -636325.644912 + Penalty 1743.490614 = -634582.154298 nChanged 487 SP:Iteration 9F (6404.912139 sec): 3 clusters Score: Raw -636671.231580 + Penalty 1743.490614 = -634927.740965 nChanged 420 SP:Iteration 10Q (6404.968852 sec): 3 clusters Score: Raw -636911.976552 + Penalty 1743.490614 = -635168.485938 nChanged 281 SP:Iteration 11Q (6405.026837 sec): 3 clusters Score: Raw -637052.407442 + Penalty 1743.490614 = -635308.916828 nChanged 203 SP:Iteration 12Q (6405.085339 sec): 3 clusters Score: Raw -637151.657685 + Penalty 1743.490614 = -635408.167071 nChanged 176 SP:Iteration 13Q (6405.139328 sec): 3 clusters Score: Raw -637221.509258 + Penalty 1743.490614 = -635478.018643 nChanged 146 SP:Iteration 14Q (6405.189471 sec): 3 clusters Score: Raw -637269.932038 + Penalty 1743.490614 = -635526.441424 nChanged 118 SP:Iteration 15Q (6405.252650 sec): 3 clusters Score: Raw -637310.619821 + Penalty 1743.490614 = -635567.129207 nChanged 101 SP:Iteration 16Q (6405.304265 sec): 3 clusters Score: Raw -637346.223320 + Penalty 1743.490614 = -635602.732705 nChanged 95 SP:Iteration 17Q (6405.358979 sec): 3 clusters Score: Raw -637374.279940 + Penalty 1743.490614 = -635630.789326 nChanged 75 SP:Iteration 18Q (6405.406900 sec): 3 clusters Score: Raw -637394.857519 + Penalty 1743.490614 = -635651.366905 nChanged 66 SP:Iteration 19Q (6405.463450 sec): 3 clusters Score: Raw -637408.816477 + Penalty 1743.490614 = -635665.325863 nChanged 56 SP:Iteration 20F (6405.517305 sec): 3 clusters Score: Raw -637420.748207 + Penalty 1743.490614 = -635677.257593 nChanged 55 SP:Iteration 21Q (6405.581364 sec): 3 clusters Score: Raw -637429.082501 + Penalty 1743.490614 = -635685.591886 nChanged 44 SP:Iteration 22Q (6405.633244 sec): 3 clusters Score: Raw -637435.823789 + Penalty 1743.490614 = -635692.333174 nChanged 36 SP:Iteration 23Q (6405.675217 sec): 3 clusters Score: Raw -637443.663099 + Penalty 1743.490614 = -635700.172484 nChanged 44 SP:Iteration 24Q (6405.739053 sec): 3 clusters Score: Raw -637452.342535 + Penalty 1743.490614 = -635708.851921 nChanged 36 SP:Iteration 25Q (6405.784990 sec): 3 clusters Score: Raw -637458.298333 + Penalty 1743.490614 = -635714.807719 nChanged 24 SP:Iteration 26Q (6405.847645 sec): 3 clusters Score: Raw -637461.396992 + Penalty 1743.490614 = -635717.906377 nChanged 24 SP:Iteration 27Q (6405.885552 sec): 3 clusters Score: Raw -637464.916372 + Penalty 1743.490614 = -635721.425758 nChanged 19 SP:Iteration 28Q (6405.940114 sec): 3 clusters Score: Raw -637467.147195 + Penalty 1743.490614 = -635723.656580 nChanged 14 SP:Iteration 29Q (6405.983376 sec): 3 clusters Score: Raw -637468.827105 + Penalty 1743.490614 = -635725.336491 nChanged 18 SP:Iteration 30Q (6406.041602 sec): 3 clusters Score: Raw -637470.890052 + Penalty 1743.490614 = -635727.399437 nChanged 11 SP:Iteration 31Q (6406.102028 sec): 3 clusters Score: Raw -637471.900575 + Penalty 1743.490614 = -635728.409961 nChanged 11 SP:Iteration 32Q (6406.148758 sec): 3 clusters Score: Raw -637473.507790 + Penalty 1743.490614 = -635730.017176 nChanged 18 SP:Iteration 33Q (6406.202356 sec): 3 clusters Score: Raw -637476.741236 + Penalty 1743.490614 = -635733.250622 nChanged 17 SP:Iteration 34Q (6406.254387 sec): 3 clusters Score: Raw -637478.251710 + Penalty 1743.490614 = -635734.761096 nChanged 13 SP:Iteration 35Q (6406.322100 sec): 3 clusters Score: Raw -637479.376576 + Penalty 1743.490614 = -635735.885961 nChanged 12 SP:Iteration 36Q (6406.369729 sec): 3 clusters Score: Raw -637480.401758 + Penalty 1743.490614 = -635736.911144 nChanged 14 SP:Iteration 37Q (6406.433023 sec): 3 clusters Score: Raw -637481.855202 + Penalty 1743.490614 = -635738.364588 nChanged 11 SP:Iteration 38Q (6406.483339 sec): 3 clusters Score: Raw -637483.118736 + Penalty 1743.490614 = -635739.628122 nChanged 10 SP:Iteration 39Q (6406.542182 sec): 3 clusters Score: Raw -637484.193298 + Penalty 1743.490614 = -635740.702684 nChanged 7 SP:Iteration 40F (6406.597872 sec): 3 clusters Score: Raw -637484.814727 + Penalty 1743.490614 = -635741.324113 nChanged 4 SP:Iteration 41Q (6406.640911 sec): 3 clusters Score: Raw -637485.178066 + Penalty 1743.490614 = -635741.687451 nChanged 4 SP:Iteration 42Q (6406.696891 sec): 3 clusters Score: Raw -637485.483061 + Penalty 1743.490614 = -635741.992447 nChanged 6 SP:Iteration 43Q (6406.761779 sec): 3 clusters Score: Raw -637485.890652 + Penalty 1743.490614 = -635742.400037 nChanged 5 SP:Iteration 44Q (6406.819649 sec): 3 clusters Score: Raw -637486.278220 + Penalty 1743.490614 = -635742.787606 nChanged 5 SP:Iteration 45Q (6406.868397 sec): 3 clusters Score: Raw -637486.579089 + Penalty 1743.490614 = -635743.088475 nChanged 3 SP:Iteration 46Q (6406.930100 sec): 3 clusters Score: Raw -637486.799322 + Penalty 1743.490614 = -635743.308708 nChanged 1 SP:Iteration 47Q (6406.988065 sec): 3 clusters Score: Raw -637486.844774 + Penalty 1743.490614 = -635743.354160 nChanged 1 SP:Iteration 48Q (6407.039320 sec): 3 clusters Score: Raw -637487.045225 + Penalty 1743.490614 = -635743.554611 nChanged 2 SP:Iteration 49Q (6407.096903 sec): 3 clusters Score: Raw -637487.251965 + Penalty 1743.490614 = -635743.761351 nChanged 3 SP:Iteration 50Q (6407.159201 sec): 3 clusters Score: Raw -637487.600907 + Penalty 1743.490614 = -635744.110293 nChanged 5 SP:Iteration 51Q (6407.216968 sec): 3 clusters Score: Raw -637489.598607 + Penalty 1743.490614 = -635746.107992 nChanged 6 SP:Iteration 52Q (6407.269277 sec): 3 clusters Score: Raw -637490.688204 + Penalty 1743.490614 = -635747.197590 nChanged 5 SP:Iteration 53Q (6407.322243 sec): 3 clusters Score: Raw -637491.699032 + Penalty 1743.490614 = -635748.208418 nChanged 8 SP:Iteration 54Q (6407.379749 sec): 3 clusters Score: Raw -637492.453368 + Penalty 1743.490614 = -635748.962754 nChanged 6 SP:Iteration 55Q (6407.440031 sec): 3 clusters Score: Raw -637493.050400 + Penalty 1743.490614 = -635749.559785 nChanged 10 SP:Iteration 56Q (6407.483599 sec): 3 clusters Score: Raw -637493.630019 + Penalty 1743.490614 = -635750.139405 nChanged 4 SP:Iteration 57Q (6407.539928 sec): 3 clusters Score: Raw -637493.961961 + Penalty 1743.490614 = -635750.471346 nChanged 5 SP:Iteration 58Q (6407.604150 sec): 3 clusters Score: Raw -637494.447225 + Penalty 1743.490614 = -635750.956610 nChanged 5 SP:Iteration 59Q (6407.664111 sec): 3 clusters Score: Raw -637494.867198 + Penalty 1743.490614 = -635751.376583 nChanged 6 SP:Iteration 60F (6407.724224 sec): 3 clusters Score: Raw -637495.411886 + Penalty 1743.490614 = -635751.921272 nChanged 5 SP:Iteration 61Q (6407.774911 sec): 3 clusters Score: Raw -637496.170961 + Penalty 1743.490614 = -635752.680346 nChanged 5 SP:Iteration 62Q (6407.833243 sec): 3 clusters Score: Raw -637496.847421 + Penalty 1743.490614 = -635753.356806 nChanged 3 SP:Iteration 63Q (6407.874886 sec): 3 clusters Score: Raw -637497.230473 + Penalty 1743.490614 = -635753.739859 nChanged 4 SP:Iteration 64Q (6407.928736 sec): 3 clusters Score: Raw -637497.542788 + Penalty 1743.490614 = -635754.052173 nChanged 4 SP:Iteration 65Q (6407.986989 sec): 3 clusters Score: Raw -637497.883033 + Penalty 1743.490614 = -635754.392419 nChanged 4 SP:Iteration 66Q (6408.042451 sec): 3 clusters Score: Raw -637498.289518 + Penalty 1743.490614 = -635754.798903 nChanged 3 SP:Iteration 67Q (6408.109733 sec): 3 clusters Score: Raw -637498.469997 + Penalty 1743.490614 = -635754.979383 nChanged 3 SP:Iteration 68Q (6408.175652 sec): 3 clusters Score: Raw -637498.744962 + Penalty 1743.490614 = -635755.254347 nChanged 3 SP:Iteration 69Q (6408.238955 sec): 3 clusters Score: Raw -637499.139404 + Penalty 1743.490614 = -635755.648790 nChanged 4 SP:Iteration 70Q (6408.294184 sec): 3 clusters Score: Raw -637499.670507 + Penalty 1743.490614 = -635756.179893 nChanged 7 SP:Iteration 71Q (6408.348498 sec): 3 clusters Score: Raw -637500.319822 + Penalty 1743.490614 = -635756.829208 nChanged 3 SP:Iteration 72Q (6408.410519 sec): 3 clusters Score: Raw -637500.665225 + Penalty 1743.490614 = -635757.174610 nChanged 1 SP:Iteration 73Q (6408.468735 sec): 3 clusters Score: Raw -637500.961601 + Penalty 1743.490614 = -635757.470987 nChanged 3 SP:Iteration 74Q (6408.527312 sec): 3 clusters Score: Raw -637501.499121 + Penalty 1743.490614 = -635758.008507 nChanged 1 SP:Iteration 75Q (6408.582587 sec): 3 clusters Score: Raw -637501.627531 + Penalty 1743.490614 = -635758.136916 nChanged 1 SP:Iteration 76Q (6408.626018 sec): 3 clusters Score: Raw -637501.774129 + Penalty 1743.490614 = -635758.283514 nChanged 1 SP:Iteration 77Q (6408.679950 sec): 3 clusters Score: Raw -637501.903098 + Penalty 1743.490614 = -635758.412483 nChanged 2 SP:Iteration 78Q (6408.745778 sec): 3 clusters Score: Raw -637502.099702 + Penalty 1743.490614 = -635758.609088 nChanged 2 SP:Iteration 79Q (6408.808191 sec): 3 clusters Score: Raw -637502.188662 + Penalty 1743.490614 = -635758.698048 nChanged 3 SP:Iteration 80F (6408.861096 sec): 3 clusters Score: Raw -637502.402927 + Penalty 1743.490614 = -635758.912313 nChanged 3 SP:Iteration 81Q (6408.912471 sec): 3 clusters Score: Raw -637502.610672 + Penalty 1743.490614 = -635759.120058 nChanged 2 SP:Iteration 82Q (6408.979697 sec): 3 clusters Score: Raw -637502.798311 + Penalty 1743.490614 = -635759.307697 nChanged 2 SP:Iteration 83Q (6409.026321 sec): 3 clusters Score: Raw -637503.327385 + Penalty 1743.490614 = -635759.836771 nChanged 2 SP:Iteration 84Q (6409.091821 sec): 3 clusters Score: Raw -637503.489272 + Penalty 1743.490614 = -635759.998657 nChanged 2 SP:Iteration 85Q (6409.148450 sec): 3 clusters Score: Raw -637503.608943 + Penalty 1743.490614 = -635760.118329 nChanged 1 SP:Iteration 86Q (6409.199861 sec): 3 clusters Score: Raw -637503.643591 + Penalty 1743.490614 = -635760.152976 nChanged 1 SP:Iteration 87Q (6409.259672 sec): 3 clusters Score: Raw -637503.661269 + Penalty 1743.490614 = -635760.170654 nChanged 0 SP:Iteration 88F (6409.320636 sec): 3 clusters Score: Raw -637503.661269 + Penalty 1743.490614 = -635760.170654 nChanged 0 Trying to split cluster 29 (8531 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6409.356511 sec): 2 clusters Score: Raw -623127.781124 + Penalty 859.888877 = -622267.892247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6409.403767 sec): 3 clusters Score: Raw -618189.850666 + Penalty 1719.777755 = -616470.072911 nChanged 3787 SP:Iteration 1F (6409.468736 sec): 3 clusters Score: Raw -620714.031527 + Penalty 1719.777755 = -618994.253773 nChanged 739 SP:Iteration 2F (6409.524375 sec): 3 clusters Score: Raw -621362.790245 + Penalty 1719.777755 = -619643.012490 nChanged 817 SP:Iteration 3F (6409.584184 sec): 3 clusters Score: Raw -622161.721511 + Penalty 1719.777755 = -620441.943756 nChanged 693 SP:Iteration 4F (6409.638743 sec): 3 clusters Score: Raw -622813.639768 + Penalty 1719.777755 = -621093.862014 nChanged 505 SP:Iteration 5F (6409.696767 sec): 3 clusters Score: Raw -623180.391110 + Penalty 1719.777755 = -621460.613355 nChanged 318 SP:Iteration 6Q (6409.755587 sec): 3 clusters Score: Raw -623364.414033 + Penalty 1719.777755 = -621644.636278 nChanged 217 SP:Iteration 7Q (6409.811798 sec): 3 clusters Score: Raw -623471.476752 + Penalty 1719.777755 = -621751.698997 nChanged 144 SP:Iteration 8Q (6409.868002 sec): 3 clusters Score: Raw -623517.202169 + Penalty 1719.777755 = -621797.424414 nChanged 73 SP:Iteration 9Q (6409.931812 sec): 3 clusters Score: Raw -623537.497455 + Penalty 1719.777755 = -621817.719700 nChanged 66 SP:Iteration 10Q (6409.987335 sec): 3 clusters Score: Raw -623557.858778 + Penalty 1719.777755 = -621838.081024 nChanged 54 SP:Iteration 11Q (6410.044140 sec): 3 clusters Score: Raw -623572.502121 + Penalty 1719.777755 = -621852.724367 nChanged 40 SP:Iteration 12Q (6410.104749 sec): 3 clusters Score: Raw -623581.243737 + Penalty 1719.777755 = -621861.465983 nChanged 36 SP:Iteration 13Q (6410.161947 sec): 3 clusters Score: Raw -623588.507658 + Penalty 1719.777755 = -621868.729903 nChanged 23 SP:Iteration 14Q (6410.218644 sec): 3 clusters Score: Raw -623592.142464 + Penalty 1719.777755 = -621872.364709 nChanged 17 SP:Iteration 15Q (6410.266150 sec): 3 clusters Score: Raw -623594.622803 + Penalty 1719.777755 = -621874.845048 nChanged 14 SP:Iteration 16Q (6410.325232 sec): 3 clusters Score: Raw -623596.739985 + Penalty 1719.777755 = -621876.962230 nChanged 17 SP:Iteration 17Q (6410.388594 sec): 3 clusters Score: Raw -623599.856274 + Penalty 1719.777755 = -621880.078519 nChanged 17 SP:Iteration 18Q (6410.452156 sec): 3 clusters Score: Raw -623602.199574 + Penalty 1719.777755 = -621882.421819 nChanged 16 SP:Iteration 19Q (6410.500215 sec): 3 clusters Score: Raw -623604.638504 + Penalty 1719.777755 = -621884.860749 nChanged 13 SP:Iteration 20F (6410.560096 sec): 3 clusters Score: Raw -623605.754144 + Penalty 1719.777755 = -621885.976389 nChanged 8 SP:Iteration 21Q (6410.629991 sec): 3 clusters Score: Raw -623606.460104 + Penalty 1719.777755 = -621886.682349 nChanged 8 SP:Iteration 22Q (6410.692065 sec): 3 clusters Score: Raw -623607.007842 + Penalty 1719.777755 = -621887.230088 nChanged 8 SP:Iteration 23Q (6410.754194 sec): 3 clusters Score: Raw -623608.046562 + Penalty 1719.777755 = -621888.268807 nChanged 11 SP:Iteration 24Q (6410.815213 sec): 3 clusters Score: Raw -623609.710886 + Penalty 1719.777755 = -621889.933132 nChanged 13 SP:Iteration 25Q (6410.871303 sec): 3 clusters Score: Raw -623611.086412 + Penalty 1719.777755 = -621891.308657 nChanged 11 SP:Iteration 26Q (6410.914057 sec): 3 clusters Score: Raw -623612.332136 + Penalty 1719.777755 = -621892.554381 nChanged 12 SP:Iteration 27Q (6410.971335 sec): 3 clusters Score: Raw -623613.938193 + Penalty 1719.777755 = -621894.160438 nChanged 16 SP:Iteration 28Q (6411.027507 sec): 3 clusters Score: Raw -623616.227828 + Penalty 1719.777755 = -621896.450073 nChanged 13 SP:Iteration 29Q (6411.092319 sec): 3 clusters Score: Raw -623617.448639 + Penalty 1719.777755 = -621897.670884 nChanged 20 SP:Iteration 30Q (6411.142767 sec): 3 clusters Score: Raw -623619.757060 + Penalty 1719.777755 = -621899.979305 nChanged 14 SP:Iteration 31Q (6411.209720 sec): 3 clusters Score: Raw -623621.556707 + Penalty 1719.777755 = -621901.778953 nChanged 13 SP:Iteration 32Q (6411.254537 sec): 3 clusters Score: Raw -623623.328259 + Penalty 1719.777755 = -621903.550504 nChanged 10 SP:Iteration 33Q (6411.311526 sec): 3 clusters Score: Raw -623624.211575 + Penalty 1719.777755 = -621904.433821 nChanged 7 SP:Iteration 34Q (6411.379514 sec): 3 clusters Score: Raw -623624.888366 + Penalty 1719.777755 = -621905.110611 nChanged 7 SP:Iteration 35Q (6411.437727 sec): 3 clusters Score: Raw -623625.529334 + Penalty 1719.777755 = -621905.751580 nChanged 7 SP:Iteration 36Q (6411.488022 sec): 3 clusters Score: Raw -623626.201181 + Penalty 1719.777755 = -621906.423426 nChanged 3 SP:Iteration 37Q (6411.549615 sec): 3 clusters Score: Raw -623626.557872 + Penalty 1719.777755 = -621906.780117 nChanged 5 SP:Iteration 38Q (6411.598379 sec): 3 clusters Score: Raw -623627.241689 + Penalty 1719.777755 = -621907.463934 nChanged 6 SP:Iteration 39Q (6411.651873 sec): 3 clusters Score: Raw -623628.115410 + Penalty 1719.777755 = -621908.337656 nChanged 10 SP:Iteration 40F (6411.697449 sec): 3 clusters Score: Raw -623629.211098 + Penalty 1719.777755 = -621909.433343 nChanged 6 SP:Iteration 41Q (6411.756921 sec): 3 clusters Score: Raw -623629.711850 + Penalty 1719.777755 = -621909.934096 nChanged 6 SP:Iteration 42Q (6411.814413 sec): 3 clusters Score: Raw -623630.315069 + Penalty 1719.777755 = -621910.537314 nChanged 5 SP:Iteration 43Q (6411.877525 sec): 3 clusters Score: Raw -623630.796226 + Penalty 1719.777755 = -621911.018472 nChanged 5 SP:Iteration 44Q (6411.932813 sec): 3 clusters Score: Raw -623631.263216 + Penalty 1719.777755 = -621911.485461 nChanged 4 SP:Iteration 45Q (6412.000808 sec): 3 clusters Score: Raw -623631.788912 + Penalty 1719.777755 = -621912.011157 nChanged 2 SP:Iteration 46Q (6412.061003 sec): 3 clusters Score: Raw -623632.050215 + Penalty 1719.777755 = -621912.272460 nChanged 4 SP:Iteration 47Q (6412.119426 sec): 3 clusters Score: Raw -623632.509281 + Penalty 1719.777755 = -621912.731526 nChanged 4 SP:Iteration 48Q (6412.175458 sec): 3 clusters Score: Raw -623633.023157 + Penalty 1719.777755 = -621913.245403 nChanged 7 SP:Iteration 49Q (6412.226932 sec): 3 clusters Score: Raw -623634.115797 + Penalty 1719.777755 = -621914.338043 nChanged 10 SP:Iteration 50Q (6412.287556 sec): 3 clusters Score: Raw -623635.918293 + Penalty 1719.777755 = -621916.140538 nChanged 12 SP:Iteration 51Q (6412.329660 sec): 3 clusters Score: Raw -623637.462844 + Penalty 1719.777755 = -621917.685089 nChanged 12 SP:Iteration 52Q (6412.381062 sec): 3 clusters Score: Raw -623639.137431 + Penalty 1719.777755 = -621919.359676 nChanged 15 SP:Iteration 53Q (6412.445320 sec): 3 clusters Score: Raw -623641.489912 + Penalty 1719.777755 = -621921.712157 nChanged 18 SP:Iteration 54Q (6412.485977 sec): 3 clusters Score: Raw -623643.665191 + Penalty 1719.777755 = -621923.887436 nChanged 14 SP:Iteration 55Q (6412.542357 sec): 3 clusters Score: Raw -623645.630063 + Penalty 1719.777755 = -621925.852308 nChanged 15 SP:Iteration 56Q (6412.600428 sec): 3 clusters Score: Raw -623647.331239 + Penalty 1719.777755 = -621927.553484 nChanged 12 SP:Iteration 57Q (6412.653090 sec): 3 clusters Score: Raw -623649.175821 + Penalty 1719.777755 = -621929.398066 nChanged 14 SP:Iteration 58Q (6412.711075 sec): 3 clusters Score: Raw -623651.073771 + Penalty 1719.777755 = -621931.296016 nChanged 15 SP:Iteration 59Q (6412.757170 sec): 3 clusters Score: Raw -623653.218123 + Penalty 1719.777755 = -621933.440369 nChanged 9 SP:Iteration 60F (6412.816452 sec): 3 clusters Score: Raw -623654.059392 + Penalty 1719.777755 = -621934.281637 nChanged 6 SP:Iteration 61Q (6412.882673 sec): 3 clusters Score: Raw -623654.420371 + Penalty 1719.777755 = -621934.642616 nChanged 5 SP:Iteration 62Q (6412.929421 sec): 3 clusters Score: Raw -623654.795208 + Penalty 1719.777755 = -621935.017453 nChanged 3 SP:Iteration 63Q (6412.978415 sec): 3 clusters Score: Raw -623654.938953 + Penalty 1719.777755 = -621935.161198 nChanged 2 SP:Iteration 64Q (6413.027250 sec): 3 clusters Score: Raw -623655.013431 + Penalty 1719.777755 = -621935.235676 nChanged 4 SP:Iteration 65Q (6413.072208 sec): 3 clusters Score: Raw -623655.236798 + Penalty 1719.777755 = -621935.459043 nChanged 3 SP:Iteration 66Q (6413.126699 sec): 3 clusters Score: Raw -623655.446351 + Penalty 1719.777755 = -621935.668597 nChanged 3 SP:Iteration 67Q (6413.181443 sec): 3 clusters Score: Raw -623655.575328 + Penalty 1719.777755 = -621935.797573 nChanged 0 SP:Iteration 68F (6413.238147 sec): 3 clusters Score: Raw -623655.575328 + Penalty 1719.777755 = -621935.797573 nChanged 0 Trying to split cluster 30 (1632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6413.262279 sec): 2 clusters Score: Raw -85481.013923 + Penalty 702.768346 = -84778.245577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6413.317363 sec): 3 clusters Score: Raw -84747.104801 + Penalty 1405.536692 = -83341.568109 nChanged 623 SP:Iteration 1F (6413.351800 sec): 3 clusters Score: Raw -85146.982673 + Penalty 1405.536692 = -83741.445981 nChanged 171 SP:Iteration 2F (6413.396019 sec): 3 clusters Score: Raw -85275.136178 + Penalty 1405.536692 = -83869.599486 nChanged 116 SP:Iteration 3F (6413.440798 sec): 3 clusters Score: Raw -85354.822674 + Penalty 1405.536692 = -83949.285983 nChanged 74 SP:Iteration 4Q (6413.495492 sec): 3 clusters Score: Raw -85418.151384 + Penalty 1405.536692 = -84012.614693 nChanged 51 SP:Iteration 5Q (6413.540205 sec): 3 clusters Score: Raw -85452.367652 + Penalty 1405.536692 = -84046.830960 nChanged 36 SP:Iteration 6Q (6413.573364 sec): 3 clusters Score: Raw -85473.444361 + Penalty 1405.536692 = -84067.907670 nChanged 24 SP:Iteration 7Q (6413.625512 sec): 3 clusters Score: Raw -85487.460656 + Penalty 1405.536692 = -84081.923964 nChanged 21 SP:Iteration 8Q (6413.660986 sec): 3 clusters Score: Raw -85493.395706 + Penalty 1405.536692 = -84087.859014 nChanged 11 SP:Iteration 9Q (6413.712314 sec): 3 clusters Score: Raw -85497.708353 + Penalty 1405.536692 = -84092.171662 nChanged 10 SP:Iteration 10Q (6413.754194 sec): 3 clusters Score: Raw -85502.547620 + Penalty 1405.536692 = -84097.010928 nChanged 9 SP:Iteration 11Q (6413.795628 sec): 3 clusters Score: Raw -85504.976326 + Penalty 1405.536692 = -84099.439634 nChanged 5 SP:Iteration 12Q (6413.840159 sec): 3 clusters Score: Raw -85505.896548 + Penalty 1405.536692 = -84100.359856 nChanged 3 SP:Iteration 13Q (6413.888990 sec): 3 clusters Score: Raw -85506.396848 + Penalty 1405.536692 = -84100.860156 nChanged 2 SP:Iteration 14Q (6413.931330 sec): 3 clusters Score: Raw -85506.674250 + Penalty 1405.536692 = -84101.137558 nChanged 2 SP:Iteration 15Q (6413.972451 sec): 3 clusters Score: Raw -85507.778975 + Penalty 1405.536692 = -84102.242283 nChanged 4 SP:Iteration 16Q (6414.008011 sec): 3 clusters Score: Raw -85510.126693 + Penalty 1405.536692 = -84104.590001 nChanged 5 SP:Iteration 17Q (6414.050044 sec): 3 clusters Score: Raw -85511.315458 + Penalty 1405.536692 = -84105.778766 nChanged 5 SP:Iteration 18Q (6414.103978 sec): 3 clusters Score: Raw -85514.126437 + Penalty 1405.536692 = -84108.589745 nChanged 4 SP:Iteration 19Q (6414.141812 sec): 3 clusters Score: Raw -85515.134220 + Penalty 1405.536692 = -84109.597528 nChanged 3 SP:Iteration 20F (6414.201458 sec): 3 clusters Score: Raw -85516.133467 + Penalty 1405.536692 = -84110.596775 nChanged 3 SP:Iteration 21Q (6414.253257 sec): 3 clusters Score: Raw -85517.027100 + Penalty 1405.536692 = -84111.490408 nChanged 5 SP:Iteration 22Q (6414.289369 sec): 3 clusters Score: Raw -85518.170545 + Penalty 1405.536692 = -84112.633853 nChanged 3 SP:Iteration 23Q (6414.348192 sec): 3 clusters Score: Raw -85519.146282 + Penalty 1405.536692 = -84113.609590 nChanged 2 SP:Iteration 24Q (6414.391164 sec): 3 clusters Score: Raw -85519.596367 + Penalty 1405.536692 = -84114.059676 nChanged 0 SP:Iteration 25F (6414.437788 sec): 3 clusters Score: Raw -85519.596367 + Penalty 1405.536692 = -84114.059676 nChanged 0 Trying to split cluster 31 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6414.459566 sec): 2 clusters Score: Raw -223885.678694 + Penalty 765.480949 = -223120.197746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6414.509383 sec): 3 clusters Score: Raw -222234.617869 + Penalty 1530.961897 = -220703.655972 nChanged 1298 SP:Iteration 1F (6414.557712 sec): 3 clusters Score: Raw -223021.555366 + Penalty 1530.961897 = -221490.593469 nChanged 241 SP:Iteration 2F (6414.603409 sec): 3 clusters Score: Raw -223184.608480 + Penalty 1530.961897 = -221653.646583 nChanged 186 SP:Iteration 3F (6414.639942 sec): 3 clusters Score: Raw -223288.054805 + Penalty 1530.961897 = -221757.092908 nChanged 146 SP:Iteration 4Q (6414.696984 sec): 3 clusters Score: Raw -223350.957574 + Penalty 1530.961897 = -221819.995677 nChanged 112 SP:Iteration 5Q (6414.736068 sec): 3 clusters Score: Raw -223411.266644 + Penalty 1530.961897 = -221880.304747 nChanged 119 SP:Iteration 6Q (6414.788627 sec): 3 clusters Score: Raw -223472.702378 + Penalty 1530.961897 = -221941.740481 nChanged 129 SP:Iteration 7Q (6414.841004 sec): 3 clusters Score: Raw -223548.891219 + Penalty 1530.961897 = -222017.929322 nChanged 126 SP:Iteration 8Q (6414.883379 sec): 3 clusters Score: Raw -223634.545654 + Penalty 1530.961897 = -222103.583757 nChanged 123 SP:Iteration 9Q (6414.933281 sec): 3 clusters Score: Raw -223709.730670 + Penalty 1530.961897 = -222178.768773 nChanged 113 SP:Iteration 10Q (6414.994623 sec): 3 clusters Score: Raw -223768.597646 + Penalty 1530.961897 = -222237.635749 nChanged 89 SP:Iteration 11Q (6415.042311 sec): 3 clusters Score: Raw -223823.176786 + Penalty 1530.961897 = -222292.214889 nChanged 85 SP:Iteration 12Q (6415.093323 sec): 3 clusters Score: Raw -223862.348440 + Penalty 1530.961897 = -222331.386543 nChanged 80 SP:Iteration 13Q (6415.137382 sec): 3 clusters Score: Raw -223908.418467 + Penalty 1530.961897 = -222377.456570 nChanged 76 SP:Iteration 14Q (6415.189531 sec): 3 clusters Score: Raw -223952.748991 + Penalty 1530.961897 = -222421.787094 nChanged 66 SP:Iteration 15Q (6415.240989 sec): 3 clusters Score: Raw -223987.036141 + Penalty 1530.961897 = -222456.074244 nChanged 49 SP:Iteration 16Q (6415.293498 sec): 3 clusters Score: Raw -224009.906030 + Penalty 1530.961897 = -222478.944133 nChanged 54 SP:Iteration 17Q (6415.332262 sec): 3 clusters Score: Raw -224035.251411 + Penalty 1530.961897 = -222504.289514 nChanged 50 SP:Iteration 18Q (6415.384476 sec): 3 clusters Score: Raw -224058.544706 + Penalty 1530.961897 = -222527.582809 nChanged 45 SP:Iteration 19Q (6415.436707 sec): 3 clusters Score: Raw -224080.406932 + Penalty 1530.961897 = -222549.445035 nChanged 40 SP:Iteration 20F (6415.488814 sec): 3 clusters Score: Raw -224101.439941 + Penalty 1530.961897 = -222570.478044 nChanged 42 SP:Iteration 21Q (6415.543304 sec): 3 clusters Score: Raw -224123.338361 + Penalty 1530.961897 = -222592.376464 nChanged 31 SP:Iteration 22Q (6415.587257 sec): 3 clusters Score: Raw -224143.695795 + Penalty 1530.961897 = -222612.733898 nChanged 31 SP:Iteration 23Q (6415.644874 sec): 3 clusters Score: Raw -224164.359734 + Penalty 1530.961897 = -222633.397837 nChanged 30 SP:Iteration 24Q (6415.683381 sec): 3 clusters Score: Raw -224180.298132 + Penalty 1530.961897 = -222649.336235 nChanged 27 SP:Iteration 25Q (6415.740127 sec): 3 clusters Score: Raw -224196.215101 + Penalty 1530.961897 = -222665.253204 nChanged 22 SP:Iteration 26Q (6415.781452 sec): 3 clusters Score: Raw -224209.215771 + Penalty 1530.961897 = -222678.253874 nChanged 22 SP:Iteration 27Q (6415.821994 sec): 3 clusters Score: Raw -224226.167429 + Penalty 1530.961897 = -222695.205532 nChanged 30 SP:Iteration 28Q (6415.876671 sec): 3 clusters Score: Raw -224253.020141 + Penalty 1530.961897 = -222722.058244 nChanged 29 SP:Iteration 29Q (6415.922624 sec): 3 clusters Score: Raw -224276.662250 + Penalty 1530.961897 = -222745.700353 nChanged 20 SP:Iteration 30Q (6415.972521 sec): 3 clusters Score: Raw -224294.266891 + Penalty 1530.961897 = -222763.304994 nChanged 17 SP:Iteration 31Q (6416.017516 sec): 3 clusters Score: Raw -224307.597089 + Penalty 1530.961897 = -222776.635192 nChanged 16 SP:Iteration 32Q (6416.068222 sec): 3 clusters Score: Raw -224315.229241 + Penalty 1530.961897 = -222784.267344 nChanged 13 SP:Iteration 33Q (6416.119193 sec): 3 clusters Score: Raw -224321.103543 + Penalty 1530.961897 = -222790.141646 nChanged 7 SP:Iteration 34Q (6416.171254 sec): 3 clusters Score: Raw -224324.724825 + Penalty 1530.961897 = -222793.762928 nChanged 9 SP:Iteration 35Q (6416.222734 sec): 3 clusters Score: Raw -224328.420753 + Penalty 1530.961897 = -222797.458856 nChanged 10 SP:Iteration 36Q (6416.273298 sec): 3 clusters Score: Raw -224332.033124 + Penalty 1530.961897 = -222801.071227 nChanged 6 SP:Iteration 37Q (6416.320540 sec): 3 clusters Score: Raw -224334.162999 + Penalty 1530.961897 = -222803.201102 nChanged 1 SP:Iteration 38Q (6416.362096 sec): 3 clusters Score: Raw -224334.463427 + Penalty 1530.961897 = -222803.501530 nChanged 2 SP:Iteration 39Q (6416.409038 sec): 3 clusters Score: Raw -224334.967839 + Penalty 1530.961897 = -222804.005942 nChanged 3 SP:Iteration 40F (6416.462396 sec): 3 clusters Score: Raw -224335.959479 + Penalty 1530.961897 = -222804.997582 nChanged 3 SP:Iteration 41Q (6416.501939 sec): 3 clusters Score: Raw -224337.219758 + Penalty 1530.961897 = -222806.257861 nChanged 2 SP:Iteration 42Q (6416.554299 sec): 3 clusters Score: Raw -224338.186742 + Penalty 1530.961897 = -222807.224845 nChanged 1 SP:Iteration 43Q (6416.611811 sec): 3 clusters Score: Raw -224338.303977 + Penalty 1530.961897 = -222807.342080 nChanged 0 SP:Iteration 44F (6416.655218 sec): 3 clusters Score: Raw -224338.303977 + Penalty 1530.961897 = -222807.342080 nChanged 0 Trying to split cluster 32 (3426 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6416.688290 sec): 2 clusters Score: Raw -191779.899012 + Penalty 773.219124 = -191006.679888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6416.745934 sec): 3 clusters Score: Raw -189945.630685 + Penalty 1546.438249 = -188399.192436 nChanged 1450 SP:Iteration 1F (6416.793254 sec): 3 clusters Score: Raw -190977.726244 + Penalty 1546.438249 = -189431.287995 nChanged 344 SP:Iteration 2F (6416.847763 sec): 3 clusters Score: Raw -191275.184138 + Penalty 1546.438249 = -189728.745889 nChanged 276 SP:Iteration 3F (6416.883239 sec): 3 clusters Score: Raw -191475.573349 + Penalty 1546.438249 = -189929.135100 nChanged 189 SP:Iteration 4F (6416.932332 sec): 3 clusters Score: Raw -191583.473810 + Penalty 1546.438249 = -190037.035561 nChanged 132 SP:Iteration 5Q (6416.987257 sec): 3 clusters Score: Raw -191662.029459 + Penalty 1546.438249 = -190115.591210 nChanged 102 SP:Iteration 6Q (6417.034701 sec): 3 clusters Score: Raw -191716.469843 + Penalty 1546.438249 = -190170.031594 nChanged 76 SP:Iteration 7Q (6417.094357 sec): 3 clusters Score: Raw -191745.207403 + Penalty 1546.438249 = -190198.769154 nChanged 71 SP:Iteration 8Q (6417.142434 sec): 3 clusters Score: Raw -191777.359351 + Penalty 1546.438249 = -190230.921102 nChanged 71 SP:Iteration 9Q (6417.181547 sec): 3 clusters Score: Raw -191808.368806 + Penalty 1546.438249 = -190261.930557 nChanged 70 SP:Iteration 10Q (6417.239566 sec): 3 clusters Score: Raw -191838.434725 + Penalty 1546.438249 = -190291.996476 nChanged 63 SP:Iteration 11Q (6417.292699 sec): 3 clusters Score: Raw -191869.125796 + Penalty 1546.438249 = -190322.687547 nChanged 64 SP:Iteration 12Q (6417.344458 sec): 3 clusters Score: Raw -191902.171617 + Penalty 1546.438249 = -190355.733368 nChanged 68 SP:Iteration 13Q (6417.383399 sec): 3 clusters Score: Raw -191934.666504 + Penalty 1546.438249 = -190388.228255 nChanged 61 SP:Iteration 14Q (6417.437055 sec): 3 clusters Score: Raw -191965.060311 + Penalty 1546.438249 = -190418.622062 nChanged 56 SP:Iteration 15Q (6417.475378 sec): 3 clusters Score: Raw -192000.874165 + Penalty 1546.438249 = -190454.435916 nChanged 65 SP:Iteration 16Q (6417.536511 sec): 3 clusters Score: Raw -192035.974901 + Penalty 1546.438249 = -190489.536652 nChanged 64 SP:Iteration 17Q (6417.589426 sec): 3 clusters Score: Raw -192075.017648 + Penalty 1546.438249 = -190528.579399 nChanged 53 SP:Iteration 18Q (6417.641541 sec): 3 clusters Score: Raw -192107.593712 + Penalty 1546.438249 = -190561.155463 nChanged 49 SP:Iteration 19Q (6417.694628 sec): 3 clusters Score: Raw -192135.545889 + Penalty 1546.438249 = -190589.107640 nChanged 38 SP:Iteration 20F (6417.748955 sec): 3 clusters Score: Raw -192151.563977 + Penalty 1546.438249 = -190605.125728 nChanged 26 SP:Iteration 21Q (6417.801424 sec): 3 clusters Score: Raw -192160.463560 + Penalty 1546.438249 = -190614.025311 nChanged 19 SP:Iteration 22Q (6417.856781 sec): 3 clusters Score: Raw -192167.107652 + Penalty 1546.438249 = -190620.669403 nChanged 11 SP:Iteration 23Q (6417.896541 sec): 3 clusters Score: Raw -192170.489748 + Penalty 1546.438249 = -190624.051499 nChanged 10 SP:Iteration 24Q (6417.951908 sec): 3 clusters Score: Raw -192173.386273 + Penalty 1546.438249 = -190626.948024 nChanged 8 SP:Iteration 25Q (6418.001594 sec): 3 clusters Score: Raw -192175.512545 + Penalty 1546.438249 = -190629.074296 nChanged 8 SP:Iteration 26Q (6418.048427 sec): 3 clusters Score: Raw -192177.259352 + Penalty 1546.438249 = -190630.821103 nChanged 4 SP:Iteration 27Q (6418.110815 sec): 3 clusters Score: Raw -192178.166717 + Penalty 1546.438249 = -190631.728468 nChanged 5 SP:Iteration 28Q (6418.159502 sec): 3 clusters Score: Raw -192179.366160 + Penalty 1546.438249 = -190632.927911 nChanged 4 SP:Iteration 29Q (6418.207997 sec): 3 clusters Score: Raw -192180.657854 + Penalty 1546.438249 = -190634.219605 nChanged 6 SP:Iteration 30Q (6418.255510 sec): 3 clusters Score: Raw -192183.282789 + Penalty 1546.438249 = -190636.844540 nChanged 8 SP:Iteration 31Q (6418.307096 sec): 3 clusters Score: Raw -192185.076606 + Penalty 1546.438249 = -190638.638357 nChanged 3 SP:Iteration 32Q (6418.346699 sec): 3 clusters Score: Raw -192186.741659 + Penalty 1546.438249 = -190640.303410 nChanged 3 SP:Iteration 33Q (6418.393538 sec): 3 clusters Score: Raw -192187.574783 + Penalty 1546.438249 = -190641.136534 nChanged 4 SP:Iteration 34Q (6418.445333 sec): 3 clusters Score: Raw -192188.927863 + Penalty 1546.438249 = -190642.489614 nChanged 5 SP:Iteration 35Q (6418.489665 sec): 3 clusters Score: Raw -192190.466875 + Penalty 1546.438249 = -190644.028626 nChanged 5 SP:Iteration 36Q (6418.545017 sec): 3 clusters Score: Raw -192191.638321 + Penalty 1546.438249 = -190645.200072 nChanged 3 SP:Iteration 37Q (6418.591169 sec): 3 clusters Score: Raw -192192.337111 + Penalty 1546.438249 = -190645.898862 nChanged 2 SP:Iteration 38Q (6418.627635 sec): 3 clusters Score: Raw -192193.002245 + Penalty 1546.438249 = -190646.563996 nChanged 1 SP:Iteration 39Q (6418.673005 sec): 3 clusters Score: Raw -192193.256007 + Penalty 1546.438249 = -190646.817758 nChanged 3 SP:Iteration 40F (6418.727383 sec): 3 clusters Score: Raw -192194.289048 + Penalty 1546.438249 = -190647.850799 nChanged 2 SP:Iteration 41Q (6418.764434 sec): 3 clusters Score: Raw -192194.439111 + Penalty 1546.438249 = -190648.000862 nChanged 1 SP:Iteration 42Q (6418.809856 sec): 3 clusters Score: Raw -192194.512348 + Penalty 1546.438249 = -190648.074099 nChanged 0 SP:Iteration 43F (6418.855335 sec): 3 clusters Score: Raw -192194.512348 + Penalty 1546.438249 = -190648.074099 nChanged 0 Trying to split cluster 33 (17628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6418.902467 sec): 2 clusters Score: Raw -1316065.034361 + Penalty 928.838163 = -1315136.196198 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6418.974332 sec): 3 clusters Score: Raw -1305248.447523 + Penalty 1857.676327 = -1303390.771196 nChanged 8027 SP:Iteration 1F (6419.031065 sec): 3 clusters Score: Raw -1309925.733080 + Penalty 1857.676327 = -1308068.056753 nChanged 1019 SP:Iteration 2F (6419.090261 sec): 3 clusters Score: Raw -1310439.324012 + Penalty 1857.676327 = -1308581.647685 nChanged 1042 SP:Iteration 3F (6419.146555 sec): 3 clusters Score: Raw -1311061.278607 + Penalty 1857.676327 = -1309203.602280 nChanged 1075 SP:Iteration 4F (6419.213998 sec): 3 clusters Score: Raw -1311895.453890 + Penalty 1857.676327 = -1310037.777563 nChanged 1183 SP:Iteration 5F (6419.282074 sec): 3 clusters Score: Raw -1312912.689098 + Penalty 1857.676327 = -1311055.012771 nChanged 1116 SP:Iteration 6F (6419.348979 sec): 3 clusters Score: Raw -1313904.175366 + Penalty 1857.676327 = -1312046.499039 nChanged 884 SP:Iteration 7F (6419.418656 sec): 3 clusters Score: Raw -1314662.684609 + Penalty 1857.676327 = -1312805.008282 nChanged 688 SP:Iteration 8Q (6419.478689 sec): 3 clusters Score: Raw -1315268.871254 + Penalty 1857.676327 = -1313411.194927 nChanged 463 SP:Iteration 9Q (6419.535353 sec): 3 clusters Score: Raw -1315659.455431 + Penalty 1857.676327 = -1313801.779104 nChanged 284 SP:Iteration 10Q (6419.597374 sec): 3 clusters Score: Raw -1315886.032140 + Penalty 1857.676327 = -1314028.355813 nChanged 196 SP:Iteration 11Q (6419.657913 sec): 3 clusters Score: Raw -1316038.796717 + Penalty 1857.676327 = -1314181.120390 nChanged 139 SP:Iteration 12Q (6419.724527 sec): 3 clusters Score: Raw -1316141.397044 + Penalty 1857.676327 = -1314283.720717 nChanged 93 SP:Iteration 13Q (6419.788410 sec): 3 clusters Score: Raw -1316203.145213 + Penalty 1857.676327 = -1314345.468886 nChanged 66 SP:Iteration 14Q (6419.865534 sec): 3 clusters Score: Raw -1316245.963776 + Penalty 1857.676327 = -1314388.287449 nChanged 48 SP:Iteration 15Q (6419.930543 sec): 3 clusters Score: Raw -1316273.110875 + Penalty 1857.676327 = -1314415.434548 nChanged 35 SP:Iteration 16Q (6419.998877 sec): 3 clusters Score: Raw -1316289.753269 + Penalty 1857.676327 = -1314432.076942 nChanged 31 SP:Iteration 17Q (6420.066994 sec): 3 clusters Score: Raw -1316308.132983 + Penalty 1857.676327 = -1314450.456656 nChanged 34 SP:Iteration 18Q (6420.134487 sec): 3 clusters Score: Raw -1316324.951282 + Penalty 1857.676327 = -1314467.274955 nChanged 31 SP:Iteration 19Q (6420.200440 sec): 3 clusters Score: Raw -1316340.715729 + Penalty 1857.676327 = -1314483.039402 nChanged 23 SP:Iteration 20F (6420.261699 sec): 3 clusters Score: Raw -1316351.820877 + Penalty 1857.676327 = -1314494.144550 nChanged 16 SP:Iteration 21Q (6420.324344 sec): 3 clusters Score: Raw -1316361.135541 + Penalty 1857.676327 = -1314503.459214 nChanged 12 SP:Iteration 22Q (6420.395485 sec): 3 clusters Score: Raw -1316366.101882 + Penalty 1857.676327 = -1314508.425555 nChanged 9 SP:Iteration 23Q (6420.449807 sec): 3 clusters Score: Raw -1316370.486299 + Penalty 1857.676327 = -1314512.809972 nChanged 6 SP:Iteration 24Q (6420.522601 sec): 3 clusters Score: Raw -1316372.145297 + Penalty 1857.676327 = -1314514.468970 nChanged 1 SP:Iteration 25Q (6420.589973 sec): 3 clusters Score: Raw -1316372.362788 + Penalty 1857.676327 = -1314514.686461 nChanged 1 SP:Iteration 26Q (6420.656121 sec): 3 clusters Score: Raw -1316372.642959 + Penalty 1857.676327 = -1314514.966632 nChanged 1 SP:Iteration 27Q (6420.708786 sec): 3 clusters Score: Raw -1316373.471945 + Penalty 1857.676327 = -1314515.795618 nChanged 2 SP:Iteration 28Q (6420.772603 sec): 3 clusters Score: Raw -1316374.252794 + Penalty 1857.676327 = -1314516.576467 nChanged 3 SP:Iteration 29Q (6420.828923 sec): 3 clusters Score: Raw -1316375.239236 + Penalty 1857.676327 = -1314517.562909 nChanged 3 SP:Iteration 30Q (6420.892743 sec): 3 clusters Score: Raw -1316376.242774 + Penalty 1857.676327 = -1314518.566447 nChanged 3 SP:Iteration 31Q (6420.949983 sec): 3 clusters Score: Raw -1316377.734283 + Penalty 1857.676327 = -1314520.057956 nChanged 4 SP:Iteration 32Q (6421.026668 sec): 3 clusters Score: Raw -1316379.159931 + Penalty 1857.676327 = -1314521.483604 nChanged 1 SP:Iteration 33Q (6421.091949 sec): 3 clusters Score: Raw -1316379.394700 + Penalty 1857.676327 = -1314521.718373 nChanged 1 SP:Iteration 34Q (6421.156937 sec): 3 clusters Score: Raw -1316379.681220 + Penalty 1857.676327 = -1314522.004893 nChanged 1 SP:Iteration 35Q (6421.210611 sec): 3 clusters Score: Raw -1316380.228029 + Penalty 1857.676327 = -1314522.551702 nChanged 2 SP:Iteration 36Q (6421.273799 sec): 3 clusters Score: Raw -1316380.983617 + Penalty 1857.676327 = -1314523.307290 nChanged 1 SP:Iteration 37Q (6421.336075 sec): 3 clusters Score: Raw -1316381.463931 + Penalty 1857.676327 = -1314523.787604 nChanged 2 SP:Iteration 38Q (6421.404475 sec): 3 clusters Score: Raw -1316382.084483 + Penalty 1857.676327 = -1314524.408156 nChanged 1 SP:Iteration 39Q (6421.451729 sec): 3 clusters Score: Raw -1316382.519557 + Penalty 1857.676327 = -1314524.843230 nChanged 2 SP:Iteration 40F (6421.528166 sec): 3 clusters Score: Raw -1316383.305036 + Penalty 1857.676327 = -1314525.628709 nChanged 2 SP:Iteration 41Q (6421.585767 sec): 3 clusters Score: Raw -1316384.065040 + Penalty 1857.676327 = -1314526.388713 nChanged 2 SP:Iteration 42Q (6421.655924 sec): 3 clusters Score: Raw -1316384.891213 + Penalty 1857.676327 = -1314527.214886 nChanged 2 SP:Iteration 43Q (6421.704262 sec): 3 clusters Score: Raw -1316386.236928 + Penalty 1857.676327 = -1314528.560601 nChanged 4 SP:Iteration 44Q (6421.774082 sec): 3 clusters Score: Raw -1316387.612076 + Penalty 1857.676327 = -1314529.935749 nChanged 4 SP:Iteration 45Q (6421.841604 sec): 3 clusters Score: Raw -1316389.468680 + Penalty 1857.676327 = -1314531.792353 nChanged 7 SP:Iteration 46Q (6421.896443 sec): 3 clusters Score: Raw -1316391.342428 + Penalty 1857.676327 = -1314533.666101 nChanged 2 SP:Iteration 47Q (6421.964108 sec): 3 clusters Score: Raw -1316392.129006 + Penalty 1857.676327 = -1314534.452679 nChanged 0 SP:Iteration 48F (6422.027035 sec): 3 clusters Score: Raw -1316392.129006 + Penalty 1857.676327 = -1314534.452679 nChanged 0 Trying to split cluster 34 (1097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6422.061934 sec): 2 clusters Score: Raw -67968.496209 + Penalty 665.031774 = -67303.464436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6422.100359 sec): 3 clusters Score: Raw -67516.483457 + Penalty 1330.063547 = -66186.419909 nChanged 400 SP:Iteration 1F (6422.154083 sec): 3 clusters Score: Raw -67839.460219 + Penalty 1330.063547 = -66509.396671 nChanged 103 SP:Iteration 2F (6422.197293 sec): 3 clusters Score: Raw -67934.811242 + Penalty 1330.063547 = -66604.747694 nChanged 58 SP:Iteration 3F (6422.222521 sec): 3 clusters Score: Raw -67988.271141 + Penalty 1330.063547 = -66658.207594 nChanged 45 SP:Iteration 4Q (6422.274007 sec): 3 clusters Score: Raw -68027.372117 + Penalty 1330.063547 = -66697.308569 nChanged 29 SP:Iteration 5Q (6422.314150 sec): 3 clusters Score: Raw -68061.931450 + Penalty 1330.063547 = -66731.867903 nChanged 30 SP:Iteration 6Q (6422.369307 sec): 3 clusters Score: Raw -68093.664813 + Penalty 1330.063547 = -66763.601266 nChanged 35 SP:Iteration 7Q (6422.403772 sec): 3 clusters Score: Raw -68126.228156 + Penalty 1330.063547 = -66796.164608 nChanged 20 SP:Iteration 8Q (6422.450340 sec): 3 clusters Score: Raw -68139.867444 + Penalty 1330.063547 = -66809.803897 nChanged 17 SP:Iteration 9Q (6422.491770 sec): 3 clusters Score: Raw -68155.946062 + Penalty 1330.063547 = -66825.882514 nChanged 18 SP:Iteration 10Q (6422.534402 sec): 3 clusters Score: Raw -68169.652343 + Penalty 1330.063547 = -66839.588795 nChanged 13 SP:Iteration 11Q (6422.582653 sec): 3 clusters Score: Raw -68178.538776 + Penalty 1330.063547 = -66848.475228 nChanged 12 SP:Iteration 12Q (6422.632764 sec): 3 clusters Score: Raw -68186.507343 + Penalty 1330.063547 = -66856.443796 nChanged 12 SP:Iteration 13Q (6422.686096 sec): 3 clusters Score: Raw -68198.712383 + Penalty 1330.063547 = -66868.648835 nChanged 15 SP:Iteration 14Q (6422.732655 sec): 3 clusters Score: Raw -68210.321411 + Penalty 1330.063547 = -66880.257863 nChanged 12 SP:Iteration 15Q (6422.778232 sec): 3 clusters Score: Raw -68220.022154 + Penalty 1330.063547 = -66889.958606 nChanged 13 SP:Iteration 16Q (6422.820040 sec): 3 clusters Score: Raw -68231.393472 + Penalty 1330.063547 = -66901.329924 nChanged 11 SP:Iteration 17Q (6422.863209 sec): 3 clusters Score: Raw -68235.470589 + Penalty 1330.063547 = -66905.407041 nChanged 7 SP:Iteration 18Q (6422.910871 sec): 3 clusters Score: Raw -68237.802775 + Penalty 1330.063547 = -66907.739227 nChanged 6 SP:Iteration 19Q (6422.958956 sec): 3 clusters Score: Raw -68240.169718 + Penalty 1330.063547 = -66910.106170 nChanged 7 SP:Iteration 20F (6423.006868 sec): 3 clusters Score: Raw -68244.637162 + Penalty 1330.063547 = -66914.573614 nChanged 7 SP:Iteration 21Q (6423.055985 sec): 3 clusters Score: Raw -68247.821988 + Penalty 1330.063547 = -66917.758441 nChanged 9 SP:Iteration 22Q (6423.104944 sec): 3 clusters Score: Raw -68254.141977 + Penalty 1330.063547 = -66924.078430 nChanged 10 SP:Iteration 23Q (6423.165090 sec): 3 clusters Score: Raw -68266.139845 + Penalty 1330.063547 = -66936.076298 nChanged 14 SP:Iteration 24Q (6423.209907 sec): 3 clusters Score: Raw -68297.682567 + Penalty 1330.063547 = -66967.619020 nChanged 21 SP:Iteration 25Q (6423.253475 sec): 3 clusters Score: Raw -68324.531554 + Penalty 1330.063547 = -66994.468007 nChanged 19 SP:Iteration 26Q (6423.296874 sec): 3 clusters Score: Raw -68336.579613 + Penalty 1330.063547 = -67006.516066 nChanged 14 SP:Iteration 27Q (6423.349465 sec): 3 clusters Score: Raw -68343.810857 + Penalty 1330.063547 = -67013.747309 nChanged 10 SP:Iteration 28Q (6423.380407 sec): 3 clusters Score: Raw -68348.421439 + Penalty 1330.063547 = -67018.357892 nChanged 10 SP:Iteration 29Q (6423.422418 sec): 3 clusters Score: Raw -68356.423002 + Penalty 1330.063547 = -67026.359455 nChanged 9 SP:Iteration 30Q (6423.466591 sec): 3 clusters Score: Raw -68363.756760 + Penalty 1330.063547 = -67033.693212 nChanged 12 SP:Iteration 31Q (6423.513901 sec): 3 clusters Score: Raw -68377.795314 + Penalty 1330.063547 = -67047.731767 nChanged 19 SP:Iteration 32Q (6423.552472 sec): 3 clusters Score: Raw -68398.194924 + Penalty 1330.063547 = -67068.131376 nChanged 15 SP:Iteration 33Q (6423.587402 sec): 3 clusters Score: Raw -68408.605003 + Penalty 1330.063547 = -67078.541455 nChanged 16 SP:Iteration 34Q (6423.630605 sec): 3 clusters Score: Raw -68420.452878 + Penalty 1330.063547 = -67090.389330 nChanged 10 SP:Iteration 35Q (6423.673798 sec): 3 clusters Score: Raw -68429.989296 + Penalty 1330.063547 = -67099.925749 nChanged 9 SP:Iteration 36Q (6423.727562 sec): 3 clusters Score: Raw -68439.400344 + Penalty 1330.063547 = -67109.336796 nChanged 11 SP:Iteration 37Q (6423.761562 sec): 3 clusters Score: Raw -68448.485908 + Penalty 1330.063547 = -67118.422360 nChanged 10 SP:Iteration 38Q (6423.808137 sec): 3 clusters Score: Raw -68454.637813 + Penalty 1330.063547 = -67124.574265 nChanged 13 SP:Iteration 39Q (6423.855023 sec): 3 clusters Score: Raw -68467.498074 + Penalty 1330.063547 = -67137.434527 nChanged 12 SP:Iteration 40F (6423.905904 sec): 3 clusters Score: Raw -68482.392621 + Penalty 1330.063547 = -67152.329074 nChanged 16 SP:Iteration 41Q (6423.939785 sec): 3 clusters Score: Raw -68506.238514 + Penalty 1330.063547 = -67176.174966 nChanged 21 SP:Iteration 42Q (6423.987091 sec): 3 clusters Score: Raw -68572.738525 + Penalty 1330.063547 = -67242.674978 nChanged 25 SP:Iteration 43Q (6424.014703 sec): 3 clusters Score: Raw -68625.044104 + Penalty 1330.063547 = -67294.980557 nChanged 23 SP:Iteration 44Q (6424.058904 sec): 3 clusters Score: Raw -68656.631104 + Penalty 1330.063547 = -67326.567557 nChanged 12 SP:Iteration 45Q (6424.103144 sec): 3 clusters Score: Raw -68673.785805 + Penalty 1330.063547 = -67343.722258 nChanged 4 SP:Iteration 46Q (6424.152856 sec): 3 clusters Score: Raw -68678.507012 + Penalty 1330.063547 = -67348.443464 nChanged 2 SP:Iteration 47Q (6424.195418 sec): 3 clusters Score: Raw -68680.946858 + Penalty 1330.063547 = -67350.883310 nChanged 4 SP:Iteration 48Q (6424.241076 sec): 3 clusters Score: Raw -68684.995076 + Penalty 1330.063547 = -67354.931528 nChanged 5 SP:Iteration 49Q (6424.278707 sec): 3 clusters Score: Raw -68687.228464 + Penalty 1330.063547 = -67357.164916 nChanged 1 SP:Iteration 50Q (6424.328461 sec): 3 clusters Score: Raw -68687.603810 + Penalty 1330.063547 = -67357.540263 nChanged 0 SP:Iteration 51F (6424.364852 sec): 3 clusters Score: Raw -68687.603810 + Penalty 1330.063547 = -67357.540263 nChanged 0 Score: Raw -45957810.986121 + Penalty 54623.503038 = -45903187.483083 Splitting cluster 34 changes total score from -45903618.128133 to -45903187.483083 So it's not getting split. Trying to split cluster 35 (4990 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6437.525782 sec): 2 clusters Score: Raw -325061.537789 + Penalty 808.943163 = -324252.594626 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6437.580815 sec): 3 clusters Score: Raw -322223.773500 + Penalty 1617.886326 = -320605.887174 nChanged 2173 SP:Iteration 1F (6437.624442 sec): 3 clusters Score: Raw -323388.222905 + Penalty 1617.886326 = -321770.336579 nChanged 358 SP:Iteration 2F (6437.675491 sec): 3 clusters Score: Raw -323595.410366 + Penalty 1617.886326 = -321977.524040 nChanged 334 SP:Iteration 3F (6437.728073 sec): 3 clusters Score: Raw -323776.066372 + Penalty 1617.886326 = -322158.180046 nChanged 281 SP:Iteration 4F (6437.782067 sec): 3 clusters Score: Raw -323938.385782 + Penalty 1617.886326 = -322320.499456 nChanged 255 SP:Iteration 5F (6437.834568 sec): 3 clusters Score: Raw -324054.867972 + Penalty 1617.886326 = -322436.981646 nChanged 199 SP:Iteration 6Q (6437.883470 sec): 3 clusters Score: Raw -324143.224871 + Penalty 1617.886326 = -322525.338546 nChanged 162 SP:Iteration 7Q (6437.937945 sec): 3 clusters Score: Raw -324212.450648 + Penalty 1617.886326 = -322594.564323 nChanged 161 SP:Iteration 8Q (6437.997339 sec): 3 clusters Score: Raw -324296.721199 + Penalty 1617.886326 = -322678.834873 nChanged 154 SP:Iteration 9Q (6438.051869 sec): 3 clusters Score: Raw -324386.024037 + Penalty 1617.886326 = -322768.137712 nChanged 150 SP:Iteration 10Q (6438.102563 sec): 3 clusters Score: Raw -324480.845832 + Penalty 1617.886326 = -322862.959506 nChanged 133 SP:Iteration 11Q (6438.158248 sec): 3 clusters Score: Raw -324556.216890 + Penalty 1617.886326 = -322938.330564 nChanged 123 SP:Iteration 12Q (6438.210541 sec): 3 clusters Score: Raw -324624.287065 + Penalty 1617.886326 = -323006.400739 nChanged 108 SP:Iteration 13Q (6438.252937 sec): 3 clusters Score: Raw -324680.114570 + Penalty 1617.886326 = -323062.228245 nChanged 107 SP:Iteration 14Q (6438.304607 sec): 3 clusters Score: Raw -324738.558227 + Penalty 1617.886326 = -323120.671901 nChanged 97 SP:Iteration 15Q (6438.369179 sec): 3 clusters Score: Raw -324799.606074 + Penalty 1617.886326 = -323181.719748 nChanged 89 SP:Iteration 16Q (6438.415670 sec): 3 clusters Score: Raw -324852.761950 + Penalty 1617.886326 = -323234.875624 nChanged 85 SP:Iteration 17Q (6438.462886 sec): 3 clusters Score: Raw -324900.605928 + Penalty 1617.886326 = -323282.719603 nChanged 77 SP:Iteration 18Q (6438.518540 sec): 3 clusters Score: Raw -324948.874574 + Penalty 1617.886326 = -323330.988248 nChanged 63 SP:Iteration 19Q (6438.559064 sec): 3 clusters Score: Raw -324989.263811 + Penalty 1617.886326 = -323371.377485 nChanged 51 SP:Iteration 20F (6438.622329 sec): 3 clusters Score: Raw -325017.045670 + Penalty 1617.886326 = -323399.159344 nChanged 44 SP:Iteration 21Q (6438.672082 sec): 3 clusters Score: Raw -325044.491476 + Penalty 1617.886326 = -323426.605150 nChanged 35 SP:Iteration 22Q (6438.714867 sec): 3 clusters Score: Raw -325063.603305 + Penalty 1617.886326 = -323445.716979 nChanged 19 SP:Iteration 23Q (6438.766374 sec): 3 clusters Score: Raw -325076.939161 + Penalty 1617.886326 = -323459.052835 nChanged 21 SP:Iteration 24Q (6438.824040 sec): 3 clusters Score: Raw -325090.444090 + Penalty 1617.886326 = -323472.557764 nChanged 17 SP:Iteration 25Q (6438.871078 sec): 3 clusters Score: Raw -325101.585912 + Penalty 1617.886326 = -323483.699586 nChanged 17 SP:Iteration 26Q (6438.932265 sec): 3 clusters Score: Raw -325112.089768 + Penalty 1617.886326 = -323494.203443 nChanged 15 SP:Iteration 27Q (6438.972660 sec): 3 clusters Score: Raw -325122.582668 + Penalty 1617.886326 = -323504.696342 nChanged 13 SP:Iteration 28Q (6439.030282 sec): 3 clusters Score: Raw -325131.957874 + Penalty 1617.886326 = -323514.071548 nChanged 9 SP:Iteration 29Q (6439.077237 sec): 3 clusters Score: Raw -325137.068383 + Penalty 1617.886326 = -323519.182057 nChanged 7 SP:Iteration 30Q (6439.123453 sec): 3 clusters Score: Raw -325143.126261 + Penalty 1617.886326 = -323525.239935 nChanged 8 SP:Iteration 31Q (6439.174976 sec): 3 clusters Score: Raw -325148.145997 + Penalty 1617.886326 = -323530.259671 nChanged 3 SP:Iteration 32Q (6439.231390 sec): 3 clusters Score: Raw -325152.227335 + Penalty 1617.886326 = -323534.341009 nChanged 6 SP:Iteration 33Q (6439.283935 sec): 3 clusters Score: Raw -325156.475055 + Penalty 1617.886326 = -323538.588729 nChanged 4 SP:Iteration 34Q (6439.330853 sec): 3 clusters Score: Raw -325157.976682 + Penalty 1617.886326 = -323540.090356 nChanged 0 SP:Iteration 35F (6439.388891 sec): 3 clusters Score: Raw -325157.976682 + Penalty 1617.886326 = -323540.090356 nChanged 0 Trying to split cluster 36 (5188 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6439.424851 sec): 2 clusters Score: Raw -363279.317735 + Penalty 812.639837 = -362466.677898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6439.476062 sec): 3 clusters Score: Raw -360418.068895 + Penalty 1625.279674 = -358792.789222 nChanged 2185 SP:Iteration 1F (6439.530978 sec): 3 clusters Score: Raw -361742.212201 + Penalty 1625.279674 = -360116.932527 nChanged 382 SP:Iteration 2F (6439.575265 sec): 3 clusters Score: Raw -361989.701195 + Penalty 1625.279674 = -360364.421521 nChanged 354 SP:Iteration 3F (6439.638812 sec): 3 clusters Score: Raw -362192.703015 + Penalty 1625.279674 = -360567.423341 nChanged 295 SP:Iteration 4F (6439.688468 sec): 3 clusters Score: Raw -362359.321758 + Penalty 1625.279674 = -360734.042084 nChanged 290 SP:Iteration 5F (6439.732386 sec): 3 clusters Score: Raw -362534.040247 + Penalty 1625.279674 = -360908.760574 nChanged 283 SP:Iteration 6F (6439.784046 sec): 3 clusters Score: Raw -362703.931540 + Penalty 1625.279674 = -361078.651866 nChanged 264 SP:Iteration 7F (6439.842160 sec): 3 clusters Score: Raw -362851.700001 + Penalty 1625.279674 = -361226.420327 nChanged 220 SP:Iteration 8Q (6439.885991 sec): 3 clusters Score: Raw -362965.728806 + Penalty 1625.279674 = -361340.449133 nChanged 180 SP:Iteration 9Q (6439.951322 sec): 3 clusters Score: Raw -363063.591990 + Penalty 1625.279674 = -361438.312316 nChanged 175 SP:Iteration 10Q (6439.995149 sec): 3 clusters Score: Raw -363166.527050 + Penalty 1625.279674 = -361541.247376 nChanged 144 SP:Iteration 11Q (6440.048270 sec): 3 clusters Score: Raw -363240.722367 + Penalty 1625.279674 = -361615.442693 nChanged 113 SP:Iteration 12Q (6440.112749 sec): 3 clusters Score: Raw -363294.086682 + Penalty 1625.279674 = -361668.807008 nChanged 101 SP:Iteration 13Q (6440.165474 sec): 3 clusters Score: Raw -363336.514669 + Penalty 1625.279674 = -361711.234996 nChanged 78 SP:Iteration 14Q (6440.211169 sec): 3 clusters Score: Raw -363371.689094 + Penalty 1625.279674 = -361746.409421 nChanged 68 SP:Iteration 15Q (6440.267473 sec): 3 clusters Score: Raw -363396.695103 + Penalty 1625.279674 = -361771.415430 nChanged 64 SP:Iteration 16Q (6440.322472 sec): 3 clusters Score: Raw -363420.393127 + Penalty 1625.279674 = -361795.113454 nChanged 50 SP:Iteration 17Q (6440.376372 sec): 3 clusters Score: Raw -363438.009185 + Penalty 1625.279674 = -361812.729511 nChanged 53 SP:Iteration 18Q (6440.424233 sec): 3 clusters Score: Raw -363461.868972 + Penalty 1625.279674 = -361836.589298 nChanged 59 SP:Iteration 19Q (6440.489410 sec): 3 clusters Score: Raw -363495.457836 + Penalty 1625.279674 = -361870.178163 nChanged 71 SP:Iteration 20F (6440.535162 sec): 3 clusters Score: Raw -363536.166750 + Penalty 1625.279674 = -361910.887076 nChanged 66 SP:Iteration 21Q (6440.595941 sec): 3 clusters Score: Raw -363569.512270 + Penalty 1625.279674 = -361944.232597 nChanged 57 SP:Iteration 22Q (6440.647818 sec): 3 clusters Score: Raw -363596.418355 + Penalty 1625.279674 = -361971.138682 nChanged 50 SP:Iteration 23Q (6440.703643 sec): 3 clusters Score: Raw -363613.995835 + Penalty 1625.279674 = -361988.716162 nChanged 32 SP:Iteration 24Q (6440.748349 sec): 3 clusters Score: Raw -363626.062656 + Penalty 1625.279674 = -362000.782982 nChanged 23 SP:Iteration 25Q (6440.808767 sec): 3 clusters Score: Raw -363632.465983 + Penalty 1625.279674 = -362007.186309 nChanged 17 SP:Iteration 26Q (6440.861951 sec): 3 clusters Score: Raw -363637.182290 + Penalty 1625.279674 = -362011.902616 nChanged 18 SP:Iteration 27Q (6440.921384 sec): 3 clusters Score: Raw -363643.246200 + Penalty 1625.279674 = -362017.966527 nChanged 16 SP:Iteration 28Q (6440.974198 sec): 3 clusters Score: Raw -363648.806865 + Penalty 1625.279674 = -362023.527191 nChanged 11 SP:Iteration 29Q (6441.032306 sec): 3 clusters Score: Raw -363653.534769 + Penalty 1625.279674 = -362028.255095 nChanged 16 SP:Iteration 30Q (6441.079186 sec): 3 clusters Score: Raw -363658.774133 + Penalty 1625.279674 = -362033.494460 nChanged 13 SP:Iteration 31Q (6441.123495 sec): 3 clusters Score: Raw -363661.279597 + Penalty 1625.279674 = -362035.999923 nChanged 6 SP:Iteration 32Q (6441.183099 sec): 3 clusters Score: Raw -363662.045501 + Penalty 1625.279674 = -362036.765828 nChanged 5 SP:Iteration 33Q (6441.239182 sec): 3 clusters Score: Raw -363663.654387 + Penalty 1625.279674 = -362038.374713 nChanged 12 SP:Iteration 34Q (6441.282914 sec): 3 clusters Score: Raw -363666.496718 + Penalty 1625.279674 = -362041.217045 nChanged 14 SP:Iteration 35Q (6441.337210 sec): 3 clusters Score: Raw -363670.481424 + Penalty 1625.279674 = -362045.201750 nChanged 9 SP:Iteration 36Q (6441.391374 sec): 3 clusters Score: Raw -363672.499488 + Penalty 1625.279674 = -362047.219814 nChanged 9 SP:Iteration 37Q (6441.438036 sec): 3 clusters Score: Raw -363674.320224 + Penalty 1625.279674 = -362049.040551 nChanged 8 SP:Iteration 38Q (6441.497790 sec): 3 clusters Score: Raw -363676.187280 + Penalty 1625.279674 = -362050.907606 nChanged 9 SP:Iteration 39Q (6441.547880 sec): 3 clusters Score: Raw -363678.014724 + Penalty 1625.279674 = -362052.735050 nChanged 9 SP:Iteration 40F (6441.601133 sec): 3 clusters Score: Raw -363681.250430 + Penalty 1625.279674 = -362055.970757 nChanged 13 SP:Iteration 41Q (6441.650307 sec): 3 clusters Score: Raw -363685.968850 + Penalty 1625.279674 = -362060.689176 nChanged 17 SP:Iteration 42Q (6441.704746 sec): 3 clusters Score: Raw -363690.157919 + Penalty 1625.279674 = -362064.878246 nChanged 15 SP:Iteration 43Q (6441.758461 sec): 3 clusters Score: Raw -363695.281936 + Penalty 1625.279674 = -362070.002263 nChanged 10 SP:Iteration 44Q (6441.803201 sec): 3 clusters Score: Raw -363698.666129 + Penalty 1625.279674 = -362073.386456 nChanged 11 SP:Iteration 45Q (6441.869548 sec): 3 clusters Score: Raw -363702.705571 + Penalty 1625.279674 = -362077.425897 nChanged 14 SP:Iteration 46Q (6441.920442 sec): 3 clusters Score: Raw -363708.356167 + Penalty 1625.279674 = -362083.076494 nChanged 9 SP:Iteration 47Q (6441.968222 sec): 3 clusters Score: Raw -363710.884344 + Penalty 1625.279674 = -362085.604670 nChanged 6 SP:Iteration 48Q (6442.021341 sec): 3 clusters Score: Raw -363711.981765 + Penalty 1625.279674 = -362086.702091 nChanged 7 SP:Iteration 49Q (6442.075587 sec): 3 clusters Score: Raw -363713.263954 + Penalty 1625.279674 = -362087.984280 nChanged 5 SP:Iteration 50Q (6442.116670 sec): 3 clusters Score: Raw -363714.842805 + Penalty 1625.279674 = -362089.563131 nChanged 4 SP:Iteration 51Q (6442.179925 sec): 3 clusters Score: Raw -363715.427248 + Penalty 1625.279674 = -362090.147575 nChanged 5 SP:Iteration 52Q (6442.236954 sec): 3 clusters Score: Raw -363716.975403 + Penalty 1625.279674 = -362091.695729 nChanged 10 SP:Iteration 53Q (6442.285094 sec): 3 clusters Score: Raw -363720.773086 + Penalty 1625.279674 = -362095.493413 nChanged 11 SP:Iteration 54Q (6442.327540 sec): 3 clusters Score: Raw -363726.778924 + Penalty 1625.279674 = -362101.499250 nChanged 13 SP:Iteration 55Q (6442.382377 sec): 3 clusters Score: Raw -363733.498573 + Penalty 1625.279674 = -362108.218899 nChanged 18 SP:Iteration 56Q (6442.434057 sec): 3 clusters Score: Raw -363743.433756 + Penalty 1625.279674 = -362118.154083 nChanged 16 SP:Iteration 57Q (6442.482496 sec): 3 clusters Score: Raw -363757.102008 + Penalty 1625.279674 = -362131.822335 nChanged 24 SP:Iteration 58Q (6442.529380 sec): 3 clusters Score: Raw -363776.456189 + Penalty 1625.279674 = -362151.176516 nChanged 25 SP:Iteration 59Q (6442.587769 sec): 3 clusters Score: Raw -363793.736017 + Penalty 1625.279674 = -362168.456344 nChanged 25 SP:Iteration 60F (6442.641247 sec): 3 clusters Score: Raw -363817.667707 + Penalty 1625.279674 = -362192.388033 nChanged 25 SP:Iteration 61Q (6442.691863 sec): 3 clusters Score: Raw -363840.168034 + Penalty 1625.279674 = -362214.888361 nChanged 32 SP:Iteration 62Q (6442.749160 sec): 3 clusters Score: Raw -363857.754752 + Penalty 1625.279674 = -362232.475078 nChanged 18 SP:Iteration 63Q (6442.787295 sec): 3 clusters Score: Raw -363868.424480 + Penalty 1625.279674 = -362243.144807 nChanged 14 SP:Iteration 64Q (6442.840928 sec): 3 clusters Score: Raw -363873.818287 + Penalty 1625.279674 = -362248.538613 nChanged 14 SP:Iteration 65Q (6442.892485 sec): 3 clusters Score: Raw -363879.101759 + Penalty 1625.279674 = -362253.822085 nChanged 13 SP:Iteration 66Q (6442.932868 sec): 3 clusters Score: Raw -363882.566616 + Penalty 1625.279674 = -362257.286942 nChanged 7 SP:Iteration 67Q (6442.978525 sec): 3 clusters Score: Raw -363885.431558 + Penalty 1625.279674 = -362260.151885 nChanged 9 SP:Iteration 68Q (6443.025294 sec): 3 clusters Score: Raw -363890.525884 + Penalty 1625.279674 = -362265.246211 nChanged 13 SP:Iteration 69Q (6443.073699 sec): 3 clusters Score: Raw -363895.124136 + Penalty 1625.279674 = -362269.844462 nChanged 11 SP:Iteration 70Q (6443.111076 sec): 3 clusters Score: Raw -363900.020743 + Penalty 1625.279674 = -362274.741070 nChanged 11 SP:Iteration 71Q (6443.168188 sec): 3 clusters Score: Raw -363902.331562 + Penalty 1625.279674 = -362277.051889 nChanged 4 SP:Iteration 72Q (6443.213721 sec): 3 clusters Score: Raw -363903.538961 + Penalty 1625.279674 = -362278.259287 nChanged 1 SP:Iteration 73Q (6443.255827 sec): 3 clusters Score: Raw -363903.687556 + Penalty 1625.279674 = -362278.407883 nChanged 1 SP:Iteration 74Q (6443.302871 sec): 3 clusters Score: Raw -363903.779201 + Penalty 1625.279674 = -362278.499528 nChanged 0 SP:Iteration 75F (6443.354448 sec): 3 clusters Score: Raw -363903.779201 + Penalty 1625.279674 = -362278.499528 nChanged 0 Trying to split cluster 37 (3989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6443.388725 sec): 2 clusters Score: Raw -286284.583799 + Penalty 787.673106 = -285496.910693 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6443.427518 sec): 3 clusters Score: Raw -284144.983451 + Penalty 1575.346212 = -282569.637239 nChanged 1694 SP:Iteration 1F (6443.477615 sec): 3 clusters Score: Raw -285136.674515 + Penalty 1575.346212 = -283561.328303 nChanged 312 SP:Iteration 2F (6443.536572 sec): 3 clusters Score: Raw -285339.139108 + Penalty 1575.346212 = -283763.792896 nChanged 253 SP:Iteration 3F (6443.585100 sec): 3 clusters Score: Raw -285510.222031 + Penalty 1575.346212 = -283934.875819 nChanged 211 SP:Iteration 4F (6443.632513 sec): 3 clusters Score: Raw -285640.083022 + Penalty 1575.346212 = -284064.736810 nChanged 179 SP:Iteration 5Q (6443.676160 sec): 3 clusters Score: Raw -285749.024540 + Penalty 1575.346212 = -284173.678328 nChanged 158 SP:Iteration 6Q (6443.729836 sec): 3 clusters Score: Raw -285839.473418 + Penalty 1575.346212 = -284264.127206 nChanged 142 SP:Iteration 7Q (6443.774271 sec): 3 clusters Score: Raw -285912.225014 + Penalty 1575.346212 = -284336.878802 nChanged 110 SP:Iteration 8Q (6443.825446 sec): 3 clusters Score: Raw -285964.095573 + Penalty 1575.346212 = -284388.749361 nChanged 91 SP:Iteration 9Q (6443.863251 sec): 3 clusters Score: Raw -285998.513654 + Penalty 1575.346212 = -284423.167442 nChanged 65 SP:Iteration 10Q (6443.907220 sec): 3 clusters Score: Raw -286019.303183 + Penalty 1575.346212 = -284443.956972 nChanged 57 SP:Iteration 11Q (6443.964891 sec): 3 clusters Score: Raw -286038.978571 + Penalty 1575.346212 = -284463.632360 nChanged 47 SP:Iteration 12Q (6444.010111 sec): 3 clusters Score: Raw -286057.647941 + Penalty 1575.346212 = -284482.301729 nChanged 56 SP:Iteration 13Q (6444.066131 sec): 3 clusters Score: Raw -286080.968284 + Penalty 1575.346212 = -284505.622072 nChanged 59 SP:Iteration 14Q (6444.100798 sec): 3 clusters Score: Raw -286107.671901 + Penalty 1575.346212 = -284532.325689 nChanged 64 SP:Iteration 15Q (6444.154850 sec): 3 clusters Score: Raw -286128.219741 + Penalty 1575.346212 = -284552.873529 nChanged 47 SP:Iteration 16Q (6444.213586 sec): 3 clusters Score: Raw -286142.677370 + Penalty 1575.346212 = -284567.331158 nChanged 38 SP:Iteration 17Q (6444.255350 sec): 3 clusters Score: Raw -286150.666521 + Penalty 1575.346212 = -284575.320309 nChanged 24 SP:Iteration 18Q (6444.301881 sec): 3 clusters Score: Raw -286155.621221 + Penalty 1575.346212 = -284580.275009 nChanged 21 SP:Iteration 19Q (6444.351450 sec): 3 clusters Score: Raw -286159.571821 + Penalty 1575.346212 = -284584.225609 nChanged 17 SP:Iteration 20F (6444.414789 sec): 3 clusters Score: Raw -286163.624393 + Penalty 1575.346212 = -284588.278181 nChanged 19 SP:Iteration 21Q (6444.460244 sec): 3 clusters Score: Raw -286167.639085 + Penalty 1575.346212 = -284592.292873 nChanged 14 SP:Iteration 22Q (6444.517222 sec): 3 clusters Score: Raw -286171.381660 + Penalty 1575.346212 = -284596.035448 nChanged 15 SP:Iteration 23Q (6444.570016 sec): 3 clusters Score: Raw -286174.721565 + Penalty 1575.346212 = -284599.375353 nChanged 11 SP:Iteration 24Q (6444.607995 sec): 3 clusters Score: Raw -286177.039247 + Penalty 1575.346212 = -284601.693035 nChanged 12 SP:Iteration 25Q (6444.662253 sec): 3 clusters Score: Raw -286180.330773 + Penalty 1575.346212 = -284604.984561 nChanged 14 SP:Iteration 26Q (6444.719441 sec): 3 clusters Score: Raw -286182.327050 + Penalty 1575.346212 = -284606.980839 nChanged 6 SP:Iteration 27Q (6444.769672 sec): 3 clusters Score: Raw -286182.971286 + Penalty 1575.346212 = -284607.625074 nChanged 4 SP:Iteration 28Q (6444.810550 sec): 3 clusters Score: Raw -286183.180960 + Penalty 1575.346212 = -284607.834748 nChanged 3 SP:Iteration 29Q (6444.867378 sec): 3 clusters Score: Raw -286183.615069 + Penalty 1575.346212 = -284608.268857 nChanged 6 SP:Iteration 30Q (6444.906295 sec): 3 clusters Score: Raw -286184.288594 + Penalty 1575.346212 = -284608.942382 nChanged 7 SP:Iteration 31Q (6444.920791 sec): 3 clusters Score: Raw -286185.678588 + Penalty 1575.346212 = -284610.332376 nChanged 8 SP:Iteration 32Q (6444.935186 sec): 3 clusters Score: Raw -286187.465041 + Penalty 1575.346212 = -284612.118829 nChanged 7 SP:Iteration 33Q (6444.949598 sec): 3 clusters Score: Raw -286188.326791 + Penalty 1575.346212 = -284612.980579 nChanged 5 SP:Iteration 34Q (6445.006925 sec): 3 clusters Score: Raw -286188.844389 + Penalty 1575.346212 = -284613.498177 nChanged 4 SP:Iteration 35Q (6445.048449 sec): 3 clusters Score: Raw -286189.228817 + Penalty 1575.346212 = -284613.882605 nChanged 2 SP:Iteration 36Q (6445.109890 sec): 3 clusters Score: Raw -286189.482733 + Penalty 1575.346212 = -284614.136521 nChanged 2 SP:Iteration 37Q (6445.153551 sec): 3 clusters Score: Raw -286189.675004 + Penalty 1575.346212 = -284614.328792 nChanged 0 SP:Iteration 38F (6445.198159 sec): 3 clusters Score: Raw -286189.675004 + Penalty 1575.346212 = -284614.328792 nChanged 0 Trying to split cluster 38 (1636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6445.229776 sec): 2 clusters Score: Raw -129820.372402 + Penalty 703.000904 = -129117.371498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6445.279776 sec): 3 clusters Score: Raw -129023.918862 + Penalty 1406.001808 = -127617.917054 nChanged 617 SP:Iteration 1F (6445.312413 sec): 3 clusters Score: Raw -129378.370209 + Penalty 1406.001808 = -127972.368401 nChanged 148 SP:Iteration 2F (6445.358555 sec): 3 clusters Score: Raw -129459.464308 + Penalty 1406.001808 = -128053.462500 nChanged 75 SP:Iteration 3Q (6445.405346 sec): 3 clusters Score: Raw -129509.426752 + Penalty 1406.001808 = -128103.424943 nChanged 57 SP:Iteration 4Q (6445.458574 sec): 3 clusters Score: Raw -129537.691945 + Penalty 1406.001808 = -128131.690137 nChanged 38 SP:Iteration 5Q (6445.497064 sec): 3 clusters Score: Raw -129557.032094 + Penalty 1406.001808 = -128151.030286 nChanged 32 SP:Iteration 6Q (6445.530570 sec): 3 clusters Score: Raw -129572.033830 + Penalty 1406.001808 = -128166.032022 nChanged 34 SP:Iteration 7Q (6445.572261 sec): 3 clusters Score: Raw -129586.217479 + Penalty 1406.001808 = -128180.215670 nChanged 37 SP:Iteration 8Q (6445.603243 sec): 3 clusters Score: Raw -129602.346499 + Penalty 1406.001808 = -128196.344691 nChanged 28 SP:Iteration 9Q (6445.651374 sec): 3 clusters Score: Raw -129618.547218 + Penalty 1406.001808 = -128212.545410 nChanged 38 SP:Iteration 10Q (6445.686296 sec): 3 clusters Score: Raw -129638.450942 + Penalty 1406.001808 = -128232.449134 nChanged 29 SP:Iteration 11Q (6445.730661 sec): 3 clusters Score: Raw -129654.176608 + Penalty 1406.001808 = -128248.174800 nChanged 33 SP:Iteration 12Q (6445.776245 sec): 3 clusters Score: Raw -129673.262879 + Penalty 1406.001808 = -128267.261070 nChanged 33 SP:Iteration 13Q (6445.820633 sec): 3 clusters Score: Raw -129692.443540 + Penalty 1406.001808 = -128286.441732 nChanged 30 SP:Iteration 14Q (6445.864853 sec): 3 clusters Score: Raw -129708.042444 + Penalty 1406.001808 = -128302.040635 nChanged 27 SP:Iteration 15Q (6445.907600 sec): 3 clusters Score: Raw -129725.627419 + Penalty 1406.001808 = -128319.625611 nChanged 28 SP:Iteration 16Q (6445.952236 sec): 3 clusters Score: Raw -129745.334928 + Penalty 1406.001808 = -128339.333120 nChanged 27 SP:Iteration 17Q (6445.998519 sec): 3 clusters Score: Raw -129759.603784 + Penalty 1406.001808 = -128353.601976 nChanged 19 SP:Iteration 18Q (6446.044283 sec): 3 clusters Score: Raw -129769.213438 + Penalty 1406.001808 = -128363.211630 nChanged 13 SP:Iteration 19Q (6446.088727 sec): 3 clusters Score: Raw -129777.568862 + Penalty 1406.001808 = -128371.567054 nChanged 18 SP:Iteration 20F (6446.132087 sec): 3 clusters Score: Raw -129789.653522 + Penalty 1406.001808 = -128383.651713 nChanged 18 SP:Iteration 21Q (6446.175786 sec): 3 clusters Score: Raw -129797.373125 + Penalty 1406.001808 = -128391.371316 nChanged 21 SP:Iteration 22Q (6446.217668 sec): 3 clusters Score: Raw -129810.747444 + Penalty 1406.001808 = -128404.745636 nChanged 19 SP:Iteration 23Q (6446.271408 sec): 3 clusters Score: Raw -129825.492374 + Penalty 1406.001808 = -128419.490565 nChanged 20 SP:Iteration 24Q (6446.312178 sec): 3 clusters Score: Raw -129838.190858 + Penalty 1406.001808 = -128432.189050 nChanged 19 SP:Iteration 25Q (6446.343864 sec): 3 clusters Score: Raw -129850.275804 + Penalty 1406.001808 = -128444.273996 nChanged 16 SP:Iteration 26Q (6446.372210 sec): 3 clusters Score: Raw -129859.898439 + Penalty 1406.001808 = -128453.896631 nChanged 16 SP:Iteration 27Q (6446.416907 sec): 3 clusters Score: Raw -129871.512258 + Penalty 1406.001808 = -128465.510450 nChanged 14 SP:Iteration 28Q (6446.451112 sec): 3 clusters Score: Raw -129882.277792 + Penalty 1406.001808 = -128476.275984 nChanged 15 SP:Iteration 29Q (6446.480596 sec): 3 clusters Score: Raw -129890.123830 + Penalty 1406.001808 = -128484.122022 nChanged 15 SP:Iteration 30Q (6446.518491 sec): 3 clusters Score: Raw -129899.115318 + Penalty 1406.001808 = -128493.113510 nChanged 15 SP:Iteration 31Q (6446.553633 sec): 3 clusters Score: Raw -129908.485773 + Penalty 1406.001808 = -128502.483965 nChanged 14 SP:Iteration 32Q (6446.602687 sec): 3 clusters Score: Raw -129919.517164 + Penalty 1406.001808 = -128513.515356 nChanged 16 SP:Iteration 33Q (6446.646179 sec): 3 clusters Score: Raw -129931.790246 + Penalty 1406.001808 = -128525.788438 nChanged 9 SP:Iteration 34Q (6446.692407 sec): 3 clusters Score: Raw -129937.839709 + Penalty 1406.001808 = -128531.837901 nChanged 11 SP:Iteration 35Q (6446.734945 sec): 3 clusters Score: Raw -129944.226847 + Penalty 1406.001808 = -128538.225039 nChanged 6 SP:Iteration 36Q (6446.794543 sec): 3 clusters Score: Raw -129947.827172 + Penalty 1406.001808 = -128541.825364 nChanged 6 SP:Iteration 37Q (6446.845561 sec): 3 clusters Score: Raw -129952.567538 + Penalty 1406.001808 = -128546.565730 nChanged 8 SP:Iteration 38Q (6446.897270 sec): 3 clusters Score: Raw -129959.621889 + Penalty 1406.001808 = -128553.620081 nChanged 10 SP:Iteration 39Q (6446.946955 sec): 3 clusters Score: Raw -129967.285647 + Penalty 1406.001808 = -128561.283839 nChanged 10 SP:Iteration 40F (6446.997986 sec): 3 clusters Score: Raw -129976.592505 + Penalty 1406.001808 = -128570.590696 nChanged 8 SP:Iteration 41Q (6447.046676 sec): 3 clusters Score: Raw -129980.744263 + Penalty 1406.001808 = -128574.742455 nChanged 1 SP:Iteration 42Q (6447.093217 sec): 3 clusters Score: Raw -129981.828714 + Penalty 1406.001808 = -128575.826906 nChanged 3 SP:Iteration 43Q (6447.126846 sec): 3 clusters Score: Raw -129984.784356 + Penalty 1406.001808 = -128578.782547 nChanged 2 SP:Iteration 44Q (6447.176014 sec): 3 clusters Score: Raw -129987.074011 + Penalty 1406.001808 = -128581.072203 nChanged 0 SP:Iteration 45F (6447.220619 sec): 3 clusters Score: Raw -129987.074011 + Penalty 1406.001808 = -128581.072203 nChanged 0 Trying to split cluster 39 (2763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6447.257669 sec): 2 clusters Score: Raw -215287.832982 + Penalty 752.786871 = -214535.046111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6447.309891 sec): 3 clusters Score: Raw -213867.183879 + Penalty 1505.573742 = -212361.610137 nChanged 1107 SP:Iteration 1F (6447.349877 sec): 3 clusters Score: Raw -214536.656787 + Penalty 1505.573742 = -213031.083045 nChanged 199 SP:Iteration 2F (6447.408173 sec): 3 clusters Score: Raw -214642.714877 + Penalty 1505.573742 = -213137.141135 nChanged 139 SP:Iteration 3F (6447.448840 sec): 3 clusters Score: Raw -214711.090254 + Penalty 1505.573742 = -213205.516512 nChanged 104 SP:Iteration 4Q (6447.498620 sec): 3 clusters Score: Raw -214765.210867 + Penalty 1505.573742 = -213259.637126 nChanged 74 SP:Iteration 5Q (6447.553692 sec): 3 clusters Score: Raw -214802.236355 + Penalty 1505.573742 = -213296.662613 nChanged 73 SP:Iteration 6Q (6447.596391 sec): 3 clusters Score: Raw -214839.698640 + Penalty 1505.573742 = -213334.124898 nChanged 74 SP:Iteration 7Q (6447.642037 sec): 3 clusters Score: Raw -214880.158175 + Penalty 1505.573742 = -213374.584434 nChanged 75 SP:Iteration 8Q (6447.692780 sec): 3 clusters Score: Raw -214917.537050 + Penalty 1505.573742 = -213411.963308 nChanged 59 SP:Iteration 9Q (6447.742523 sec): 3 clusters Score: Raw -214947.286845 + Penalty 1505.573742 = -213441.713104 nChanged 57 SP:Iteration 10Q (6447.788752 sec): 3 clusters Score: Raw -214980.630135 + Penalty 1505.573742 = -213475.056393 nChanged 71 SP:Iteration 11Q (6447.836447 sec): 3 clusters Score: Raw -215028.503648 + Penalty 1505.573742 = -213522.929906 nChanged 73 SP:Iteration 12Q (6447.886412 sec): 3 clusters Score: Raw -215075.366799 + Penalty 1505.573742 = -213569.793057 nChanged 68 SP:Iteration 13Q (6447.934842 sec): 3 clusters Score: Raw -215112.760934 + Penalty 1505.573742 = -213607.187192 nChanged 46 SP:Iteration 14Q (6447.987947 sec): 3 clusters Score: Raw -215143.105757 + Penalty 1505.573742 = -213637.532015 nChanged 51 SP:Iteration 15Q (6448.031397 sec): 3 clusters Score: Raw -215176.185951 + Penalty 1505.573742 = -213670.612209 nChanged 50 SP:Iteration 16Q (6448.091825 sec): 3 clusters Score: Raw -215208.083761 + Penalty 1505.573742 = -213702.510019 nChanged 49 SP:Iteration 17Q (6448.127094 sec): 3 clusters Score: Raw -215241.417228 + Penalty 1505.573742 = -213735.843486 nChanged 46 SP:Iteration 18Q (6448.184258 sec): 3 clusters Score: Raw -215274.845027 + Penalty 1505.573742 = -213769.271285 nChanged 31 SP:Iteration 19Q (6448.240070 sec): 3 clusters Score: Raw -215298.609914 + Penalty 1505.573742 = -213793.036172 nChanged 31 SP:Iteration 20F (6448.279639 sec): 3 clusters Score: Raw -215321.407175 + Penalty 1505.573742 = -213815.833434 nChanged 30 SP:Iteration 21Q (6448.320549 sec): 3 clusters Score: Raw -215335.593814 + Penalty 1505.573742 = -213830.020073 nChanged 18 SP:Iteration 22Q (6448.365081 sec): 3 clusters Score: Raw -215346.332183 + Penalty 1505.573742 = -213840.758441 nChanged 15 SP:Iteration 23Q (6448.408545 sec): 3 clusters Score: Raw -215356.868542 + Penalty 1505.573742 = -213851.294800 nChanged 17 SP:Iteration 24Q (6448.462642 sec): 3 clusters Score: Raw -215368.772837 + Penalty 1505.573742 = -213863.199095 nChanged 12 SP:Iteration 25Q (6448.496211 sec): 3 clusters Score: Raw -215380.156597 + Penalty 1505.573742 = -213874.582855 nChanged 20 SP:Iteration 26Q (6448.553673 sec): 3 clusters Score: Raw -215397.783162 + Penalty 1505.573742 = -213892.209421 nChanged 15 SP:Iteration 27Q (6448.609019 sec): 3 clusters Score: Raw -215409.943505 + Penalty 1505.573742 = -213904.369763 nChanged 10 SP:Iteration 28Q (6448.654793 sec): 3 clusters Score: Raw -215416.565440 + Penalty 1505.573742 = -213910.991699 nChanged 6 SP:Iteration 29Q (6448.712153 sec): 3 clusters Score: Raw -215421.163788 + Penalty 1505.573742 = -213915.590046 nChanged 11 SP:Iteration 30Q (6448.752732 sec): 3 clusters Score: Raw -215429.441438 + Penalty 1505.573742 = -213923.867696 nChanged 11 SP:Iteration 31Q (6448.808699 sec): 3 clusters Score: Raw -215435.712323 + Penalty 1505.573742 = -213930.138581 nChanged 7 SP:Iteration 32Q (6448.864236 sec): 3 clusters Score: Raw -215439.557227 + Penalty 1505.573742 = -213933.983485 nChanged 6 SP:Iteration 33Q (6448.919799 sec): 3 clusters Score: Raw -215443.913777 + Penalty 1505.573742 = -213938.340036 nChanged 8 SP:Iteration 34Q (6448.972526 sec): 3 clusters Score: Raw -215447.955525 + Penalty 1505.573742 = -213942.381783 nChanged 7 SP:Iteration 35Q (6449.025342 sec): 3 clusters Score: Raw -215451.239518 + Penalty 1505.573742 = -213945.665776 nChanged 7 SP:Iteration 36Q (6449.067430 sec): 3 clusters Score: Raw -215454.541762 + Penalty 1505.573742 = -213948.968020 nChanged 4 SP:Iteration 37Q (6449.117627 sec): 3 clusters Score: Raw -215456.758324 + Penalty 1505.573742 = -213951.184583 nChanged 5 SP:Iteration 38Q (6449.166569 sec): 3 clusters Score: Raw -215458.778750 + Penalty 1505.573742 = -213953.205009 nChanged 2 SP:Iteration 39Q (6449.209316 sec): 3 clusters Score: Raw -215459.936758 + Penalty 1505.573742 = -213954.363017 nChanged 0 SP:Iteration 40F (6449.265705 sec): 3 clusters Score: Raw -215459.936758 + Penalty 1505.573742 = -213954.363017 nChanged 0 Trying to split cluster 40 (4943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.297083 sec): 2 clusters Score: Raw -351824.847260 + Penalty 808.044133 = -351016.803128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.347850 sec): 3 clusters Score: Raw -349021.408743 + Penalty 1616.088266 = -347405.320478 nChanged 2123 SP:Iteration 1F (6449.406641 sec): 3 clusters Score: Raw -350364.676386 + Penalty 1616.088266 = -348748.588121 nChanged 381 SP:Iteration 2F (6449.449513 sec): 3 clusters Score: Raw -350601.766282 + Penalty 1616.088266 = -348985.678016 nChanged 332 SP:Iteration 3F (6449.505304 sec): 3 clusters Score: Raw -350853.173154 + Penalty 1616.088266 = -349237.084889 nChanged 330 SP:Iteration 4F (6449.551553 sec): 3 clusters Score: Raw -351107.772774 + Penalty 1616.088266 = -349491.684509 nChanged 289 SP:Iteration 5F (6449.605266 sec): 3 clusters Score: Raw -351322.611089 + Penalty 1616.088266 = -349706.522824 nChanged 247 SP:Iteration 6Q (6449.663631 sec): 3 clusters Score: Raw -351490.226070 + Penalty 1616.088266 = -349874.137804 nChanged 214 SP:Iteration 7Q (6449.708252 sec): 3 clusters Score: Raw -351617.985315 + Penalty 1616.088266 = -350001.897049 nChanged 172 SP:Iteration 8Q (6449.770913 sec): 3 clusters Score: Raw -351701.606563 + Penalty 1616.088266 = -350085.518298 nChanged 128 SP:Iteration 9Q (6449.819567 sec): 3 clusters Score: Raw -351762.215515 + Penalty 1616.088266 = -350146.127249 nChanged 101 SP:Iteration 10Q (6449.874681 sec): 3 clusters Score: Raw -351798.707663 + Penalty 1616.088266 = -350182.619397 nChanged 73 SP:Iteration 11Q (6449.927590 sec): 3 clusters Score: Raw -351820.840296 + Penalty 1616.088266 = -350204.752031 nChanged 51 SP:Iteration 12Q (6449.969767 sec): 3 clusters Score: Raw -351833.050597 + Penalty 1616.088266 = -350216.962332 nChanged 44 SP:Iteration 13Q (6450.032370 sec): 3 clusters Score: Raw -351842.991833 + Penalty 1616.088266 = -350226.903567 nChanged 30 SP:Iteration 14Q (6450.078590 sec): 3 clusters Score: Raw -351850.243885 + Penalty 1616.088266 = -350234.155620 nChanged 29 SP:Iteration 15Q (6450.140856 sec): 3 clusters Score: Raw -351856.903732 + Penalty 1616.088266 = -350240.815466 nChanged 27 SP:Iteration 16Q (6450.194637 sec): 3 clusters Score: Raw -351864.002252 + Penalty 1616.088266 = -350247.913987 nChanged 30 SP:Iteration 17Q (6450.225229 sec): 3 clusters Score: Raw -351869.691705 + Penalty 1616.088266 = -350253.603439 nChanged 25 SP:Iteration 18Q (6450.277716 sec): 3 clusters Score: Raw -351874.108029 + Penalty 1616.088266 = -350258.019764 nChanged 19 SP:Iteration 19Q (6450.340160 sec): 3 clusters Score: Raw -351877.128119 + Penalty 1616.088266 = -350261.039853 nChanged 21 SP:Iteration 20F (6450.386197 sec): 3 clusters Score: Raw -351879.934489 + Penalty 1616.088266 = -350263.846224 nChanged 18 SP:Iteration 21Q (6450.446333 sec): 3 clusters Score: Raw -351882.424557 + Penalty 1616.088266 = -350266.336291 nChanged 17 SP:Iteration 22Q (6450.502034 sec): 3 clusters Score: Raw -351884.809695 + Penalty 1616.088266 = -350268.721429 nChanged 12 SP:Iteration 23Q (6450.550431 sec): 3 clusters Score: Raw -351885.899024 + Penalty 1616.088266 = -350269.810758 nChanged 10 SP:Iteration 24Q (6450.611264 sec): 3 clusters Score: Raw -351887.314629 + Penalty 1616.088266 = -350271.226363 nChanged 5 SP:Iteration 25Q (6450.661599 sec): 3 clusters Score: Raw -351887.720363 + Penalty 1616.088266 = -350271.632097 nChanged 2 SP:Iteration 26Q (6450.715853 sec): 3 clusters Score: Raw -351887.894699 + Penalty 1616.088266 = -350271.806433 nChanged 3 SP:Iteration 27Q (6450.772031 sec): 3 clusters Score: Raw -351888.229430 + Penalty 1616.088266 = -350272.141164 nChanged 1 SP:Iteration 28Q (6450.816197 sec): 3 clusters Score: Raw -351888.284418 + Penalty 1616.088266 = -350272.196153 nChanged 1 SP:Iteration 29Q (6450.862256 sec): 3 clusters Score: Raw -351888.349559 + Penalty 1616.088266 = -350272.261293 nChanged 3 SP:Iteration 30Q (6450.918824 sec): 3 clusters Score: Raw -351888.443986 + Penalty 1616.088266 = -350272.355721 nChanged 2 SP:Iteration 31Q (6450.968305 sec): 3 clusters Score: Raw -351888.538330 + Penalty 1616.088266 = -350272.450064 nChanged 2 SP:Iteration 32Q (6451.029440 sec): 3 clusters Score: Raw -351888.866158 + Penalty 1616.088266 = -350272.777893 nChanged 0 SP:Iteration 33F (6451.083023 sec): 3 clusters Score: Raw -351888.866158 + Penalty 1616.088266 = -350272.777893 nChanged 0 Trying to split cluster 41 (2676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6451.111509 sec): 2 clusters Score: Raw -204583.115754 + Penalty 749.747450 = -203833.368304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6451.148404 sec): 3 clusters Score: Raw -203222.233159 + Penalty 1499.494900 = -201722.738259 nChanged 1097 SP:Iteration 1F (6451.195197 sec): 3 clusters Score: Raw -203942.177985 + Penalty 1499.494900 = -202442.683085 nChanged 247 SP:Iteration 2F (6451.252702 sec): 3 clusters Score: Raw -204128.931012 + Penalty 1499.494900 = -202629.436112 nChanged 181 SP:Iteration 3F (6451.283533 sec): 3 clusters Score: Raw -204281.202067 + Penalty 1499.494900 = -202781.707167 nChanged 161 SP:Iteration 4F (6451.331459 sec): 3 clusters Score: Raw -204399.227425 + Penalty 1499.494900 = -202899.732525 nChanged 133 SP:Iteration 5Q (6451.367053 sec): 3 clusters Score: Raw -204507.589772 + Penalty 1499.494900 = -203008.094872 nChanged 123 SP:Iteration 6Q (6451.407579 sec): 3 clusters Score: Raw -204605.412728 + Penalty 1499.494900 = -203105.917828 nChanged 96 SP:Iteration 7Q (6451.447526 sec): 3 clusters Score: Raw -204684.233485 + Penalty 1499.494900 = -203184.738585 nChanged 79 SP:Iteration 8Q (6451.490138 sec): 3 clusters Score: Raw -204744.143680 + Penalty 1499.494900 = -203244.648780 nChanged 75 SP:Iteration 9Q (6451.535193 sec): 3 clusters Score: Raw -204791.902728 + Penalty 1499.494900 = -203292.407828 nChanged 41 SP:Iteration 10Q (6451.578638 sec): 3 clusters Score: Raw -204821.423291 + Penalty 1499.494900 = -203321.928391 nChanged 47 SP:Iteration 11Q (6451.622780 sec): 3 clusters Score: Raw -204847.095089 + Penalty 1499.494900 = -203347.600188 nChanged 29 SP:Iteration 12Q (6451.663123 sec): 3 clusters Score: Raw -204862.210397 + Penalty 1499.494900 = -203362.715497 nChanged 21 SP:Iteration 13Q (6451.716320 sec): 3 clusters Score: Raw -204877.627819 + Penalty 1499.494900 = -203378.132919 nChanged 20 SP:Iteration 14Q (6451.754751 sec): 3 clusters Score: Raw -204887.640508 + Penalty 1499.494900 = -203388.145608 nChanged 15 SP:Iteration 15Q (6451.806764 sec): 3 clusters Score: Raw -204892.768371 + Penalty 1499.494900 = -203393.273471 nChanged 6 SP:Iteration 16Q (6451.847563 sec): 3 clusters Score: Raw -204895.226126 + Penalty 1499.494900 = -203395.731226 nChanged 5 SP:Iteration 17Q (6451.889129 sec): 3 clusters Score: Raw -204896.407175 + Penalty 1499.494900 = -203396.912275 nChanged 4 SP:Iteration 18Q (6451.930394 sec): 3 clusters Score: Raw -204897.243171 + Penalty 1499.494900 = -203397.748271 nChanged 2 SP:Iteration 19Q (6451.975019 sec): 3 clusters Score: Raw -204897.530306 + Penalty 1499.494900 = -203398.035406 nChanged 0 SP:Iteration 20F (6452.020957 sec): 3 clusters Score: Raw -204897.530306 + Penalty 1499.494900 = -203398.035406 nChanged 0 Iteration 259Q (6458.691771 sec): 43 clusters Score: Raw -45957175.948557 + Penalty 53353.189014 = -45903822.759543 nChanged 1321 Iteration 260F (6471.235105 sec): 43 clusters Score: Raw -45957566.970927 + Penalty 53353.189014 = -45904213.781913 nChanged 1137 Iteration 261Q (6477.146560 sec): 43 clusters Score: Raw -45957706.672560 + Penalty 53353.189014 = -45904353.483546 nChanged 839 Iteration 262Q (6482.952268 sec): 43 clusters Score: Raw -45957782.709765 + Penalty 53353.189014 = -45904429.520751 nChanged 714 Iteration 263Q (6488.889849 sec): 43 clusters Score: Raw -45957833.686792 + Penalty 53353.189014 = -45904480.497778 nChanged 629 Iteration 264Q (6494.785538 sec): 43 clusters Score: Raw -45957877.239271 + Penalty 53353.189014 = -45904524.050257 nChanged 540 Iteration 265Q (6500.742802 sec): 43 clusters Score: Raw -45957909.538218 + Penalty 53353.189014 = -45904556.349204 nChanged 516 Iteration 266Q (6506.811964 sec): 43 clusters Score: Raw -45957935.112557 + Penalty 53353.189014 = -45904581.923543 nChanged 454 Iteration 267Q (6512.781085 sec): 43 clusters Score: Raw -45957958.938891 + Penalty 53353.189014 = -45904605.749877 nChanged 418 Iteration 268Q (6518.698308 sec): 43 clusters Score: Raw -45957979.646051 + Penalty 53353.189014 = -45904626.457037 nChanged 392 Iteration 269Q (6524.659236 sec): 43 clusters Score: Raw -45957997.738647 + Penalty 53353.189014 = -45904644.549633 nChanged 344 Iteration 270Q (6530.495894 sec): 43 clusters Score: Raw -45958014.249097 + Penalty 53353.189014 = -45904661.060083 nChanged 339 Iteration 271Q (6536.366522 sec): 43 clusters Score: Raw -45958032.936386 + Penalty 53353.189014 = -45904679.747372 nChanged 341 Iteration 272Q (6542.252221 sec): 43 clusters Score: Raw -45958050.051824 + Penalty 53353.189014 = -45904696.862810 nChanged 330 Iteration 273Q (6548.119043 sec): 43 clusters Score: Raw -45958067.284783 + Penalty 53353.189014 = -45904714.095769 nChanged 336 Iteration 274Q (6554.013500 sec): 43 clusters Score: Raw -45958082.783682 + Penalty 53353.189014 = -45904729.594668 nChanged 307 Iteration 275Q (6559.961880 sec): 43 clusters Score: Raw -45958095.675774 + Penalty 53353.189014 = -45904742.486760 nChanged 283 Iteration 276Q (6565.754974 sec): 43 clusters Score: Raw -45958107.749995 + Penalty 53353.189014 = -45904754.560981 nChanged 263 Iteration 277Q (6571.534606 sec): 43 clusters Score: Raw -45958119.400052 + Penalty 53353.189014 = -45904766.211038 nChanged 246 Iteration 278Q (6577.444087 sec): 43 clusters Score: Raw -45958130.436892 + Penalty 53353.189014 = -45904777.247878 nChanged 246 Iteration 279Q (6583.317833 sec): 43 clusters Score: Raw -45958141.564832 + Penalty 53353.189014 = -45904788.375818 nChanged 228 Iteration 280F (6595.918051 sec): 43 clusters Score: Raw -45958151.422683 + Penalty 53353.189014 = -45904798.233669 nChanged 203 Iteration 281Q (6601.954152 sec): 43 clusters Score: Raw -45958158.781244 + Penalty 53353.189014 = -45904805.592230 nChanged 174 Iteration 282Q (6607.969464 sec): 43 clusters Score: Raw -45958164.983683 + Penalty 53353.189014 = -45904811.794669 nChanged 158 Iteration 283Q (6614.110841 sec): 43 clusters Score: Raw -45958171.361451 + Penalty 53353.189014 = -45904818.172437 nChanged 184 Iteration 284Q (6620.060499 sec): 43 clusters Score: Raw -45958179.736162 + Penalty 53353.189014 = -45904826.547148 nChanged 202 Iteration 285Q (6626.210163 sec): 43 clusters Score: Raw -45958189.619141 + Penalty 53353.189014 = -45904836.430127 nChanged 199 Iteration 286Q (6632.223530 sec): 43 clusters Score: Raw -45958199.523948 + Penalty 53353.189014 = -45904846.334934 nChanged 177 Iteration 287Q (6638.267610 sec): 43 clusters Score: Raw -45958206.541711 + Penalty 53353.189014 = -45904853.352697 nChanged 154 Iteration 288Q (6644.272132 sec): 43 clusters Score: Raw -45958214.570549 + Penalty 53353.189014 = -45904861.381535 nChanged 174 Iteration 289Q (6650.251880 sec): 43 clusters Score: Raw -45958223.957418 + Penalty 53353.189014 = -45904870.768404 nChanged 157 Iteration 290Q (6656.375312 sec): 43 clusters Score: Raw -45958231.136632 + Penalty 53353.189014 = -45904877.947618 nChanged 145 Iteration 291Q (6662.369357 sec): 43 clusters Score: Raw -45958237.678974 + Penalty 53353.189014 = -45904884.489960 nChanged 152 Iteration 292Q (6668.444545 sec): 43 clusters Score: Raw -45958244.460130 + Penalty 53353.189014 = -45904891.271116 nChanged 124 Iteration 293Q (6674.254014 sec): 43 clusters Score: Raw -45958250.711502 + Penalty 53353.189014 = -45904897.522488 nChanged 139 Iteration 294Q (6680.107153 sec): 43 clusters Score: Raw -45958259.894864 + Penalty 53353.189014 = -45904906.705850 nChanged 147 Iteration 295Q (6686.238413 sec): 43 clusters Score: Raw -45958266.433814 + Penalty 53353.189014 = -45904913.244800 nChanged 143 Iteration 296Q (6692.476447 sec): 43 clusters Score: Raw -45958273.110203 + Penalty 53353.189014 = -45904919.921189 nChanged 160 Iteration 297Q (6698.666205 sec): 43 clusters Score: Raw -45958281.199685 + Penalty 53353.189014 = -45904928.010671 nChanged 151 Iteration 298Q (6704.750390 sec): 43 clusters Score: Raw -45958288.883908 + Penalty 53353.189014 = -45904935.694894 nChanged 146 Writing temp clu file Because OldScore, -45904928.010671, is greater than current (better) Score,-45904935.694894 Compute initial score before splitting: Score: Raw -45958288.883908 + Penalty 53353.189014 = -45904935.694894 Trying to split cluster 1 (7881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6704.971660 sec): 2 clusters Score: Raw -594406.735589 + Penalty 852.359957 = -593554.375631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6705.036877 sec): 3 clusters Score: Raw -589835.949523 + Penalty 1704.719915 = -588131.229608 nChanged 3449 SP:Iteration 1F (6705.079409 sec): 3 clusters Score: Raw -591851.009310 + Penalty 1704.719915 = -590146.289395 nChanged 545 SP:Iteration 2F (6705.141064 sec): 3 clusters Score: Raw -592159.123523 + Penalty 1704.719915 = -590454.403608 nChanged 545 SP:Iteration 3F (6705.197296 sec): 3 clusters Score: Raw -592481.793439 + Penalty 1704.719915 = -590777.073525 nChanged 481 SP:Iteration 4F (6705.247608 sec): 3 clusters Score: Raw -592801.532744 + Penalty 1704.719915 = -591096.812829 nChanged 457 SP:Iteration 5F (6705.307499 sec): 3 clusters Score: Raw -593128.474559 + Penalty 1704.719915 = -591423.754644 nChanged 435 SP:Iteration 6F (6705.363679 sec): 3 clusters Score: Raw -593497.341583 + Penalty 1704.719915 = -591792.621668 nChanged 385 SP:Iteration 7Q (6705.409542 sec): 3 clusters Score: Raw -593860.612316 + Penalty 1704.719915 = -592155.892401 nChanged 325 SP:Iteration 8Q (6705.472676 sec): 3 clusters Score: Raw -594110.571061 + Penalty 1704.719915 = -592405.851146 nChanged 249 SP:Iteration 9Q (6705.526887 sec): 3 clusters Score: Raw -594256.180913 + Penalty 1704.719915 = -592551.460998 nChanged 162 SP:Iteration 10Q (6705.579927 sec): 3 clusters Score: Raw -594334.357570 + Penalty 1704.719915 = -592629.637655 nChanged 104 SP:Iteration 11Q (6705.621953 sec): 3 clusters Score: Raw -594380.600651 + Penalty 1704.719915 = -592675.880736 nChanged 89 SP:Iteration 12Q (6705.674308 sec): 3 clusters Score: Raw -594419.008797 + Penalty 1704.719915 = -592714.288882 nChanged 72 SP:Iteration 13Q (6705.733513 sec): 3 clusters Score: Raw -594447.939084 + Penalty 1704.719915 = -592743.219169 nChanged 72 SP:Iteration 14Q (6705.785781 sec): 3 clusters Score: Raw -594477.308849 + Penalty 1704.719915 = -592772.588934 nChanged 71 SP:Iteration 15Q (6705.831589 sec): 3 clusters Score: Raw -594509.387537 + Penalty 1704.719915 = -592804.667622 nChanged 70 SP:Iteration 16Q (6705.884362 sec): 3 clusters Score: Raw -594540.369121 + Penalty 1704.719915 = -592835.649206 nChanged 76 SP:Iteration 17Q (6705.935698 sec): 3 clusters Score: Raw -594576.279468 + Penalty 1704.719915 = -592871.559553 nChanged 70 SP:Iteration 18Q (6705.986365 sec): 3 clusters Score: Raw -594603.728580 + Penalty 1704.719915 = -592899.008665 nChanged 56 SP:Iteration 19Q (6706.046419 sec): 3 clusters Score: Raw -594630.496754 + Penalty 1704.719915 = -592925.776839 nChanged 63 SP:Iteration 20F (6706.091410 sec): 3 clusters Score: Raw -594656.748218 + Penalty 1704.719915 = -592952.028304 nChanged 50 SP:Iteration 21Q (6706.147117 sec): 3 clusters Score: Raw -594673.687504 + Penalty 1704.719915 = -592968.967589 nChanged 42 SP:Iteration 22Q (6706.194997 sec): 3 clusters Score: Raw -594689.816489 + Penalty 1704.719915 = -592985.096574 nChanged 42 SP:Iteration 23Q (6706.248777 sec): 3 clusters Score: Raw -594702.185211 + Penalty 1704.719915 = -592997.465296 nChanged 32 SP:Iteration 24Q (6706.301658 sec): 3 clusters Score: Raw -594709.840328 + Penalty 1704.719915 = -593005.120413 nChanged 20 SP:Iteration 25Q (6706.349570 sec): 3 clusters Score: Raw -594714.064390 + Penalty 1704.719915 = -593009.344475 nChanged 6 SP:Iteration 26Q (6706.392636 sec): 3 clusters Score: Raw -594714.787768 + Penalty 1704.719915 = -593010.067853 nChanged 6 SP:Iteration 27Q (6706.447651 sec): 3 clusters Score: Raw -594715.359148 + Penalty 1704.719915 = -593010.639233 nChanged 3 SP:Iteration 28Q (6706.485763 sec): 3 clusters Score: Raw -594716.035688 + Penalty 1704.719915 = -593011.315773 nChanged 6 SP:Iteration 29Q (6706.538550 sec): 3 clusters Score: Raw -594716.760944 + Penalty 1704.719915 = -593012.041029 nChanged 3 SP:Iteration 30Q (6706.596850 sec): 3 clusters Score: Raw -594717.065341 + Penalty 1704.719915 = -593012.345427 nChanged 0 SP:Iteration 31F (6706.644148 sec): 3 clusters Score: Raw -594717.065341 + Penalty 1704.719915 = -593012.345427 nChanged 0 Trying to split cluster 2 (7394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6706.683645 sec): 2 clusters Score: Raw -457118.933964 + Penalty 846.300293 = -456272.633671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6706.741746 sec): 3 clusters Score: Raw -452874.220938 + Penalty 1692.600587 = -451181.620351 nChanged 3254 SP:Iteration 1F (6706.789526 sec): 3 clusters Score: Raw -454557.517510 + Penalty 1692.600587 = -452864.916923 nChanged 413 SP:Iteration 2F (6706.841528 sec): 3 clusters Score: Raw -454735.613094 + Penalty 1692.600587 = -453043.012508 nChanged 379 SP:Iteration 3F (6706.898914 sec): 3 clusters Score: Raw -454895.750781 + Penalty 1692.600587 = -453203.150194 nChanged 361 SP:Iteration 4Q (6706.952050 sec): 3 clusters Score: Raw -455059.052251 + Penalty 1692.600587 = -453366.451665 nChanged 344 SP:Iteration 5Q (6707.005459 sec): 3 clusters Score: Raw -455215.436823 + Penalty 1692.600587 = -453522.836237 nChanged 352 SP:Iteration 6Q (6707.061897 sec): 3 clusters Score: Raw -455407.820910 + Penalty 1692.600587 = -453715.220324 nChanged 378 SP:Iteration 7F (6707.111019 sec): 3 clusters Score: Raw -455633.796677 + Penalty 1692.600587 = -453941.196091 nChanged 365 SP:Iteration 8Q (6707.166512 sec): 3 clusters Score: Raw -455843.388658 + Penalty 1692.600587 = -454150.788072 nChanged 332 SP:Iteration 9Q (6707.227665 sec): 3 clusters Score: Raw -456051.580059 + Penalty 1692.600587 = -454358.979472 nChanged 327 SP:Iteration 10Q (6707.289053 sec): 3 clusters Score: Raw -456305.592312 + Penalty 1692.600587 = -454612.991726 nChanged 314 SP:Iteration 11Q (6707.333836 sec): 3 clusters Score: Raw -456525.232905 + Penalty 1692.600587 = -454832.632319 nChanged 268 SP:Iteration 12Q (6707.393177 sec): 3 clusters Score: Raw -456710.078165 + Penalty 1692.600587 = -455017.477578 nChanged 215 SP:Iteration 13Q (6707.436076 sec): 3 clusters Score: Raw -456846.559174 + Penalty 1692.600587 = -455153.958588 nChanged 167 SP:Iteration 14Q (6707.494718 sec): 3 clusters Score: Raw -456968.197308 + Penalty 1692.600587 = -455275.596722 nChanged 128 SP:Iteration 15Q (6707.548139 sec): 3 clusters Score: Raw -457053.141779 + Penalty 1692.600587 = -455360.541193 nChanged 79 SP:Iteration 16Q (6707.591934 sec): 3 clusters Score: Raw -457103.311361 + Penalty 1692.600587 = -455410.710774 nChanged 68 SP:Iteration 17Q (6707.630415 sec): 3 clusters Score: Raw -457147.786749 + Penalty 1692.600587 = -455455.186163 nChanged 60 SP:Iteration 18Q (6707.692410 sec): 3 clusters Score: Raw -457188.743920 + Penalty 1692.600587 = -455496.143333 nChanged 36 SP:Iteration 19Q (6707.747074 sec): 3 clusters Score: Raw -457214.863357 + Penalty 1692.600587 = -455522.262771 nChanged 30 SP:Iteration 20F (6707.795111 sec): 3 clusters Score: Raw -457239.683878 + Penalty 1692.600587 = -455547.083291 nChanged 25 SP:Iteration 21Q (6707.839273 sec): 3 clusters Score: Raw -457261.996745 + Penalty 1692.600587 = -455569.396158 nChanged 19 SP:Iteration 22Q (6707.890768 sec): 3 clusters Score: Raw -457277.288172 + Penalty 1692.600587 = -455584.687586 nChanged 13 SP:Iteration 23Q (6707.954587 sec): 3 clusters Score: Raw -457286.201670 + Penalty 1692.600587 = -455593.601083 nChanged 14 SP:Iteration 24Q (6708.000506 sec): 3 clusters Score: Raw -457293.522440 + Penalty 1692.600587 = -455600.921853 nChanged 7 SP:Iteration 25Q (6708.063206 sec): 3 clusters Score: Raw -457296.456952 + Penalty 1692.600587 = -455603.856366 nChanged 3 SP:Iteration 26Q (6708.118466 sec): 3 clusters Score: Raw -457297.307005 + Penalty 1692.600587 = -455604.706419 nChanged 1 SP:Iteration 27Q (6708.167800 sec): 3 clusters Score: Raw -457297.695884 + Penalty 1692.600587 = -455605.095297 nChanged 1 SP:Iteration 28Q (6708.224070 sec): 3 clusters Score: Raw -457298.730926 + Penalty 1692.600587 = -455606.130340 nChanged 2 SP:Iteration 29Q (6708.276436 sec): 3 clusters Score: Raw -457300.051665 + Penalty 1692.600587 = -455607.451079 nChanged 2 SP:Iteration 30Q (6708.327953 sec): 3 clusters Score: Raw -457301.326024 + Penalty 1692.600587 = -455608.725438 nChanged 2 SP:Iteration 31Q (6708.380131 sec): 3 clusters Score: Raw -457302.390256 + Penalty 1692.600587 = -455609.789670 nChanged 2 SP:Iteration 32Q (6708.422558 sec): 3 clusters Score: Raw -457303.577410 + Penalty 1692.600587 = -455610.976823 nChanged 3 SP:Iteration 33Q (6708.472984 sec): 3 clusters Score: Raw -457304.952272 + Penalty 1692.600587 = -455612.351686 nChanged 2 SP:Iteration 34Q (6708.529705 sec): 3 clusters Score: Raw -457305.843650 + Penalty 1692.600587 = -455613.243063 nChanged 2 SP:Iteration 35Q (6708.573653 sec): 3 clusters Score: Raw -457306.204186 + Penalty 1692.600587 = -455613.603600 nChanged 1 SP:Iteration 36Q (6708.632139 sec): 3 clusters Score: Raw -457306.360314 + Penalty 1692.600587 = -455613.759727 nChanged 1 SP:Iteration 37Q (6708.688922 sec): 3 clusters Score: Raw -457307.132598 + Penalty 1692.600587 = -455614.532011 nChanged 1 SP:Iteration 38Q (6708.743793 sec): 3 clusters Score: Raw -457307.209674 + Penalty 1692.600587 = -455614.609088 nChanged 0 SP:Iteration 39F (6708.785972 sec): 3 clusters Score: Raw -457307.209674 + Penalty 1692.600587 = -455614.609088 nChanged 0 Trying to split cluster 3 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.807448 sec): 2 clusters Score: Raw -65971.668897 + Penalty 651.163678 = -65320.505219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.860592 sec): 3 clusters Score: Raw -65597.584632 + Penalty 1302.327355 = -64295.257276 nChanged 346 SP:Iteration 1F (6708.893913 sec): 3 clusters Score: Raw -65977.095558 + Penalty 1302.327355 = -64674.768202 nChanged 143 SP:Iteration 2F (6708.937725 sec): 3 clusters Score: Raw -66269.680245 + Penalty 1302.327355 = -64967.352890 nChanged 93 SP:Iteration 3F (6708.991581 sec): 3 clusters Score: Raw -66415.689999 + Penalty 1302.327355 = -65113.362644 nChanged 55 SP:Iteration 4F (6709.031550 sec): 3 clusters Score: Raw -66496.845720 + Penalty 1302.327355 = -65194.518365 nChanged 31 SP:Iteration 5Q (6709.078500 sec): 3 clusters Score: Raw -66523.249600 + Penalty 1302.327355 = -65220.922244 nChanged 10 SP:Iteration 6Q (6709.121960 sec): 3 clusters Score: Raw -66530.905455 + Penalty 1302.327355 = -65228.578099 nChanged 6 SP:Iteration 7Q (6709.169179 sec): 3 clusters Score: Raw -66534.662531 + Penalty 1302.327355 = -65232.335176 nChanged 2 SP:Iteration 8Q (6709.204349 sec): 3 clusters Score: Raw -66535.679711 + Penalty 1302.327355 = -65233.352355 nChanged 0 SP:Iteration 9F (6709.247370 sec): 3 clusters Score: Raw -66535.679711 + Penalty 1302.327355 = -65233.352355 nChanged 0 Trying to split cluster 4 (14864 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6709.299501 sec): 2 clusters Score: Raw -1163867.022341 + Penalty 912.636259 = -1162954.386082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6709.359869 sec): 3 clusters Score: Raw -1154861.131520 + Penalty 1825.272518 = -1153035.859002 nChanged 6789 SP:Iteration 1F (6709.426331 sec): 3 clusters Score: Raw -1159032.053398 + Penalty 1825.272518 = -1157206.780880 nChanged 1056 SP:Iteration 2F (6709.481259 sec): 3 clusters Score: Raw -1159689.292182 + Penalty 1825.272518 = -1157864.019665 nChanged 1059 SP:Iteration 3F (6709.540720 sec): 3 clusters Score: Raw -1160389.336604 + Penalty 1825.272518 = -1158564.064086 nChanged 1037 SP:Iteration 4F (6709.607896 sec): 3 clusters Score: Raw -1161133.417126 + Penalty 1825.272518 = -1159308.144608 nChanged 928 SP:Iteration 5F (6709.670034 sec): 3 clusters Score: Raw -1161816.119489 + Penalty 1825.272518 = -1159990.846971 nChanged 792 SP:Iteration 6F (6709.739114 sec): 3 clusters Score: Raw -1162450.411589 + Penalty 1825.272518 = -1160625.139071 nChanged 672 SP:Iteration 7Q (6709.798088 sec): 3 clusters Score: Raw -1162934.721481 + Penalty 1825.272518 = -1161109.448963 nChanged 484 SP:Iteration 8Q (6709.863834 sec): 3 clusters Score: Raw -1163247.871721 + Penalty 1825.272518 = -1161422.599203 nChanged 336 SP:Iteration 9Q (6709.915542 sec): 3 clusters Score: Raw -1163457.028374 + Penalty 1825.272518 = -1161631.755857 nChanged 262 SP:Iteration 10Q (6709.986904 sec): 3 clusters Score: Raw -1163607.704043 + Penalty 1825.272518 = -1161782.431525 nChanged 210 SP:Iteration 11Q (6710.040118 sec): 3 clusters Score: Raw -1163708.402440 + Penalty 1825.272518 = -1161883.129922 nChanged 187 SP:Iteration 12Q (6710.112450 sec): 3 clusters Score: Raw -1163797.569066 + Penalty 1825.272518 = -1161972.296548 nChanged 174 SP:Iteration 13Q (6710.164069 sec): 3 clusters Score: Raw -1163876.312251 + Penalty 1825.272518 = -1162051.039734 nChanged 152 SP:Iteration 14Q (6710.235514 sec): 3 clusters Score: Raw -1163923.156863 + Penalty 1825.272518 = -1162097.884345 nChanged 104 SP:Iteration 15Q (6710.291951 sec): 3 clusters Score: Raw -1163943.747145 + Penalty 1825.272518 = -1162118.474628 nChanged 62 SP:Iteration 16Q (6710.347092 sec): 3 clusters Score: Raw -1163955.763052 + Penalty 1825.272518 = -1162130.490534 nChanged 55 SP:Iteration 17Q (6710.417501 sec): 3 clusters Score: Raw -1163966.090742 + Penalty 1825.272518 = -1162140.818225 nChanged 42 SP:Iteration 18Q (6710.483954 sec): 3 clusters Score: Raw -1163973.038082 + Penalty 1825.272518 = -1162147.765564 nChanged 44 SP:Iteration 19Q (6710.548686 sec): 3 clusters Score: Raw -1163982.358221 + Penalty 1825.272518 = -1162157.085703 nChanged 47 SP:Iteration 20F (6710.613910 sec): 3 clusters Score: Raw -1163993.486711 + Penalty 1825.272518 = -1162168.214194 nChanged 50 SP:Iteration 21Q (6710.673937 sec): 3 clusters Score: Raw -1164003.513907 + Penalty 1825.272518 = -1162178.241389 nChanged 46 SP:Iteration 22Q (6710.735942 sec): 3 clusters Score: Raw -1164010.584289 + Penalty 1825.272518 = -1162185.311772 nChanged 38 SP:Iteration 23Q (6710.802372 sec): 3 clusters Score: Raw -1164016.472307 + Penalty 1825.272518 = -1162191.199789 nChanged 44 SP:Iteration 24Q (6710.864356 sec): 3 clusters Score: Raw -1164022.089769 + Penalty 1825.272518 = -1162196.817252 nChanged 32 SP:Iteration 25Q (6710.921973 sec): 3 clusters Score: Raw -1164026.197191 + Penalty 1825.272518 = -1162200.924673 nChanged 40 SP:Iteration 26Q (6710.996570 sec): 3 clusters Score: Raw -1164032.956996 + Penalty 1825.272518 = -1162207.684478 nChanged 40 SP:Iteration 27Q (6711.050500 sec): 3 clusters Score: Raw -1164039.341125 + Penalty 1825.272518 = -1162214.068607 nChanged 37 SP:Iteration 28Q (6711.106511 sec): 3 clusters Score: Raw -1164044.134624 + Penalty 1825.272518 = -1162218.862106 nChanged 35 SP:Iteration 29Q (6711.170886 sec): 3 clusters Score: Raw -1164049.264466 + Penalty 1825.272518 = -1162223.991949 nChanged 24 SP:Iteration 30Q (6711.226977 sec): 3 clusters Score: Raw -1164052.383814 + Penalty 1825.272518 = -1162227.111297 nChanged 21 SP:Iteration 31Q (6711.298767 sec): 3 clusters Score: Raw -1164054.576944 + Penalty 1825.272518 = -1162229.304426 nChanged 28 SP:Iteration 32Q (6711.343057 sec): 3 clusters Score: Raw -1164058.151885 + Penalty 1825.272518 = -1162232.879367 nChanged 24 SP:Iteration 33Q (6711.408594 sec): 3 clusters Score: Raw -1164061.453620 + Penalty 1825.272518 = -1162236.181102 nChanged 25 SP:Iteration 34Q (6711.460620 sec): 3 clusters Score: Raw -1164064.892063 + Penalty 1825.272518 = -1162239.619546 nChanged 24 SP:Iteration 35Q (6711.509793 sec): 3 clusters Score: Raw -1164068.185984 + Penalty 1825.272518 = -1162242.913466 nChanged 27 SP:Iteration 36Q (6711.574103 sec): 3 clusters Score: Raw -1164072.336702 + Penalty 1825.272518 = -1162247.064184 nChanged 30 SP:Iteration 37Q (6711.629815 sec): 3 clusters Score: Raw -1164076.384643 + Penalty 1825.272518 = -1162251.112125 nChanged 31 SP:Iteration 38Q (6711.681940 sec): 3 clusters Score: Raw -1164079.777526 + Penalty 1825.272518 = -1162254.505008 nChanged 26 SP:Iteration 39Q (6711.747033 sec): 3 clusters Score: Raw -1164081.925907 + Penalty 1825.272518 = -1162256.653389 nChanged 17 SP:Iteration 40F (6711.794170 sec): 3 clusters Score: Raw -1164083.029247 + Penalty 1825.272518 = -1162257.756729 nChanged 9 SP:Iteration 41Q (6711.866445 sec): 3 clusters Score: Raw -1164083.541200 + Penalty 1825.272518 = -1162258.268682 nChanged 6 SP:Iteration 42Q (6711.920606 sec): 3 clusters Score: Raw -1164084.130891 + Penalty 1825.272518 = -1162258.858373 nChanged 8 SP:Iteration 43Q (6711.992943 sec): 3 clusters Score: Raw -1164084.932596 + Penalty 1825.272518 = -1162259.660079 nChanged 10 SP:Iteration 44Q (6712.044328 sec): 3 clusters Score: Raw -1164085.927335 + Penalty 1825.272518 = -1162260.654817 nChanged 9 SP:Iteration 45Q (6712.111871 sec): 3 clusters Score: Raw -1164087.113918 + Penalty 1825.272518 = -1162261.841400 nChanged 10 SP:Iteration 46Q (6712.176733 sec): 3 clusters Score: Raw -1164088.016279 + Penalty 1825.272518 = -1162262.743761 nChanged 9 SP:Iteration 47Q (6712.238271 sec): 3 clusters Score: Raw -1164088.684729 + Penalty 1825.272518 = -1162263.412211 nChanged 7 SP:Iteration 48Q (6712.304929 sec): 3 clusters Score: Raw -1164089.256404 + Penalty 1825.272518 = -1162263.983887 nChanged 8 SP:Iteration 49Q (6712.361886 sec): 3 clusters Score: Raw -1164089.737865 + Penalty 1825.272518 = -1162264.465348 nChanged 4 SP:Iteration 50Q (6712.431780 sec): 3 clusters Score: Raw -1164089.922735 + Penalty 1825.272518 = -1162264.650218 nChanged 4 SP:Iteration 51Q (6712.482126 sec): 3 clusters Score: Raw -1164090.143433 + Penalty 1825.272518 = -1162264.870916 nChanged 2 SP:Iteration 52Q (6712.548487 sec): 3 clusters Score: Raw -1164090.230809 + Penalty 1825.272518 = -1162264.958292 nChanged 3 SP:Iteration 53Q (6712.616922 sec): 3 clusters Score: Raw -1164090.427185 + Penalty 1825.272518 = -1162265.154668 nChanged 1 SP:Iteration 54Q (6712.684281 sec): 3 clusters Score: Raw -1164090.464339 + Penalty 1825.272518 = -1162265.191821 nChanged 1 SP:Iteration 55Q (6712.739111 sec): 3 clusters Score: Raw -1164090.494593 + Penalty 1825.272518 = -1162265.222076 nChanged 0 SP:Iteration 56F (6712.804421 sec): 3 clusters Score: Raw -1164090.494593 + Penalty 1825.272518 = -1162265.222076 nChanged 0 Trying to split cluster 5 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6712.827832 sec): 2 clusters Score: Raw -99953.361772 + Penalty 696.761288 = -99256.600483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6712.882522 sec): 3 clusters Score: Raw -99229.878471 + Penalty 1393.522577 = -97836.355894 nChanged 582 SP:Iteration 1F (6712.917899 sec): 3 clusters Score: Raw -99648.890685 + Penalty 1393.522577 = -98255.368108 nChanged 147 SP:Iteration 2F (6712.962970 sec): 3 clusters Score: Raw -99794.816859 + Penalty 1393.522577 = -98401.294283 nChanged 107 SP:Iteration 3F (6713.012269 sec): 3 clusters Score: Raw -99889.810998 + Penalty 1393.522577 = -98496.288422 nChanged 75 SP:Iteration 4Q (6713.052363 sec): 3 clusters Score: Raw -99966.258440 + Penalty 1393.522577 = -98572.735864 nChanged 60 SP:Iteration 5Q (6713.101224 sec): 3 clusters Score: Raw -100017.425199 + Penalty 1393.522577 = -98623.902622 nChanged 48 SP:Iteration 6Q (6713.138822 sec): 3 clusters Score: Raw -100050.324319 + Penalty 1393.522577 = -98656.801742 nChanged 32 SP:Iteration 7Q (6713.194138 sec): 3 clusters Score: Raw -100068.755313 + Penalty 1393.522577 = -98675.232736 nChanged 26 SP:Iteration 8Q (6713.243415 sec): 3 clusters Score: Raw -100088.535732 + Penalty 1393.522577 = -98695.013156 nChanged 20 SP:Iteration 9Q (6713.294490 sec): 3 clusters Score: Raw -100110.580109 + Penalty 1393.522577 = -98717.057532 nChanged 32 SP:Iteration 10Q (6713.330634 sec): 3 clusters Score: Raw -100135.549065 + Penalty 1393.522577 = -98742.026489 nChanged 26 SP:Iteration 11Q (6713.374641 sec): 3 clusters Score: Raw -100160.004756 + Penalty 1393.522577 = -98766.482180 nChanged 23 SP:Iteration 12Q (6713.412692 sec): 3 clusters Score: Raw -100187.710222 + Penalty 1393.522577 = -98794.187645 nChanged 29 SP:Iteration 13Q (6713.446492 sec): 3 clusters Score: Raw -100218.104045 + Penalty 1393.522577 = -98824.581469 nChanged 26 SP:Iteration 14Q (6713.499498 sec): 3 clusters Score: Raw -100248.528981 + Penalty 1393.522577 = -98855.006405 nChanged 34 SP:Iteration 15Q (6713.549562 sec): 3 clusters Score: Raw -100290.079998 + Penalty 1393.522577 = -98896.557421 nChanged 35 SP:Iteration 16Q (6713.585284 sec): 3 clusters Score: Raw -100333.951714 + Penalty 1393.522577 = -98940.429137 nChanged 29 SP:Iteration 17Q (6713.632063 sec): 3 clusters Score: Raw -100358.701580 + Penalty 1393.522577 = -98965.179003 nChanged 17 SP:Iteration 18Q (6713.677028 sec): 3 clusters Score: Raw -100371.264300 + Penalty 1393.522577 = -98977.741723 nChanged 13 SP:Iteration 19Q (6713.713057 sec): 3 clusters Score: Raw -100377.440097 + Penalty 1393.522577 = -98983.917520 nChanged 12 SP:Iteration 20F (6713.758614 sec): 3 clusters Score: Raw -100384.894229 + Penalty 1393.522577 = -98991.371653 nChanged 10 SP:Iteration 21Q (6713.806156 sec): 3 clusters Score: Raw -100394.266372 + Penalty 1393.522577 = -99000.743795 nChanged 15 SP:Iteration 22Q (6713.856503 sec): 3 clusters Score: Raw -100408.083921 + Penalty 1393.522577 = -99014.561345 nChanged 10 SP:Iteration 23Q (6713.888250 sec): 3 clusters Score: Raw -100415.438016 + Penalty 1393.522577 = -99021.915439 nChanged 9 SP:Iteration 24Q (6713.930208 sec): 3 clusters Score: Raw -100422.612386 + Penalty 1393.522577 = -99029.089809 nChanged 7 SP:Iteration 25Q (6713.975065 sec): 3 clusters Score: Raw -100427.754977 + Penalty 1393.522577 = -99034.232401 nChanged 11 SP:Iteration 26Q (6714.029133 sec): 3 clusters Score: Raw -100437.568973 + Penalty 1393.522577 = -99044.046396 nChanged 12 SP:Iteration 27Q (6714.063545 sec): 3 clusters Score: Raw -100450.511273 + Penalty 1393.522577 = -99056.988696 nChanged 14 SP:Iteration 28Q (6714.110309 sec): 3 clusters Score: Raw -100464.206941 + Penalty 1393.522577 = -99070.684364 nChanged 11 SP:Iteration 29Q (6714.155688 sec): 3 clusters Score: Raw -100477.147843 + Penalty 1393.522577 = -99083.625266 nChanged 18 SP:Iteration 30Q (6714.209020 sec): 3 clusters Score: Raw -100497.196200 + Penalty 1393.522577 = -99103.673624 nChanged 16 SP:Iteration 31Q (6714.242668 sec): 3 clusters Score: Raw -100512.224372 + Penalty 1393.522577 = -99118.701795 nChanged 14 SP:Iteration 32Q (6714.284120 sec): 3 clusters Score: Raw -100526.651295 + Penalty 1393.522577 = -99133.128719 nChanged 10 SP:Iteration 33Q (6714.324049 sec): 3 clusters Score: Raw -100536.802938 + Penalty 1393.522577 = -99143.280361 nChanged 10 SP:Iteration 34Q (6714.364921 sec): 3 clusters Score: Raw -100546.399168 + Penalty 1393.522577 = -99152.876592 nChanged 12 SP:Iteration 35Q (6714.408096 sec): 3 clusters Score: Raw -100555.566149 + Penalty 1393.522577 = -99162.043572 nChanged 12 SP:Iteration 36Q (6714.461642 sec): 3 clusters Score: Raw -100565.979690 + Penalty 1393.522577 = -99172.457114 nChanged 11 SP:Iteration 37Q (6714.495770 sec): 3 clusters Score: Raw -100575.683271 + Penalty 1393.522577 = -99182.160695 nChanged 7 SP:Iteration 38Q (6714.547934 sec): 3 clusters Score: Raw -100582.248859 + Penalty 1393.522577 = -99188.726282 nChanged 4 SP:Iteration 39Q (6714.589349 sec): 3 clusters Score: Raw -100585.362813 + Penalty 1393.522577 = -99191.840236 nChanged 3 SP:Iteration 40F (6714.639671 sec): 3 clusters Score: Raw -100586.808374 + Penalty 1393.522577 = -99193.285797 nChanged 1 SP:Iteration 41Q (6714.678771 sec): 3 clusters Score: Raw -100587.137884 + Penalty 1393.522577 = -99193.615307 nChanged 1 SP:Iteration 42Q (6714.721260 sec): 3 clusters Score: Raw -100587.425969 + Penalty 1393.522577 = -99193.903393 nChanged 1 SP:Iteration 43Q (6714.762106 sec): 3 clusters Score: Raw -100588.062544 + Penalty 1393.522577 = -99194.539967 nChanged 1 SP:Iteration 44Q (6714.808360 sec): 3 clusters Score: Raw -100588.721242 + Penalty 1393.522577 = -99195.198665 nChanged 0 SP:Iteration 45F (6714.857550 sec): 3 clusters Score: Raw -100588.721242 + Penalty 1393.522577 = -99195.198665 nChanged 0 Trying to split cluster 6 (12925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6714.893061 sec): 2 clusters Score: Raw -955654.451929 + Penalty 899.357276 = -954755.094652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6714.947604 sec): 3 clusters Score: Raw -947731.361177 + Penalty 1798.714553 = -945932.646624 nChanged 5881 SP:Iteration 1F (6715.017684 sec): 3 clusters Score: Raw -951138.158609 + Penalty 1798.714553 = -949339.444056 nChanged 917 SP:Iteration 2F (6715.079452 sec): 3 clusters Score: Raw -951604.090329 + Penalty 1798.714553 = -949805.375776 nChanged 875 SP:Iteration 3F (6715.139628 sec): 3 clusters Score: Raw -952094.139177 + Penalty 1798.714553 = -950295.424624 nChanged 822 SP:Iteration 4F (6715.194940 sec): 3 clusters Score: Raw -952574.886472 + Penalty 1798.714553 = -950776.171919 nChanged 766 SP:Iteration 5F (6715.257435 sec): 3 clusters Score: Raw -953066.339126 + Penalty 1798.714553 = -951267.624573 nChanged 751 SP:Iteration 6F (6715.323205 sec): 3 clusters Score: Raw -953590.814457 + Penalty 1798.714553 = -951792.099904 nChanged 664 SP:Iteration 7F (6715.386679 sec): 3 clusters Score: Raw -954098.192758 + Penalty 1798.714553 = -952299.478205 nChanged 588 SP:Iteration 8Q (6715.437099 sec): 3 clusters Score: Raw -954481.159680 + Penalty 1798.714553 = -952682.445127 nChanged 472 SP:Iteration 9Q (6715.495218 sec): 3 clusters Score: Raw -954720.771429 + Penalty 1798.714553 = -952922.056876 nChanged 326 SP:Iteration 10Q (6715.555386 sec): 3 clusters Score: Raw -954875.314215 + Penalty 1798.714553 = -953076.599662 nChanged 258 SP:Iteration 11Q (6715.614218 sec): 3 clusters Score: Raw -954983.461078 + Penalty 1798.714553 = -953184.746525 nChanged 187 SP:Iteration 12Q (6715.676687 sec): 3 clusters Score: Raw -955055.252061 + Penalty 1798.714553 = -953256.537508 nChanged 170 SP:Iteration 13Q (6715.741343 sec): 3 clusters Score: Raw -955123.903640 + Penalty 1798.714553 = -953325.189087 nChanged 160 SP:Iteration 14Q (6715.803510 sec): 3 clusters Score: Raw -955184.233465 + Penalty 1798.714553 = -953385.518912 nChanged 141 SP:Iteration 15Q (6715.851540 sec): 3 clusters Score: Raw -955247.583916 + Penalty 1798.714553 = -953448.869363 nChanged 165 SP:Iteration 16Q (6715.922411 sec): 3 clusters Score: Raw -955325.485546 + Penalty 1798.714553 = -953526.770994 nChanged 166 SP:Iteration 17Q (6715.975154 sec): 3 clusters Score: Raw -955399.209393 + Penalty 1798.714553 = -953600.494840 nChanged 142 SP:Iteration 18Q (6716.033055 sec): 3 clusters Score: Raw -955457.633503 + Penalty 1798.714553 = -953658.918950 nChanged 136 SP:Iteration 19Q (6716.102906 sec): 3 clusters Score: Raw -955503.310598 + Penalty 1798.714553 = -953704.596045 nChanged 119 SP:Iteration 20F (6716.153708 sec): 3 clusters Score: Raw -955540.139144 + Penalty 1798.714553 = -953741.424591 nChanged 101 SP:Iteration 21Q (6716.221075 sec): 3 clusters Score: Raw -955571.680448 + Penalty 1798.714553 = -953772.965896 nChanged 76 SP:Iteration 22Q (6716.280429 sec): 3 clusters Score: Raw -955590.544774 + Penalty 1798.714553 = -953791.830221 nChanged 61 SP:Iteration 23Q (6716.337191 sec): 3 clusters Score: Raw -955601.052100 + Penalty 1798.714553 = -953802.337547 nChanged 35 SP:Iteration 24Q (6716.396190 sec): 3 clusters Score: Raw -955606.067205 + Penalty 1798.714553 = -953807.352652 nChanged 37 SP:Iteration 25Q (6716.443572 sec): 3 clusters Score: Raw -955611.562380 + Penalty 1798.714553 = -953812.847827 nChanged 35 SP:Iteration 26Q (6716.500971 sec): 3 clusters Score: Raw -955616.648515 + Penalty 1798.714553 = -953817.933962 nChanged 41 SP:Iteration 27Q (6716.568803 sec): 3 clusters Score: Raw -955624.073595 + Penalty 1798.714553 = -953825.359042 nChanged 43 SP:Iteration 28Q (6716.622282 sec): 3 clusters Score: Raw -955633.027622 + Penalty 1798.714553 = -953834.313070 nChanged 48 SP:Iteration 29Q (6716.681771 sec): 3 clusters Score: Raw -955643.728487 + Penalty 1798.714553 = -953845.013934 nChanged 45 SP:Iteration 30Q (6716.726699 sec): 3 clusters Score: Raw -955654.331912 + Penalty 1798.714553 = -953855.617359 nChanged 46 SP:Iteration 31Q (6716.785764 sec): 3 clusters Score: Raw -955664.193389 + Penalty 1798.714553 = -953865.478836 nChanged 46 SP:Iteration 32Q (6716.846482 sec): 3 clusters Score: Raw -955672.632747 + Penalty 1798.714553 = -953873.918194 nChanged 43 SP:Iteration 33Q (6716.902913 sec): 3 clusters Score: Raw -955680.892020 + Penalty 1798.714553 = -953882.177467 nChanged 46 SP:Iteration 34Q (6716.963988 sec): 3 clusters Score: Raw -955688.508640 + Penalty 1798.714553 = -953889.794087 nChanged 40 SP:Iteration 35Q (6717.017502 sec): 3 clusters Score: Raw -955695.254099 + Penalty 1798.714553 = -953896.539546 nChanged 38 SP:Iteration 36Q (6717.072165 sec): 3 clusters Score: Raw -955701.449612 + Penalty 1798.714553 = -953902.735059 nChanged 34 SP:Iteration 37Q (6717.129110 sec): 3 clusters Score: Raw -955706.863650 + Penalty 1798.714553 = -953908.149097 nChanged 30 SP:Iteration 38Q (6717.194440 sec): 3 clusters Score: Raw -955711.985314 + Penalty 1798.714553 = -953913.270761 nChanged 28 SP:Iteration 39Q (6717.236140 sec): 3 clusters Score: Raw -955716.196283 + Penalty 1798.714553 = -953917.481730 nChanged 27 SP:Iteration 40F (6717.298411 sec): 3 clusters Score: Raw -955720.478557 + Penalty 1798.714553 = -953921.764005 nChanged 26 SP:Iteration 41Q (6717.356695 sec): 3 clusters Score: Raw -955723.967460 + Penalty 1798.714553 = -953925.252907 nChanged 21 SP:Iteration 42Q (6717.416310 sec): 3 clusters Score: Raw -955727.044029 + Penalty 1798.714553 = -953928.329476 nChanged 27 SP:Iteration 43Q (6717.479964 sec): 3 clusters Score: Raw -955730.605116 + Penalty 1798.714553 = -953931.890563 nChanged 18 SP:Iteration 44Q (6717.542153 sec): 3 clusters Score: Raw -955732.358194 + Penalty 1798.714553 = -953933.643641 nChanged 10 SP:Iteration 45Q (6717.594692 sec): 3 clusters Score: Raw -955733.209762 + Penalty 1798.714553 = -953934.495209 nChanged 15 SP:Iteration 46Q (6717.656238 sec): 3 clusters Score: Raw -955735.482843 + Penalty 1798.714553 = -953936.768290 nChanged 25 SP:Iteration 47Q (6717.724480 sec): 3 clusters Score: Raw -955740.694045 + Penalty 1798.714553 = -953941.979492 nChanged 30 SP:Iteration 48Q (6717.786115 sec): 3 clusters Score: Raw -955745.537254 + Penalty 1798.714553 = -953946.822701 nChanged 23 SP:Iteration 49Q (6717.839356 sec): 3 clusters Score: Raw -955748.513030 + Penalty 1798.714553 = -953949.798477 nChanged 25 SP:Iteration 50Q (6717.911537 sec): 3 clusters Score: Raw -955752.380201 + Penalty 1798.714553 = -953953.665648 nChanged 23 SP:Iteration 51Q (6717.957943 sec): 3 clusters Score: Raw -955755.347823 + Penalty 1798.714553 = -953956.633270 nChanged 19 SP:Iteration 52Q (6718.023250 sec): 3 clusters Score: Raw -955757.980625 + Penalty 1798.714553 = -953959.266072 nChanged 17 SP:Iteration 53Q (6718.076099 sec): 3 clusters Score: Raw -955760.086746 + Penalty 1798.714553 = -953961.372193 nChanged 13 SP:Iteration 54Q (6718.137089 sec): 3 clusters Score: Raw -955761.551969 + Penalty 1798.714553 = -953962.837416 nChanged 13 SP:Iteration 55Q (6718.201988 sec): 3 clusters Score: Raw -955762.520500 + Penalty 1798.714553 = -953963.805947 nChanged 11 SP:Iteration 56Q (6718.251592 sec): 3 clusters Score: Raw -955763.543294 + Penalty 1798.714553 = -953964.828741 nChanged 9 SP:Iteration 57Q (6718.308623 sec): 3 clusters Score: Raw -955764.449237 + Penalty 1798.714553 = -953965.734684 nChanged 12 SP:Iteration 58Q (6718.375641 sec): 3 clusters Score: Raw -955765.807889 + Penalty 1798.714553 = -953967.093336 nChanged 11 SP:Iteration 59Q (6718.430278 sec): 3 clusters Score: Raw -955767.479729 + Penalty 1798.714553 = -953968.765177 nChanged 10 SP:Iteration 60F (6718.495883 sec): 3 clusters Score: Raw -955769.098645 + Penalty 1798.714553 = -953970.384092 nChanged 10 SP:Iteration 61Q (6718.553996 sec): 3 clusters Score: Raw -955770.147589 + Penalty 1798.714553 = -953971.433036 nChanged 7 SP:Iteration 62Q (6718.604017 sec): 3 clusters Score: Raw -955770.938889 + Penalty 1798.714553 = -953972.224336 nChanged 11 SP:Iteration 63Q (6718.672223 sec): 3 clusters Score: Raw -955771.889698 + Penalty 1798.714553 = -953973.175145 nChanged 10 SP:Iteration 64Q (6718.726935 sec): 3 clusters Score: Raw -955772.683148 + Penalty 1798.714553 = -953973.968595 nChanged 4 SP:Iteration 65Q (6718.786514 sec): 3 clusters Score: Raw -955772.975744 + Penalty 1798.714553 = -953974.261191 nChanged 5 SP:Iteration 66Q (6718.844778 sec): 3 clusters Score: Raw -955773.524719 + Penalty 1798.714553 = -953974.810166 nChanged 6 SP:Iteration 67Q (6718.901389 sec): 3 clusters Score: Raw -955774.214825 + Penalty 1798.714553 = -953975.500272 nChanged 5 SP:Iteration 68Q (6718.966368 sec): 3 clusters Score: Raw -955774.724916 + Penalty 1798.714553 = -953976.010363 nChanged 5 SP:Iteration 69Q (6719.024196 sec): 3 clusters Score: Raw -955775.179127 + Penalty 1798.714553 = -953976.464575 nChanged 6 SP:Iteration 70Q (6719.072341 sec): 3 clusters Score: Raw -955776.354083 + Penalty 1798.714553 = -953977.639531 nChanged 8 SP:Iteration 71Q (6719.138923 sec): 3 clusters Score: Raw -955777.855557 + Penalty 1798.714553 = -953979.141004 nChanged 10 SP:Iteration 72Q (6719.203062 sec): 3 clusters Score: Raw -955778.953996 + Penalty 1798.714553 = -953980.239443 nChanged 8 SP:Iteration 73Q (6719.262976 sec): 3 clusters Score: Raw -955779.796507 + Penalty 1798.714553 = -953981.081954 nChanged 8 SP:Iteration 74Q (6719.323434 sec): 3 clusters Score: Raw -955780.569791 + Penalty 1798.714553 = -953981.855238 nChanged 5 SP:Iteration 75Q (6719.376004 sec): 3 clusters Score: Raw -955780.998865 + Penalty 1798.714553 = -953982.284312 nChanged 10 SP:Iteration 76Q (6719.435244 sec): 3 clusters Score: Raw -955782.583222 + Penalty 1798.714553 = -953983.868669 nChanged 7 SP:Iteration 77Q (6719.490704 sec): 3 clusters Score: Raw -955783.127533 + Penalty 1798.714553 = -953984.412981 nChanged 5 SP:Iteration 78Q (6719.553498 sec): 3 clusters Score: Raw -955783.589015 + Penalty 1798.714553 = -953984.874463 nChanged 3 SP:Iteration 79Q (6719.613797 sec): 3 clusters Score: Raw -955783.917952 + Penalty 1798.714553 = -953985.203399 nChanged 4 SP:Iteration 80F (6719.682879 sec): 3 clusters Score: Raw -955784.253028 + Penalty 1798.714553 = -953985.538475 nChanged 3 SP:Iteration 81Q (6719.735122 sec): 3 clusters Score: Raw -955784.655532 + Penalty 1798.714553 = -953985.940979 nChanged 9 SP:Iteration 82Q (6719.789893 sec): 3 clusters Score: Raw -955785.682728 + Penalty 1798.714553 = -953986.968175 nChanged 9 SP:Iteration 83Q (6719.842997 sec): 3 clusters Score: Raw -955786.640781 + Penalty 1798.714553 = -953987.926228 nChanged 12 SP:Iteration 84Q (6719.896319 sec): 3 clusters Score: Raw -955787.962944 + Penalty 1798.714553 = -953989.248391 nChanged 10 SP:Iteration 85Q (6719.949524 sec): 3 clusters Score: Raw -955789.471268 + Penalty 1798.714553 = -953990.756715 nChanged 9 SP:Iteration 86Q (6720.001283 sec): 3 clusters Score: Raw -955790.687675 + Penalty 1798.714553 = -953991.973122 nChanged 9 SP:Iteration 87Q (6720.059676 sec): 3 clusters Score: Raw -955792.000216 + Penalty 1798.714553 = -953993.285663 nChanged 9 SP:Iteration 88Q (6720.115183 sec): 3 clusters Score: Raw -955792.861969 + Penalty 1798.714553 = -953994.147416 nChanged 5 SP:Iteration 89Q (6720.176185 sec): 3 clusters Score: Raw -955793.275765 + Penalty 1798.714553 = -953994.561212 nChanged 5 SP:Iteration 90Q (6720.246573 sec): 3 clusters Score: Raw -955793.912633 + Penalty 1798.714553 = -953995.198080 nChanged 3 SP:Iteration 91Q (6720.301462 sec): 3 clusters Score: Raw -955794.368041 + Penalty 1798.714553 = -953995.653489 nChanged 4 SP:Iteration 92Q (6720.356276 sec): 3 clusters Score: Raw -955794.755760 + Penalty 1798.714553 = -953996.041208 nChanged 5 SP:Iteration 93Q (6720.408895 sec): 3 clusters Score: Raw -955795.301608 + Penalty 1798.714553 = -953996.587055 nChanged 4 SP:Iteration 94Q (6720.475380 sec): 3 clusters Score: Raw -955795.607711 + Penalty 1798.714553 = -953996.893158 nChanged 1 SP:Iteration 95Q (6720.528766 sec): 3 clusters Score: Raw -955795.613864 + Penalty 1798.714553 = -953996.899311 nChanged 0 SP:Iteration 96F (6720.588925 sec): 3 clusters Score: Raw -955795.613864 + Penalty 1798.714553 = -953996.899311 nChanged 0 Trying to split cluster 7 (16236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6720.639352 sec): 2 clusters Score: Raw -1258800.247441 + Penalty 921.023696 = -1257879.223745 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6720.693077 sec): 3 clusters Score: Raw -1248881.330021 + Penalty 1842.047393 = -1247039.282628 nChanged 7443 SP:Iteration 1F (6720.766059 sec): 3 clusters Score: Raw -1253512.956739 + Penalty 1842.047393 = -1251670.909346 nChanged 1156 SP:Iteration 2F (6720.831540 sec): 3 clusters Score: Raw -1254252.502520 + Penalty 1842.047393 = -1252410.455127 nChanged 1216 SP:Iteration 3F (6720.889037 sec): 3 clusters Score: Raw -1255196.250364 + Penalty 1842.047393 = -1253354.202971 nChanged 1194 SP:Iteration 4F (6720.946692 sec): 3 clusters Score: Raw -1256156.568660 + Penalty 1842.047393 = -1254314.521267 nChanged 1041 SP:Iteration 5F (6721.010753 sec): 3 clusters Score: Raw -1256996.185734 + Penalty 1842.047393 = -1255154.138341 nChanged 810 SP:Iteration 6Q (6721.079315 sec): 3 clusters Score: Raw -1257514.833415 + Penalty 1842.047393 = -1255672.786022 nChanged 551 SP:Iteration 7Q (6721.156513 sec): 3 clusters Score: Raw -1257783.142757 + Penalty 1842.047393 = -1255941.095364 nChanged 365 SP:Iteration 8Q (6721.221994 sec): 3 clusters Score: Raw -1257965.550590 + Penalty 1842.047393 = -1256123.503197 nChanged 318 SP:Iteration 9Q (6721.287220 sec): 3 clusters Score: Raw -1258113.538322 + Penalty 1842.047393 = -1256271.490930 nChanged 282 SP:Iteration 10Q (6721.340849 sec): 3 clusters Score: Raw -1258239.661069 + Penalty 1842.047393 = -1256397.613676 nChanged 253 SP:Iteration 11Q (6721.390842 sec): 3 clusters Score: Raw -1258352.227429 + Penalty 1842.047393 = -1256510.180036 nChanged 222 SP:Iteration 12Q (6721.458228 sec): 3 clusters Score: Raw -1258444.339178 + Penalty 1842.047393 = -1256602.291786 nChanged 208 SP:Iteration 13Q (6721.535046 sec): 3 clusters Score: Raw -1258530.823223 + Penalty 1842.047393 = -1256688.775830 nChanged 196 SP:Iteration 14Q (6721.594239 sec): 3 clusters Score: Raw -1258607.302167 + Penalty 1842.047393 = -1256765.254774 nChanged 176 SP:Iteration 15Q (6721.671455 sec): 3 clusters Score: Raw -1258668.598341 + Penalty 1842.047393 = -1256826.550948 nChanged 128 SP:Iteration 16Q (6721.740995 sec): 3 clusters Score: Raw -1258701.969097 + Penalty 1842.047393 = -1256859.921704 nChanged 105 SP:Iteration 17Q (6721.806844 sec): 3 clusters Score: Raw -1258728.760158 + Penalty 1842.047393 = -1256886.712765 nChanged 93 SP:Iteration 18Q (6721.877082 sec): 3 clusters Score: Raw -1258749.415263 + Penalty 1842.047393 = -1256907.367870 nChanged 94 SP:Iteration 19Q (6721.936139 sec): 3 clusters Score: Raw -1258770.881219 + Penalty 1842.047393 = -1256928.833826 nChanged 80 SP:Iteration 20F (6721.996911 sec): 3 clusters Score: Raw -1258785.433233 + Penalty 1842.047393 = -1256943.385840 nChanged 70 SP:Iteration 21Q (6722.063147 sec): 3 clusters Score: Raw -1258797.956688 + Penalty 1842.047393 = -1256955.909296 nChanged 59 SP:Iteration 22Q (6722.121547 sec): 3 clusters Score: Raw -1258804.553918 + Penalty 1842.047393 = -1256962.506525 nChanged 47 SP:Iteration 23Q (6722.188329 sec): 3 clusters Score: Raw -1258810.425874 + Penalty 1842.047393 = -1256968.378481 nChanged 47 SP:Iteration 24Q (6722.246527 sec): 3 clusters Score: Raw -1258817.351671 + Penalty 1842.047393 = -1256975.304278 nChanged 52 SP:Iteration 25Q (6722.317550 sec): 3 clusters Score: Raw -1258824.713585 + Penalty 1842.047393 = -1256982.666192 nChanged 54 SP:Iteration 26Q (6722.372215 sec): 3 clusters Score: Raw -1258832.209322 + Penalty 1842.047393 = -1256990.161930 nChanged 43 SP:Iteration 27Q (6722.435665 sec): 3 clusters Score: Raw -1258838.027148 + Penalty 1842.047393 = -1256995.979755 nChanged 35 SP:Iteration 28Q (6722.503703 sec): 3 clusters Score: Raw -1258843.236795 + Penalty 1842.047393 = -1257001.189402 nChanged 47 SP:Iteration 29Q (6722.565875 sec): 3 clusters Score: Raw -1258849.107653 + Penalty 1842.047393 = -1257007.060260 nChanged 31 SP:Iteration 30Q (6722.614670 sec): 3 clusters Score: Raw -1258853.088457 + Penalty 1842.047393 = -1257011.041064 nChanged 29 SP:Iteration 31Q (6722.683113 sec): 3 clusters Score: Raw -1258856.105469 + Penalty 1842.047393 = -1257014.058076 nChanged 23 SP:Iteration 32Q (6722.737644 sec): 3 clusters Score: Raw -1258858.521240 + Penalty 1842.047393 = -1257016.473847 nChanged 31 SP:Iteration 33Q (6722.802044 sec): 3 clusters Score: Raw -1258861.644001 + Penalty 1842.047393 = -1257019.596608 nChanged 30 SP:Iteration 34Q (6722.873748 sec): 3 clusters Score: Raw -1258865.608745 + Penalty 1842.047393 = -1257023.561352 nChanged 33 SP:Iteration 35Q (6722.933599 sec): 3 clusters Score: Raw -1258869.549462 + Penalty 1842.047393 = -1257027.502069 nChanged 31 SP:Iteration 36Q (6722.994207 sec): 3 clusters Score: Raw -1258873.042104 + Penalty 1842.047393 = -1257030.994711 nChanged 23 SP:Iteration 37Q (6723.059417 sec): 3 clusters Score: Raw -1258875.645664 + Penalty 1842.047393 = -1257033.598272 nChanged 22 SP:Iteration 38Q (6723.120968 sec): 3 clusters Score: Raw -1258878.519229 + Penalty 1842.047393 = -1257036.471837 nChanged 24 SP:Iteration 39Q (6723.189012 sec): 3 clusters Score: Raw -1258880.962189 + Penalty 1842.047393 = -1257038.914796 nChanged 26 SP:Iteration 40F (6723.242292 sec): 3 clusters Score: Raw -1258885.032535 + Penalty 1842.047393 = -1257042.985143 nChanged 31 SP:Iteration 41Q (6723.308884 sec): 3 clusters Score: Raw -1258889.802480 + Penalty 1842.047393 = -1257047.755087 nChanged 28 SP:Iteration 42Q (6723.365562 sec): 3 clusters Score: Raw -1258893.561418 + Penalty 1842.047393 = -1257051.514025 nChanged 30 SP:Iteration 43Q (6723.422496 sec): 3 clusters Score: Raw -1258897.148501 + Penalty 1842.047393 = -1257055.101108 nChanged 30 SP:Iteration 44Q (6723.489392 sec): 3 clusters Score: Raw -1258901.670091 + Penalty 1842.047393 = -1257059.622699 nChanged 29 SP:Iteration 45Q (6723.551595 sec): 3 clusters Score: Raw -1258905.577855 + Penalty 1842.047393 = -1257063.530463 nChanged 27 SP:Iteration 46Q (6723.617934 sec): 3 clusters Score: Raw -1258907.604002 + Penalty 1842.047393 = -1257065.556609 nChanged 17 SP:Iteration 47Q (6723.688924 sec): 3 clusters Score: Raw -1258908.976943 + Penalty 1842.047393 = -1257066.929550 nChanged 18 SP:Iteration 48Q (6723.753557 sec): 3 clusters Score: Raw -1258911.255709 + Penalty 1842.047393 = -1257069.208316 nChanged 19 SP:Iteration 49Q (6723.812573 sec): 3 clusters Score: Raw -1258912.936576 + Penalty 1842.047393 = -1257070.889183 nChanged 14 SP:Iteration 50Q (6723.876191 sec): 3 clusters Score: Raw -1258913.778930 + Penalty 1842.047393 = -1257071.731537 nChanged 10 SP:Iteration 51Q (6723.941580 sec): 3 clusters Score: Raw -1258914.648503 + Penalty 1842.047393 = -1257072.601110 nChanged 16 SP:Iteration 52Q (6723.995637 sec): 3 clusters Score: Raw -1258916.384912 + Penalty 1842.047393 = -1257074.337519 nChanged 23 SP:Iteration 53Q (6724.058508 sec): 3 clusters Score: Raw -1258918.916989 + Penalty 1842.047393 = -1257076.869596 nChanged 12 SP:Iteration 54Q (6724.127730 sec): 3 clusters Score: Raw -1258920.021208 + Penalty 1842.047393 = -1257077.973816 nChanged 17 SP:Iteration 55Q (6724.175891 sec): 3 clusters Score: Raw -1258921.645225 + Penalty 1842.047393 = -1257079.597832 nChanged 14 SP:Iteration 56Q (6724.238246 sec): 3 clusters Score: Raw -1258923.028627 + Penalty 1842.047393 = -1257080.981235 nChanged 13 SP:Iteration 57Q (6724.312219 sec): 3 clusters Score: Raw -1258924.382120 + Penalty 1842.047393 = -1257082.334727 nChanged 11 SP:Iteration 58Q (6724.376153 sec): 3 clusters Score: Raw -1258925.197563 + Penalty 1842.047393 = -1257083.150170 nChanged 9 SP:Iteration 59Q (6724.437917 sec): 3 clusters Score: Raw -1258925.820778 + Penalty 1842.047393 = -1257083.773385 nChanged 4 SP:Iteration 60F (6724.509282 sec): 3 clusters Score: Raw -1258926.010577 + Penalty 1842.047393 = -1257083.963184 nChanged 2 SP:Iteration 61Q (6724.560776 sec): 3 clusters Score: Raw -1258926.073686 + Penalty 1842.047393 = -1257084.026294 nChanged 1 SP:Iteration 62Q (6724.620043 sec): 3 clusters Score: Raw -1258926.168822 + Penalty 1842.047393 = -1257084.121429 nChanged 3 SP:Iteration 63Q (6724.669643 sec): 3 clusters Score: Raw -1258926.440907 + Penalty 1842.047393 = -1257084.393514 nChanged 3 SP:Iteration 64Q (6724.741479 sec): 3 clusters Score: Raw -1258926.560275 + Penalty 1842.047393 = -1257084.512883 nChanged 3 SP:Iteration 65Q (6724.804327 sec): 3 clusters Score: Raw -1258926.694319 + Penalty 1842.047393 = -1257084.646926 nChanged 1 SP:Iteration 66Q (6724.859546 sec): 3 clusters Score: Raw -1258926.779595 + Penalty 1842.047393 = -1257084.732202 nChanged 1 SP:Iteration 67Q (6724.924935 sec): 3 clusters Score: Raw -1258926.815383 + Penalty 1842.047393 = -1257084.767991 nChanged 0 SP:Iteration 68F (6724.985263 sec): 3 clusters Score: Raw -1258926.815383 + Penalty 1842.047393 = -1257084.767991 nChanged 0 Trying to split cluster 8 (44654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6725.054011 sec): 2 clusters Score: Raw -3156289.757800 + Penalty 1017.136421 = -3155272.621379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6725.151320 sec): 3 clusters Score: Raw -3127563.843906 + Penalty 2034.272842 = -3125529.571064 nChanged 21101 SP:Iteration 1F (6725.255594 sec): 3 clusters Score: Raw -3139736.329769 + Penalty 2034.272842 = -3137702.056927 nChanged 1698 SP:Iteration 2Q (6725.363161 sec): 3 clusters Score: Raw -3140213.461953 + Penalty 2034.272842 = -3138179.189111 nChanged 1711 SP:Iteration 3Q (6725.461932 sec): 3 clusters Score: Raw -3140721.898335 + Penalty 2034.272842 = -3138687.625493 nChanged 1844 SP:Iteration 4Q (6725.561790 sec): 3 clusters Score: Raw -3141359.546377 + Penalty 2034.272842 = -3139325.273535 nChanged 1976 SP:Iteration 5Q (6725.660341 sec): 3 clusters Score: Raw -3142094.661933 + Penalty 2034.272842 = -3140060.389091 nChanged 2079 SP:Iteration 6Q (6725.769161 sec): 3 clusters Score: Raw -3142926.034594 + Penalty 2034.272842 = -3140891.761752 nChanged 2182 SP:Iteration 7Q (6725.876258 sec): 3 clusters Score: Raw -3143910.205427 + Penalty 2034.272842 = -3141875.932585 nChanged 2221 SP:Iteration 8Q (6725.984257 sec): 3 clusters Score: Raw -3145078.930245 + Penalty 2034.272842 = -3143044.657403 nChanged 2305 SP:Iteration 9F (6726.081148 sec): 3 clusters Score: Raw -3146475.631888 + Penalty 2034.272842 = -3144441.359046 nChanged 2340 SP:Iteration 10F (6726.186210 sec): 3 clusters Score: Raw -3148149.474160 + Penalty 2034.272842 = -3146115.201318 nChanged 2189 SP:Iteration 11Q (6726.285623 sec): 3 clusters Score: Raw -3149798.550463 + Penalty 2034.272842 = -3147764.277621 nChanged 1911 SP:Iteration 12Q (6726.401354 sec): 3 clusters Score: Raw -3151227.559843 + Penalty 2034.272842 = -3149193.287001 nChanged 1539 SP:Iteration 13Q (6726.490000 sec): 3 clusters Score: Raw -3152139.542420 + Penalty 2034.272842 = -3150105.269578 nChanged 1136 SP:Iteration 14Q (6726.595010 sec): 3 clusters Score: Raw -3152700.470033 + Penalty 2034.272842 = -3150666.197191 nChanged 873 SP:Iteration 15Q (6726.697122 sec): 3 clusters Score: Raw -3153123.704568 + Penalty 2034.272842 = -3151089.431726 nChanged 837 SP:Iteration 16Q (6726.786890 sec): 3 clusters Score: Raw -3153549.395345 + Penalty 2034.272842 = -3151515.122503 nChanged 806 SP:Iteration 17Q (6726.878662 sec): 3 clusters Score: Raw -3153961.535886 + Penalty 2034.272842 = -3151927.263044 nChanged 745 SP:Iteration 18Q (6726.982091 sec): 3 clusters Score: Raw -3154342.473969 + Penalty 2034.272842 = -3152308.201127 nChanged 659 SP:Iteration 19Q (6727.079530 sec): 3 clusters Score: Raw -3154669.110139 + Penalty 2034.272842 = -3152634.837297 nChanged 602 SP:Iteration 20F (6727.189526 sec): 3 clusters Score: Raw -3154953.485981 + Penalty 2034.272842 = -3152919.213139 nChanged 521 SP:Iteration 21Q (6727.284118 sec): 3 clusters Score: Raw -3155200.272778 + Penalty 2034.272842 = -3153165.999937 nChanged 481 SP:Iteration 22Q (6727.391005 sec): 3 clusters Score: Raw -3155399.824924 + Penalty 2034.272842 = -3153365.552082 nChanged 387 SP:Iteration 23Q (6727.493227 sec): 3 clusters Score: Raw -3155546.834483 + Penalty 2034.272842 = -3153512.561641 nChanged 350 SP:Iteration 24Q (6727.594170 sec): 3 clusters Score: Raw -3155678.382367 + Penalty 2034.272842 = -3153644.109525 nChanged 343 SP:Iteration 25Q (6727.691605 sec): 3 clusters Score: Raw -3155801.140528 + Penalty 2034.272842 = -3153766.867686 nChanged 315 SP:Iteration 26Q (6727.788705 sec): 3 clusters Score: Raw -3155914.617300 + Penalty 2034.272842 = -3153880.344458 nChanged 307 SP:Iteration 27Q (6727.881981 sec): 3 clusters Score: Raw -3156017.569910 + Penalty 2034.272842 = -3153983.297068 nChanged 246 SP:Iteration 28Q (6727.980708 sec): 3 clusters Score: Raw -3156097.371940 + Penalty 2034.272842 = -3154063.099098 nChanged 242 SP:Iteration 29Q (6728.068075 sec): 3 clusters Score: Raw -3156178.677817 + Penalty 2034.272842 = -3154144.404975 nChanged 232 SP:Iteration 30Q (6728.165074 sec): 3 clusters Score: Raw -3156254.842403 + Penalty 2034.272842 = -3154220.569561 nChanged 208 SP:Iteration 31Q (6728.257492 sec): 3 clusters Score: Raw -3156321.533486 + Penalty 2034.272842 = -3154287.260645 nChanged 172 SP:Iteration 32Q (6728.357213 sec): 3 clusters Score: Raw -3156373.305326 + Penalty 2034.272842 = -3154339.032484 nChanged 137 SP:Iteration 33Q (6728.451305 sec): 3 clusters Score: Raw -3156408.667494 + Penalty 2034.272842 = -3154374.394653 nChanged 120 SP:Iteration 34Q (6728.537898 sec): 3 clusters Score: Raw -3156438.186627 + Penalty 2034.272842 = -3154403.913786 nChanged 94 SP:Iteration 35Q (6728.639821 sec): 3 clusters Score: Raw -3156459.596187 + Penalty 2034.272842 = -3154425.323345 nChanged 94 SP:Iteration 36Q (6728.727661 sec): 3 clusters Score: Raw -3156481.633889 + Penalty 2034.272842 = -3154447.361047 nChanged 69 SP:Iteration 37Q (6728.818154 sec): 3 clusters Score: Raw -3156493.017081 + Penalty 2034.272842 = -3154458.744239 nChanged 51 SP:Iteration 38Q (6728.916686 sec): 3 clusters Score: Raw -3156502.435017 + Penalty 2034.272842 = -3154468.162175 nChanged 40 SP:Iteration 39Q (6729.014047 sec): 3 clusters Score: Raw -3156509.276646 + Penalty 2034.272842 = -3154475.003804 nChanged 30 SP:Iteration 40F (6729.113819 sec): 3 clusters Score: Raw -3156513.566629 + Penalty 2034.272842 = -3154479.293787 nChanged 23 SP:Iteration 41Q (6729.213403 sec): 3 clusters Score: Raw -3156517.078433 + Penalty 2034.272842 = -3154482.805592 nChanged 20 SP:Iteration 42Q (6729.296963 sec): 3 clusters Score: Raw -3156519.959891 + Penalty 2034.272842 = -3154485.687049 nChanged 20 SP:Iteration 43Q (6729.382626 sec): 3 clusters Score: Raw -3156522.305118 + Penalty 2034.272842 = -3154488.032276 nChanged 24 SP:Iteration 44Q (6729.482740 sec): 3 clusters Score: Raw -3156526.700360 + Penalty 2034.272842 = -3154492.427518 nChanged 29 SP:Iteration 45Q (6729.570551 sec): 3 clusters Score: Raw -3156530.525574 + Penalty 2034.272842 = -3154496.252732 nChanged 14 SP:Iteration 46Q (6729.666353 sec): 3 clusters Score: Raw -3156532.710190 + Penalty 2034.272842 = -3154498.437348 nChanged 21 SP:Iteration 47Q (6729.762407 sec): 3 clusters Score: Raw -3156536.295587 + Penalty 2034.272842 = -3154502.022745 nChanged 17 SP:Iteration 48Q (6729.848124 sec): 3 clusters Score: Raw -3156538.780558 + Penalty 2034.272842 = -3154504.507716 nChanged 16 SP:Iteration 49Q (6729.945834 sec): 3 clusters Score: Raw -3156540.754811 + Penalty 2034.272842 = -3154506.481969 nChanged 14 SP:Iteration 50Q (6730.043923 sec): 3 clusters Score: Raw -3156543.332623 + Penalty 2034.272842 = -3154509.059781 nChanged 15 SP:Iteration 51Q (6730.137851 sec): 3 clusters Score: Raw -3156546.115429 + Penalty 2034.272842 = -3154511.842587 nChanged 16 SP:Iteration 52Q (6730.238417 sec): 3 clusters Score: Raw -3156549.228793 + Penalty 2034.272842 = -3154514.955951 nChanged 19 SP:Iteration 53Q (6730.333174 sec): 3 clusters Score: Raw -3156553.822818 + Penalty 2034.272842 = -3154519.549976 nChanged 16 SP:Iteration 54Q (6730.428794 sec): 3 clusters Score: Raw -3156556.763564 + Penalty 2034.272842 = -3154522.490722 nChanged 14 SP:Iteration 55Q (6730.518935 sec): 3 clusters Score: Raw -3156559.081042 + Penalty 2034.272842 = -3154524.808201 nChanged 8 SP:Iteration 56Q (6730.601231 sec): 3 clusters Score: Raw -3156560.158569 + Penalty 2034.272842 = -3154525.885727 nChanged 7 SP:Iteration 57Q (6730.690750 sec): 3 clusters Score: Raw -3156561.066773 + Penalty 2034.272842 = -3154526.793931 nChanged 6 SP:Iteration 58Q (6730.782396 sec): 3 clusters Score: Raw -3156561.864863 + Penalty 2034.272842 = -3154527.592021 nChanged 4 SP:Iteration 59Q (6730.873531 sec): 3 clusters Score: Raw -3156562.182147 + Penalty 2034.272842 = -3154527.909305 nChanged 2 SP:Iteration 60F (6730.973292 sec): 3 clusters Score: Raw -3156562.470873 + Penalty 2034.272842 = -3154528.198031 nChanged 5 SP:Iteration 61Q (6731.060946 sec): 3 clusters Score: Raw -3156563.368869 + Penalty 2034.272842 = -3154529.096027 nChanged 2 SP:Iteration 62Q (6731.147574 sec): 3 clusters Score: Raw -3156563.518843 + Penalty 2034.272842 = -3154529.246001 nChanged 3 SP:Iteration 63Q (6731.247416 sec): 3 clusters Score: Raw -3156564.055628 + Penalty 2034.272842 = -3154529.782786 nChanged 3 SP:Iteration 64Q (6731.343296 sec): 3 clusters Score: Raw -3156564.311660 + Penalty 2034.272842 = -3154530.038818 nChanged 1 SP:Iteration 65Q (6731.434571 sec): 3 clusters Score: Raw -3156564.531470 + Penalty 2034.272842 = -3154530.258628 nChanged 2 SP:Iteration 66Q (6731.530889 sec): 3 clusters Score: Raw -3156564.908845 + Penalty 2034.272842 = -3154530.636003 nChanged 6 SP:Iteration 67Q (6731.620117 sec): 3 clusters Score: Raw -3156565.872829 + Penalty 2034.272842 = -3154531.599987 nChanged 4 SP:Iteration 68Q (6731.711016 sec): 3 clusters Score: Raw -3156566.563828 + Penalty 2034.272842 = -3154532.290986 nChanged 7 SP:Iteration 69Q (6731.808946 sec): 3 clusters Score: Raw -3156567.642316 + Penalty 2034.272842 = -3154533.369474 nChanged 8 SP:Iteration 70Q (6731.897029 sec): 3 clusters Score: Raw -3156568.999531 + Penalty 2034.272842 = -3154534.726689 nChanged 5 SP:Iteration 71Q (6731.979876 sec): 3 clusters Score: Raw -3156569.781005 + Penalty 2034.272842 = -3154535.508163 nChanged 9 SP:Iteration 72Q (6732.074174 sec): 3 clusters Score: Raw -3156572.262423 + Penalty 2034.272842 = -3154537.989582 nChanged 14 SP:Iteration 73Q (6732.167661 sec): 3 clusters Score: Raw -3156575.151921 + Penalty 2034.272842 = -3154540.879079 nChanged 18 SP:Iteration 74Q (6732.251778 sec): 3 clusters Score: Raw -3156579.267769 + Penalty 2034.272842 = -3154544.994927 nChanged 16 SP:Iteration 75Q (6732.353508 sec): 3 clusters Score: Raw -3156582.253530 + Penalty 2034.272842 = -3154547.980688 nChanged 14 SP:Iteration 76Q (6732.443130 sec): 3 clusters Score: Raw -3156584.744131 + Penalty 2034.272842 = -3154550.471290 nChanged 7 SP:Iteration 77Q (6732.536164 sec): 3 clusters Score: Raw -3156585.675823 + Penalty 2034.272842 = -3154551.402981 nChanged 5 SP:Iteration 78Q (6732.627631 sec): 3 clusters Score: Raw -3156586.231060 + Penalty 2034.272842 = -3154551.958218 nChanged 4 SP:Iteration 79Q (6732.715157 sec): 3 clusters Score: Raw -3156586.553890 + Penalty 2034.272842 = -3154552.281048 nChanged 2 SP:Iteration 80F (6732.800088 sec): 3 clusters Score: Raw -3156587.228794 + Penalty 2034.272842 = -3154552.955952 nChanged 1 SP:Iteration 81Q (6732.886120 sec): 3 clusters Score: Raw -3156587.322961 + Penalty 2034.272842 = -3154553.050119 nChanged 1 SP:Iteration 82Q (6732.973185 sec): 3 clusters Score: Raw -3156587.389391 + Penalty 2034.272842 = -3154553.116549 nChanged 0 SP:Iteration 83F (6733.070183 sec): 3 clusters Score: Raw -3156587.389391 + Penalty 2034.272842 = -3154553.116549 nChanged 0 Trying to split cluster 9 (32382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6733.133098 sec): 2 clusters Score: Raw -2440916.629892 + Penalty 986.609009 = -2439930.020882 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6733.217687 sec): 3 clusters Score: Raw -2420261.819032 + Penalty 1973.218018 = -2418288.601014 nChanged 15350 SP:Iteration 1F (6733.308205 sec): 3 clusters Score: Raw -2429120.653006 + Penalty 1973.218018 = -2427147.434987 nChanged 1380 SP:Iteration 2Q (6733.390155 sec): 3 clusters Score: Raw -2429627.977544 + Penalty 1973.218018 = -2427654.759526 nChanged 1500 SP:Iteration 3Q (6733.479102 sec): 3 clusters Score: Raw -2430323.520460 + Penalty 1973.218018 = -2428350.302441 nChanged 1650 SP:Iteration 4F (6733.560399 sec): 3 clusters Score: Raw -2431246.647010 + Penalty 1973.218018 = -2429273.428992 nChanged 1957 SP:Iteration 5F (6733.632841 sec): 3 clusters Score: Raw -2432625.473337 + Penalty 1973.218018 = -2430652.255318 nChanged 2202 SP:Iteration 6F (6733.717420 sec): 3 clusters Score: Raw -2434518.144320 + Penalty 1973.218018 = -2432544.926301 nChanged 2372 SP:Iteration 7F (6733.798456 sec): 3 clusters Score: Raw -2436696.397462 + Penalty 1973.218018 = -2434723.179444 nChanged 2007 SP:Iteration 8F (6733.878586 sec): 3 clusters Score: Raw -2438161.147616 + Penalty 1973.218018 = -2436187.929598 nChanged 1288 SP:Iteration 9Q (6733.966233 sec): 3 clusters Score: Raw -2438898.473769 + Penalty 1973.218018 = -2436925.255751 nChanged 821 SP:Iteration 10Q (6734.042014 sec): 3 clusters Score: Raw -2439307.885041 + Penalty 1973.218018 = -2437334.667022 nChanged 625 SP:Iteration 11Q (6734.130581 sec): 3 clusters Score: Raw -2439586.204090 + Penalty 1973.218018 = -2437612.986072 nChanged 526 SP:Iteration 12Q (6734.220563 sec): 3 clusters Score: Raw -2439801.215619 + Penalty 1973.218018 = -2437827.997601 nChanged 484 SP:Iteration 13Q (6734.292712 sec): 3 clusters Score: Raw -2439968.498469 + Penalty 1973.218018 = -2437995.280451 nChanged 390 SP:Iteration 14Q (6734.382167 sec): 3 clusters Score: Raw -2440080.316079 + Penalty 1973.218018 = -2438107.098061 nChanged 309 SP:Iteration 15Q (6734.468280 sec): 3 clusters Score: Raw -2440154.108963 + Penalty 1973.218018 = -2438180.890945 nChanged 239 SP:Iteration 16Q (6734.555082 sec): 3 clusters Score: Raw -2440196.522228 + Penalty 1973.218018 = -2438223.304209 nChanged 194 SP:Iteration 17Q (6734.647130 sec): 3 clusters Score: Raw -2440228.306704 + Penalty 1973.218018 = -2438255.088685 nChanged 167 SP:Iteration 18Q (6734.729119 sec): 3 clusters Score: Raw -2440246.997381 + Penalty 1973.218018 = -2438273.779363 nChanged 102 SP:Iteration 19Q (6734.815364 sec): 3 clusters Score: Raw -2440256.581966 + Penalty 1973.218018 = -2438283.363947 nChanged 96 SP:Iteration 20F (6734.904303 sec): 3 clusters Score: Raw -2440265.868404 + Penalty 1973.218018 = -2438292.650385 nChanged 94 SP:Iteration 21Q (6734.994213 sec): 3 clusters Score: Raw -2440276.416114 + Penalty 1973.218018 = -2438303.198095 nChanged 90 SP:Iteration 22Q (6735.082430 sec): 3 clusters Score: Raw -2440286.567454 + Penalty 1973.218018 = -2438313.349435 nChanged 85 SP:Iteration 23Q (6735.158027 sec): 3 clusters Score: Raw -2440293.450163 + Penalty 1973.218018 = -2438320.232144 nChanged 74 SP:Iteration 24Q (6735.250219 sec): 3 clusters Score: Raw -2440299.008062 + Penalty 1973.218018 = -2438325.790044 nChanged 72 SP:Iteration 25Q (6735.330780 sec): 3 clusters Score: Raw -2440304.564138 + Penalty 1973.218018 = -2438331.346119 nChanged 48 SP:Iteration 26Q (6735.427912 sec): 3 clusters Score: Raw -2440307.313481 + Penalty 1973.218018 = -2438334.095462 nChanged 40 SP:Iteration 27Q (6735.515544 sec): 3 clusters Score: Raw -2440309.187676 + Penalty 1973.218018 = -2438335.969658 nChanged 34 SP:Iteration 28Q (6735.606661 sec): 3 clusters Score: Raw -2440310.894125 + Penalty 1973.218018 = -2438337.676107 nChanged 31 SP:Iteration 29Q (6735.694047 sec): 3 clusters Score: Raw -2440312.063473 + Penalty 1973.218018 = -2438338.845455 nChanged 25 SP:Iteration 30Q (6735.775209 sec): 3 clusters Score: Raw -2440313.081341 + Penalty 1973.218018 = -2438339.863322 nChanged 24 SP:Iteration 31Q (6735.868015 sec): 3 clusters Score: Raw -2440314.132576 + Penalty 1973.218018 = -2438340.914557 nChanged 17 SP:Iteration 32Q (6735.955399 sec): 3 clusters Score: Raw -2440314.558886 + Penalty 1973.218018 = -2438341.340868 nChanged 14 SP:Iteration 33Q (6736.042625 sec): 3 clusters Score: Raw -2440315.007631 + Penalty 1973.218018 = -2438341.789612 nChanged 12 SP:Iteration 34Q (6736.115234 sec): 3 clusters Score: Raw -2440315.300855 + Penalty 1973.218018 = -2438342.082837 nChanged 11 SP:Iteration 35Q (6736.208801 sec): 3 clusters Score: Raw -2440315.638069 + Penalty 1973.218018 = -2438342.420050 nChanged 15 SP:Iteration 36Q (6736.286004 sec): 3 clusters Score: Raw -2440316.020961 + Penalty 1973.218018 = -2438342.802943 nChanged 11 SP:Iteration 37Q (6736.382823 sec): 3 clusters Score: Raw -2440316.343015 + Penalty 1973.218018 = -2438343.124996 nChanged 7 SP:Iteration 38Q (6736.463736 sec): 3 clusters Score: Raw -2440316.608331 + Penalty 1973.218018 = -2438343.390312 nChanged 6 SP:Iteration 39Q (6736.548112 sec): 3 clusters Score: Raw -2440316.795520 + Penalty 1973.218018 = -2438343.577502 nChanged 6 SP:Iteration 40F (6736.625214 sec): 3 clusters Score: Raw -2440316.989079 + Penalty 1973.218018 = -2438343.771061 nChanged 7 SP:Iteration 41Q (6736.712268 sec): 3 clusters Score: Raw -2440317.200269 + Penalty 1973.218018 = -2438343.982251 nChanged 11 SP:Iteration 42Q (6736.805970 sec): 3 clusters Score: Raw -2440317.451732 + Penalty 1973.218018 = -2438344.233714 nChanged 8 SP:Iteration 43Q (6736.890924 sec): 3 clusters Score: Raw -2440317.638400 + Penalty 1973.218018 = -2438344.420382 nChanged 11 SP:Iteration 44Q (6736.991776 sec): 3 clusters Score: Raw -2440318.045587 + Penalty 1973.218018 = -2438344.827568 nChanged 10 SP:Iteration 45Q (6737.080536 sec): 3 clusters Score: Raw -2440318.421698 + Penalty 1973.218018 = -2438345.203680 nChanged 7 SP:Iteration 46Q (6737.165074 sec): 3 clusters Score: Raw -2440318.718942 + Penalty 1973.218018 = -2438345.500924 nChanged 9 SP:Iteration 47Q (6737.246401 sec): 3 clusters Score: Raw -2440319.010967 + Penalty 1973.218018 = -2438345.792948 nChanged 6 SP:Iteration 48Q (6737.336930 sec): 3 clusters Score: Raw -2440319.262903 + Penalty 1973.218018 = -2438346.044885 nChanged 7 SP:Iteration 49Q (6737.426123 sec): 3 clusters Score: Raw -2440319.488561 + Penalty 1973.218018 = -2438346.270543 nChanged 8 SP:Iteration 50Q (6737.512973 sec): 3 clusters Score: Raw -2440319.869973 + Penalty 1973.218018 = -2438346.651954 nChanged 14 SP:Iteration 51Q (6737.600208 sec): 3 clusters Score: Raw -2440320.237922 + Penalty 1973.218018 = -2438347.019904 nChanged 13 SP:Iteration 52Q (6737.686990 sec): 3 clusters Score: Raw -2440320.614792 + Penalty 1973.218018 = -2438347.396774 nChanged 12 SP:Iteration 53Q (6737.776231 sec): 3 clusters Score: Raw -2440321.079814 + Penalty 1973.218018 = -2438347.861795 nChanged 11 SP:Iteration 54Q (6737.852586 sec): 3 clusters Score: Raw -2440321.439342 + Penalty 1973.218018 = -2438348.221324 nChanged 7 SP:Iteration 55Q (6737.949180 sec): 3 clusters Score: Raw -2440321.625896 + Penalty 1973.218018 = -2438348.407878 nChanged 9 SP:Iteration 56Q (6738.034104 sec): 3 clusters Score: Raw -2440321.931996 + Penalty 1973.218018 = -2438348.713978 nChanged 7 SP:Iteration 57Q (6738.113843 sec): 3 clusters Score: Raw -2440322.089380 + Penalty 1973.218018 = -2438348.871362 nChanged 5 SP:Iteration 58Q (6738.205375 sec): 3 clusters Score: Raw -2440322.192486 + Penalty 1973.218018 = -2438348.974467 nChanged 0 SP:Iteration 59F (6738.291539 sec): 3 clusters Score: Raw -2440322.192486 + Penalty 1973.218018 = -2438348.974467 nChanged 0 Trying to split cluster 10 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6738.319032 sec): 2 clusters Score: Raw -21797.057721 + Penalty 586.707391 = -21210.350331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6738.367519 sec): 3 clusters Score: Raw -21745.354480 + Penalty 1173.414781 = -20571.939698 nChanged 143 SP:Iteration 1F (6738.413603 sec): 3 clusters Score: Raw -21905.309607 + Penalty 1173.414781 = -20731.894825 nChanged 37 SP:Iteration 2F (6738.450394 sec): 3 clusters Score: Raw -21980.917794 + Penalty 1173.414781 = -20807.503012 nChanged 38 SP:Iteration 3F (6738.507708 sec): 3 clusters Score: Raw -22063.463753 + Penalty 1173.414781 = -20890.048971 nChanged 28 SP:Iteration 4F (6738.547727 sec): 3 clusters Score: Raw -22114.123378 + Penalty 1173.414781 = -20940.708597 nChanged 12 SP:Iteration 5Q (6738.591750 sec): 3 clusters Score: Raw -22132.330946 + Penalty 1173.414781 = -20958.916165 nChanged 8 SP:Iteration 6Q (6738.645353 sec): 3 clusters Score: Raw -22143.361790 + Penalty 1173.414781 = -20969.947008 nChanged 5 SP:Iteration 7Q (6738.688063 sec): 3 clusters Score: Raw -22149.261979 + Penalty 1173.414781 = -20975.847198 nChanged 4 SP:Iteration 8Q (6738.736353 sec): 3 clusters Score: Raw -22153.758051 + Penalty 1173.414781 = -20980.343269 nChanged 4 SP:Iteration 9Q (6738.778752 sec): 3 clusters Score: Raw -22159.557098 + Penalty 1173.414781 = -20986.142316 nChanged 4 SP:Iteration 10Q (6738.818599 sec): 3 clusters Score: Raw -22164.343981 + Penalty 1173.414781 = -20990.929200 nChanged 4 SP:Iteration 11Q (6738.862983 sec): 3 clusters Score: Raw -22167.898776 + Penalty 1173.414781 = -20994.483994 nChanged 0 SP:Iteration 12F (6738.907668 sec): 3 clusters Score: Raw -22167.898776 + Penalty 1173.414781 = -20994.483994 nChanged 0 Trying to split cluster 11 (15763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6738.950918 sec): 2 clusters Score: Raw -1073965.740802 + Penalty 918.214967 = -1073047.525836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6739.028936 sec): 3 clusters Score: Raw -1064288.305486 + Penalty 1836.429933 = -1062451.875553 nChanged 7226 SP:Iteration 1F (6739.094741 sec): 3 clusters Score: Raw -1068483.696798 + Penalty 1836.429933 = -1066647.266865 nChanged 893 SP:Iteration 2F (6739.162161 sec): 3 clusters Score: Raw -1068907.908661 + Penalty 1836.429933 = -1067071.478728 nChanged 895 SP:Iteration 3F (6739.228426 sec): 3 clusters Score: Raw -1069423.642573 + Penalty 1836.429933 = -1067587.212640 nChanged 944 SP:Iteration 4F (6739.285010 sec): 3 clusters Score: Raw -1070039.334633 + Penalty 1836.429933 = -1068202.904700 nChanged 983 SP:Iteration 5F (6739.349209 sec): 3 clusters Score: Raw -1070761.411563 + Penalty 1836.429933 = -1068924.981630 nChanged 929 SP:Iteration 6F (6739.419327 sec): 3 clusters Score: Raw -1071497.536207 + Penalty 1836.429933 = -1069661.106274 nChanged 827 SP:Iteration 7F (6739.496019 sec): 3 clusters Score: Raw -1072184.436899 + Penalty 1836.429933 = -1070348.006966 nChanged 646 SP:Iteration 8Q (6739.557549 sec): 3 clusters Score: Raw -1072710.646937 + Penalty 1836.429933 = -1070874.217004 nChanged 522 SP:Iteration 9Q (6739.627120 sec): 3 clusters Score: Raw -1073144.231076 + Penalty 1836.429933 = -1071307.801143 nChanged 403 SP:Iteration 10Q (6739.696493 sec): 3 clusters Score: Raw -1073510.169589 + Penalty 1836.429933 = -1071673.739656 nChanged 294 SP:Iteration 11Q (6739.761044 sec): 3 clusters Score: Raw -1073812.203454 + Penalty 1836.429933 = -1071975.773521 nChanged 204 SP:Iteration 12Q (6739.817691 sec): 3 clusters Score: Raw -1074013.914874 + Penalty 1836.429933 = -1072177.484941 nChanged 150 SP:Iteration 13Q (6739.883469 sec): 3 clusters Score: Raw -1074126.670805 + Penalty 1836.429933 = -1072290.240872 nChanged 111 SP:Iteration 14Q (6739.953240 sec): 3 clusters Score: Raw -1074192.330832 + Penalty 1836.429933 = -1072355.900899 nChanged 79 SP:Iteration 15Q (6740.007696 sec): 3 clusters Score: Raw -1074228.856269 + Penalty 1836.429933 = -1072392.426335 nChanged 55 SP:Iteration 16Q (6740.060724 sec): 3 clusters Score: Raw -1074252.432482 + Penalty 1836.429933 = -1072416.002549 nChanged 41 SP:Iteration 17Q (6740.119654 sec): 3 clusters Score: Raw -1074269.744193 + Penalty 1836.429933 = -1072433.314260 nChanged 42 SP:Iteration 18Q (6740.176216 sec): 3 clusters Score: Raw -1074287.602983 + Penalty 1836.429933 = -1072451.173050 nChanged 34 SP:Iteration 19Q (6740.242676 sec): 3 clusters Score: Raw -1074302.402377 + Penalty 1836.429933 = -1072465.972444 nChanged 30 SP:Iteration 20F (6740.300306 sec): 3 clusters Score: Raw -1074314.361579 + Penalty 1836.429933 = -1072477.931646 nChanged 25 SP:Iteration 21Q (6740.358068 sec): 3 clusters Score: Raw -1074323.982475 + Penalty 1836.429933 = -1072487.552542 nChanged 23 SP:Iteration 22Q (6740.429055 sec): 3 clusters Score: Raw -1074331.056840 + Penalty 1836.429933 = -1072494.626907 nChanged 9 SP:Iteration 23Q (6740.475182 sec): 3 clusters Score: Raw -1074334.791529 + Penalty 1836.429933 = -1072498.361596 nChanged 10 SP:Iteration 24Q (6740.543434 sec): 3 clusters Score: Raw -1074338.023929 + Penalty 1836.429933 = -1072501.593996 nChanged 7 SP:Iteration 25Q (6740.597222 sec): 3 clusters Score: Raw -1074339.940187 + Penalty 1836.429933 = -1072503.510254 nChanged 3 SP:Iteration 26Q (6740.658683 sec): 3 clusters Score: Raw -1074341.833912 + Penalty 1836.429933 = -1072505.403978 nChanged 4 SP:Iteration 27Q (6740.722469 sec): 3 clusters Score: Raw -1074342.620886 + Penalty 1836.429933 = -1072506.190953 nChanged 2 SP:Iteration 28Q (6740.777168 sec): 3 clusters Score: Raw -1074343.250203 + Penalty 1836.429933 = -1072506.820270 nChanged 2 SP:Iteration 29Q (6740.828043 sec): 3 clusters Score: Raw -1074344.077573 + Penalty 1836.429933 = -1072507.647640 nChanged 3 SP:Iteration 30Q (6740.892137 sec): 3 clusters Score: Raw -1074344.755681 + Penalty 1836.429933 = -1072508.325748 nChanged 3 SP:Iteration 31Q (6740.946223 sec): 3 clusters Score: Raw -1074345.266026 + Penalty 1836.429933 = -1072508.836093 nChanged 2 SP:Iteration 32Q (6741.004102 sec): 3 clusters Score: Raw -1074345.956155 + Penalty 1836.429933 = -1072509.526222 nChanged 5 SP:Iteration 33Q (6741.071777 sec): 3 clusters Score: Raw -1074347.276575 + Penalty 1836.429933 = -1072510.846642 nChanged 3 SP:Iteration 34Q (6741.129536 sec): 3 clusters Score: Raw -1074347.669296 + Penalty 1836.429933 = -1072511.239363 nChanged 0 SP:Iteration 35F (6741.187258 sec): 3 clusters Score: Raw -1074347.669296 + Penalty 1836.429933 = -1072511.239363 nChanged 0 Trying to split cluster 12 (7371 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6741.220621 sec): 2 clusters Score: Raw -520391.542798 + Penalty 846.004323 = -519545.538475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6741.266333 sec): 3 clusters Score: Raw -516138.447220 + Penalty 1692.008646 = -514446.438575 nChanged 3199 SP:Iteration 1F (6741.313159 sec): 3 clusters Score: Raw -517909.820028 + Penalty 1692.008646 = -516217.811382 nChanged 493 SP:Iteration 2F (6741.366193 sec): 3 clusters Score: Raw -518172.207774 + Penalty 1692.008646 = -516480.199128 nChanged 449 SP:Iteration 3F (6741.406861 sec): 3 clusters Score: Raw -518415.363638 + Penalty 1692.008646 = -516723.354992 nChanged 422 SP:Iteration 4F (6741.458896 sec): 3 clusters Score: Raw -518638.669681 + Penalty 1692.008646 = -516946.661035 nChanged 380 SP:Iteration 5F (6741.509839 sec): 3 clusters Score: Raw -518830.811956 + Penalty 1692.008646 = -517138.803311 nChanged 307 SP:Iteration 6Q (6741.559755 sec): 3 clusters Score: Raw -518975.344643 + Penalty 1692.008646 = -517283.335997 nChanged 281 SP:Iteration 7Q (6741.609405 sec): 3 clusters Score: Raw -519106.504808 + Penalty 1692.008646 = -517414.496162 nChanged 270 SP:Iteration 8Q (6741.662657 sec): 3 clusters Score: Raw -519256.030508 + Penalty 1692.008646 = -517564.021862 nChanged 291 SP:Iteration 9Q (6741.715232 sec): 3 clusters Score: Raw -519408.408355 + Penalty 1692.008646 = -517716.399710 nChanged 274 SP:Iteration 10Q (6741.771610 sec): 3 clusters Score: Raw -519563.746449 + Penalty 1692.008646 = -517871.737803 nChanged 256 SP:Iteration 11Q (6741.833050 sec): 3 clusters Score: Raw -519721.048238 + Penalty 1692.008646 = -518029.039592 nChanged 223 SP:Iteration 12Q (6741.892128 sec): 3 clusters Score: Raw -519864.718104 + Penalty 1692.008646 = -518172.709459 nChanged 203 SP:Iteration 13Q (6741.951199 sec): 3 clusters Score: Raw -519996.379598 + Penalty 1692.008646 = -518304.370953 nChanged 158 SP:Iteration 14Q (6742.010048 sec): 3 clusters Score: Raw -520100.591463 + Penalty 1692.008646 = -518408.582817 nChanged 129 SP:Iteration 15Q (6742.065283 sec): 3 clusters Score: Raw -520197.637402 + Penalty 1692.008646 = -518505.628757 nChanged 102 SP:Iteration 16Q (6742.117627 sec): 3 clusters Score: Raw -520272.941761 + Penalty 1692.008646 = -518580.933115 nChanged 73 SP:Iteration 17Q (6742.182575 sec): 3 clusters Score: Raw -520328.683524 + Penalty 1692.008646 = -518636.674878 nChanged 66 SP:Iteration 18Q (6742.241380 sec): 3 clusters Score: Raw -520372.526957 + Penalty 1692.008646 = -518680.518311 nChanged 53 SP:Iteration 19Q (6742.292033 sec): 3 clusters Score: Raw -520420.050028 + Penalty 1692.008646 = -518728.041382 nChanged 32 SP:Iteration 20F (6742.353317 sec): 3 clusters Score: Raw -520448.036119 + Penalty 1692.008646 = -518756.027473 nChanged 24 SP:Iteration 21Q (6742.409931 sec): 3 clusters Score: Raw -520462.346176 + Penalty 1692.008646 = -518770.337531 nChanged 25 SP:Iteration 22Q (6742.466421 sec): 3 clusters Score: Raw -520479.678156 + Penalty 1692.008646 = -518787.669510 nChanged 19 SP:Iteration 23Q (6742.509175 sec): 3 clusters Score: Raw -520490.125525 + Penalty 1692.008646 = -518798.116879 nChanged 16 SP:Iteration 24Q (6742.565160 sec): 3 clusters Score: Raw -520506.066329 + Penalty 1692.008646 = -518814.057684 nChanged 18 SP:Iteration 25Q (6742.620063 sec): 3 clusters Score: Raw -520521.887078 + Penalty 1692.008646 = -518829.878433 nChanged 22 SP:Iteration 26Q (6742.677349 sec): 3 clusters Score: Raw -520537.303899 + Penalty 1692.008646 = -518845.295254 nChanged 18 SP:Iteration 27Q (6742.734145 sec): 3 clusters Score: Raw -520548.369801 + Penalty 1692.008646 = -518856.361155 nChanged 9 SP:Iteration 28Q (6742.791780 sec): 3 clusters Score: Raw -520552.081273 + Penalty 1692.008646 = -518860.072627 nChanged 2 SP:Iteration 29Q (6742.851134 sec): 3 clusters Score: Raw -520552.713036 + Penalty 1692.008646 = -518860.704391 nChanged 1 SP:Iteration 30Q (6742.894141 sec): 3 clusters Score: Raw -520553.110195 + Penalty 1692.008646 = -518861.101550 nChanged 2 SP:Iteration 31Q (6742.945385 sec): 3 clusters Score: Raw -520555.149051 + Penalty 1692.008646 = -518863.140405 nChanged 2 SP:Iteration 32Q (6742.991800 sec): 3 clusters Score: Raw -520556.396767 + Penalty 1692.008646 = -518864.388121 nChanged 2 SP:Iteration 33Q (6743.047885 sec): 3 clusters Score: Raw -520556.873500 + Penalty 1692.008646 = -518864.864854 nChanged 1 SP:Iteration 34Q (6743.112422 sec): 3 clusters Score: Raw -520557.194731 + Penalty 1692.008646 = -518865.186085 nChanged 1 SP:Iteration 35Q (6743.169475 sec): 3 clusters Score: Raw -520557.358950 + Penalty 1692.008646 = -518865.350305 nChanged 0 SP:Iteration 36F (6743.216576 sec): 3 clusters Score: Raw -520557.358950 + Penalty 1692.008646 = -518865.350305 nChanged 0 Trying to split cluster 13 (55930 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6743.305948 sec): 2 clusters Score: Raw -4172802.609818 + Penalty 1038.526338 = -4171764.083480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6743.424930 sec): 3 clusters Score: Raw -4136265.094908 + Penalty 2077.052676 = -4134188.042232 nChanged 26745 SP:Iteration 1F (6743.537612 sec): 3 clusters Score: Raw -4152042.382764 + Penalty 2077.052676 = -4149965.330088 nChanged 2300 SP:Iteration 2Q (6743.646009 sec): 3 clusters Score: Raw -4152752.632682 + Penalty 2077.052676 = -4150675.580006 nChanged 2441 SP:Iteration 3Q (6743.771604 sec): 3 clusters Score: Raw -4153664.622062 + Penalty 2077.052676 = -4151587.569387 nChanged 2787 SP:Iteration 4Q (6743.893916 sec): 3 clusters Score: Raw -4154972.782516 + Penalty 2077.052676 = -4152895.729840 nChanged 3242 SP:Iteration 5F (6744.004798 sec): 3 clusters Score: Raw -4156810.487378 + Penalty 2077.052676 = -4154733.434703 nChanged 3682 SP:Iteration 6F (6744.116246 sec): 3 clusters Score: Raw -4159374.193437 + Penalty 2077.052676 = -4157297.140761 nChanged 3852 SP:Iteration 7F (6744.228571 sec): 3 clusters Score: Raw -4162504.893891 + Penalty 2077.052676 = -4160427.841216 nChanged 3679 SP:Iteration 8F (6744.350017 sec): 3 clusters Score: Raw -4165789.171675 + Penalty 2077.052676 = -4163712.118999 nChanged 2957 SP:Iteration 9F (6744.465471 sec): 3 clusters Score: Raw -4168436.224452 + Penalty 2077.052676 = -4166359.171776 nChanged 2041 SP:Iteration 10Q (6744.573117 sec): 3 clusters Score: Raw -4170199.669910 + Penalty 2077.052676 = -4168122.617234 nChanged 1363 SP:Iteration 11Q (6744.691975 sec): 3 clusters Score: Raw -4171309.515707 + Penalty 2077.052676 = -4169232.463032 nChanged 881 SP:Iteration 12Q (6744.798221 sec): 3 clusters Score: Raw -4171993.234374 + Penalty 2077.052676 = -4169916.181699 nChanged 565 SP:Iteration 13Q (6744.905923 sec): 3 clusters Score: Raw -4172414.162619 + Penalty 2077.052676 = -4170337.109943 nChanged 303 SP:Iteration 14Q (6745.008617 sec): 3 clusters Score: Raw -4172641.831189 + Penalty 2077.052676 = -4170564.778513 nChanged 162 SP:Iteration 15Q (6745.113975 sec): 3 clusters Score: Raw -4172764.970565 + Penalty 2077.052676 = -4170687.917890 nChanged 111 SP:Iteration 16Q (6745.204973 sec): 3 clusters Score: Raw -4172867.307150 + Penalty 2077.052676 = -4170790.254474 nChanged 65 SP:Iteration 17Q (6745.312654 sec): 3 clusters Score: Raw -4172921.832611 + Penalty 2077.052676 = -4170844.779935 nChanged 33 SP:Iteration 18Q (6745.412731 sec): 3 clusters Score: Raw -4172943.758613 + Penalty 2077.052676 = -4170866.705937 nChanged 21 SP:Iteration 19Q (6745.516740 sec): 3 clusters Score: Raw -4172958.225154 + Penalty 2077.052676 = -4170881.172479 nChanged 14 SP:Iteration 20F (6745.630038 sec): 3 clusters Score: Raw -4172967.085163 + Penalty 2077.052676 = -4170890.032487 nChanged 11 SP:Iteration 21Q (6745.730883 sec): 3 clusters Score: Raw -4172973.179241 + Penalty 2077.052676 = -4170896.126565 nChanged 12 SP:Iteration 22Q (6745.826159 sec): 3 clusters Score: Raw -4172985.260680 + Penalty 2077.052676 = -4170908.208004 nChanged 12 SP:Iteration 23Q (6745.937090 sec): 3 clusters Score: Raw -4172992.945588 + Penalty 2077.052676 = -4170915.892913 nChanged 8 SP:Iteration 24Q (6746.036776 sec): 3 clusters Score: Raw -4172998.746377 + Penalty 2077.052676 = -4170921.693702 nChanged 6 SP:Iteration 25Q (6746.137284 sec): 3 clusters Score: Raw -4173001.077472 + Penalty 2077.052676 = -4170924.024797 nChanged 3 SP:Iteration 26Q (6746.239655 sec): 3 clusters Score: Raw -4173002.080501 + Penalty 2077.052676 = -4170925.027825 nChanged 1 SP:Iteration 27Q (6746.337277 sec): 3 clusters Score: Raw -4173003.038545 + Penalty 2077.052676 = -4170925.985869 nChanged 2 SP:Iteration 28Q (6746.434743 sec): 3 clusters Score: Raw -4173003.561148 + Penalty 2077.052676 = -4170926.508473 nChanged 0 SP:Iteration 29F (6746.514857 sec): 3 clusters Score: Raw -4173003.561148 + Penalty 2077.052676 = -4170926.508473 nChanged 0 Trying to split cluster 14 (7552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6746.552732 sec): 2 clusters Score: Raw -546165.119100 + Penalty 848.308932 = -545316.810168 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6746.611942 sec): 3 clusters Score: Raw -541820.051269 + Penalty 1696.617864 = -540123.433404 nChanged 3344 SP:Iteration 1F (6746.653619 sec): 3 clusters Score: Raw -543679.413424 + Penalty 1696.617864 = -541982.795559 nChanged 530 SP:Iteration 2F (6746.722508 sec): 3 clusters Score: Raw -543962.736598 + Penalty 1696.617864 = -542266.118734 nChanged 463 SP:Iteration 3F (6746.777982 sec): 3 clusters Score: Raw -544241.679112 + Penalty 1696.617864 = -542545.061248 nChanged 463 SP:Iteration 4F (6746.826200 sec): 3 clusters Score: Raw -544526.858812 + Penalty 1696.617864 = -542830.240947 nChanged 429 SP:Iteration 5F (6746.887510 sec): 3 clusters Score: Raw -544764.838127 + Penalty 1696.617864 = -543068.220262 nChanged 353 SP:Iteration 6Q (6746.935802 sec): 3 clusters Score: Raw -544971.222244 + Penalty 1696.617864 = -543274.604380 nChanged 311 SP:Iteration 7Q (6746.992440 sec): 3 clusters Score: Raw -545137.504428 + Penalty 1696.617864 = -543440.886564 nChanged 253 SP:Iteration 8Q (6747.038269 sec): 3 clusters Score: Raw -545273.620123 + Penalty 1696.617864 = -543577.002258 nChanged 203 SP:Iteration 9Q (6747.088429 sec): 3 clusters Score: Raw -545392.134570 + Penalty 1696.617864 = -543695.516705 nChanged 182 SP:Iteration 10Q (6747.152003 sec): 3 clusters Score: Raw -545494.294263 + Penalty 1696.617864 = -543797.676398 nChanged 155 SP:Iteration 11Q (6747.197604 sec): 3 clusters Score: Raw -545582.631019 + Penalty 1696.617864 = -543886.013155 nChanged 143 SP:Iteration 12Q (6747.240205 sec): 3 clusters Score: Raw -545663.365204 + Penalty 1696.617864 = -543966.747340 nChanged 121 SP:Iteration 13Q (6747.291154 sec): 3 clusters Score: Raw -545728.077290 + Penalty 1696.617864 = -544031.459425 nChanged 116 SP:Iteration 14Q (6747.352579 sec): 3 clusters Score: Raw -545795.267325 + Penalty 1696.617864 = -544098.649460 nChanged 99 SP:Iteration 15Q (6747.388523 sec): 3 clusters Score: Raw -545845.600311 + Penalty 1696.617864 = -544148.982446 nChanged 80 SP:Iteration 16Q (6747.440224 sec): 3 clusters Score: Raw -545889.671231 + Penalty 1696.617864 = -544193.053367 nChanged 74 SP:Iteration 17Q (6747.493804 sec): 3 clusters Score: Raw -545925.113571 + Penalty 1696.617864 = -544228.495706 nChanged 72 SP:Iteration 18Q (6747.538757 sec): 3 clusters Score: Raw -545957.091803 + Penalty 1696.617864 = -544260.473939 nChanged 65 SP:Iteration 19Q (6747.601206 sec): 3 clusters Score: Raw -545984.276214 + Penalty 1696.617864 = -544287.658349 nChanged 61 SP:Iteration 20F (6747.643623 sec): 3 clusters Score: Raw -546012.873661 + Penalty 1696.617864 = -544316.255796 nChanged 54 SP:Iteration 21Q (6747.703030 sec): 3 clusters Score: Raw -546042.753086 + Penalty 1696.617864 = -544346.135222 nChanged 48 SP:Iteration 22Q (6747.756571 sec): 3 clusters Score: Raw -546071.744927 + Penalty 1696.617864 = -544375.127063 nChanged 48 SP:Iteration 23Q (6747.808456 sec): 3 clusters Score: Raw -546101.443466 + Penalty 1696.617864 = -544404.825601 nChanged 40 SP:Iteration 24Q (6747.862227 sec): 3 clusters Score: Raw -546124.736657 + Penalty 1696.617864 = -544428.118793 nChanged 34 SP:Iteration 25Q (6747.910640 sec): 3 clusters Score: Raw -546139.141502 + Penalty 1696.617864 = -544442.523637 nChanged 28 SP:Iteration 26Q (6747.964016 sec): 3 clusters Score: Raw -546150.567005 + Penalty 1696.617864 = -544453.949140 nChanged 22 SP:Iteration 27Q (6748.005007 sec): 3 clusters Score: Raw -546159.755414 + Penalty 1696.617864 = -544463.137550 nChanged 19 SP:Iteration 28Q (6748.062240 sec): 3 clusters Score: Raw -546169.323619 + Penalty 1696.617864 = -544472.705755 nChanged 21 SP:Iteration 29Q (6748.110761 sec): 3 clusters Score: Raw -546176.049532 + Penalty 1696.617864 = -544479.431667 nChanged 20 SP:Iteration 30Q (6748.175218 sec): 3 clusters Score: Raw -546184.057806 + Penalty 1696.617864 = -544487.439942 nChanged 22 SP:Iteration 31Q (6748.227813 sec): 3 clusters Score: Raw -546192.648951 + Penalty 1696.617864 = -544496.031087 nChanged 22 SP:Iteration 32Q (6748.278971 sec): 3 clusters Score: Raw -546199.449647 + Penalty 1696.617864 = -544502.831782 nChanged 10 SP:Iteration 33Q (6748.312072 sec): 3 clusters Score: Raw -546202.014509 + Penalty 1696.617864 = -544505.396644 nChanged 10 SP:Iteration 34Q (6748.372529 sec): 3 clusters Score: Raw -546205.331918 + Penalty 1696.617864 = -544508.714054 nChanged 12 SP:Iteration 35Q (6748.422110 sec): 3 clusters Score: Raw -546209.323770 + Penalty 1696.617864 = -544512.705905 nChanged 13 SP:Iteration 36Q (6748.473740 sec): 3 clusters Score: Raw -546213.741843 + Penalty 1696.617864 = -544517.123978 nChanged 12 SP:Iteration 37Q (6748.517295 sec): 3 clusters Score: Raw -546218.402883 + Penalty 1696.617864 = -544521.785019 nChanged 10 SP:Iteration 38Q (6748.558778 sec): 3 clusters Score: Raw -546222.756063 + Penalty 1696.617864 = -544526.138199 nChanged 8 SP:Iteration 39Q (6748.605485 sec): 3 clusters Score: Raw -546225.988884 + Penalty 1696.617864 = -544529.371019 nChanged 11 SP:Iteration 40F (6748.664606 sec): 3 clusters Score: Raw -546230.349341 + Penalty 1696.617864 = -544533.731477 nChanged 11 SP:Iteration 41Q (6748.705436 sec): 3 clusters Score: Raw -546237.357001 + Penalty 1696.617864 = -544540.739137 nChanged 13 SP:Iteration 42Q (6748.759917 sec): 3 clusters Score: Raw -546242.328883 + Penalty 1696.617864 = -544545.711019 nChanged 12 SP:Iteration 43Q (6748.803298 sec): 3 clusters Score: Raw -546249.743609 + Penalty 1696.617864 = -544553.125745 nChanged 15 SP:Iteration 44Q (6748.842527 sec): 3 clusters Score: Raw -546258.737609 + Penalty 1696.617864 = -544562.119745 nChanged 12 SP:Iteration 45Q (6748.890509 sec): 3 clusters Score: Raw -546265.891686 + Penalty 1696.617864 = -544569.273822 nChanged 16 SP:Iteration 46Q (6748.938598 sec): 3 clusters Score: Raw -546272.663713 + Penalty 1696.617864 = -544576.045849 nChanged 12 SP:Iteration 47Q (6748.981871 sec): 3 clusters Score: Raw -546279.230920 + Penalty 1696.617864 = -544582.613055 nChanged 7 SP:Iteration 48Q (6749.033913 sec): 3 clusters Score: Raw -546281.299841 + Penalty 1696.617864 = -544584.681977 nChanged 3 SP:Iteration 49Q (6749.085520 sec): 3 clusters Score: Raw -546282.227954 + Penalty 1696.617864 = -544585.610090 nChanged 3 SP:Iteration 50Q (6749.134623 sec): 3 clusters Score: Raw -546282.945991 + Penalty 1696.617864 = -544586.328126 nChanged 2 SP:Iteration 51Q (6749.185548 sec): 3 clusters Score: Raw -546283.785392 + Penalty 1696.617864 = -544587.167528 nChanged 3 SP:Iteration 52Q (6749.234150 sec): 3 clusters Score: Raw -546284.525542 + Penalty 1696.617864 = -544587.907677 nChanged 2 SP:Iteration 53Q (6749.294994 sec): 3 clusters Score: Raw -546285.091461 + Penalty 1696.617864 = -544588.473596 nChanged 2 SP:Iteration 54Q (6749.337668 sec): 3 clusters Score: Raw -546285.615727 + Penalty 1696.617864 = -544588.997863 nChanged 1 SP:Iteration 55Q (6749.397131 sec): 3 clusters Score: Raw -546285.738085 + Penalty 1696.617864 = -544589.120221 nChanged 0 SP:Iteration 56F (6749.436218 sec): 3 clusters Score: Raw -546285.738085 + Penalty 1696.617864 = -544589.120221 nChanged 0 Trying to split cluster 15 (2965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6749.464363 sec): 2 clusters Score: Raw -205675.233914 + Penalty 759.490070 = -204915.743844 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6749.504684 sec): 3 clusters Score: Raw -204214.441759 + Penalty 1518.980139 = -202695.461620 nChanged 1185 SP:Iteration 1F (6749.539270 sec): 3 clusters Score: Raw -204995.504703 + Penalty 1518.980139 = -203476.524564 nChanged 237 SP:Iteration 2F (6749.596292 sec): 3 clusters Score: Raw -205175.558975 + Penalty 1518.980139 = -203656.578836 nChanged 207 SP:Iteration 3F (6749.633542 sec): 3 clusters Score: Raw -205342.960657 + Penalty 1518.980139 = -203823.980518 nChanged 177 SP:Iteration 4F (6749.675042 sec): 3 clusters Score: Raw -205469.341937 + Penalty 1518.980139 = -203950.361798 nChanged 145 SP:Iteration 5Q (6749.725779 sec): 3 clusters Score: Raw -205564.994441 + Penalty 1518.980139 = -204046.014302 nChanged 99 SP:Iteration 6Q (6749.769437 sec): 3 clusters Score: Raw -205627.975995 + Penalty 1518.980139 = -204108.995856 nChanged 81 SP:Iteration 7Q (6749.814559 sec): 3 clusters Score: Raw -205672.313386 + Penalty 1518.980139 = -204153.333247 nChanged 63 SP:Iteration 8Q (6749.856926 sec): 3 clusters Score: Raw -205707.944204 + Penalty 1518.980139 = -204188.964064 nChanged 44 SP:Iteration 9Q (6749.904743 sec): 3 clusters Score: Raw -205733.982536 + Penalty 1518.980139 = -204215.002397 nChanged 48 SP:Iteration 10Q (6749.941335 sec): 3 clusters Score: Raw -205762.227382 + Penalty 1518.980139 = -204243.247243 nChanged 46 SP:Iteration 11Q (6749.990767 sec): 3 clusters Score: Raw -205788.609334 + Penalty 1518.980139 = -204269.629195 nChanged 43 SP:Iteration 12Q (6750.043767 sec): 3 clusters Score: Raw -205808.401638 + Penalty 1518.980139 = -204289.421499 nChanged 32 SP:Iteration 13Q (6750.085790 sec): 3 clusters Score: Raw -205822.933435 + Penalty 1518.980139 = -204303.953296 nChanged 33 SP:Iteration 14Q (6750.135473 sec): 3 clusters Score: Raw -205836.654468 + Penalty 1518.980139 = -204317.674329 nChanged 28 SP:Iteration 15Q (6750.181853 sec): 3 clusters Score: Raw -205846.432167 + Penalty 1518.980139 = -204327.452028 nChanged 21 SP:Iteration 16Q (6750.236746 sec): 3 clusters Score: Raw -205860.336825 + Penalty 1518.980139 = -204341.356686 nChanged 28 SP:Iteration 17Q (6750.281825 sec): 3 clusters Score: Raw -205876.535547 + Penalty 1518.980139 = -204357.555408 nChanged 30 SP:Iteration 18Q (6750.320677 sec): 3 clusters Score: Raw -205894.699765 + Penalty 1518.980139 = -204375.719626 nChanged 29 SP:Iteration 19Q (6750.363890 sec): 3 clusters Score: Raw -205915.025017 + Penalty 1518.980139 = -204396.044878 nChanged 33 SP:Iteration 20F (6750.397349 sec): 3 clusters Score: Raw -205935.835354 + Penalty 1518.980139 = -204416.855215 nChanged 41 SP:Iteration 21Q (6750.438954 sec): 3 clusters Score: Raw -205955.341094 + Penalty 1518.980139 = -204436.360955 nChanged 37 SP:Iteration 22Q (6750.486859 sec): 3 clusters Score: Raw -205975.318639 + Penalty 1518.980139 = -204456.338500 nChanged 33 SP:Iteration 23Q (6750.533553 sec): 3 clusters Score: Raw -205995.325013 + Penalty 1518.980139 = -204476.344874 nChanged 34 SP:Iteration 24Q (6750.564917 sec): 3 clusters Score: Raw -206014.106997 + Penalty 1518.980139 = -204495.126857 nChanged 30 SP:Iteration 25Q (6750.621909 sec): 3 clusters Score: Raw -206033.237985 + Penalty 1518.980139 = -204514.257846 nChanged 27 SP:Iteration 26Q (6750.661039 sec): 3 clusters Score: Raw -206056.579398 + Penalty 1518.980139 = -204537.599259 nChanged 29 SP:Iteration 27Q (6750.705540 sec): 3 clusters Score: Raw -206083.255792 + Penalty 1518.980139 = -204564.275652 nChanged 29 SP:Iteration 28Q (6750.739459 sec): 3 clusters Score: Raw -206099.928971 + Penalty 1518.980139 = -204580.948832 nChanged 19 SP:Iteration 29Q (6750.784661 sec): 3 clusters Score: Raw -206111.263156 + Penalty 1518.980139 = -204592.283016 nChanged 21 SP:Iteration 30Q (6750.826623 sec): 3 clusters Score: Raw -206124.549023 + Penalty 1518.980139 = -204605.568883 nChanged 20 SP:Iteration 31Q (6750.870862 sec): 3 clusters Score: Raw -206138.325710 + Penalty 1518.980139 = -204619.345571 nChanged 21 SP:Iteration 32Q (6750.912614 sec): 3 clusters Score: Raw -206164.187591 + Penalty 1518.980139 = -204645.207451 nChanged 21 SP:Iteration 33Q (6750.959429 sec): 3 clusters Score: Raw -206184.359910 + Penalty 1518.980139 = -204665.379771 nChanged 25 SP:Iteration 34Q (6751.011639 sec): 3 clusters Score: Raw -206208.284043 + Penalty 1518.980139 = -204689.303904 nChanged 15 SP:Iteration 35Q (6751.052454 sec): 3 clusters Score: Raw -206220.851781 + Penalty 1518.980139 = -204701.871642 nChanged 12 SP:Iteration 36Q (6751.111362 sec): 3 clusters Score: Raw -206230.657560 + Penalty 1518.980139 = -204711.677421 nChanged 11 SP:Iteration 37Q (6751.155630 sec): 3 clusters Score: Raw -206239.238652 + Penalty 1518.980139 = -204720.258513 nChanged 8 SP:Iteration 38Q (6751.193200 sec): 3 clusters Score: Raw -206244.978503 + Penalty 1518.980139 = -204725.998364 nChanged 4 SP:Iteration 39Q (6751.236526 sec): 3 clusters Score: Raw -206247.076840 + Penalty 1518.980139 = -204728.096701 nChanged 3 SP:Iteration 40F (6751.278732 sec): 3 clusters Score: Raw -206247.892978 + Penalty 1518.980139 = -204728.912839 nChanged 1 SP:Iteration 41Q (6751.326755 sec): 3 clusters Score: Raw -206247.994637 + Penalty 1518.980139 = -204729.014498 nChanged 0 SP:Iteration 42F (6751.376193 sec): 3 clusters Score: Raw -206247.994637 + Penalty 1518.980139 = -204729.014498 nChanged 0 Trying to split cluster 16 (3123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6751.401412 sec): 2 clusters Score: Raw -196092.796985 + Penalty 764.422189 = -195328.374796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6751.445941 sec): 3 clusters Score: Raw -194446.235667 + Penalty 1528.844378 = -192917.391289 nChanged 1259 SP:Iteration 1F (6751.457853 sec): 3 clusters Score: Raw -195094.045970 + Penalty 1528.844378 = -193565.201592 nChanged 250 SP:Iteration 2F (6751.481546 sec): 3 clusters Score: Raw -195266.239207 + Penalty 1528.844378 = -193737.394829 nChanged 218 SP:Iteration 3F (6751.532800 sec): 3 clusters Score: Raw -195413.011062 + Penalty 1528.844378 = -193884.166685 nChanged 181 SP:Iteration 4F (6751.566132 sec): 3 clusters Score: Raw -195525.921783 + Penalty 1528.844378 = -193997.077406 nChanged 149 SP:Iteration 5Q (6751.613189 sec): 3 clusters Score: Raw -195608.771098 + Penalty 1528.844378 = -194079.926720 nChanged 117 SP:Iteration 6Q (6751.647902 sec): 3 clusters Score: Raw -195665.399174 + Penalty 1528.844378 = -194136.554796 nChanged 113 SP:Iteration 7Q (6751.692947 sec): 3 clusters Score: Raw -195721.956075 + Penalty 1528.844378 = -194193.111697 nChanged 93 SP:Iteration 8Q (6751.742397 sec): 3 clusters Score: Raw -195756.994535 + Penalty 1528.844378 = -194228.150157 nChanged 63 SP:Iteration 9Q (6751.779302 sec): 3 clusters Score: Raw -195777.930652 + Penalty 1528.844378 = -194249.086274 nChanged 42 SP:Iteration 10Q (6751.823019 sec): 3 clusters Score: Raw -195791.288711 + Penalty 1528.844378 = -194262.444333 nChanged 39 SP:Iteration 11Q (6751.864844 sec): 3 clusters Score: Raw -195801.654930 + Penalty 1528.844378 = -194272.810552 nChanged 34 SP:Iteration 12Q (6751.923250 sec): 3 clusters Score: Raw -195809.500064 + Penalty 1528.844378 = -194280.655686 nChanged 19 SP:Iteration 13Q (6751.964695 sec): 3 clusters Score: Raw -195821.356820 + Penalty 1528.844378 = -194292.512442 nChanged 26 SP:Iteration 14Q (6752.007938 sec): 3 clusters Score: Raw -195837.594344 + Penalty 1528.844378 = -194308.749966 nChanged 31 SP:Iteration 15Q (6752.054775 sec): 3 clusters Score: Raw -195851.593470 + Penalty 1528.844378 = -194322.749092 nChanged 27 SP:Iteration 16Q (6752.100552 sec): 3 clusters Score: Raw -195858.440691 + Penalty 1528.844378 = -194329.596313 nChanged 15 SP:Iteration 17Q (6752.148985 sec): 3 clusters Score: Raw -195864.109864 + Penalty 1528.844378 = -194335.265486 nChanged 13 SP:Iteration 18Q (6752.187986 sec): 3 clusters Score: Raw -195867.201758 + Penalty 1528.844378 = -194338.357380 nChanged 9 SP:Iteration 19Q (6752.228387 sec): 3 clusters Score: Raw -195868.844335 + Penalty 1528.844378 = -194339.999957 nChanged 11 SP:Iteration 20F (6752.276487 sec): 3 clusters Score: Raw -195870.737946 + Penalty 1528.844378 = -194341.893568 nChanged 8 SP:Iteration 21Q (6752.328068 sec): 3 clusters Score: Raw -195872.920160 + Penalty 1528.844378 = -194344.075782 nChanged 13 SP:Iteration 22Q (6752.373122 sec): 3 clusters Score: Raw -195875.622869 + Penalty 1528.844378 = -194346.778491 nChanged 13 SP:Iteration 23Q (6752.427970 sec): 3 clusters Score: Raw -195877.464176 + Penalty 1528.844378 = -194348.619798 nChanged 8 SP:Iteration 24Q (6752.462248 sec): 3 clusters Score: Raw -195879.721937 + Penalty 1528.844378 = -194350.877560 nChanged 12 SP:Iteration 25Q (6752.519730 sec): 3 clusters Score: Raw -195882.282507 + Penalty 1528.844378 = -194353.438129 nChanged 11 SP:Iteration 26Q (6752.559315 sec): 3 clusters Score: Raw -195884.377013 + Penalty 1528.844378 = -194355.532635 nChanged 10 SP:Iteration 27Q (6752.613363 sec): 3 clusters Score: Raw -195886.434135 + Penalty 1528.844378 = -194357.589757 nChanged 7 SP:Iteration 28Q (6752.655982 sec): 3 clusters Score: Raw -195887.837845 + Penalty 1528.844378 = -194358.993467 nChanged 4 SP:Iteration 29Q (6752.696010 sec): 3 clusters Score: Raw -195888.227448 + Penalty 1528.844378 = -194359.383071 nChanged 3 SP:Iteration 30Q (6752.730714 sec): 3 clusters Score: Raw -195888.598310 + Penalty 1528.844378 = -194359.753933 nChanged 2 SP:Iteration 31Q (6752.777063 sec): 3 clusters Score: Raw -195888.941030 + Penalty 1528.844378 = -194360.096652 nChanged 3 SP:Iteration 32Q (6752.834920 sec): 3 clusters Score: Raw -195889.219698 + Penalty 1528.844378 = -194360.375320 nChanged 2 SP:Iteration 33Q (6752.881898 sec): 3 clusters Score: Raw -195889.761760 + Penalty 1528.844378 = -194360.917382 nChanged 2 SP:Iteration 34Q (6752.922019 sec): 3 clusters Score: Raw -195890.111367 + Penalty 1528.844378 = -194361.266989 nChanged 2 SP:Iteration 35Q (6752.979429 sec): 3 clusters Score: Raw -195890.416958 + Penalty 1528.844378 = -194361.572580 nChanged 2 SP:Iteration 36Q (6753.016599 sec): 3 clusters Score: Raw -195890.985373 + Penalty 1528.844378 = -194362.140995 nChanged 1 SP:Iteration 37Q (6753.070797 sec): 3 clusters Score: Raw -195891.210047 + Penalty 1528.844378 = -194362.365670 nChanged 0 SP:Iteration 38F (6753.121867 sec): 3 clusters Score: Raw -195891.210047 + Penalty 1528.844378 = -194362.365670 nChanged 0 Trying to split cluster 17 (1761 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6753.134767 sec): 2 clusters Score: Raw -100227.013783 + Penalty 709.995525 = -99517.018258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6753.188377 sec): 3 clusters Score: Raw -99514.513532 + Penalty 1419.991051 = -98094.522481 nChanged 671 SP:Iteration 1F (6753.234885 sec): 3 clusters Score: Raw -100283.511609 + Penalty 1419.991051 = -98863.520559 nChanged 222 SP:Iteration 2F (6753.282886 sec): 3 clusters Score: Raw -100558.197459 + Penalty 1419.991051 = -99138.206409 nChanged 133 SP:Iteration 3F (6753.326547 sec): 3 clusters Score: Raw -100715.481788 + Penalty 1419.991051 = -99295.490737 nChanged 69 SP:Iteration 4Q (6753.365023 sec): 3 clusters Score: Raw -100800.352336 + Penalty 1419.991051 = -99380.361285 nChanged 54 SP:Iteration 5Q (6753.409018 sec): 3 clusters Score: Raw -100864.940027 + Penalty 1419.991051 = -99444.948977 nChanged 43 SP:Iteration 6Q (6753.457509 sec): 3 clusters Score: Raw -100916.759557 + Penalty 1419.991051 = -99496.768507 nChanged 34 SP:Iteration 7Q (6753.503415 sec): 3 clusters Score: Raw -100950.801591 + Penalty 1419.991051 = -99530.810540 nChanged 19 SP:Iteration 8Q (6753.547957 sec): 3 clusters Score: Raw -100975.096277 + Penalty 1419.991051 = -99555.105227 nChanged 13 SP:Iteration 9Q (6753.583134 sec): 3 clusters Score: Raw -101004.712974 + Penalty 1419.991051 = -99584.721924 nChanged 15 SP:Iteration 10Q (6753.623215 sec): 3 clusters Score: Raw -101033.720013 + Penalty 1419.991051 = -99613.728963 nChanged 19 SP:Iteration 11Q (6753.665003 sec): 3 clusters Score: Raw -101049.476164 + Penalty 1419.991051 = -99629.485114 nChanged 10 SP:Iteration 12Q (6753.702693 sec): 3 clusters Score: Raw -101057.950482 + Penalty 1419.991051 = -99637.959432 nChanged 4 SP:Iteration 13Q (6753.749485 sec): 3 clusters Score: Raw -101059.693542 + Penalty 1419.991051 = -99639.702491 nChanged 1 SP:Iteration 14Q (6753.796371 sec): 3 clusters Score: Raw -101060.641590 + Penalty 1419.991051 = -99640.650540 nChanged 1 SP:Iteration 15Q (6753.847065 sec): 3 clusters Score: Raw -101060.956928 + Penalty 1419.991051 = -99640.965877 nChanged 0 SP:Iteration 16F (6753.883620 sec): 3 clusters Score: Raw -101060.956928 + Penalty 1419.991051 = -99640.965877 nChanged 0 Score: Raw -45959126.793242 + Penalty 54623.503038 = -45904503.290204 Splitting cluster 17 changes total score from -45904935.694894 to -45904503.290204 So it's not getting split. Trying to split cluster 18 (13522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6766.926268 sec): 2 clusters Score: Raw -946814.971329 + Penalty 903.646960 = -945911.324369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6766.987931 sec): 3 clusters Score: Raw -938578.815400 + Penalty 1807.293921 = -936771.521479 nChanged 6261 SP:Iteration 1F (6767.055102 sec): 3 clusters Score: Raw -942244.129721 + Penalty 1807.293921 = -940436.835800 nChanged 921 SP:Iteration 2F (6767.109638 sec): 3 clusters Score: Raw -942762.361912 + Penalty 1807.293921 = -940955.067991 nChanged 1012 SP:Iteration 3F (6767.175434 sec): 3 clusters Score: Raw -943435.403108 + Penalty 1807.293921 = -941628.109187 nChanged 987 SP:Iteration 4F (6767.225456 sec): 3 clusters Score: Raw -944107.522449 + Penalty 1807.293921 = -942300.228528 nChanged 840 SP:Iteration 5F (6767.291057 sec): 3 clusters Score: Raw -944659.552183 + Penalty 1807.293921 = -942852.258262 nChanged 681 SP:Iteration 6F (6767.348272 sec): 3 clusters Score: Raw -945190.736652 + Penalty 1807.293921 = -943383.442731 nChanged 542 SP:Iteration 7Q (6767.407101 sec): 3 clusters Score: Raw -945638.028059 + Penalty 1807.293921 = -943830.734138 nChanged 426 SP:Iteration 8Q (6767.469140 sec): 3 clusters Score: Raw -945962.964487 + Penalty 1807.293921 = -944155.670566 nChanged 337 SP:Iteration 9Q (6767.520999 sec): 3 clusters Score: Raw -946245.368588 + Penalty 1807.293921 = -944438.074667 nChanged 265 SP:Iteration 10Q (6767.585655 sec): 3 clusters Score: Raw -946426.937284 + Penalty 1807.293921 = -944619.643363 nChanged 197 SP:Iteration 11Q (6767.638918 sec): 3 clusters Score: Raw -946513.028636 + Penalty 1807.293921 = -944705.734715 nChanged 131 SP:Iteration 12Q (6767.691145 sec): 3 clusters Score: Raw -946561.899476 + Penalty 1807.293921 = -944754.605555 nChanged 86 SP:Iteration 13Q (6767.758110 sec): 3 clusters Score: Raw -946591.327440 + Penalty 1807.293921 = -944784.033519 nChanged 75 SP:Iteration 14Q (6767.807459 sec): 3 clusters Score: Raw -946613.544839 + Penalty 1807.293921 = -944806.250919 nChanged 56 SP:Iteration 15Q (6767.860388 sec): 3 clusters Score: Raw -946631.573075 + Penalty 1807.293921 = -944824.279154 nChanged 52 SP:Iteration 16Q (6767.913329 sec): 3 clusters Score: Raw -946648.833046 + Penalty 1807.293921 = -944841.539125 nChanged 47 SP:Iteration 17Q (6767.975562 sec): 3 clusters Score: Raw -946660.783391 + Penalty 1807.293921 = -944853.489470 nChanged 43 SP:Iteration 18Q (6768.026065 sec): 3 clusters Score: Raw -946668.763117 + Penalty 1807.293921 = -944861.469196 nChanged 40 SP:Iteration 19Q (6768.083706 sec): 3 clusters Score: Raw -946679.870365 + Penalty 1807.293921 = -944872.576444 nChanged 40 SP:Iteration 20F (6768.137449 sec): 3 clusters Score: Raw -946690.567503 + Penalty 1807.293921 = -944883.273583 nChanged 40 SP:Iteration 21Q (6768.192976 sec): 3 clusters Score: Raw -946701.969840 + Penalty 1807.293921 = -944894.675919 nChanged 33 SP:Iteration 22Q (6768.249337 sec): 3 clusters Score: Raw -946712.069660 + Penalty 1807.293921 = -944904.775739 nChanged 36 SP:Iteration 23Q (6768.310818 sec): 3 clusters Score: Raw -946724.755283 + Penalty 1807.293921 = -944917.461362 nChanged 40 SP:Iteration 24Q (6768.364835 sec): 3 clusters Score: Raw -946735.431583 + Penalty 1807.293921 = -944928.137663 nChanged 31 SP:Iteration 25Q (6768.420884 sec): 3 clusters Score: Raw -946742.325443 + Penalty 1807.293921 = -944935.031522 nChanged 31 SP:Iteration 26Q (6768.478240 sec): 3 clusters Score: Raw -946751.820252 + Penalty 1807.293921 = -944944.526331 nChanged 30 SP:Iteration 27Q (6768.533502 sec): 3 clusters Score: Raw -946760.170396 + Penalty 1807.293921 = -944952.876475 nChanged 36 SP:Iteration 28Q (6768.585352 sec): 3 clusters Score: Raw -946769.757067 + Penalty 1807.293921 = -944962.463146 nChanged 36 SP:Iteration 29Q (6768.644575 sec): 3 clusters Score: Raw -946777.337017 + Penalty 1807.293921 = -944970.043096 nChanged 30 SP:Iteration 30Q (6768.703003 sec): 3 clusters Score: Raw -946784.490443 + Penalty 1807.293921 = -944977.196522 nChanged 26 SP:Iteration 31Q (6768.758360 sec): 3 clusters Score: Raw -946791.383973 + Penalty 1807.293921 = -944984.090052 nChanged 24 SP:Iteration 32Q (6768.819452 sec): 3 clusters Score: Raw -946797.814661 + Penalty 1807.293921 = -944990.520740 nChanged 17 SP:Iteration 33Q (6768.878238 sec): 3 clusters Score: Raw -946801.227247 + Penalty 1807.293921 = -944993.933326 nChanged 12 SP:Iteration 34Q (6768.934687 sec): 3 clusters Score: Raw -946803.745709 + Penalty 1807.293921 = -944996.451788 nChanged 12 SP:Iteration 35Q (6768.991857 sec): 3 clusters Score: Raw -946806.394038 + Penalty 1807.293921 = -944999.100117 nChanged 8 SP:Iteration 36Q (6769.036973 sec): 3 clusters Score: Raw -946808.033619 + Penalty 1807.293921 = -945000.739698 nChanged 5 SP:Iteration 37Q (6769.103391 sec): 3 clusters Score: Raw -946809.135928 + Penalty 1807.293921 = -945001.842007 nChanged 8 SP:Iteration 38Q (6769.154382 sec): 3 clusters Score: Raw -946810.678822 + Penalty 1807.293921 = -945003.384901 nChanged 8 SP:Iteration 39Q (6769.210801 sec): 3 clusters Score: Raw -946812.535086 + Penalty 1807.293921 = -945005.241165 nChanged 7 SP:Iteration 40F (6769.279899 sec): 3 clusters Score: Raw -946813.799764 + Penalty 1807.293921 = -945006.505843 nChanged 6 SP:Iteration 41Q (6769.328340 sec): 3 clusters Score: Raw -946814.619043 + Penalty 1807.293921 = -945007.325123 nChanged 8 SP:Iteration 42Q (6769.392780 sec): 3 clusters Score: Raw -946815.716265 + Penalty 1807.293921 = -945008.422344 nChanged 7 SP:Iteration 43Q (6769.437145 sec): 3 clusters Score: Raw -946816.618298 + Penalty 1807.293921 = -945009.324378 nChanged 6 SP:Iteration 44Q (6769.489668 sec): 3 clusters Score: Raw -946817.395247 + Penalty 1807.293921 = -945010.101327 nChanged 5 SP:Iteration 45Q (6769.546497 sec): 3 clusters Score: Raw -946818.343838 + Penalty 1807.293921 = -945011.049917 nChanged 1 SP:Iteration 46Q (6769.602595 sec): 3 clusters Score: Raw -946818.446455 + Penalty 1807.293921 = -945011.152534 nChanged 1 SP:Iteration 47Q (6769.655891 sec): 3 clusters Score: Raw -946818.483856 + Penalty 1807.293921 = -945011.189936 nChanged 0 SP:Iteration 48F (6769.713585 sec): 3 clusters Score: Raw -946818.483856 + Penalty 1807.293921 = -945011.189936 nChanged 0 Trying to split cluster 19 (14028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6769.755835 sec): 2 clusters Score: Raw -993407.112459 + Penalty 907.137008 = -992499.975451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6769.808298 sec): 3 clusters Score: Raw -984987.171518 + Penalty 1814.274016 = -983172.897502 nChanged 6251 SP:Iteration 1F (6769.875542 sec): 3 clusters Score: Raw -988410.852822 + Penalty 1814.274016 = -986596.578806 nChanged 762 SP:Iteration 2F (6769.927347 sec): 3 clusters Score: Raw -988737.549372 + Penalty 1814.274016 = -986923.275356 nChanged 749 SP:Iteration 3F (6769.994576 sec): 3 clusters Score: Raw -989114.828088 + Penalty 1814.274016 = -987300.554072 nChanged 788 SP:Iteration 4F (6770.063359 sec): 3 clusters Score: Raw -989552.933292 + Penalty 1814.274016 = -987738.659276 nChanged 860 SP:Iteration 5F (6770.119528 sec): 3 clusters Score: Raw -990138.316374 + Penalty 1814.274016 = -988324.042358 nChanged 834 SP:Iteration 6F (6770.184914 sec): 3 clusters Score: Raw -990699.231782 + Penalty 1814.274016 = -988884.957766 nChanged 754 SP:Iteration 7F (6770.251371 sec): 3 clusters Score: Raw -991181.379529 + Penalty 1814.274016 = -989367.105513 nChanged 649 SP:Iteration 8Q (6770.321980 sec): 3 clusters Score: Raw -991549.214967 + Penalty 1814.274016 = -989734.940951 nChanged 475 SP:Iteration 9Q (6770.377718 sec): 3 clusters Score: Raw -991745.821534 + Penalty 1814.274016 = -989931.547518 nChanged 354 SP:Iteration 10Q (6770.443814 sec): 3 clusters Score: Raw -991877.017340 + Penalty 1814.274016 = -990062.743323 nChanged 292 SP:Iteration 11Q (6770.508480 sec): 3 clusters Score: Raw -991976.683704 + Penalty 1814.274016 = -990162.409688 nChanged 273 SP:Iteration 12Q (6770.576893 sec): 3 clusters Score: Raw -992071.014507 + Penalty 1814.274016 = -990256.740491 nChanged 259 SP:Iteration 13Q (6770.634982 sec): 3 clusters Score: Raw -992161.349439 + Penalty 1814.274016 = -990347.075423 nChanged 259 SP:Iteration 14Q (6770.707256 sec): 3 clusters Score: Raw -992252.455670 + Penalty 1814.274016 = -990438.181654 nChanged 250 SP:Iteration 15Q (6770.778239 sec): 3 clusters Score: Raw -992345.472147 + Penalty 1814.274016 = -990531.198131 nChanged 242 SP:Iteration 16Q (6770.834653 sec): 3 clusters Score: Raw -992423.819239 + Penalty 1814.274016 = -990609.545223 nChanged 209 SP:Iteration 17Q (6770.901194 sec): 3 clusters Score: Raw -992494.948706 + Penalty 1814.274016 = -990680.674690 nChanged 196 SP:Iteration 18Q (6770.967292 sec): 3 clusters Score: Raw -992562.293590 + Penalty 1814.274016 = -990748.019574 nChanged 208 SP:Iteration 19Q (6771.031969 sec): 3 clusters Score: Raw -992629.214153 + Penalty 1814.274016 = -990814.940137 nChanged 178 SP:Iteration 20F (6771.095659 sec): 3 clusters Score: Raw -992690.313926 + Penalty 1814.274016 = -990876.039910 nChanged 177 SP:Iteration 21Q (6771.155692 sec): 3 clusters Score: Raw -992740.870390 + Penalty 1814.274016 = -990926.596374 nChanged 162 SP:Iteration 22Q (6771.222977 sec): 3 clusters Score: Raw -992785.749528 + Penalty 1814.274016 = -990971.475512 nChanged 146 SP:Iteration 23Q (6771.287861 sec): 3 clusters Score: Raw -992820.369580 + Penalty 1814.274016 = -991006.095564 nChanged 122 SP:Iteration 24Q (6771.361988 sec): 3 clusters Score: Raw -992849.819787 + Penalty 1814.274016 = -991035.545771 nChanged 103 SP:Iteration 25Q (6771.428259 sec): 3 clusters Score: Raw -992872.778880 + Penalty 1814.274016 = -991058.504863 nChanged 107 SP:Iteration 26Q (6771.484910 sec): 3 clusters Score: Raw -992893.235100 + Penalty 1814.274016 = -991078.961084 nChanged 97 SP:Iteration 27Q (6771.561968 sec): 3 clusters Score: Raw -992907.275101 + Penalty 1814.274016 = -991093.001085 nChanged 59 SP:Iteration 28Q (6771.623090 sec): 3 clusters Score: Raw -992914.995308 + Penalty 1814.274016 = -991100.721292 nChanged 51 SP:Iteration 29Q (6771.688667 sec): 3 clusters Score: Raw -992921.046074 + Penalty 1814.274016 = -991106.772058 nChanged 47 SP:Iteration 30Q (6771.755777 sec): 3 clusters Score: Raw -992926.561338 + Penalty 1814.274016 = -991112.287322 nChanged 42 SP:Iteration 31Q (6771.811385 sec): 3 clusters Score: Raw -992931.745143 + Penalty 1814.274016 = -991117.471126 nChanged 49 SP:Iteration 32Q (6771.882731 sec): 3 clusters Score: Raw -992939.891072 + Penalty 1814.274016 = -991125.617056 nChanged 48 SP:Iteration 33Q (6771.952760 sec): 3 clusters Score: Raw -992946.937324 + Penalty 1814.274016 = -991132.663308 nChanged 41 SP:Iteration 34Q (6772.003284 sec): 3 clusters Score: Raw -992951.620522 + Penalty 1814.274016 = -991137.346506 nChanged 36 SP:Iteration 35Q (6772.068801 sec): 3 clusters Score: Raw -992954.955702 + Penalty 1814.274016 = -991140.681686 nChanged 39 SP:Iteration 36Q (6772.132713 sec): 3 clusters Score: Raw -992959.586546 + Penalty 1814.274016 = -991145.312529 nChanged 45 SP:Iteration 37Q (6772.197249 sec): 3 clusters Score: Raw -992965.895362 + Penalty 1814.274016 = -991151.621346 nChanged 53 SP:Iteration 38Q (6772.262069 sec): 3 clusters Score: Raw -992973.393763 + Penalty 1814.274016 = -991159.119747 nChanged 37 SP:Iteration 39Q (6772.317968 sec): 3 clusters Score: Raw -992978.347211 + Penalty 1814.274016 = -991164.073195 nChanged 35 SP:Iteration 40F (6772.382198 sec): 3 clusters Score: Raw -992983.830248 + Penalty 1814.274016 = -991169.556231 nChanged 48 SP:Iteration 41Q (6772.459490 sec): 3 clusters Score: Raw -992992.498890 + Penalty 1814.274016 = -991178.224873 nChanged 49 SP:Iteration 42Q (6772.514452 sec): 3 clusters Score: Raw -993001.729120 + Penalty 1814.274016 = -991187.455104 nChanged 54 SP:Iteration 43Q (6772.585617 sec): 3 clusters Score: Raw -993013.608924 + Penalty 1814.274016 = -991199.334908 nChanged 69 SP:Iteration 44Q (6772.648043 sec): 3 clusters Score: Raw -993029.433939 + Penalty 1814.274016 = -991215.159923 nChanged 70 SP:Iteration 45Q (6772.713150 sec): 3 clusters Score: Raw -993046.567934 + Penalty 1814.274016 = -991232.293918 nChanged 73 SP:Iteration 46Q (6772.778526 sec): 3 clusters Score: Raw -993061.795105 + Penalty 1814.274016 = -991247.521089 nChanged 56 SP:Iteration 47Q (6772.833926 sec): 3 clusters Score: Raw -993071.557906 + Penalty 1814.274016 = -991257.283890 nChanged 54 SP:Iteration 48Q (6772.901442 sec): 3 clusters Score: Raw -993081.957339 + Penalty 1814.274016 = -991267.683323 nChanged 45 SP:Iteration 49Q (6772.970570 sec): 3 clusters Score: Raw -993092.052432 + Penalty 1814.274016 = -991277.778416 nChanged 57 SP:Iteration 50Q (6773.036251 sec): 3 clusters Score: Raw -993104.811425 + Penalty 1814.274016 = -991290.537409 nChanged 57 SP:Iteration 51Q (6773.100615 sec): 3 clusters Score: Raw -993117.487402 + Penalty 1814.274016 = -991303.213386 nChanged 61 SP:Iteration 52Q (6773.163169 sec): 3 clusters Score: Raw -993130.115407 + Penalty 1814.274016 = -991315.841391 nChanged 63 SP:Iteration 53Q (6773.214677 sec): 3 clusters Score: Raw -993144.043647 + Penalty 1814.274016 = -991329.769631 nChanged 75 SP:Iteration 54Q (6773.284222 sec): 3 clusters Score: Raw -993160.934482 + Penalty 1814.274016 = -991346.660466 nChanged 73 SP:Iteration 55Q (6773.337874 sec): 3 clusters Score: Raw -993179.218736 + Penalty 1814.274016 = -991364.944719 nChanged 65 SP:Iteration 56Q (6773.402661 sec): 3 clusters Score: Raw -993194.627507 + Penalty 1814.274016 = -991380.353490 nChanged 77 SP:Iteration 57Q (6773.471688 sec): 3 clusters Score: Raw -993210.966137 + Penalty 1814.274016 = -991396.692120 nChanged 61 SP:Iteration 58Q (6773.538548 sec): 3 clusters Score: Raw -993227.570653 + Penalty 1814.274016 = -991413.296637 nChanged 63 SP:Iteration 59Q (6773.601884 sec): 3 clusters Score: Raw -993241.172525 + Penalty 1814.274016 = -991426.898509 nChanged 55 SP:Iteration 60F (6773.657758 sec): 3 clusters Score: Raw -993251.420179 + Penalty 1814.274016 = -991437.146163 nChanged 54 SP:Iteration 61Q (6773.720544 sec): 3 clusters Score: Raw -993260.866162 + Penalty 1814.274016 = -991446.592146 nChanged 54 SP:Iteration 62Q (6773.784317 sec): 3 clusters Score: Raw -993272.915146 + Penalty 1814.274016 = -991458.641130 nChanged 63 SP:Iteration 63Q (6773.852994 sec): 3 clusters Score: Raw -993289.161845 + Penalty 1814.274016 = -991474.887829 nChanged 69 SP:Iteration 64Q (6773.910228 sec): 3 clusters Score: Raw -993303.946675 + Penalty 1814.274016 = -991489.672659 nChanged 61 SP:Iteration 65Q (6773.975648 sec): 3 clusters Score: Raw -993314.578916 + Penalty 1814.274016 = -991500.304900 nChanged 49 SP:Iteration 66Q (6774.041748 sec): 3 clusters Score: Raw -993322.984501 + Penalty 1814.274016 = -991508.710485 nChanged 45 SP:Iteration 67Q (6774.090015 sec): 3 clusters Score: Raw -993329.833607 + Penalty 1814.274016 = -991515.559591 nChanged 41 SP:Iteration 68Q (6774.165876 sec): 3 clusters Score: Raw -993335.673378 + Penalty 1814.274016 = -991521.399361 nChanged 38 SP:Iteration 69Q (6774.209965 sec): 3 clusters Score: Raw -993341.644940 + Penalty 1814.274016 = -991527.370924 nChanged 43 SP:Iteration 70Q (6774.278875 sec): 3 clusters Score: Raw -993348.903615 + Penalty 1814.274016 = -991534.629599 nChanged 40 SP:Iteration 71Q (6774.331511 sec): 3 clusters Score: Raw -993354.828180 + Penalty 1814.274016 = -991540.554164 nChanged 40 SP:Iteration 72Q (6774.405618 sec): 3 clusters Score: Raw -993361.496226 + Penalty 1814.274016 = -991547.222210 nChanged 40 SP:Iteration 73Q (6774.448553 sec): 3 clusters Score: Raw -993367.363674 + Penalty 1814.274016 = -991553.089658 nChanged 36 SP:Iteration 74Q (6774.523544 sec): 3 clusters Score: Raw -993372.857695 + Penalty 1814.274016 = -991558.583679 nChanged 37 SP:Iteration 75Q (6774.576528 sec): 3 clusters Score: Raw -993377.785081 + Penalty 1814.274016 = -991563.511065 nChanged 32 SP:Iteration 76Q (6774.650883 sec): 3 clusters Score: Raw -993381.930507 + Penalty 1814.274016 = -991567.656491 nChanged 31 SP:Iteration 77Q (6774.713876 sec): 3 clusters Score: Raw -993385.748513 + Penalty 1814.274016 = -991571.474497 nChanged 31 SP:Iteration 78Q (6774.768299 sec): 3 clusters Score: Raw -993389.492580 + Penalty 1814.274016 = -991575.218564 nChanged 29 SP:Iteration 79Q (6774.836711 sec): 3 clusters Score: Raw -993393.312850 + Penalty 1814.274016 = -991579.038834 nChanged 26 SP:Iteration 80F (6774.892325 sec): 3 clusters Score: Raw -993397.380524 + Penalty 1814.274016 = -991583.106508 nChanged 28 SP:Iteration 81Q (6774.968882 sec): 3 clusters Score: Raw -993400.754196 + Penalty 1814.274016 = -991586.480180 nChanged 24 SP:Iteration 82Q (6775.024371 sec): 3 clusters Score: Raw -993403.599503 + Penalty 1814.274016 = -991589.325487 nChanged 24 SP:Iteration 83Q (6775.089612 sec): 3 clusters Score: Raw -993407.682465 + Penalty 1814.274016 = -991593.408449 nChanged 36 SP:Iteration 84Q (6775.159966 sec): 3 clusters Score: Raw -993412.864413 + Penalty 1814.274016 = -991598.590396 nChanged 34 SP:Iteration 85Q (6775.225040 sec): 3 clusters Score: Raw -993418.491911 + Penalty 1814.274016 = -991604.217894 nChanged 25 SP:Iteration 86Q (6775.287546 sec): 3 clusters Score: Raw -993423.276376 + Penalty 1814.274016 = -991609.002360 nChanged 29 SP:Iteration 87Q (6775.341252 sec): 3 clusters Score: Raw -993428.083800 + Penalty 1814.274016 = -991613.809784 nChanged 40 SP:Iteration 88Q (6775.405622 sec): 3 clusters Score: Raw -993434.259296 + Penalty 1814.274016 = -991619.985280 nChanged 31 SP:Iteration 89Q (6775.475720 sec): 3 clusters Score: Raw -993438.954284 + Penalty 1814.274016 = -991624.680268 nChanged 36 SP:Iteration 90Q (6775.524012 sec): 3 clusters Score: Raw -993444.102610 + Penalty 1814.274016 = -991629.828594 nChanged 29 SP:Iteration 91Q (6775.582348 sec): 3 clusters Score: Raw -993448.576465 + Penalty 1814.274016 = -991634.302449 nChanged 29 SP:Iteration 92Q (6775.636790 sec): 3 clusters Score: Raw -993453.629910 + Penalty 1814.274016 = -991639.355894 nChanged 25 SP:Iteration 93Q (6775.691140 sec): 3 clusters Score: Raw -993457.688474 + Penalty 1814.274016 = -991643.414458 nChanged 19 SP:Iteration 94Q (6775.748120 sec): 3 clusters Score: Raw -993460.788192 + Penalty 1814.274016 = -991646.514175 nChanged 16 SP:Iteration 95Q (6775.806750 sec): 3 clusters Score: Raw -993463.246661 + Penalty 1814.274016 = -991648.972645 nChanged 18 SP:Iteration 96Q (6775.876861 sec): 3 clusters Score: Raw -993466.306829 + Penalty 1814.274016 = -991652.032813 nChanged 20 SP:Iteration 97Q (6775.923243 sec): 3 clusters Score: Raw -993468.832194 + Penalty 1814.274016 = -991654.558178 nChanged 15 SP:Iteration 98Q (6775.991301 sec): 3 clusters Score: Raw -993471.282501 + Penalty 1814.274016 = -991657.008485 nChanged 18 SP:Iteration 99Q (6776.045654 sec): 3 clusters Score: Raw -993474.154481 + Penalty 1814.274016 = -991659.880465 nChanged 15 SP:Iteration 100F (6776.096980 sec): 3 clusters Score: Raw -993476.796496 + Penalty 1814.274016 = -991662.522480 nChanged 13 SP:Iteration 101Q (6776.167024 sec): 3 clusters Score: Raw -993478.332223 + Penalty 1814.274016 = -991664.058207 nChanged 17 SP:Iteration 102Q (6776.215900 sec): 3 clusters Score: Raw -993481.276811 + Penalty 1814.274016 = -991667.002795 nChanged 13 SP:Iteration 103Q (6776.283574 sec): 3 clusters Score: Raw -993483.835895 + Penalty 1814.274016 = -991669.561878 nChanged 14 SP:Iteration 104Q (6776.346336 sec): 3 clusters Score: Raw -993485.620128 + Penalty 1814.274016 = -991671.346112 nChanged 15 SP:Iteration 105Q (6776.394378 sec): 3 clusters Score: Raw -993489.093093 + Penalty 1814.274016 = -991674.819076 nChanged 18 SP:Iteration 106Q (6776.464536 sec): 3 clusters Score: Raw -993492.047263 + Penalty 1814.274016 = -991677.773247 nChanged 12 SP:Iteration 107Q (6776.514876 sec): 3 clusters Score: Raw -993493.432511 + Penalty 1814.274016 = -991679.158494 nChanged 7 SP:Iteration 108Q (6776.574030 sec): 3 clusters Score: Raw -993494.386310 + Penalty 1814.274016 = -991680.112294 nChanged 8 SP:Iteration 109Q (6776.632928 sec): 3 clusters Score: Raw -993495.287323 + Penalty 1814.274016 = -991681.013307 nChanged 9 SP:Iteration 110Q (6776.700766 sec): 3 clusters Score: Raw -993496.345519 + Penalty 1814.274016 = -991682.071503 nChanged 7 SP:Iteration 111Q (6776.751977 sec): 3 clusters Score: Raw -993497.024843 + Penalty 1814.274016 = -991682.750826 nChanged 6 SP:Iteration 112Q (6776.816673 sec): 3 clusters Score: Raw -993497.939244 + Penalty 1814.274016 = -991683.665228 nChanged 10 SP:Iteration 113Q (6776.882101 sec): 3 clusters Score: Raw -993499.175435 + Penalty 1814.274016 = -991684.901419 nChanged 7 SP:Iteration 114Q (6776.942850 sec): 3 clusters Score: Raw -993499.766410 + Penalty 1814.274016 = -991685.492394 nChanged 2 SP:Iteration 115Q (6776.997413 sec): 3 clusters Score: Raw -993499.914920 + Penalty 1814.274016 = -991685.640904 nChanged 3 SP:Iteration 116Q (6777.058974 sec): 3 clusters Score: Raw -993500.282468 + Penalty 1814.274016 = -991686.008452 nChanged 3 SP:Iteration 117Q (6777.115192 sec): 3 clusters Score: Raw -993500.688829 + Penalty 1814.274016 = -991686.414813 nChanged 4 SP:Iteration 118Q (6777.180574 sec): 3 clusters Score: Raw -993501.176079 + Penalty 1814.274016 = -991686.902063 nChanged 4 SP:Iteration 119Q (6777.241187 sec): 3 clusters Score: Raw -993501.584789 + Penalty 1814.274016 = -991687.310773 nChanged 3 SP:Iteration 120F (6777.289596 sec): 3 clusters Score: Raw -993501.936712 + Penalty 1814.274016 = -991687.662696 nChanged 4 SP:Iteration 121Q (6777.353465 sec): 3 clusters Score: Raw -993502.178017 + Penalty 1814.274016 = -991687.904001 nChanged 2 SP:Iteration 122Q (6777.419179 sec): 3 clusters Score: Raw -993502.370945 + Penalty 1814.274016 = -991688.096929 nChanged 1 SP:Iteration 123Q (6777.469802 sec): 3 clusters Score: Raw -993502.424455 + Penalty 1814.274016 = -991688.150439 nChanged 2 SP:Iteration 124Q (6777.531096 sec): 3 clusters Score: Raw -993502.656951 + Penalty 1814.274016 = -991688.382935 nChanged 4 SP:Iteration 125Q (6777.588447 sec): 3 clusters Score: Raw -993502.910498 + Penalty 1814.274016 = -991688.636481 nChanged 2 SP:Iteration 126Q (6777.656175 sec): 3 clusters Score: Raw -993502.960487 + Penalty 1814.274016 = -991688.686471 nChanged 1 SP:Iteration 127Q (6777.720460 sec): 3 clusters Score: Raw -993502.988400 + Penalty 1814.274016 = -991688.714384 nChanged 1 SP:Iteration 128Q (6777.767304 sec): 3 clusters Score: Raw -993503.070752 + Penalty 1814.274016 = -991688.796735 nChanged 1 SP:Iteration 129Q (6777.831488 sec): 3 clusters Score: Raw -993503.121384 + Penalty 1814.274016 = -991688.847368 nChanged 0 SP:Iteration 130F (6777.883592 sec): 3 clusters Score: Raw -993503.121384 + Penalty 1814.274016 = -991688.847368 nChanged 0 Trying to split cluster 20 (20931 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6777.919757 sec): 2 clusters Score: Raw -1559454.569728 + Penalty 945.153726 = -1558509.416002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6778.000615 sec): 3 clusters Score: Raw -1546422.920157 + Penalty 1890.307453 = -1544532.612705 nChanged 9742 SP:Iteration 1F (6778.074934 sec): 3 clusters Score: Raw -1552333.457940 + Penalty 1890.307453 = -1550443.150487 nChanged 1466 SP:Iteration 2F (6778.134326 sec): 3 clusters Score: Raw -1553231.100125 + Penalty 1890.307453 = -1551340.792672 nChanged 1552 SP:Iteration 3F (6778.208098 sec): 3 clusters Score: Raw -1554303.463990 + Penalty 1890.307453 = -1552413.156537 nChanged 1475 SP:Iteration 4F (6778.269808 sec): 3 clusters Score: Raw -1555216.243087 + Penalty 1890.307453 = -1553325.935634 nChanged 1213 SP:Iteration 5F (6778.346955 sec): 3 clusters Score: Raw -1555923.827083 + Penalty 1890.307453 = -1554033.519630 nChanged 1037 SP:Iteration 6Q (6778.408960 sec): 3 clusters Score: Raw -1556501.222641 + Penalty 1890.307453 = -1554610.915189 nChanged 896 SP:Iteration 7Q (6778.491772 sec): 3 clusters Score: Raw -1557038.185420 + Penalty 1890.307453 = -1555147.877968 nChanged 750 SP:Iteration 8Q (6778.556472 sec): 3 clusters Score: Raw -1557514.552241 + Penalty 1890.307453 = -1555624.244789 nChanged 621 SP:Iteration 9Q (6778.630747 sec): 3 clusters Score: Raw -1557898.582491 + Penalty 1890.307453 = -1556008.275038 nChanged 512 SP:Iteration 10Q (6778.684090 sec): 3 clusters Score: Raw -1558200.083353 + Penalty 1890.307453 = -1556309.775901 nChanged 448 SP:Iteration 11Q (6778.722460 sec): 3 clusters Score: Raw -1558432.908419 + Penalty 1890.307453 = -1556542.600966 nChanged 387 SP:Iteration 12Q (6778.790937 sec): 3 clusters Score: Raw -1558627.643788 + Penalty 1890.307453 = -1556737.336335 nChanged 338 SP:Iteration 13Q (6778.859364 sec): 3 clusters Score: Raw -1558781.234973 + Penalty 1890.307453 = -1556890.927520 nChanged 310 SP:Iteration 14Q (6778.925781 sec): 3 clusters Score: Raw -1558909.667887 + Penalty 1890.307453 = -1557019.360434 nChanged 257 SP:Iteration 15Q (6778.985297 sec): 3 clusters Score: Raw -1559005.966853 + Penalty 1890.307453 = -1557115.659400 nChanged 246 SP:Iteration 16Q (6779.059300 sec): 3 clusters Score: Raw -1559098.539476 + Penalty 1890.307453 = -1557208.232024 nChanged 215 SP:Iteration 17Q (6779.123812 sec): 3 clusters Score: Raw -1559166.924455 + Penalty 1890.307453 = -1557276.617002 nChanged 201 SP:Iteration 18Q (6779.174107 sec): 3 clusters Score: Raw -1559233.096353 + Penalty 1890.307453 = -1557342.788901 nChanged 190 SP:Iteration 19Q (6779.234299 sec): 3 clusters Score: Raw -1559294.579896 + Penalty 1890.307453 = -1557404.272444 nChanged 163 SP:Iteration 20F (6779.307025 sec): 3 clusters Score: Raw -1559343.000124 + Penalty 1890.307453 = -1557452.692671 nChanged 128 SP:Iteration 21Q (6779.372291 sec): 3 clusters Score: Raw -1559376.607818 + Penalty 1890.307453 = -1557486.300365 nChanged 120 SP:Iteration 22Q (6779.437466 sec): 3 clusters Score: Raw -1559414.011950 + Penalty 1890.307453 = -1557523.704497 nChanged 105 SP:Iteration 23Q (6779.498618 sec): 3 clusters Score: Raw -1559444.748310 + Penalty 1890.307453 = -1557554.440858 nChanged 101 SP:Iteration 24Q (6779.565794 sec): 3 clusters Score: Raw -1559475.236868 + Penalty 1890.307453 = -1557584.929415 nChanged 97 SP:Iteration 25Q (6779.631572 sec): 3 clusters Score: Raw -1559504.971269 + Penalty 1890.307453 = -1557614.663817 nChanged 81 SP:Iteration 26Q (6779.700074 sec): 3 clusters Score: Raw -1559531.999002 + Penalty 1890.307453 = -1557641.691550 nChanged 83 SP:Iteration 27Q (6779.766928 sec): 3 clusters Score: Raw -1559560.240120 + Penalty 1890.307453 = -1557669.932668 nChanged 67 SP:Iteration 28Q (6779.834571 sec): 3 clusters Score: Raw -1559581.572220 + Penalty 1890.307453 = -1557691.264768 nChanged 59 SP:Iteration 29Q (6779.904495 sec): 3 clusters Score: Raw -1559601.081888 + Penalty 1890.307453 = -1557710.774435 nChanged 58 SP:Iteration 30Q (6779.963005 sec): 3 clusters Score: Raw -1559621.108054 + Penalty 1890.307453 = -1557730.800601 nChanged 57 SP:Iteration 31Q (6780.028521 sec): 3 clusters Score: Raw -1559638.497147 + Penalty 1890.307453 = -1557748.189694 nChanged 53 SP:Iteration 32Q (6780.087622 sec): 3 clusters Score: Raw -1559653.953926 + Penalty 1890.307453 = -1557763.646474 nChanged 43 SP:Iteration 33Q (6780.149532 sec): 3 clusters Score: Raw -1559668.627707 + Penalty 1890.307453 = -1557778.320255 nChanged 36 SP:Iteration 34Q (6780.215650 sec): 3 clusters Score: Raw -1559680.181867 + Penalty 1890.307453 = -1557789.874414 nChanged 26 SP:Iteration 35Q (6780.278440 sec): 3 clusters Score: Raw -1559687.281371 + Penalty 1890.307453 = -1557796.973918 nChanged 23 SP:Iteration 36Q (6780.349820 sec): 3 clusters Score: Raw -1559693.480223 + Penalty 1890.307453 = -1557803.172771 nChanged 26 SP:Iteration 37Q (6780.408644 sec): 3 clusters Score: Raw -1559702.593850 + Penalty 1890.307453 = -1557812.286397 nChanged 27 SP:Iteration 38Q (6780.484407 sec): 3 clusters Score: Raw -1559712.914627 + Penalty 1890.307453 = -1557822.607175 nChanged 20 SP:Iteration 39Q (6780.541173 sec): 3 clusters Score: Raw -1559717.321893 + Penalty 1890.307453 = -1557827.014440 nChanged 10 SP:Iteration 40F (6780.619338 sec): 3 clusters Score: Raw -1559720.598073 + Penalty 1890.307453 = -1557830.290621 nChanged 13 SP:Iteration 41Q (6780.683505 sec): 3 clusters Score: Raw -1559724.124419 + Penalty 1890.307453 = -1557833.816967 nChanged 10 SP:Iteration 42Q (6780.753367 sec): 3 clusters Score: Raw -1559728.361167 + Penalty 1890.307453 = -1557838.053714 nChanged 17 SP:Iteration 43Q (6780.813247 sec): 3 clusters Score: Raw -1559734.559875 + Penalty 1890.307453 = -1557844.252422 nChanged 18 SP:Iteration 44Q (6780.869691 sec): 3 clusters Score: Raw -1559740.891268 + Penalty 1890.307453 = -1557850.583816 nChanged 17 SP:Iteration 45Q (6780.930076 sec): 3 clusters Score: Raw -1559745.748632 + Penalty 1890.307453 = -1557855.441179 nChanged 10 SP:Iteration 46Q (6780.990718 sec): 3 clusters Score: Raw -1559748.613309 + Penalty 1890.307453 = -1557858.305856 nChanged 7 SP:Iteration 47Q (6781.048709 sec): 3 clusters Score: Raw -1559750.082268 + Penalty 1890.307453 = -1557859.774815 nChanged 6 SP:Iteration 48Q (6781.117446 sec): 3 clusters Score: Raw -1559751.556999 + Penalty 1890.307453 = -1557861.249546 nChanged 6 SP:Iteration 49Q (6781.176430 sec): 3 clusters Score: Raw -1559752.717245 + Penalty 1890.307453 = -1557862.409792 nChanged 7 SP:Iteration 50Q (6781.239845 sec): 3 clusters Score: Raw -1559755.702871 + Penalty 1890.307453 = -1557865.395418 nChanged 14 SP:Iteration 51Q (6781.298369 sec): 3 clusters Score: Raw -1559759.522916 + Penalty 1890.307453 = -1557869.215463 nChanged 7 SP:Iteration 52Q (6781.375067 sec): 3 clusters Score: Raw -1559762.745895 + Penalty 1890.307453 = -1557872.438443 nChanged 10 SP:Iteration 53Q (6781.435797 sec): 3 clusters Score: Raw -1559771.092281 + Penalty 1890.307453 = -1557880.784829 nChanged 15 SP:Iteration 54Q (6781.497892 sec): 3 clusters Score: Raw -1559778.300434 + Penalty 1890.307453 = -1557887.992981 nChanged 16 SP:Iteration 55Q (6781.555607 sec): 3 clusters Score: Raw -1559785.464954 + Penalty 1890.307453 = -1557895.157502 nChanged 18 SP:Iteration 56Q (6781.621161 sec): 3 clusters Score: Raw -1559794.790282 + Penalty 1890.307453 = -1557904.482830 nChanged 21 SP:Iteration 57Q (6781.689447 sec): 3 clusters Score: Raw -1559806.105061 + Penalty 1890.307453 = -1557915.797608 nChanged 21 SP:Iteration 58Q (6781.754936 sec): 3 clusters Score: Raw -1559816.596256 + Penalty 1890.307453 = -1557926.288803 nChanged 22 SP:Iteration 59Q (6781.817049 sec): 3 clusters Score: Raw -1559827.940040 + Penalty 1890.307453 = -1557937.632587 nChanged 18 SP:Iteration 60F (6781.888810 sec): 3 clusters Score: Raw -1559835.584701 + Penalty 1890.307453 = -1557945.277248 nChanged 17 SP:Iteration 61Q (6781.963803 sec): 3 clusters Score: Raw -1559844.330058 + Penalty 1890.307453 = -1557954.022606 nChanged 12 SP:Iteration 62Q (6782.024808 sec): 3 clusters Score: Raw -1559848.523801 + Penalty 1890.307453 = -1557958.216348 nChanged 17 SP:Iteration 63Q (6782.087167 sec): 3 clusters Score: Raw -1559852.858779 + Penalty 1890.307453 = -1557962.551326 nChanged 9 SP:Iteration 64Q (6782.148666 sec): 3 clusters Score: Raw -1559854.905078 + Penalty 1890.307453 = -1557964.597625 nChanged 6 SP:Iteration 65Q (6782.211440 sec): 3 clusters Score: Raw -1559856.804854 + Penalty 1890.307453 = -1557966.497402 nChanged 6 SP:Iteration 66Q (6782.276442 sec): 3 clusters Score: Raw -1559858.981597 + Penalty 1890.307453 = -1557968.674145 nChanged 6 SP:Iteration 67Q (6782.344539 sec): 3 clusters Score: Raw -1559860.803583 + Penalty 1890.307453 = -1557970.496130 nChanged 7 SP:Iteration 68Q (6782.404472 sec): 3 clusters Score: Raw -1559863.596573 + Penalty 1890.307453 = -1557973.289121 nChanged 5 SP:Iteration 69Q (6782.453368 sec): 3 clusters Score: Raw -1559865.058810 + Penalty 1890.307453 = -1557974.751357 nChanged 5 SP:Iteration 70Q (6782.518800 sec): 3 clusters Score: Raw -1559866.717328 + Penalty 1890.307453 = -1557976.409875 nChanged 8 SP:Iteration 71Q (6782.587080 sec): 3 clusters Score: Raw -1559868.632733 + Penalty 1890.307453 = -1557978.325280 nChanged 6 SP:Iteration 72Q (6782.654745 sec): 3 clusters Score: Raw -1559870.791743 + Penalty 1890.307453 = -1557980.484290 nChanged 7 SP:Iteration 73Q (6782.725740 sec): 3 clusters Score: Raw -1559873.471208 + Penalty 1890.307453 = -1557983.163756 nChanged 6 SP:Iteration 74Q (6782.784631 sec): 3 clusters Score: Raw -1559875.521388 + Penalty 1890.307453 = -1557985.213935 nChanged 4 SP:Iteration 75Q (6782.858507 sec): 3 clusters Score: Raw -1559876.261592 + Penalty 1890.307453 = -1557985.954140 nChanged 3 SP:Iteration 76Q (6782.931435 sec): 3 clusters Score: Raw -1559876.843843 + Penalty 1890.307453 = -1557986.536390 nChanged 1 SP:Iteration 77Q (6782.988530 sec): 3 clusters Score: Raw -1559877.124674 + Penalty 1890.307453 = -1557986.817221 nChanged 2 SP:Iteration 78Q (6783.059624 sec): 3 clusters Score: Raw -1559877.615243 + Penalty 1890.307453 = -1557987.307790 nChanged 0 SP:Iteration 79F (6783.132580 sec): 3 clusters Score: Raw -1559877.615243 + Penalty 1890.307453 = -1557987.307790 nChanged 0 Trying to split cluster 21 (3374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6783.162811 sec): 2 clusters Score: Raw -258005.678707 + Penalty 771.766155 = -257233.912552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6783.201895 sec): 3 clusters Score: Raw -256220.758048 + Penalty 1543.532310 = -254677.225738 nChanged 1359 SP:Iteration 1F (6783.249887 sec): 3 clusters Score: Raw -257031.520899 + Penalty 1543.532310 = -255487.988589 nChanged 270 SP:Iteration 2F (6783.309248 sec): 3 clusters Score: Raw -257213.551878 + Penalty 1543.532310 = -255670.019568 nChanged 225 SP:Iteration 3F (6783.362513 sec): 3 clusters Score: Raw -257361.476354 + Penalty 1543.532310 = -255817.944044 nChanged 198 SP:Iteration 4F (6783.400479 sec): 3 clusters Score: Raw -257493.153608 + Penalty 1543.532310 = -255949.621298 nChanged 184 SP:Iteration 5F (6783.441971 sec): 3 clusters Score: Raw -257617.028916 + Penalty 1543.532310 = -256073.496606 nChanged 168 SP:Iteration 6Q (6783.498570 sec): 3 clusters Score: Raw -257711.280769 + Penalty 1543.532310 = -256167.748459 nChanged 127 SP:Iteration 7Q (6783.555788 sec): 3 clusters Score: Raw -257781.894489 + Penalty 1543.532310 = -256238.362179 nChanged 109 SP:Iteration 8Q (6783.604484 sec): 3 clusters Score: Raw -257838.693456 + Penalty 1543.532310 = -256295.161146 nChanged 81 SP:Iteration 9Q (6783.656514 sec): 3 clusters Score: Raw -257880.703469 + Penalty 1543.532310 = -256337.171159 nChanged 64 SP:Iteration 10Q (6783.710422 sec): 3 clusters Score: Raw -257912.789753 + Penalty 1543.532310 = -256369.257443 nChanged 57 SP:Iteration 11Q (6783.745033 sec): 3 clusters Score: Raw -257944.328271 + Penalty 1543.532310 = -256400.795961 nChanged 54 SP:Iteration 12Q (6783.796512 sec): 3 clusters Score: Raw -257975.238588 + Penalty 1543.532310 = -256431.706278 nChanged 48 SP:Iteration 13Q (6783.843726 sec): 3 clusters Score: Raw -257999.894058 + Penalty 1543.532310 = -256456.361748 nChanged 45 SP:Iteration 14Q (6783.895055 sec): 3 clusters Score: Raw -258024.778886 + Penalty 1543.532310 = -256481.246576 nChanged 32 SP:Iteration 15Q (6783.951198 sec): 3 clusters Score: Raw -258037.343617 + Penalty 1543.532310 = -256493.811307 nChanged 30 SP:Iteration 16Q (6783.992992 sec): 3 clusters Score: Raw -258050.082130 + Penalty 1543.532310 = -256506.549820 nChanged 33 SP:Iteration 17Q (6784.045586 sec): 3 clusters Score: Raw -258067.882703 + Penalty 1543.532310 = -256524.350393 nChanged 34 SP:Iteration 18Q (6784.098410 sec): 3 clusters Score: Raw -258081.832866 + Penalty 1543.532310 = -256538.300556 nChanged 24 SP:Iteration 19Q (6784.152408 sec): 3 clusters Score: Raw -258092.498719 + Penalty 1543.532310 = -256548.966409 nChanged 26 SP:Iteration 20F (6784.200687 sec): 3 clusters Score: Raw -258107.378208 + Penalty 1543.532310 = -256563.845898 nChanged 28 SP:Iteration 21Q (6784.254606 sec): 3 clusters Score: Raw -258117.892336 + Penalty 1543.532310 = -256574.360026 nChanged 26 SP:Iteration 22Q (6784.308176 sec): 3 clusters Score: Raw -258130.192889 + Penalty 1543.532310 = -256586.660579 nChanged 24 SP:Iteration 23Q (6784.359922 sec): 3 clusters Score: Raw -258141.318654 + Penalty 1543.532310 = -256597.786344 nChanged 27 SP:Iteration 24Q (6784.411423 sec): 3 clusters Score: Raw -258156.322186 + Penalty 1543.532310 = -256612.789876 nChanged 24 SP:Iteration 25Q (6784.465499 sec): 3 clusters Score: Raw -258165.207836 + Penalty 1543.532310 = -256621.675526 nChanged 11 SP:Iteration 26Q (6784.519020 sec): 3 clusters Score: Raw -258167.669872 + Penalty 1543.532310 = -256624.137562 nChanged 3 SP:Iteration 27Q (6784.568624 sec): 3 clusters Score: Raw -258168.723078 + Penalty 1543.532310 = -256625.190768 nChanged 4 SP:Iteration 28Q (6784.630105 sec): 3 clusters Score: Raw -258169.692163 + Penalty 1543.532310 = -256626.159853 nChanged 5 SP:Iteration 29Q (6784.674637 sec): 3 clusters Score: Raw -258170.668191 + Penalty 1543.532310 = -256627.135881 nChanged 4 SP:Iteration 30Q (6784.724917 sec): 3 clusters Score: Raw -258171.140823 + Penalty 1543.532310 = -256627.608513 nChanged 1 SP:Iteration 31Q (6784.786658 sec): 3 clusters Score: Raw -258171.385480 + Penalty 1543.532310 = -256627.853170 nChanged 2 SP:Iteration 32Q (6784.824860 sec): 3 clusters Score: Raw -258171.810904 + Penalty 1543.532310 = -256628.278594 nChanged 1 SP:Iteration 33Q (6784.869599 sec): 3 clusters Score: Raw -258171.923588 + Penalty 1543.532310 = -256628.391278 nChanged 0 SP:Iteration 34F (6784.920494 sec): 3 clusters Score: Raw -258171.923588 + Penalty 1543.532310 = -256628.391278 nChanged 0 Trying to split cluster 22 (6630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6784.959249 sec): 2 clusters Score: Raw -438832.144802 + Penalty 835.939208 = -437996.205594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6785.002366 sec): 3 clusters Score: Raw -435009.055833 + Penalty 1671.878416 = -433337.177417 nChanged 2912 SP:Iteration 1F (6785.067224 sec): 3 clusters Score: Raw -436761.486735 + Penalty 1671.878416 = -435089.608319 nChanged 460 SP:Iteration 2F (6785.122112 sec): 3 clusters Score: Raw -437031.828827 + Penalty 1671.878416 = -435359.950411 nChanged 437 SP:Iteration 3F (6785.176117 sec): 3 clusters Score: Raw -437325.975383 + Penalty 1671.878416 = -435654.096968 nChanged 450 SP:Iteration 4F (6785.215261 sec): 3 clusters Score: Raw -437641.558606 + Penalty 1671.878416 = -435969.680190 nChanged 396 SP:Iteration 5F (6785.275921 sec): 3 clusters Score: Raw -437904.741160 + Penalty 1671.878416 = -436232.862744 nChanged 323 SP:Iteration 6Q (6785.322312 sec): 3 clusters Score: Raw -438108.221754 + Penalty 1671.878416 = -436436.343338 nChanged 265 SP:Iteration 7Q (6785.367424 sec): 3 clusters Score: Raw -438282.287609 + Penalty 1671.878416 = -436610.409193 nChanged 244 SP:Iteration 8Q (6785.427922 sec): 3 clusters Score: Raw -438441.166789 + Penalty 1671.878416 = -436769.288373 nChanged 189 SP:Iteration 9Q (6785.473607 sec): 3 clusters Score: Raw -438552.225242 + Penalty 1671.878416 = -436880.346826 nChanged 157 SP:Iteration 10Q (6785.538191 sec): 3 clusters Score: Raw -438640.914236 + Penalty 1671.878416 = -436969.035820 nChanged 114 SP:Iteration 11Q (6785.590595 sec): 3 clusters Score: Raw -438696.712016 + Penalty 1671.878416 = -437024.833600 nChanged 107 SP:Iteration 12Q (6785.638825 sec): 3 clusters Score: Raw -438748.776060 + Penalty 1671.878416 = -437076.897645 nChanged 75 SP:Iteration 13Q (6785.695052 sec): 3 clusters Score: Raw -438783.370891 + Penalty 1671.878416 = -437111.492475 nChanged 70 SP:Iteration 14Q (6785.759438 sec): 3 clusters Score: Raw -438816.412690 + Penalty 1671.878416 = -437144.534274 nChanged 56 SP:Iteration 15Q (6785.819642 sec): 3 clusters Score: Raw -438845.393670 + Penalty 1671.878416 = -437173.515254 nChanged 55 SP:Iteration 16Q (6785.869959 sec): 3 clusters Score: Raw -438878.132571 + Penalty 1671.878416 = -437206.254155 nChanged 50 SP:Iteration 17Q (6785.932488 sec): 3 clusters Score: Raw -438909.419548 + Penalty 1671.878416 = -437237.541132 nChanged 37 SP:Iteration 18Q (6785.989532 sec): 3 clusters Score: Raw -438933.243674 + Penalty 1671.878416 = -437261.365259 nChanged 26 SP:Iteration 19Q (6786.044515 sec): 3 clusters Score: Raw -438950.701438 + Penalty 1671.878416 = -437278.823022 nChanged 24 SP:Iteration 20F (6786.098736 sec): 3 clusters Score: Raw -438972.032026 + Penalty 1671.878416 = -437300.153611 nChanged 26 SP:Iteration 21Q (6786.150205 sec): 3 clusters Score: Raw -438993.318788 + Penalty 1671.878416 = -437321.440372 nChanged 24 SP:Iteration 22Q (6786.211466 sec): 3 clusters Score: Raw -439012.818654 + Penalty 1671.878416 = -437340.940238 nChanged 24 SP:Iteration 23Q (6786.251869 sec): 3 clusters Score: Raw -439031.232930 + Penalty 1671.878416 = -437359.354514 nChanged 17 SP:Iteration 24Q (6786.317084 sec): 3 clusters Score: Raw -439041.686834 + Penalty 1671.878416 = -437369.808418 nChanged 13 SP:Iteration 25Q (6786.371395 sec): 3 clusters Score: Raw -439049.128198 + Penalty 1671.878416 = -437377.249782 nChanged 8 SP:Iteration 26Q (6786.422977 sec): 3 clusters Score: Raw -439052.040384 + Penalty 1671.878416 = -437380.161968 nChanged 7 SP:Iteration 27Q (6786.466830 sec): 3 clusters Score: Raw -439055.797483 + Penalty 1671.878416 = -437383.919067 nChanged 6 SP:Iteration 28Q (6786.528019 sec): 3 clusters Score: Raw -439057.824950 + Penalty 1671.878416 = -437385.946534 nChanged 5 SP:Iteration 29Q (6786.571458 sec): 3 clusters Score: Raw -439059.156265 + Penalty 1671.878416 = -437387.277849 nChanged 1 SP:Iteration 30Q (6786.624606 sec): 3 clusters Score: Raw -439059.804703 + Penalty 1671.878416 = -437387.926287 nChanged 1 SP:Iteration 31Q (6786.676378 sec): 3 clusters Score: Raw -439060.069036 + Penalty 1671.878416 = -437388.190620 nChanged 0 SP:Iteration 32F (6786.722063 sec): 3 clusters Score: Raw -439060.069036 + Penalty 1671.878416 = -437388.190620 nChanged 0 Trying to split cluster 23 (4165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6786.746071 sec): 2 clusters Score: Raw -313513.475577 + Penalty 791.774798 = -312721.700779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6786.799669 sec): 3 clusters Score: Raw -311292.926856 + Penalty 1583.549595 = -309709.377261 nChanged 1757 SP:Iteration 1F (6786.831843 sec): 3 clusters Score: Raw -312515.247531 + Penalty 1583.549595 = -310931.697936 nChanged 404 SP:Iteration 2F (6786.884845 sec): 3 clusters Score: Raw -312881.421936 + Penalty 1583.549595 = -311297.872340 nChanged 381 SP:Iteration 3F (6786.930540 sec): 3 clusters Score: Raw -313211.981235 + Penalty 1583.549595 = -311628.431640 nChanged 317 SP:Iteration 4F (6786.973087 sec): 3 clusters Score: Raw -313508.872765 + Penalty 1583.549595 = -311925.323170 nChanged 284 SP:Iteration 5F (6787.032277 sec): 3 clusters Score: Raw -313747.709928 + Penalty 1583.549595 = -312164.160332 nChanged 198 SP:Iteration 6Q (6787.086729 sec): 3 clusters Score: Raw -313904.899054 + Penalty 1583.549595 = -312321.349459 nChanged 144 SP:Iteration 7Q (6787.141454 sec): 3 clusters Score: Raw -313994.256456 + Penalty 1583.549595 = -312410.706861 nChanged 94 SP:Iteration 8Q (6787.192076 sec): 3 clusters Score: Raw -314040.402081 + Penalty 1583.549595 = -312456.852486 nChanged 68 SP:Iteration 9Q (6787.235743 sec): 3 clusters Score: Raw -314069.051544 + Penalty 1583.549595 = -312485.501949 nChanged 51 SP:Iteration 10Q (6787.287135 sec): 3 clusters Score: Raw -314096.173396 + Penalty 1583.549595 = -312512.623801 nChanged 48 SP:Iteration 11Q (6787.345150 sec): 3 clusters Score: Raw -314118.170910 + Penalty 1583.549595 = -312534.621315 nChanged 40 SP:Iteration 12Q (6787.395934 sec): 3 clusters Score: Raw -314136.272297 + Penalty 1583.549595 = -312552.722701 nChanged 37 SP:Iteration 13Q (6787.445126 sec): 3 clusters Score: Raw -314152.484589 + Penalty 1583.549595 = -312568.934993 nChanged 23 SP:Iteration 14Q (6787.482608 sec): 3 clusters Score: Raw -314162.323705 + Penalty 1583.549595 = -312578.774110 nChanged 20 SP:Iteration 15Q (6787.528610 sec): 3 clusters Score: Raw -314169.985573 + Penalty 1583.549595 = -312586.435978 nChanged 16 SP:Iteration 16Q (6787.593132 sec): 3 clusters Score: Raw -314175.737609 + Penalty 1583.549595 = -312592.188013 nChanged 19 SP:Iteration 17Q (6787.634589 sec): 3 clusters Score: Raw -314181.925329 + Penalty 1583.549595 = -312598.375733 nChanged 13 SP:Iteration 18Q (6787.693896 sec): 3 clusters Score: Raw -314186.537691 + Penalty 1583.549595 = -312602.988095 nChanged 10 SP:Iteration 19Q (6787.739843 sec): 3 clusters Score: Raw -314190.129274 + Penalty 1583.549595 = -312606.579679 nChanged 15 SP:Iteration 20F (6787.789081 sec): 3 clusters Score: Raw -314194.946464 + Penalty 1583.549595 = -312611.396869 nChanged 11 SP:Iteration 21Q (6787.841167 sec): 3 clusters Score: Raw -314198.008258 + Penalty 1583.549595 = -312614.458663 nChanged 12 SP:Iteration 22Q (6787.879391 sec): 3 clusters Score: Raw -314203.733630 + Penalty 1583.549595 = -312620.184035 nChanged 17 SP:Iteration 23Q (6787.936639 sec): 3 clusters Score: Raw -314211.571022 + Penalty 1583.549595 = -312628.021426 nChanged 16 SP:Iteration 24Q (6787.976477 sec): 3 clusters Score: Raw -314218.480170 + Penalty 1583.549595 = -312634.930574 nChanged 9 SP:Iteration 25Q (6788.022683 sec): 3 clusters Score: Raw -314221.804107 + Penalty 1583.549595 = -312638.254512 nChanged 7 SP:Iteration 26Q (6788.079906 sec): 3 clusters Score: Raw -314223.581169 + Penalty 1583.549595 = -312640.031573 nChanged 8 SP:Iteration 27Q (6788.120997 sec): 3 clusters Score: Raw -314225.722366 + Penalty 1583.549595 = -312642.172771 nChanged 5 SP:Iteration 28Q (6788.171792 sec): 3 clusters Score: Raw -314228.870628 + Penalty 1583.549595 = -312645.321033 nChanged 5 SP:Iteration 29Q (6788.207556 sec): 3 clusters Score: Raw -314230.921903 + Penalty 1583.549595 = -312647.372307 nChanged 1 SP:Iteration 30Q (6788.248648 sec): 3 clusters Score: Raw -314231.862989 + Penalty 1583.549595 = -312648.313393 nChanged 2 SP:Iteration 31Q (6788.301973 sec): 3 clusters Score: Raw -314232.408631 + Penalty 1583.549595 = -312648.859036 nChanged 3 SP:Iteration 32Q (6788.345415 sec): 3 clusters Score: Raw -314233.207865 + Penalty 1583.549595 = -312649.658270 nChanged 3 SP:Iteration 33Q (6788.397224 sec): 3 clusters Score: Raw -314234.067083 + Penalty 1583.549595 = -312650.517488 nChanged 3 SP:Iteration 34Q (6788.433960 sec): 3 clusters Score: Raw -314235.557896 + Penalty 1583.549595 = -312652.008301 nChanged 3 SP:Iteration 35Q (6788.480509 sec): 3 clusters Score: Raw -314236.662511 + Penalty 1583.549595 = -312653.112915 nChanged 2 SP:Iteration 36Q (6788.522673 sec): 3 clusters Score: Raw -314237.214654 + Penalty 1583.549595 = -312653.665059 nChanged 1 SP:Iteration 37Q (6788.570655 sec): 3 clusters Score: Raw -314237.429868 + Penalty 1583.549595 = -312653.880273 nChanged 3 SP:Iteration 38Q (6788.613269 sec): 3 clusters Score: Raw -314237.929840 + Penalty 1583.549595 = -312654.380244 nChanged 1 SP:Iteration 39Q (6788.652679 sec): 3 clusters Score: Raw -314238.273472 + Penalty 1583.549595 = -312654.723876 nChanged 0 SP:Iteration 40F (6788.705706 sec): 3 clusters Score: Raw -314238.273472 + Penalty 1583.549595 = -312654.723876 nChanged 0 Trying to split cluster 24 (3087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6788.727503 sec): 2 clusters Score: Raw -201510.048471 + Penalty 763.320727 = -200746.727743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6788.774258 sec): 3 clusters Score: Raw -199872.457248 + Penalty 1526.641455 = -198345.815793 nChanged 1301 SP:Iteration 1F (6788.821215 sec): 3 clusters Score: Raw -200642.714270 + Penalty 1526.641455 = -199116.072816 nChanged 233 SP:Iteration 2F (6788.866210 sec): 3 clusters Score: Raw -200798.141369 + Penalty 1526.641455 = -199271.499915 nChanged 193 SP:Iteration 3F (6788.918075 sec): 3 clusters Score: Raw -200920.927886 + Penalty 1526.641455 = -199394.286431 nChanged 165 SP:Iteration 4F (6788.970596 sec): 3 clusters Score: Raw -201008.055172 + Penalty 1526.641455 = -199481.413718 nChanged 129 SP:Iteration 5Q (6789.006155 sec): 3 clusters Score: Raw -201069.599157 + Penalty 1526.641455 = -199542.957702 nChanged 104 SP:Iteration 6Q (6789.049048 sec): 3 clusters Score: Raw -201117.191360 + Penalty 1526.641455 = -199590.549905 nChanged 88 SP:Iteration 7Q (6789.099959 sec): 3 clusters Score: Raw -201157.923449 + Penalty 1526.641455 = -199631.281995 nChanged 73 SP:Iteration 8Q (6789.141716 sec): 3 clusters Score: Raw -201194.124717 + Penalty 1526.641455 = -199667.483262 nChanged 90 SP:Iteration 9Q (6789.189075 sec): 3 clusters Score: Raw -201239.715522 + Penalty 1526.641455 = -199713.074067 nChanged 86 SP:Iteration 10Q (6789.244562 sec): 3 clusters Score: Raw -201290.946871 + Penalty 1526.641455 = -199764.305417 nChanged 82 SP:Iteration 11Q (6789.282157 sec): 3 clusters Score: Raw -201342.059365 + Penalty 1526.641455 = -199815.417910 nChanged 82 SP:Iteration 12Q (6789.335326 sec): 3 clusters Score: Raw -201396.242077 + Penalty 1526.641455 = -199869.600622 nChanged 81 SP:Iteration 13Q (6789.374879 sec): 3 clusters Score: Raw -201449.810292 + Penalty 1526.641455 = -199923.168837 nChanged 63 SP:Iteration 14Q (6789.416251 sec): 3 clusters Score: Raw -201476.113940 + Penalty 1526.641455 = -199949.472485 nChanged 43 SP:Iteration 15Q (6789.450418 sec): 3 clusters Score: Raw -201499.031401 + Penalty 1526.641455 = -199972.389946 nChanged 38 SP:Iteration 16Q (6789.497508 sec): 3 clusters Score: Raw -201514.699677 + Penalty 1526.641455 = -199988.058222 nChanged 30 SP:Iteration 17Q (6789.536460 sec): 3 clusters Score: Raw -201525.357932 + Penalty 1526.641455 = -199998.716478 nChanged 23 SP:Iteration 18Q (6789.567143 sec): 3 clusters Score: Raw -201535.685795 + Penalty 1526.641455 = -200009.044340 nChanged 17 SP:Iteration 19Q (6789.613218 sec): 3 clusters Score: Raw -201539.704773 + Penalty 1526.641455 = -200013.063318 nChanged 7 SP:Iteration 20F (6789.650567 sec): 3 clusters Score: Raw -201542.030983 + Penalty 1526.641455 = -200015.389528 nChanged 3 SP:Iteration 21Q (6789.699907 sec): 3 clusters Score: Raw -201543.069565 + Penalty 1526.641455 = -200016.428110 nChanged 3 SP:Iteration 22Q (6789.742997 sec): 3 clusters Score: Raw -201544.024936 + Penalty 1526.641455 = -200017.383482 nChanged 7 SP:Iteration 23Q (6789.796127 sec): 3 clusters Score: Raw -201546.247312 + Penalty 1526.641455 = -200019.605857 nChanged 6 SP:Iteration 24Q (6789.839056 sec): 3 clusters Score: Raw -201548.255885 + Penalty 1526.641455 = -200021.614430 nChanged 7 SP:Iteration 25Q (6789.880183 sec): 3 clusters Score: Raw -201551.832199 + Penalty 1526.641455 = -200025.190745 nChanged 13 SP:Iteration 26Q (6789.932868 sec): 3 clusters Score: Raw -201557.710202 + Penalty 1526.641455 = -200031.068748 nChanged 18 SP:Iteration 27Q (6789.975303 sec): 3 clusters Score: Raw -201565.621655 + Penalty 1526.641455 = -200038.980200 nChanged 24 SP:Iteration 28Q (6790.017569 sec): 3 clusters Score: Raw -201577.113970 + Penalty 1526.641455 = -200050.472516 nChanged 23 SP:Iteration 29Q (6790.053260 sec): 3 clusters Score: Raw -201585.776421 + Penalty 1526.641455 = -200059.134967 nChanged 12 SP:Iteration 30Q (6790.097230 sec): 3 clusters Score: Raw -201591.954107 + Penalty 1526.641455 = -200065.312653 nChanged 15 SP:Iteration 31Q (6790.147866 sec): 3 clusters Score: Raw -201598.076058 + Penalty 1526.641455 = -200071.434603 nChanged 13 SP:Iteration 32Q (6790.190223 sec): 3 clusters Score: Raw -201604.380915 + Penalty 1526.641455 = -200077.739461 nChanged 18 SP:Iteration 33Q (6790.240039 sec): 3 clusters Score: Raw -201610.680355 + Penalty 1526.641455 = -200084.038900 nChanged 16 SP:Iteration 34Q (6790.282773 sec): 3 clusters Score: Raw -201618.064818 + Penalty 1526.641455 = -200091.423364 nChanged 20 SP:Iteration 35Q (6790.330071 sec): 3 clusters Score: Raw -201624.692685 + Penalty 1526.641455 = -200098.051230 nChanged 16 SP:Iteration 36Q (6790.383718 sec): 3 clusters Score: Raw -201630.190781 + Penalty 1526.641455 = -200103.549326 nChanged 21 SP:Iteration 37Q (6790.420041 sec): 3 clusters Score: Raw -201637.068527 + Penalty 1526.641455 = -200110.427072 nChanged 16 SP:Iteration 38Q (6790.471642 sec): 3 clusters Score: Raw -201644.352369 + Penalty 1526.641455 = -200117.710914 nChanged 20 SP:Iteration 39Q (6790.516337 sec): 3 clusters Score: Raw -201653.385303 + Penalty 1526.641455 = -200126.743848 nChanged 22 SP:Iteration 40F (6790.558218 sec): 3 clusters Score: Raw -201666.123954 + Penalty 1526.641455 = -200139.482500 nChanged 14 SP:Iteration 41Q (6790.612273 sec): 3 clusters Score: Raw -201671.448664 + Penalty 1526.641455 = -200144.807209 nChanged 11 SP:Iteration 42Q (6790.651103 sec): 3 clusters Score: Raw -201674.869582 + Penalty 1526.641455 = -200148.228127 nChanged 7 SP:Iteration 43Q (6790.691313 sec): 3 clusters Score: Raw -201678.409038 + Penalty 1526.641455 = -200151.767583 nChanged 7 SP:Iteration 44Q (6790.736912 sec): 3 clusters Score: Raw -201680.979738 + Penalty 1526.641455 = -200154.338284 nChanged 3 SP:Iteration 45Q (6790.780585 sec): 3 clusters Score: Raw -201682.075162 + Penalty 1526.641455 = -200155.433707 nChanged 4 SP:Iteration 46Q (6790.822208 sec): 3 clusters Score: Raw -201683.683544 + Penalty 1526.641455 = -200157.042089 nChanged 2 SP:Iteration 47Q (6790.877604 sec): 3 clusters Score: Raw -201684.562426 + Penalty 1526.641455 = -200157.920972 nChanged 2 SP:Iteration 48Q (6790.916496 sec): 3 clusters Score: Raw -201685.358341 + Penalty 1526.641455 = -200158.716886 nChanged 0 SP:Iteration 49F (6790.967727 sec): 3 clusters Score: Raw -201685.358341 + Penalty 1526.641455 = -200158.716886 nChanged 0 Trying to split cluster 25 (149080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6791.139135 sec): 2 clusters Score: Raw -11599980.241201 + Penalty 1131.662644 = -11598848.578557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6791.356764 sec): 3 clusters Score: Raw -11500692.178215 + Penalty 2263.325287 = -11498428.852928 nChanged 72778 SP:Iteration 1F (6791.588739 sec): 3 clusters Score: Raw -11545835.279470 + Penalty 2263.325287 = -11543571.954183 nChanged 6867 SP:Iteration 2Q (6791.826757 sec): 3 clusters Score: Raw -11548355.498099 + Penalty 2263.325287 = -11546092.172811 nChanged 7800 SP:Iteration 3F (6792.057891 sec): 3 clusters Score: Raw -11551901.331660 + Penalty 2263.325287 = -11549638.006372 nChanged 8724 SP:Iteration 4F (6792.281974 sec): 3 clusters Score: Raw -11556706.606551 + Penalty 2263.325287 = -11554443.281264 nChanged 9332 SP:Iteration 5F (6792.503102 sec): 3 clusters Score: Raw -11562817.814104 + Penalty 2263.325287 = -11560554.488817 nChanged 9265 SP:Iteration 6F (6792.723786 sec): 3 clusters Score: Raw -11569556.634101 + Penalty 2263.325287 = -11567293.308814 nChanged 8545 SP:Iteration 7F (6792.943500 sec): 3 clusters Score: Raw -11575904.943878 + Penalty 2263.325287 = -11573641.618591 nChanged 7042 SP:Iteration 8Q (6793.173216 sec): 3 clusters Score: Raw -11580517.992893 + Penalty 2263.325287 = -11578254.667606 nChanged 5225 SP:Iteration 9Q (6793.405692 sec): 3 clusters Score: Raw -11583206.393963 + Penalty 2263.325287 = -11580943.068676 nChanged 3728 SP:Iteration 10Q (6793.632124 sec): 3 clusters Score: Raw -11584762.886892 + Penalty 2263.325287 = -11582499.561605 nChanged 2805 SP:Iteration 11Q (6793.862162 sec): 3 clusters Score: Raw -11585776.951340 + Penalty 2263.325287 = -11583513.626053 nChanged 2438 SP:Iteration 12Q (6794.091236 sec): 3 clusters Score: Raw -11586630.653842 + Penalty 2263.325287 = -11584367.328555 nChanged 2312 SP:Iteration 13Q (6794.317720 sec): 3 clusters Score: Raw -11587467.874037 + Penalty 2263.325287 = -11585204.548750 nChanged 2334 SP:Iteration 14Q (6794.531806 sec): 3 clusters Score: Raw -11588331.067751 + Penalty 2263.325287 = -11586067.742464 nChanged 2374 SP:Iteration 15Q (6794.747008 sec): 3 clusters Score: Raw -11589247.856373 + Penalty 2263.325287 = -11586984.531086 nChanged 2310 SP:Iteration 16Q (6794.961126 sec): 3 clusters Score: Raw -11590178.128505 + Penalty 2263.325287 = -11587914.803217 nChanged 2280 SP:Iteration 17Q (6795.175477 sec): 3 clusters Score: Raw -11591154.785625 + Penalty 2263.325287 = -11588891.460338 nChanged 2233 SP:Iteration 18Q (6795.392557 sec): 3 clusters Score: Raw -11592159.506957 + Penalty 2263.325287 = -11589896.181670 nChanged 2131 SP:Iteration 19Q (6795.602963 sec): 3 clusters Score: Raw -11593168.548239 + Penalty 2263.325287 = -11590905.222951 nChanged 1966 SP:Iteration 20F (6795.825590 sec): 3 clusters Score: Raw -11594131.127861 + Penalty 2263.325287 = -11591867.802573 nChanged 1817 SP:Iteration 21Q (6796.029320 sec): 3 clusters Score: Raw -11595059.565352 + Penalty 2263.325287 = -11592796.240065 nChanged 1611 SP:Iteration 22Q (6796.231120 sec): 3 clusters Score: Raw -11595891.147235 + Penalty 2263.325287 = -11593627.821948 nChanged 1420 SP:Iteration 23Q (6796.426544 sec): 3 clusters Score: Raw -11596650.228269 + Penalty 2263.325287 = -11594386.902982 nChanged 1266 SP:Iteration 24Q (6796.630063 sec): 3 clusters Score: Raw -11597326.225543 + Penalty 2263.325287 = -11595062.900255 nChanged 1060 SP:Iteration 25Q (6796.833856 sec): 3 clusters Score: Raw -11597891.683956 + Penalty 2263.325287 = -11595628.358668 nChanged 924 SP:Iteration 26Q (6797.035166 sec): 3 clusters Score: Raw -11598408.005019 + Penalty 2263.325287 = -11596144.679732 nChanged 802 SP:Iteration 27Q (6797.232600 sec): 3 clusters Score: Raw -11598865.368686 + Penalty 2263.325287 = -11596602.043399 nChanged 662 SP:Iteration 28Q (6797.436491 sec): 3 clusters Score: Raw -11599247.939104 + Penalty 2263.325287 = -11596984.613817 nChanged 511 SP:Iteration 29Q (6797.626531 sec): 3 clusters Score: Raw -11599536.656752 + Penalty 2263.325287 = -11597273.331465 nChanged 394 SP:Iteration 30Q (6797.817687 sec): 3 clusters Score: Raw -11599741.156597 + Penalty 2263.325287 = -11597477.831310 nChanged 314 SP:Iteration 31Q (6797.996278 sec): 3 clusters Score: Raw -11599890.948788 + Penalty 2263.325287 = -11597627.623501 nChanged 242 SP:Iteration 32Q (6798.184715 sec): 3 clusters Score: Raw -11600011.549936 + Penalty 2263.325287 = -11597748.224649 nChanged 168 SP:Iteration 33Q (6798.383240 sec): 3 clusters Score: Raw -11600087.342505 + Penalty 2263.325287 = -11597824.017217 nChanged 131 SP:Iteration 34Q (6798.589400 sec): 3 clusters Score: Raw -11600143.533122 + Penalty 2263.325287 = -11597880.207834 nChanged 94 SP:Iteration 35Q (6798.794995 sec): 3 clusters Score: Raw -11600179.209923 + Penalty 2263.325287 = -11597915.884636 nChanged 74 SP:Iteration 36Q (6798.990623 sec): 3 clusters Score: Raw -11600207.410808 + Penalty 2263.325287 = -11597944.085521 nChanged 63 SP:Iteration 37Q (6799.174906 sec): 3 clusters Score: Raw -11600224.256165 + Penalty 2263.325287 = -11597960.930878 nChanged 44 SP:Iteration 38Q (6799.364381 sec): 3 clusters Score: Raw -11600236.771526 + Penalty 2263.325287 = -11597973.446238 nChanged 35 SP:Iteration 39Q (6799.551441 sec): 3 clusters Score: Raw -11600246.169934 + Penalty 2263.325287 = -11597982.844647 nChanged 25 SP:Iteration 40F (6799.782399 sec): 3 clusters Score: Raw -11600252.259972 + Penalty 2263.325287 = -11597988.934685 nChanged 26 SP:Iteration 41Q (6799.974816 sec): 3 clusters Score: Raw -11600260.161903 + Penalty 2263.325287 = -11597996.836616 nChanged 22 SP:Iteration 42Q (6800.163796 sec): 3 clusters Score: Raw -11600265.574202 + Penalty 2263.325287 = -11598002.248915 nChanged 16 SP:Iteration 43Q (6800.353857 sec): 3 clusters Score: Raw -11600269.797526 + Penalty 2263.325287 = -11598006.472239 nChanged 14 SP:Iteration 44Q (6800.542791 sec): 3 clusters Score: Raw -11600273.896466 + Penalty 2263.325287 = -11598010.571179 nChanged 16 SP:Iteration 45Q (6800.738790 sec): 3 clusters Score: Raw -11600278.607028 + Penalty 2263.325287 = -11598015.281740 nChanged 22 SP:Iteration 46Q (6800.935826 sec): 3 clusters Score: Raw -11600285.386553 + Penalty 2263.325287 = -11598022.061266 nChanged 22 SP:Iteration 47Q (6801.123375 sec): 3 clusters Score: Raw -11600292.093636 + Penalty 2263.325287 = -11598028.768349 nChanged 21 SP:Iteration 48Q (6801.319905 sec): 3 clusters Score: Raw -11600298.633433 + Penalty 2263.325287 = -11598035.308146 nChanged 16 SP:Iteration 49Q (6801.508568 sec): 3 clusters Score: Raw -11600301.723807 + Penalty 2263.325287 = -11598038.398520 nChanged 5 SP:Iteration 50Q (6801.708229 sec): 3 clusters Score: Raw -11600302.625590 + Penalty 2263.325287 = -11598039.300302 nChanged 4 SP:Iteration 51Q (6801.895666 sec): 3 clusters Score: Raw -11600303.560768 + Penalty 2263.325287 = -11598040.235481 nChanged 4 SP:Iteration 52Q (6802.086878 sec): 3 clusters Score: Raw -11600304.261316 + Penalty 2263.325287 = -11598040.936029 nChanged 5 SP:Iteration 53Q (6802.280132 sec): 3 clusters Score: Raw -11600304.963944 + Penalty 2263.325287 = -11598041.638657 nChanged 2 SP:Iteration 54Q (6802.474872 sec): 3 clusters Score: Raw -11600305.281707 + Penalty 2263.325287 = -11598041.956419 nChanged 3 SP:Iteration 55Q (6802.667292 sec): 3 clusters Score: Raw -11600305.608857 + Penalty 2263.325287 = -11598042.283570 nChanged 1 SP:Iteration 56Q (6802.856651 sec): 3 clusters Score: Raw -11600305.902675 + Penalty 2263.325287 = -11598042.577387 nChanged 2 SP:Iteration 57Q (6803.049675 sec): 3 clusters Score: Raw -11600306.154672 + Penalty 2263.325287 = -11598042.829385 nChanged 1 SP:Iteration 58Q (6803.237650 sec): 3 clusters Score: Raw -11600306.222627 + Penalty 2263.325287 = -11598042.897340 nChanged 0 SP:Iteration 59F (6803.459652 sec): 3 clusters Score: Raw -11600306.222627 + Penalty 2263.325287 = -11598042.897340 nChanged 0 Trying to split cluster 26 (106785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6803.590876 sec): 2 clusters Score: Raw -8355372.410141 + Penalty 1099.964411 = -8354272.445730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6803.773297 sec): 3 clusters Score: Raw -8284780.035228 + Penalty 2199.928822 = -8282580.106406 nChanged 51679 SP:Iteration 1F (6803.952408 sec): 3 clusters Score: Raw -8316943.320009 + Penalty 2199.928822 = -8314743.391187 nChanged 5665 SP:Iteration 2F (6804.122596 sec): 3 clusters Score: Raw -8319517.286333 + Penalty 2199.928822 = -8317317.357511 nChanged 6588 SP:Iteration 3F (6804.301001 sec): 3 clusters Score: Raw -8323130.571644 + Penalty 2199.928822 = -8320930.642823 nChanged 7548 SP:Iteration 4F (6804.487925 sec): 3 clusters Score: Raw -8327770.860010 + Penalty 2199.928822 = -8325570.931188 nChanged 7532 SP:Iteration 5F (6804.651757 sec): 3 clusters Score: Raw -8332760.219418 + Penalty 2199.928822 = -8330560.290596 nChanged 7010 SP:Iteration 6F (6804.824877 sec): 3 clusters Score: Raw -8337772.596916 + Penalty 2199.928822 = -8335572.668094 nChanged 6274 SP:Iteration 7F (6805.013986 sec): 3 clusters Score: Raw -8342619.542607 + Penalty 2199.928822 = -8340419.613785 nChanged 5421 SP:Iteration 8F (6805.180666 sec): 3 clusters Score: Raw -8347068.972578 + Penalty 2199.928822 = -8344869.043756 nChanged 4146 SP:Iteration 9Q (6805.366754 sec): 3 clusters Score: Raw -8350625.813808 + Penalty 2199.928822 = -8348425.884986 nChanged 2821 SP:Iteration 10Q (6805.536372 sec): 3 clusters Score: Raw -8352990.933521 + Penalty 2199.928822 = -8350791.004699 nChanged 1591 SP:Iteration 11Q (6805.710734 sec): 3 clusters Score: Raw -8354246.472668 + Penalty 2199.928822 = -8352046.543846 nChanged 856 SP:Iteration 12Q (6805.857697 sec): 3 clusters Score: Raw -8354893.766436 + Penalty 2199.928822 = -8352693.837614 nChanged 452 SP:Iteration 13Q (6806.009552 sec): 3 clusters Score: Raw -8355210.424300 + Penalty 2199.928822 = -8353010.495478 nChanged 221 SP:Iteration 14Q (6806.165228 sec): 3 clusters Score: Raw -8355372.842837 + Penalty 2199.928822 = -8353172.914016 nChanged 122 SP:Iteration 15Q (6806.317017 sec): 3 clusters Score: Raw -8355466.606402 + Penalty 2199.928822 = -8353266.677580 nChanged 73 SP:Iteration 16Q (6806.471123 sec): 3 clusters Score: Raw -8355531.797292 + Penalty 2199.928822 = -8353331.868470 nChanged 43 SP:Iteration 17Q (6806.624268 sec): 3 clusters Score: Raw -8355565.138389 + Penalty 2199.928822 = -8353365.209567 nChanged 28 SP:Iteration 18Q (6806.777636 sec): 3 clusters Score: Raw -8355580.443217 + Penalty 2199.928822 = -8353380.514396 nChanged 19 SP:Iteration 19Q (6806.932600 sec): 3 clusters Score: Raw -8355591.859801 + Penalty 2199.928822 = -8353391.930979 nChanged 15 SP:Iteration 20F (6807.106257 sec): 3 clusters Score: Raw -8355605.049571 + Penalty 2199.928822 = -8353405.120749 nChanged 18 SP:Iteration 21Q (6807.255157 sec): 3 clusters Score: Raw -8355613.156675 + Penalty 2199.928822 = -8353413.227854 nChanged 13 SP:Iteration 22Q (6807.413678 sec): 3 clusters Score: Raw -8355619.747574 + Penalty 2199.928822 = -8353419.818752 nChanged 11 SP:Iteration 23Q (6807.559376 sec): 3 clusters Score: Raw -8355626.212077 + Penalty 2199.928822 = -8353426.283255 nChanged 9 SP:Iteration 24Q (6807.705612 sec): 3 clusters Score: Raw -8355628.143412 + Penalty 2199.928822 = -8353428.214590 nChanged 3 SP:Iteration 25Q (6807.852038 sec): 3 clusters Score: Raw -8355628.541156 + Penalty 2199.928822 = -8353428.612334 nChanged 2 SP:Iteration 26Q (6808.006283 sec): 3 clusters Score: Raw -8355628.932332 + Penalty 2199.928822 = -8353429.003510 nChanged 3 SP:Iteration 27Q (6808.157713 sec): 3 clusters Score: Raw -8355630.944751 + Penalty 2199.928822 = -8353431.015930 nChanged 7 SP:Iteration 28Q (6808.316305 sec): 3 clusters Score: Raw -8355633.346125 + Penalty 2199.928822 = -8353433.417304 nChanged 8 SP:Iteration 29Q (6808.469596 sec): 3 clusters Score: Raw -8355634.974252 + Penalty 2199.928822 = -8353435.045430 nChanged 4 SP:Iteration 30Q (6808.623858 sec): 3 clusters Score: Raw -8355635.783792 + Penalty 2199.928822 = -8353435.854970 nChanged 2 SP:Iteration 31Q (6808.778603 sec): 3 clusters Score: Raw -8355636.338126 + Penalty 2199.928822 = -8353436.409304 nChanged 2 SP:Iteration 32Q (6808.936043 sec): 3 clusters Score: Raw -8355636.586267 + Penalty 2199.928822 = -8353436.657445 nChanged 1 SP:Iteration 33Q (6809.080986 sec): 3 clusters Score: Raw -8355636.853099 + Penalty 2199.928822 = -8353436.924277 nChanged 0 SP:Iteration 34F (6809.256604 sec): 3 clusters Score: Raw -8355636.853099 + Penalty 2199.928822 = -8353436.924277 nChanged 0 Trying to split cluster 27 (8056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6809.296194 sec): 2 clusters Score: Raw -517096.958241 + Penalty 854.446381 = -516242.511860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6809.341855 sec): 3 clusters Score: Raw -512438.116145 + Penalty 1708.892763 = -510729.223383 nChanged 3578 SP:Iteration 1F (6809.392048 sec): 3 clusters Score: Raw -514522.239105 + Penalty 1708.892763 = -512813.346342 nChanged 580 SP:Iteration 2F (6809.450560 sec): 3 clusters Score: Raw -514826.983840 + Penalty 1708.892763 = -513118.091078 nChanged 481 SP:Iteration 3F (6809.505732 sec): 3 clusters Score: Raw -515076.719545 + Penalty 1708.892763 = -513367.826782 nChanged 455 SP:Iteration 4F (6809.556310 sec): 3 clusters Score: Raw -515332.802449 + Penalty 1708.892763 = -513623.909687 nChanged 417 SP:Iteration 5F (6809.611809 sec): 3 clusters Score: Raw -515562.190917 + Penalty 1708.892763 = -513853.298154 nChanged 366 SP:Iteration 6Q (6809.661467 sec): 3 clusters Score: Raw -515763.264996 + Penalty 1708.892763 = -514054.372233 nChanged 312 SP:Iteration 7Q (6809.727224 sec): 3 clusters Score: Raw -515912.534036 + Penalty 1708.892763 = -514203.641273 nChanged 281 SP:Iteration 8Q (6809.772458 sec): 3 clusters Score: Raw -516058.532999 + Penalty 1708.892763 = -514349.640237 nChanged 258 SP:Iteration 9Q (6809.824523 sec): 3 clusters Score: Raw -516187.180951 + Penalty 1708.892763 = -514478.288188 nChanged 231 SP:Iteration 10Q (6809.886484 sec): 3 clusters Score: Raw -516276.440406 + Penalty 1708.892763 = -514567.547644 nChanged 197 SP:Iteration 11Q (6809.934822 sec): 3 clusters Score: Raw -516348.733201 + Penalty 1708.892763 = -514639.840438 nChanged 166 SP:Iteration 12Q (6809.991362 sec): 3 clusters Score: Raw -516400.065749 + Penalty 1708.892763 = -514691.172986 nChanged 120 SP:Iteration 13Q (6810.037993 sec): 3 clusters Score: Raw -516440.197301 + Penalty 1708.892763 = -514731.304538 nChanged 116 SP:Iteration 14Q (6810.087834 sec): 3 clusters Score: Raw -516474.405449 + Penalty 1708.892763 = -514765.512687 nChanged 110 SP:Iteration 15Q (6810.151005 sec): 3 clusters Score: Raw -516505.862133 + Penalty 1708.892763 = -514796.969371 nChanged 100 SP:Iteration 16Q (6810.194366 sec): 3 clusters Score: Raw -516528.220892 + Penalty 1708.892763 = -514819.328129 nChanged 77 SP:Iteration 17Q (6810.243318 sec): 3 clusters Score: Raw -516544.912979 + Penalty 1708.892763 = -514836.020216 nChanged 64 SP:Iteration 18Q (6810.304841 sec): 3 clusters Score: Raw -516558.826002 + Penalty 1708.892763 = -514849.933240 nChanged 65 SP:Iteration 19Q (6810.355681 sec): 3 clusters Score: Raw -516571.088683 + Penalty 1708.892763 = -514862.195921 nChanged 65 SP:Iteration 20F (6810.412539 sec): 3 clusters Score: Raw -516580.325068 + Penalty 1708.892763 = -514871.432306 nChanged 44 SP:Iteration 21Q (6810.460803 sec): 3 clusters Score: Raw -516585.871395 + Penalty 1708.892763 = -514876.978633 nChanged 37 SP:Iteration 22Q (6810.520186 sec): 3 clusters Score: Raw -516590.871074 + Penalty 1708.892763 = -514881.978311 nChanged 28 SP:Iteration 23Q (6810.581793 sec): 3 clusters Score: Raw -516594.543363 + Penalty 1708.892763 = -514885.650601 nChanged 33 SP:Iteration 24Q (6810.624018 sec): 3 clusters Score: Raw -516599.749058 + Penalty 1708.892763 = -514890.856295 nChanged 34 SP:Iteration 25Q (6810.682359 sec): 3 clusters Score: Raw -516606.916028 + Penalty 1708.892763 = -514898.023265 nChanged 43 SP:Iteration 26Q (6810.731245 sec): 3 clusters Score: Raw -516613.878862 + Penalty 1708.892763 = -514904.986099 nChanged 46 SP:Iteration 27Q (6810.776347 sec): 3 clusters Score: Raw -516620.841785 + Penalty 1708.892763 = -514911.949022 nChanged 44 SP:Iteration 28Q (6810.831740 sec): 3 clusters Score: Raw -516626.993433 + Penalty 1708.892763 = -514918.100671 nChanged 31 SP:Iteration 29Q (6810.893293 sec): 3 clusters Score: Raw -516632.542167 + Penalty 1708.892763 = -514923.649405 nChanged 28 SP:Iteration 30Q (6810.936359 sec): 3 clusters Score: Raw -516639.022379 + Penalty 1708.892763 = -514930.129617 nChanged 42 SP:Iteration 31Q (6811.002121 sec): 3 clusters Score: Raw -516648.248086 + Penalty 1708.892763 = -514939.355324 nChanged 54 SP:Iteration 32Q (6811.049426 sec): 3 clusters Score: Raw -516659.716044 + Penalty 1708.892763 = -514950.823282 nChanged 62 SP:Iteration 33Q (6811.104477 sec): 3 clusters Score: Raw -516675.488246 + Penalty 1708.892763 = -514966.595484 nChanged 62 SP:Iteration 34Q (6811.145465 sec): 3 clusters Score: Raw -516688.331778 + Penalty 1708.892763 = -514979.439015 nChanged 65 SP:Iteration 35Q (6811.200266 sec): 3 clusters Score: Raw -516699.759583 + Penalty 1708.892763 = -514990.866820 nChanged 45 SP:Iteration 36Q (6811.257973 sec): 3 clusters Score: Raw -516707.146958 + Penalty 1708.892763 = -514998.254195 nChanged 41 SP:Iteration 37Q (6811.303094 sec): 3 clusters Score: Raw -516714.742168 + Penalty 1708.892763 = -515005.849405 nChanged 48 SP:Iteration 38Q (6811.353241 sec): 3 clusters Score: Raw -516725.611344 + Penalty 1708.892763 = -515016.718582 nChanged 54 SP:Iteration 39Q (6811.406586 sec): 3 clusters Score: Raw -516737.203143 + Penalty 1708.892763 = -515028.310380 nChanged 48 SP:Iteration 40F (6811.461243 sec): 3 clusters Score: Raw -516748.200455 + Penalty 1708.892763 = -515039.307693 nChanged 52 SP:Iteration 41Q (6811.507095 sec): 3 clusters Score: Raw -516757.913661 + Penalty 1708.892763 = -515049.020899 nChanged 47 SP:Iteration 42Q (6811.562075 sec): 3 clusters Score: Raw -516766.296437 + Penalty 1708.892763 = -515057.403675 nChanged 41 SP:Iteration 43Q (6811.625286 sec): 3 clusters Score: Raw -516773.712901 + Penalty 1708.892763 = -515064.820138 nChanged 38 SP:Iteration 44Q (6811.674428 sec): 3 clusters Score: Raw -516781.018183 + Penalty 1708.892763 = -515072.125421 nChanged 29 SP:Iteration 45Q (6811.719964 sec): 3 clusters Score: Raw -516786.518888 + Penalty 1708.892763 = -515077.626126 nChanged 34 SP:Iteration 46Q (6811.778199 sec): 3 clusters Score: Raw -516794.106238 + Penalty 1708.892763 = -515085.213476 nChanged 43 SP:Iteration 47Q (6811.821300 sec): 3 clusters Score: Raw -516803.679542 + Penalty 1708.892763 = -515094.786780 nChanged 52 SP:Iteration 48Q (6811.884292 sec): 3 clusters Score: Raw -516816.460322 + Penalty 1708.892763 = -515107.567560 nChanged 50 SP:Iteration 49Q (6811.929426 sec): 3 clusters Score: Raw -516828.637719 + Penalty 1708.892763 = -515119.744956 nChanged 53 SP:Iteration 50Q (6811.994948 sec): 3 clusters Score: Raw -516840.242869 + Penalty 1708.892763 = -515131.350106 nChanged 40 SP:Iteration 51Q (6812.038976 sec): 3 clusters Score: Raw -516847.427866 + Penalty 1708.892763 = -515138.535104 nChanged 37 SP:Iteration 52Q (6812.100675 sec): 3 clusters Score: Raw -516853.194630 + Penalty 1708.892763 = -515144.301868 nChanged 38 SP:Iteration 53Q (6812.146482 sec): 3 clusters Score: Raw -516860.110741 + Penalty 1708.892763 = -515151.217978 nChanged 22 SP:Iteration 54Q (6812.192578 sec): 3 clusters Score: Raw -516865.390372 + Penalty 1708.892763 = -515156.497609 nChanged 30 SP:Iteration 55Q (6812.238224 sec): 3 clusters Score: Raw -516869.654684 + Penalty 1708.892763 = -515160.761922 nChanged 22 SP:Iteration 56Q (6812.294921 sec): 3 clusters Score: Raw -516872.606032 + Penalty 1708.892763 = -515163.713269 nChanged 15 SP:Iteration 57Q (6812.346600 sec): 3 clusters Score: Raw -516876.125573 + Penalty 1708.892763 = -515167.232811 nChanged 19 SP:Iteration 58Q (6812.405374 sec): 3 clusters Score: Raw -516879.014246 + Penalty 1708.892763 = -515170.121483 nChanged 18 SP:Iteration 59Q (6812.455190 sec): 3 clusters Score: Raw -516880.756527 + Penalty 1708.892763 = -515171.863764 nChanged 15 SP:Iteration 60F (6812.502056 sec): 3 clusters Score: Raw -516882.502976 + Penalty 1708.892763 = -515173.610214 nChanged 15 SP:Iteration 61Q (6812.555991 sec): 3 clusters Score: Raw -516884.358034 + Penalty 1708.892763 = -515175.465271 nChanged 12 SP:Iteration 62Q (6812.615125 sec): 3 clusters Score: Raw -516887.097759 + Penalty 1708.892763 = -515178.204996 nChanged 19 SP:Iteration 63Q (6812.660511 sec): 3 clusters Score: Raw -516891.610414 + Penalty 1708.892763 = -515182.717651 nChanged 31 SP:Iteration 64Q (6812.719633 sec): 3 clusters Score: Raw -516899.062832 + Penalty 1708.892763 = -515190.170069 nChanged 25 SP:Iteration 65Q (6812.777317 sec): 3 clusters Score: Raw -516904.964950 + Penalty 1708.892763 = -515196.072188 nChanged 31 SP:Iteration 66Q (6812.816328 sec): 3 clusters Score: Raw -516909.788221 + Penalty 1708.892763 = -515200.895458 nChanged 24 SP:Iteration 67Q (6812.877275 sec): 3 clusters Score: Raw -516913.721611 + Penalty 1708.892763 = -515204.828848 nChanged 21 SP:Iteration 68Q (6812.933355 sec): 3 clusters Score: Raw -516916.465493 + Penalty 1708.892763 = -515207.572730 nChanged 17 SP:Iteration 69Q (6812.980356 sec): 3 clusters Score: Raw -516918.837728 + Penalty 1708.892763 = -515209.944965 nChanged 21 SP:Iteration 70Q (6813.039417 sec): 3 clusters Score: Raw -516923.327063 + Penalty 1708.892763 = -515214.434301 nChanged 22 SP:Iteration 71Q (6813.082796 sec): 3 clusters Score: Raw -516926.400710 + Penalty 1708.892763 = -515217.507948 nChanged 15 SP:Iteration 72Q (6813.129683 sec): 3 clusters Score: Raw -516927.764668 + Penalty 1708.892763 = -515218.871905 nChanged 13 SP:Iteration 73Q (6813.183897 sec): 3 clusters Score: Raw -516928.727342 + Penalty 1708.892763 = -515219.834579 nChanged 4 SP:Iteration 74Q (6813.238640 sec): 3 clusters Score: Raw -516929.003833 + Penalty 1708.892763 = -515220.111070 nChanged 3 SP:Iteration 75Q (6813.300623 sec): 3 clusters Score: Raw -516929.305240 + Penalty 1708.892763 = -515220.412478 nChanged 6 SP:Iteration 76Q (6813.354833 sec): 3 clusters Score: Raw -516929.794486 + Penalty 1708.892763 = -515220.901723 nChanged 2 SP:Iteration 77Q (6813.407878 sec): 3 clusters Score: Raw -516929.913384 + Penalty 1708.892763 = -515221.020622 nChanged 2 SP:Iteration 78Q (6813.464035 sec): 3 clusters Score: Raw -516930.069394 + Penalty 1708.892763 = -515221.176631 nChanged 3 SP:Iteration 79Q (6813.510039 sec): 3 clusters Score: Raw -516930.204793 + Penalty 1708.892763 = -515221.312030 nChanged 2 SP:Iteration 80F (6813.568256 sec): 3 clusters Score: Raw -516930.322259 + Penalty 1708.892763 = -515221.429496 nChanged 1 SP:Iteration 81Q (6813.626173 sec): 3 clusters Score: Raw -516930.392015 + Penalty 1708.892763 = -515221.499253 nChanged 2 SP:Iteration 82Q (6813.666591 sec): 3 clusters Score: Raw -516930.489409 + Penalty 1708.892763 = -515221.596646 nChanged 1 SP:Iteration 83Q (6813.728534 sec): 3 clusters Score: Raw -516930.726432 + Penalty 1708.892763 = -515221.833670 nChanged 3 SP:Iteration 84Q (6813.775448 sec): 3 clusters Score: Raw -516930.915852 + Penalty 1708.892763 = -515222.023090 nChanged 2 SP:Iteration 85Q (6813.837184 sec): 3 clusters Score: Raw -516931.006994 + Penalty 1708.892763 = -515222.114231 nChanged 0 SP:Iteration 86F (6813.892659 sec): 3 clusters Score: Raw -516931.006994 + Penalty 1708.892763 = -515222.114231 nChanged 0 Trying to split cluster 28 (9766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6813.915174 sec): 2 clusters Score: Raw -644595.698841 + Penalty 872.732913 = -643722.965928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6813.970524 sec): 3 clusters Score: Raw -638742.708632 + Penalty 1745.465826 = -636997.242806 nChanged 4409 SP:Iteration 1F (6814.032675 sec): 3 clusters Score: Raw -641331.539958 + Penalty 1745.465826 = -639586.074132 nChanged 601 SP:Iteration 2F (6814.078854 sec): 3 clusters Score: Raw -641581.822528 + Penalty 1745.465826 = -639836.356701 nChanged 504 SP:Iteration 3F (6814.138124 sec): 3 clusters Score: Raw -641812.400700 + Penalty 1745.465826 = -640066.934874 nChanged 457 SP:Iteration 4Q (6814.209336 sec): 3 clusters Score: Raw -642016.631465 + Penalty 1745.465826 = -640271.165639 nChanged 416 SP:Iteration 5Q (6814.261247 sec): 3 clusters Score: Raw -642219.766018 + Penalty 1745.465826 = -640474.300192 nChanged 416 SP:Iteration 6Q (6814.308224 sec): 3 clusters Score: Raw -642438.826534 + Penalty 1745.465826 = -640693.360708 nChanged 442 SP:Iteration 7Q (6814.367777 sec): 3 clusters Score: Raw -642707.556541 + Penalty 1745.465826 = -640962.090715 nChanged 475 SP:Iteration 8Q (6814.416185 sec): 3 clusters Score: Raw -642994.259926 + Penalty 1745.465826 = -641248.794100 nChanged 439 SP:Iteration 9Q (6814.481146 sec): 3 clusters Score: Raw -643265.963651 + Penalty 1745.465826 = -641520.497824 nChanged 430 SP:Iteration 10Q (6814.530075 sec): 3 clusters Score: Raw -643546.579717 + Penalty 1745.465826 = -641801.113891 nChanged 395 SP:Iteration 11Q (6814.592250 sec): 3 clusters Score: Raw -643799.604300 + Penalty 1745.465826 = -642054.138473 nChanged 350 SP:Iteration 12Q (6814.641046 sec): 3 clusters Score: Raw -644050.049647 + Penalty 1745.465826 = -642304.583821 nChanged 298 SP:Iteration 13Q (6814.707369 sec): 3 clusters Score: Raw -644281.059485 + Penalty 1745.465826 = -642535.593659 nChanged 233 SP:Iteration 14Q (6814.760267 sec): 3 clusters Score: Raw -644480.801279 + Penalty 1745.465826 = -642735.335453 nChanged 164 SP:Iteration 15Q (6814.814360 sec): 3 clusters Score: Raw -644617.306941 + Penalty 1745.465826 = -642871.841114 nChanged 116 SP:Iteration 16Q (6814.872362 sec): 3 clusters Score: Raw -644713.291359 + Penalty 1745.465826 = -642967.825532 nChanged 88 SP:Iteration 17Q (6814.912627 sec): 3 clusters Score: Raw -644784.674533 + Penalty 1745.465826 = -643039.208707 nChanged 62 SP:Iteration 18Q (6814.972438 sec): 3 clusters Score: Raw -644842.432223 + Penalty 1745.465826 = -643096.966396 nChanged 48 SP:Iteration 19Q (6815.015968 sec): 3 clusters Score: Raw -644893.994236 + Penalty 1745.465826 = -643148.528410 nChanged 41 SP:Iteration 20F (6815.065990 sec): 3 clusters Score: Raw -644940.431530 + Penalty 1745.465826 = -643194.965703 nChanged 42 SP:Iteration 21Q (6815.120643 sec): 3 clusters Score: Raw -644983.979119 + Penalty 1745.465826 = -643238.513293 nChanged 32 SP:Iteration 22Q (6815.181958 sec): 3 clusters Score: Raw -645019.642961 + Penalty 1745.465826 = -643274.177135 nChanged 32 SP:Iteration 23Q (6815.237763 sec): 3 clusters Score: Raw -645050.451179 + Penalty 1745.465826 = -643304.985352 nChanged 32 SP:Iteration 24Q (6815.280559 sec): 3 clusters Score: Raw -645075.117046 + Penalty 1745.465826 = -643329.651220 nChanged 21 SP:Iteration 25Q (6815.336171 sec): 3 clusters Score: Raw -645086.800545 + Penalty 1745.465826 = -643341.334718 nChanged 17 SP:Iteration 26Q (6815.391223 sec): 3 clusters Score: Raw -645099.312912 + Penalty 1745.465826 = -643353.847085 nChanged 19 SP:Iteration 27Q (6815.451379 sec): 3 clusters Score: Raw -645113.829087 + Penalty 1745.465826 = -643368.363261 nChanged 15 SP:Iteration 28Q (6815.487681 sec): 3 clusters Score: Raw -645123.449820 + Penalty 1745.465826 = -643377.983993 nChanged 15 SP:Iteration 29Q (6815.545665 sec): 3 clusters Score: Raw -645132.364535 + Penalty 1745.465826 = -643386.898709 nChanged 12 SP:Iteration 30Q (6815.597106 sec): 3 clusters Score: Raw -645136.859045 + Penalty 1745.465826 = -643391.393219 nChanged 8 SP:Iteration 31Q (6815.645565 sec): 3 clusters Score: Raw -645142.329319 + Penalty 1745.465826 = -643396.863493 nChanged 11 SP:Iteration 32Q (6815.693462 sec): 3 clusters Score: Raw -645148.961045 + Penalty 1745.465826 = -643403.495219 nChanged 10 SP:Iteration 33Q (6815.752795 sec): 3 clusters Score: Raw -645154.359661 + Penalty 1745.465826 = -643408.893835 nChanged 8 SP:Iteration 34Q (6815.808862 sec): 3 clusters Score: Raw -645157.555197 + Penalty 1745.465826 = -643412.089371 nChanged 6 SP:Iteration 35Q (6815.864202 sec): 3 clusters Score: Raw -645160.018666 + Penalty 1745.465826 = -643414.552839 nChanged 2 SP:Iteration 36Q (6815.915271 sec): 3 clusters Score: Raw -645160.503532 + Penalty 1745.465826 = -643415.037705 nChanged 0 SP:Iteration 37F (6815.960739 sec): 3 clusters Score: Raw -645161.756643 + Penalty 1745.465826 = -643416.290817 nChanged 5 SP:Iteration 38Q (6816.022759 sec): 3 clusters Score: Raw -645164.522963 + Penalty 1745.465826 = -643419.057137 nChanged 5 SP:Iteration 39Q (6816.084032 sec): 3 clusters Score: Raw -645168.143898 + Penalty 1745.465826 = -643422.678072 nChanged 3 SP:Iteration 40F (6816.141089 sec): 3 clusters Score: Raw -645170.501931 + Penalty 1745.465826 = -643425.036105 nChanged 6 SP:Iteration 41Q (6816.200634 sec): 3 clusters Score: Raw -645174.415936 + Penalty 1745.465826 = -643428.950109 nChanged 9 SP:Iteration 42Q (6816.248176 sec): 3 clusters Score: Raw -645180.323025 + Penalty 1745.465826 = -643434.857198 nChanged 5 SP:Iteration 43Q (6816.295291 sec): 3 clusters Score: Raw -645186.561423 + Penalty 1745.465826 = -643441.095597 nChanged 11 SP:Iteration 44Q (6816.351483 sec): 3 clusters Score: Raw -645195.403374 + Penalty 1745.465826 = -643449.937548 nChanged 12 SP:Iteration 45Q (6816.403941 sec): 3 clusters Score: Raw -645204.895666 + Penalty 1745.465826 = -643459.429839 nChanged 17 SP:Iteration 46Q (6816.454887 sec): 3 clusters Score: Raw -645217.252360 + Penalty 1745.465826 = -643471.786534 nChanged 12 SP:Iteration 47Q (6816.507651 sec): 3 clusters Score: Raw -645229.588067 + Penalty 1745.465826 = -643484.122241 nChanged 18 SP:Iteration 48Q (6816.568023 sec): 3 clusters Score: Raw -645249.406484 + Penalty 1745.465826 = -643503.940657 nChanged 39 SP:Iteration 49Q (6816.610718 sec): 3 clusters Score: Raw -645304.504953 + Penalty 1745.465826 = -643559.039126 nChanged 48 SP:Iteration 50Q (6816.672517 sec): 3 clusters Score: Raw -645362.059933 + Penalty 1745.465826 = -643616.594106 nChanged 45 SP:Iteration 51Q (6816.720937 sec): 3 clusters Score: Raw -645400.837300 + Penalty 1745.465826 = -643655.371474 nChanged 36 SP:Iteration 52Q (6816.776453 sec): 3 clusters Score: Raw -645431.208407 + Penalty 1745.465826 = -643685.742581 nChanged 21 SP:Iteration 53Q (6816.827045 sec): 3 clusters Score: Raw -645444.525102 + Penalty 1745.465826 = -643699.059275 nChanged 15 SP:Iteration 54Q (6816.875522 sec): 3 clusters Score: Raw -645453.132827 + Penalty 1745.465826 = -643707.667001 nChanged 12 SP:Iteration 55Q (6816.928707 sec): 3 clusters Score: Raw -645458.533781 + Penalty 1745.465826 = -643713.067954 nChanged 5 SP:Iteration 56Q (6816.979827 sec): 3 clusters Score: Raw -645460.289800 + Penalty 1745.465826 = -643714.823973 nChanged 3 SP:Iteration 57Q (6817.030376 sec): 3 clusters Score: Raw -645461.818397 + Penalty 1745.465826 = -643716.352571 nChanged 1 SP:Iteration 58Q (6817.085077 sec): 3 clusters Score: Raw -645464.665436 + Penalty 1745.465826 = -643719.199610 nChanged 2 SP:Iteration 59Q (6817.150527 sec): 3 clusters Score: Raw -645464.942390 + Penalty 1745.465826 = -643719.476563 nChanged 0 SP:Iteration 60F (6817.208429 sec): 3 clusters Score: Raw -645484.743060 + Penalty 1745.465826 = -643739.277233 nChanged 10 SP:Iteration 61Q (6817.259829 sec): 3 clusters Score: Raw -645490.417219 + Penalty 1745.465826 = -643744.951392 nChanged 8 SP:Iteration 62Q (6817.305959 sec): 3 clusters Score: Raw -645493.121447 + Penalty 1745.465826 = -643747.655621 nChanged 7 SP:Iteration 63Q (6817.354327 sec): 3 clusters Score: Raw -645496.302809 + Penalty 1745.465826 = -643750.836983 nChanged 11 SP:Iteration 64Q (6817.406978 sec): 3 clusters Score: Raw -645499.062295 + Penalty 1745.465826 = -643753.596469 nChanged 4 SP:Iteration 65Q (6817.459630 sec): 3 clusters Score: Raw -645500.442657 + Penalty 1745.465826 = -643754.976830 nChanged 4 SP:Iteration 66Q (6817.516232 sec): 3 clusters Score: Raw -645501.604673 + Penalty 1745.465826 = -643756.138846 nChanged 5 SP:Iteration 67Q (6817.576659 sec): 3 clusters Score: Raw -645502.963604 + Penalty 1745.465826 = -643757.497777 nChanged 1 SP:Iteration 68Q (6817.631134 sec): 3 clusters Score: Raw -645503.114374 + Penalty 1745.465826 = -643757.648547 nChanged 0 SP:Iteration 69F (6817.684161 sec): 3 clusters Score: Raw -645503.114374 + Penalty 1745.465826 = -643757.648547 nChanged 0 Score: Raw -45959200.265630 + Penalty 54623.503038 = -45904576.762592 Splitting cluster 28 changes total score from -45904935.694894 to -45904576.762592 So it's not getting split. Trying to split cluster 29 (8522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6830.702350 sec): 2 clusters Score: Raw -622446.445753 + Penalty 859.788602 = -621586.657151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6830.746324 sec): 3 clusters Score: Raw -617437.192484 + Penalty 1719.577203 = -615717.615280 nChanged 3813 SP:Iteration 1F (6830.798822 sec): 3 clusters Score: Raw -619561.278579 + Penalty 1719.577203 = -617841.701376 nChanged 585 SP:Iteration 2F (6830.854899 sec): 3 clusters Score: Raw -619899.151120 + Penalty 1719.577203 = -618179.573917 nChanged 619 SP:Iteration 3F (6830.906941 sec): 3 clusters Score: Raw -620330.457861 + Penalty 1719.577203 = -618610.880658 nChanged 624 SP:Iteration 4F (6830.968109 sec): 3 clusters Score: Raw -620821.669356 + Penalty 1719.577203 = -619102.092152 nChanged 627 SP:Iteration 5F (6831.013060 sec): 3 clusters Score: Raw -621349.228514 + Penalty 1719.577203 = -619629.651310 nChanged 576 SP:Iteration 6F (6831.070351 sec): 3 clusters Score: Raw -621842.391949 + Penalty 1719.577203 = -620122.814745 nChanged 463 SP:Iteration 7F (6831.123651 sec): 3 clusters Score: Raw -622211.430599 + Penalty 1719.577203 = -620491.853395 nChanged 341 SP:Iteration 8Q (6831.178460 sec): 3 clusters Score: Raw -622471.559024 + Penalty 1719.577203 = -620751.981821 nChanged 270 SP:Iteration 9Q (6831.240417 sec): 3 clusters Score: Raw -622638.146559 + Penalty 1719.577203 = -620918.569356 nChanged 182 SP:Iteration 10Q (6831.298987 sec): 3 clusters Score: Raw -622738.008651 + Penalty 1719.577203 = -621018.431447 nChanged 138 SP:Iteration 11Q (6831.351668 sec): 3 clusters Score: Raw -622796.813170 + Penalty 1719.577203 = -621077.235966 nChanged 95 SP:Iteration 12Q (6831.396783 sec): 3 clusters Score: Raw -622833.199083 + Penalty 1719.577203 = -621113.621880 nChanged 84 SP:Iteration 13Q (6831.454869 sec): 3 clusters Score: Raw -622865.643475 + Penalty 1719.577203 = -621146.066272 nChanged 75 SP:Iteration 14Q (6831.514291 sec): 3 clusters Score: Raw -622889.531177 + Penalty 1719.577203 = -621169.953974 nChanged 56 SP:Iteration 15Q (6831.566486 sec): 3 clusters Score: Raw -622906.379418 + Penalty 1719.577203 = -621186.802215 nChanged 50 SP:Iteration 16Q (6831.614497 sec): 3 clusters Score: Raw -622922.373180 + Penalty 1719.577203 = -621202.795977 nChanged 36 SP:Iteration 17Q (6831.673731 sec): 3 clusters Score: Raw -622929.871631 + Penalty 1719.577203 = -621210.294427 nChanged 31 SP:Iteration 18Q (6831.726587 sec): 3 clusters Score: Raw -622935.281034 + Penalty 1719.577203 = -621215.703831 nChanged 32 SP:Iteration 19Q (6831.781216 sec): 3 clusters Score: Raw -622941.508512 + Penalty 1719.577203 = -621221.931308 nChanged 27 SP:Iteration 20F (6831.832148 sec): 3 clusters Score: Raw -622947.997344 + Penalty 1719.577203 = -621228.420140 nChanged 24 SP:Iteration 21Q (6831.881264 sec): 3 clusters Score: Raw -622953.295292 + Penalty 1719.577203 = -621233.718089 nChanged 22 SP:Iteration 22Q (6831.937244 sec): 3 clusters Score: Raw -622957.404934 + Penalty 1719.577203 = -621237.827731 nChanged 16 SP:Iteration 23Q (6831.986259 sec): 3 clusters Score: Raw -622960.716071 + Penalty 1719.577203 = -621241.138868 nChanged 15 SP:Iteration 24Q (6832.041354 sec): 3 clusters Score: Raw -622962.718611 + Penalty 1719.577203 = -621243.141408 nChanged 6 SP:Iteration 25Q (6832.089169 sec): 3 clusters Score: Raw -622963.803040 + Penalty 1719.577203 = -621244.225837 nChanged 8 SP:Iteration 26Q (6832.143297 sec): 3 clusters Score: Raw -622965.050089 + Penalty 1719.577203 = -621245.472886 nChanged 13 SP:Iteration 27Q (6832.200169 sec): 3 clusters Score: Raw -622967.659882 + Penalty 1719.577203 = -621248.082678 nChanged 17 SP:Iteration 28Q (6832.244609 sec): 3 clusters Score: Raw -622970.723950 + Penalty 1719.577203 = -621251.146747 nChanged 16 SP:Iteration 29Q (6832.296383 sec): 3 clusters Score: Raw -622973.150110 + Penalty 1719.577203 = -621253.572907 nChanged 10 SP:Iteration 30Q (6832.348291 sec): 3 clusters Score: Raw -622974.736503 + Penalty 1719.577203 = -621255.159299 nChanged 15 SP:Iteration 31Q (6832.405793 sec): 3 clusters Score: Raw -622976.981881 + Penalty 1719.577203 = -621257.404677 nChanged 8 SP:Iteration 32Q (6832.450827 sec): 3 clusters Score: Raw -622978.328332 + Penalty 1719.577203 = -621258.751129 nChanged 16 SP:Iteration 33Q (6832.497882 sec): 3 clusters Score: Raw -622980.359735 + Penalty 1719.577203 = -621260.782531 nChanged 12 SP:Iteration 34Q (6832.543752 sec): 3 clusters Score: Raw -622982.944246 + Penalty 1719.577203 = -621263.367042 nChanged 12 SP:Iteration 35Q (6832.588003 sec): 3 clusters Score: Raw -622984.747872 + Penalty 1719.577203 = -621265.170668 nChanged 7 SP:Iteration 36Q (6832.635890 sec): 3 clusters Score: Raw -622985.269886 + Penalty 1719.577203 = -621265.692682 nChanged 4 SP:Iteration 37Q (6832.689962 sec): 3 clusters Score: Raw -622985.734727 + Penalty 1719.577203 = -621266.157524 nChanged 3 SP:Iteration 38Q (6832.737493 sec): 3 clusters Score: Raw -622986.233828 + Penalty 1719.577203 = -621266.656625 nChanged 4 SP:Iteration 39Q (6832.801933 sec): 3 clusters Score: Raw -622986.881501 + Penalty 1719.577203 = -621267.304298 nChanged 2 SP:Iteration 40F (6832.847557 sec): 3 clusters Score: Raw -622987.104762 + Penalty 1719.577203 = -621267.527558 nChanged 3 SP:Iteration 41Q (6832.898969 sec): 3 clusters Score: Raw -622987.436963 + Penalty 1719.577203 = -621267.859760 nChanged 5 SP:Iteration 42Q (6832.944059 sec): 3 clusters Score: Raw -622987.805907 + Penalty 1719.577203 = -621268.228703 nChanged 3 SP:Iteration 43Q (6833.001377 sec): 3 clusters Score: Raw -622988.063906 + Penalty 1719.577203 = -621268.486703 nChanged 2 SP:Iteration 44Q (6833.050995 sec): 3 clusters Score: Raw -622988.397005 + Penalty 1719.577203 = -621268.819801 nChanged 1 SP:Iteration 45Q (6833.114604 sec): 3 clusters Score: Raw -622988.504473 + Penalty 1719.577203 = -621268.927270 nChanged 0 SP:Iteration 46F (6833.160454 sec): 3 clusters Score: Raw -622988.504473 + Penalty 1719.577203 = -621268.927270 nChanged 0 Trying to split cluster 30 (1629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6833.187102 sec): 2 clusters Score: Raw -85304.324993 + Penalty 702.593553 = -84601.731440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6833.235484 sec): 3 clusters Score: Raw -84609.200233 + Penalty 1405.187106 = -83204.013127 nChanged 604 SP:Iteration 1F (6833.280069 sec): 3 clusters Score: Raw -84973.289873 + Penalty 1405.187106 = -83568.102767 nChanged 122 SP:Iteration 2F (6833.320661 sec): 3 clusters Score: Raw -85048.922676 + Penalty 1405.187106 = -83643.735571 nChanged 72 SP:Iteration 3Q (6833.376738 sec): 3 clusters Score: Raw -85099.601582 + Penalty 1405.187106 = -83694.414476 nChanged 58 SP:Iteration 4Q (6833.416717 sec): 3 clusters Score: Raw -85127.980247 + Penalty 1405.187106 = -83722.793141 nChanged 41 SP:Iteration 5Q (6833.457171 sec): 3 clusters Score: Raw -85155.728350 + Penalty 1405.187106 = -83750.541245 nChanged 44 SP:Iteration 6Q (6833.500258 sec): 3 clusters Score: Raw -85184.589495 + Penalty 1405.187106 = -83779.402389 nChanged 50 SP:Iteration 7Q (6833.549135 sec): 3 clusters Score: Raw -85217.950783 + Penalty 1405.187106 = -83812.763677 nChanged 49 SP:Iteration 8Q (6833.593350 sec): 3 clusters Score: Raw -85247.404753 + Penalty 1405.187106 = -83842.217648 nChanged 44 SP:Iteration 9Q (6833.643016 sec): 3 clusters Score: Raw -85278.873065 + Penalty 1405.187106 = -83873.685959 nChanged 39 SP:Iteration 10Q (6833.700816 sec): 3 clusters Score: Raw -85308.188975 + Penalty 1405.187106 = -83903.001869 nChanged 46 SP:Iteration 11Q (6833.742281 sec): 3 clusters Score: Raw -85336.572162 + Penalty 1405.187106 = -83931.385056 nChanged 39 SP:Iteration 12Q (6833.779807 sec): 3 clusters Score: Raw -85363.514812 + Penalty 1405.187106 = -83958.327707 nChanged 47 SP:Iteration 13Q (6833.829180 sec): 3 clusters Score: Raw -85394.567301 + Penalty 1405.187106 = -83989.380195 nChanged 38 SP:Iteration 14Q (6833.862235 sec): 3 clusters Score: Raw -85423.038903 + Penalty 1405.187106 = -84017.851798 nChanged 33 SP:Iteration 15Q (6833.900436 sec): 3 clusters Score: Raw -85438.938902 + Penalty 1405.187106 = -84033.751796 nChanged 25 SP:Iteration 16Q (6833.932728 sec): 3 clusters Score: Raw -85452.045400 + Penalty 1405.187106 = -84046.858294 nChanged 19 SP:Iteration 17Q (6833.969932 sec): 3 clusters Score: Raw -85463.460810 + Penalty 1405.187106 = -84058.273705 nChanged 21 SP:Iteration 18Q (6834.014653 sec): 3 clusters Score: Raw -85474.158936 + Penalty 1405.187106 = -84068.971831 nChanged 17 SP:Iteration 19Q (6834.058049 sec): 3 clusters Score: Raw -85487.290689 + Penalty 1405.187106 = -84082.103583 nChanged 17 SP:Iteration 20F (6834.101456 sec): 3 clusters Score: Raw -85492.613820 + Penalty 1405.187106 = -84087.426714 nChanged 8 SP:Iteration 21Q (6834.143809 sec): 3 clusters Score: Raw -85495.072957 + Penalty 1405.187106 = -84089.885851 nChanged 9 SP:Iteration 22Q (6834.191596 sec): 3 clusters Score: Raw -85498.365574 + Penalty 1405.187106 = -84093.178468 nChanged 8 SP:Iteration 23Q (6834.247123 sec): 3 clusters Score: Raw -85501.062573 + Penalty 1405.187106 = -84095.875467 nChanged 5 SP:Iteration 24Q (6834.291670 sec): 3 clusters Score: Raw -85502.515066 + Penalty 1405.187106 = -84097.327960 nChanged 1 SP:Iteration 25Q (6834.337762 sec): 3 clusters Score: Raw -85502.775348 + Penalty 1405.187106 = -84097.588243 nChanged 0 SP:Iteration 26F (6834.383976 sec): 3 clusters Score: Raw -85502.775348 + Penalty 1405.187106 = -84097.588243 nChanged 0 Trying to split cluster 31 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6834.415509 sec): 2 clusters Score: Raw -223875.012332 + Penalty 765.480949 = -223109.531384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6834.466038 sec): 3 clusters Score: Raw -222262.922010 + Penalty 1530.961897 = -220731.960113 nChanged 1299 SP:Iteration 1F (6834.500078 sec): 3 clusters Score: Raw -223011.739874 + Penalty 1530.961897 = -221480.777977 nChanged 229 SP:Iteration 2F (6834.554311 sec): 3 clusters Score: Raw -223129.348552 + Penalty 1530.961897 = -221598.386655 nChanged 160 SP:Iteration 3F (6834.594331 sec): 3 clusters Score: Raw -223209.970269 + Penalty 1530.961897 = -221679.008372 nChanged 132 SP:Iteration 4Q (6834.638812 sec): 3 clusters Score: Raw -223287.674301 + Penalty 1530.961897 = -221756.712404 nChanged 121 SP:Iteration 5Q (6834.689142 sec): 3 clusters Score: Raw -223360.520153 + Penalty 1530.961897 = -221829.558256 nChanged 118 SP:Iteration 6Q (6834.733348 sec): 3 clusters Score: Raw -223446.778164 + Penalty 1530.961897 = -221915.816267 nChanged 145 SP:Iteration 7Q (6834.785603 sec): 3 clusters Score: Raw -223569.088059 + Penalty 1530.961897 = -222038.126162 nChanged 125 SP:Iteration 8Q (6834.826612 sec): 3 clusters Score: Raw -223681.230868 + Penalty 1530.961897 = -222150.268971 nChanged 131 SP:Iteration 9Q (6834.875087 sec): 3 clusters Score: Raw -223813.075017 + Penalty 1530.961897 = -222282.113120 nChanged 116 SP:Iteration 10Q (6834.927831 sec): 3 clusters Score: Raw -223933.640868 + Penalty 1530.961897 = -222402.678971 nChanged 94 SP:Iteration 11Q (6834.972634 sec): 3 clusters Score: Raw -224028.668746 + Penalty 1530.961897 = -222497.706849 nChanged 80 SP:Iteration 12Q (6835.010279 sec): 3 clusters Score: Raw -224122.445427 + Penalty 1530.961897 = -222591.483530 nChanged 59 SP:Iteration 13Q (6835.061644 sec): 3 clusters Score: Raw -224188.281629 + Penalty 1530.961897 = -222657.319732 nChanged 51 SP:Iteration 14Q (6835.107614 sec): 3 clusters Score: Raw -224238.166245 + Penalty 1530.961897 = -222707.204348 nChanged 29 SP:Iteration 15Q (6835.155853 sec): 3 clusters Score: Raw -224260.723495 + Penalty 1530.961897 = -222729.761598 nChanged 30 SP:Iteration 16Q (6835.197177 sec): 3 clusters Score: Raw -224275.409035 + Penalty 1530.961897 = -222744.447138 nChanged 15 SP:Iteration 17Q (6835.243326 sec): 3 clusters Score: Raw -224281.645807 + Penalty 1530.961897 = -222750.683910 nChanged 11 SP:Iteration 18Q (6835.294804 sec): 3 clusters Score: Raw -224288.089331 + Penalty 1530.961897 = -222757.127434 nChanged 7 SP:Iteration 19Q (6835.335253 sec): 3 clusters Score: Raw -224290.809081 + Penalty 1530.961897 = -222759.847184 nChanged 6 SP:Iteration 20F (6835.384515 sec): 3 clusters Score: Raw -224293.991671 + Penalty 1530.961897 = -222763.029774 nChanged 6 SP:Iteration 21Q (6835.429510 sec): 3 clusters Score: Raw -224296.916915 + Penalty 1530.961897 = -222765.955018 nChanged 5 SP:Iteration 22Q (6835.463194 sec): 3 clusters Score: Raw -224299.035757 + Penalty 1530.961897 = -222768.073860 nChanged 4 SP:Iteration 23Q (6835.512604 sec): 3 clusters Score: Raw -224300.665253 + Penalty 1530.961897 = -222769.703356 nChanged 2 SP:Iteration 24Q (6835.551569 sec): 3 clusters Score: Raw -224301.543563 + Penalty 1530.961897 = -222770.581666 nChanged 1 SP:Iteration 25Q (6835.599525 sec): 3 clusters Score: Raw -224301.777940 + Penalty 1530.961897 = -222770.816042 nChanged 0 SP:Iteration 26F (6835.642592 sec): 3 clusters Score: Raw -224301.777940 + Penalty 1530.961897 = -222770.816042 nChanged 0 Trying to split cluster 32 (3467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6835.676518 sec): 2 clusters Score: Raw -194214.984597 + Penalty 774.349270 = -193440.635327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6835.722237 sec): 3 clusters Score: Raw -192382.681160 + Penalty 1548.698540 = -190833.982621 nChanged 1478 SP:Iteration 1F (6835.762904 sec): 3 clusters Score: Raw -193289.546016 + Penalty 1548.698540 = -191740.847476 nChanged 257 SP:Iteration 2F (6835.807195 sec): 3 clusters Score: Raw -193495.349934 + Penalty 1548.698540 = -191946.651395 nChanged 228 SP:Iteration 3F (6835.850176 sec): 3 clusters Score: Raw -193693.195258 + Penalty 1548.698540 = -192144.496719 nChanged 197 SP:Iteration 4F (6835.892388 sec): 3 clusters Score: Raw -193828.832105 + Penalty 1548.698540 = -192280.133565 nChanged 165 SP:Iteration 5Q (6835.945492 sec): 3 clusters Score: Raw -193932.700354 + Penalty 1548.698540 = -192384.001815 nChanged 139 SP:Iteration 6Q (6835.983908 sec): 3 clusters Score: Raw -194005.998764 + Penalty 1548.698540 = -192457.300225 nChanged 111 SP:Iteration 7Q (6836.031442 sec): 3 clusters Score: Raw -194067.744135 + Penalty 1548.698540 = -192519.045595 nChanged 108 SP:Iteration 8Q (6836.076183 sec): 3 clusters Score: Raw -194120.412329 + Penalty 1548.698540 = -192571.713790 nChanged 99 SP:Iteration 9Q (6836.129458 sec): 3 clusters Score: Raw -194167.147552 + Penalty 1548.698540 = -192618.449012 nChanged 69 SP:Iteration 10Q (6836.168658 sec): 3 clusters Score: Raw -194200.796639 + Penalty 1548.698540 = -192652.098099 nChanged 58 SP:Iteration 11Q (6836.224125 sec): 3 clusters Score: Raw -194219.995118 + Penalty 1548.698540 = -192671.296578 nChanged 52 SP:Iteration 12Q (6836.278427 sec): 3 clusters Score: Raw -194240.314470 + Penalty 1548.698540 = -192691.615930 nChanged 36 SP:Iteration 13Q (6836.324112 sec): 3 clusters Score: Raw -194253.447078 + Penalty 1548.698540 = -192704.748538 nChanged 30 SP:Iteration 14Q (6836.371634 sec): 3 clusters Score: Raw -194262.084988 + Penalty 1548.698540 = -192713.386448 nChanged 26 SP:Iteration 15Q (6836.425895 sec): 3 clusters Score: Raw -194271.557531 + Penalty 1548.698540 = -192722.858992 nChanged 26 SP:Iteration 16Q (6836.466036 sec): 3 clusters Score: Raw -194278.161436 + Penalty 1548.698540 = -192729.462896 nChanged 15 SP:Iteration 17Q (6836.518438 sec): 3 clusters Score: Raw -194282.721780 + Penalty 1548.698540 = -192734.023241 nChanged 17 SP:Iteration 18Q (6836.560783 sec): 3 clusters Score: Raw -194288.099324 + Penalty 1548.698540 = -192739.400784 nChanged 20 SP:Iteration 19Q (6836.593464 sec): 3 clusters Score: Raw -194292.536894 + Penalty 1548.698540 = -192743.838355 nChanged 14 SP:Iteration 20F (6836.652847 sec): 3 clusters Score: Raw -194295.847901 + Penalty 1548.698540 = -192747.149362 nChanged 12 SP:Iteration 21Q (6836.691740 sec): 3 clusters Score: Raw -194299.017411 + Penalty 1548.698540 = -192750.318871 nChanged 10 SP:Iteration 22Q (6836.727278 sec): 3 clusters Score: Raw -194300.812623 + Penalty 1548.698540 = -192752.114084 nChanged 8 SP:Iteration 23Q (6836.781549 sec): 3 clusters Score: Raw -194302.575614 + Penalty 1548.698540 = -192753.877074 nChanged 8 SP:Iteration 24Q (6836.824146 sec): 3 clusters Score: Raw -194304.237245 + Penalty 1548.698540 = -192755.538705 nChanged 10 SP:Iteration 25Q (6836.855731 sec): 3 clusters Score: Raw -194305.958251 + Penalty 1548.698540 = -192757.259711 nChanged 9 SP:Iteration 26Q (6836.901000 sec): 3 clusters Score: Raw -194307.735687 + Penalty 1548.698540 = -192759.037147 nChanged 4 SP:Iteration 27Q (6836.961249 sec): 3 clusters Score: Raw -194308.307650 + Penalty 1548.698540 = -192759.609110 nChanged 2 SP:Iteration 28Q (6837.004016 sec): 3 clusters Score: Raw -194308.704888 + Penalty 1548.698540 = -192760.006349 nChanged 3 SP:Iteration 29Q (6837.050663 sec): 3 clusters Score: Raw -194309.556308 + Penalty 1548.698540 = -192760.857769 nChanged 6 SP:Iteration 30Q (6837.089998 sec): 3 clusters Score: Raw -194310.839109 + Penalty 1548.698540 = -192762.140570 nChanged 3 SP:Iteration 31Q (6837.131760 sec): 3 clusters Score: Raw -194311.656779 + Penalty 1548.698540 = -192762.958239 nChanged 3 SP:Iteration 32Q (6837.179615 sec): 3 clusters Score: Raw -194312.936659 + Penalty 1548.698540 = -192764.238119 nChanged 7 SP:Iteration 33Q (6837.235887 sec): 3 clusters Score: Raw -194314.007517 + Penalty 1548.698540 = -192765.308977 nChanged 9 SP:Iteration 34Q (6837.281886 sec): 3 clusters Score: Raw -194315.166494 + Penalty 1548.698540 = -192766.467954 nChanged 6 SP:Iteration 35Q (6837.324967 sec): 3 clusters Score: Raw -194315.966021 + Penalty 1548.698540 = -192767.267481 nChanged 7 SP:Iteration 36Q (6837.375540 sec): 3 clusters Score: Raw -194317.209324 + Penalty 1548.698540 = -192768.510784 nChanged 7 SP:Iteration 37Q (6837.424696 sec): 3 clusters Score: Raw -194318.275093 + Penalty 1548.698540 = -192769.576553 nChanged 6 SP:Iteration 38Q (6837.468687 sec): 3 clusters Score: Raw -194318.797851 + Penalty 1548.698540 = -192770.099311 nChanged 1 SP:Iteration 39Q (6837.509929 sec): 3 clusters Score: Raw -194318.864719 + Penalty 1548.698540 = -192770.166179 nChanged 1 SP:Iteration 40F (6837.564670 sec): 3 clusters Score: Raw -194318.915684 + Penalty 1548.698540 = -192770.217145 nChanged 1 SP:Iteration 41Q (6837.612600 sec): 3 clusters Score: Raw -194318.961941 + Penalty 1548.698540 = -192770.263401 nChanged 0 SP:Iteration 42F (6837.654206 sec): 3 clusters Score: Raw -194318.961941 + Penalty 1548.698540 = -192770.263401 nChanged 0 Trying to split cluster 33 (17679 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6837.697206 sec): 2 clusters Score: Raw -1319973.796335 + Penalty 929.112613 = -1319044.683721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6837.769938 sec): 3 clusters Score: Raw -1309125.583184 + Penalty 1858.225227 = -1307267.357957 nChanged 8104 SP:Iteration 1F (6837.824686 sec): 3 clusters Score: Raw -1313589.198587 + Penalty 1858.225227 = -1311730.973360 nChanged 972 SP:Iteration 2F (6837.887676 sec): 3 clusters Score: Raw -1314021.851593 + Penalty 1858.225227 = -1312163.626366 nChanged 1025 SP:Iteration 3F (6837.951347 sec): 3 clusters Score: Raw -1314608.844714 + Penalty 1858.225227 = -1312750.619487 nChanged 1099 SP:Iteration 4F (6838.021468 sec): 3 clusters Score: Raw -1315293.917642 + Penalty 1858.225227 = -1313435.692415 nChanged 1101 SP:Iteration 5F (6838.078045 sec): 3 clusters Score: Raw -1316101.833858 + Penalty 1858.225227 = -1314243.608631 nChanged 1070 SP:Iteration 6F (6838.153493 sec): 3 clusters Score: Raw -1316903.281864 + Penalty 1858.225227 = -1315045.056637 nChanged 941 SP:Iteration 7F (6838.213724 sec): 3 clusters Score: Raw -1317495.066769 + Penalty 1858.225227 = -1315636.841542 nChanged 736 SP:Iteration 8Q (6838.274446 sec): 3 clusters Score: Raw -1317875.895989 + Penalty 1858.225227 = -1316017.670762 nChanged 491 SP:Iteration 9Q (6838.340089 sec): 3 clusters Score: Raw -1318059.056544 + Penalty 1858.225227 = -1316200.831317 nChanged 369 SP:Iteration 10Q (6838.403090 sec): 3 clusters Score: Raw -1318167.379766 + Penalty 1858.225227 = -1316309.154539 nChanged 264 SP:Iteration 11Q (6838.460371 sec): 3 clusters Score: Raw -1318238.490148 + Penalty 1858.225227 = -1316380.264921 nChanged 222 SP:Iteration 12Q (6838.524073 sec): 3 clusters Score: Raw -1318295.713027 + Penalty 1858.225227 = -1316437.487800 nChanged 188 SP:Iteration 13Q (6838.581810 sec): 3 clusters Score: Raw -1318344.748118 + Penalty 1858.225227 = -1316486.522891 nChanged 206 SP:Iteration 14Q (6838.644806 sec): 3 clusters Score: Raw -1318402.072510 + Penalty 1858.225227 = -1316543.847283 nChanged 185 SP:Iteration 15Q (6838.712857 sec): 3 clusters Score: Raw -1318449.308907 + Penalty 1858.225227 = -1316591.083680 nChanged 164 SP:Iteration 16Q (6838.784767 sec): 3 clusters Score: Raw -1318492.377395 + Penalty 1858.225227 = -1316634.152168 nChanged 179 SP:Iteration 17Q (6838.841572 sec): 3 clusters Score: Raw -1318544.024540 + Penalty 1858.225227 = -1316685.799313 nChanged 207 SP:Iteration 18Q (6838.914738 sec): 3 clusters Score: Raw -1318608.970624 + Penalty 1858.225227 = -1316750.745397 nChanged 196 SP:Iteration 19Q (6838.972777 sec): 3 clusters Score: Raw -1318664.036370 + Penalty 1858.225227 = -1316805.811143 nChanged 192 SP:Iteration 20F (6839.037470 sec): 3 clusters Score: Raw -1318720.760313 + Penalty 1858.225227 = -1316862.535086 nChanged 212 SP:Iteration 21Q (6839.098400 sec): 3 clusters Score: Raw -1318792.238023 + Penalty 1858.225227 = -1316934.012796 nChanged 216 SP:Iteration 22Q (6839.174242 sec): 3 clusters Score: Raw -1318875.131449 + Penalty 1858.225227 = -1317016.906222 nChanged 225 SP:Iteration 23Q (6839.243829 sec): 3 clusters Score: Raw -1318959.445601 + Penalty 1858.225227 = -1317101.220375 nChanged 207 SP:Iteration 24Q (6839.300280 sec): 3 clusters Score: Raw -1319033.734615 + Penalty 1858.225227 = -1317175.509388 nChanged 196 SP:Iteration 25Q (6839.369145 sec): 3 clusters Score: Raw -1319104.458894 + Penalty 1858.225227 = -1317246.233667 nChanged 201 SP:Iteration 26Q (6839.421219 sec): 3 clusters Score: Raw -1319184.993031 + Penalty 1858.225227 = -1317326.767804 nChanged 220 SP:Iteration 27Q (6839.478283 sec): 3 clusters Score: Raw -1319285.888956 + Penalty 1858.225227 = -1317427.663729 nChanged 188 SP:Iteration 28Q (6839.550281 sec): 3 clusters Score: Raw -1319374.097629 + Penalty 1858.225227 = -1317515.872403 nChanged 184 SP:Iteration 29Q (6839.612132 sec): 3 clusters Score: Raw -1319461.840964 + Penalty 1858.225227 = -1317603.615737 nChanged 187 SP:Iteration 30Q (6839.663569 sec): 3 clusters Score: Raw -1319558.681269 + Penalty 1858.225227 = -1317700.456042 nChanged 169 SP:Iteration 31Q (6839.725752 sec): 3 clusters Score: Raw -1319644.797791 + Penalty 1858.225227 = -1317786.572564 nChanged 149 SP:Iteration 32Q (6839.792736 sec): 3 clusters Score: Raw -1319725.048576 + Penalty 1858.225227 = -1317866.823349 nChanged 135 SP:Iteration 33Q (6839.849860 sec): 3 clusters Score: Raw -1319795.362299 + Penalty 1858.225227 = -1317937.137072 nChanged 111 SP:Iteration 34Q (6839.922403 sec): 3 clusters Score: Raw -1319842.868645 + Penalty 1858.225227 = -1317984.643418 nChanged 80 SP:Iteration 35Q (6839.980995 sec): 3 clusters Score: Raw -1319876.413307 + Penalty 1858.225227 = -1318018.188080 nChanged 65 SP:Iteration 36Q (6840.032350 sec): 3 clusters Score: Raw -1319900.260349 + Penalty 1858.225227 = -1318042.035122 nChanged 45 SP:Iteration 37Q (6840.105705 sec): 3 clusters Score: Raw -1319914.773197 + Penalty 1858.225227 = -1318056.547970 nChanged 34 SP:Iteration 38Q (6840.165663 sec): 3 clusters Score: Raw -1319924.252817 + Penalty 1858.225227 = -1318066.027590 nChanged 32 SP:Iteration 39Q (6840.228420 sec): 3 clusters Score: Raw -1319933.544696 + Penalty 1858.225227 = -1318075.319469 nChanged 37 SP:Iteration 40F (6840.298617 sec): 3 clusters Score: Raw -1319947.662179 + Penalty 1858.225227 = -1318089.436952 nChanged 30 SP:Iteration 41Q (6840.340836 sec): 3 clusters Score: Raw -1319958.392207 + Penalty 1858.225227 = -1318100.166980 nChanged 36 SP:Iteration 42Q (6840.410591 sec): 3 clusters Score: Raw -1319973.633142 + Penalty 1858.225227 = -1318115.407915 nChanged 39 SP:Iteration 43Q (6840.475704 sec): 3 clusters Score: Raw -1319988.392709 + Penalty 1858.225227 = -1318130.167482 nChanged 31 SP:Iteration 44Q (6840.534498 sec): 3 clusters Score: Raw -1319998.487960 + Penalty 1858.225227 = -1318140.262733 nChanged 30 SP:Iteration 45Q (6840.594448 sec): 3 clusters Score: Raw -1320008.234276 + Penalty 1858.225227 = -1318150.009049 nChanged 28 SP:Iteration 46Q (6840.652960 sec): 3 clusters Score: Raw -1320018.298805 + Penalty 1858.225227 = -1318160.073578 nChanged 23 SP:Iteration 47Q (6840.714584 sec): 3 clusters Score: Raw -1320028.340548 + Penalty 1858.225227 = -1318170.115321 nChanged 26 SP:Iteration 48Q (6840.773069 sec): 3 clusters Score: Raw -1320039.048875 + Penalty 1858.225227 = -1318180.823648 nChanged 17 SP:Iteration 49Q (6840.837965 sec): 3 clusters Score: Raw -1320046.128170 + Penalty 1858.225227 = -1318187.902943 nChanged 19 SP:Iteration 50Q (6840.899951 sec): 3 clusters Score: Raw -1320055.236249 + Penalty 1858.225227 = -1318197.011022 nChanged 21 SP:Iteration 51Q (6840.957448 sec): 3 clusters Score: Raw -1320064.941599 + Penalty 1858.225227 = -1318206.716372 nChanged 19 SP:Iteration 52Q (6841.034429 sec): 3 clusters Score: Raw -1320071.880062 + Penalty 1858.225227 = -1318213.654835 nChanged 16 SP:Iteration 53Q (6841.085598 sec): 3 clusters Score: Raw -1320077.390975 + Penalty 1858.225227 = -1318219.165748 nChanged 17 SP:Iteration 54Q (6841.145092 sec): 3 clusters Score: Raw -1320082.134476 + Penalty 1858.225227 = -1318223.909249 nChanged 7 SP:Iteration 55Q (6841.220651 sec): 3 clusters Score: Raw -1320084.720004 + Penalty 1858.225227 = -1318226.494777 nChanged 5 SP:Iteration 56Q (6841.280656 sec): 3 clusters Score: Raw -1320087.061578 + Penalty 1858.225227 = -1318228.836351 nChanged 6 SP:Iteration 57Q (6841.344019 sec): 3 clusters Score: Raw -1320090.620813 + Penalty 1858.225227 = -1318232.395586 nChanged 11 SP:Iteration 58Q (6841.406929 sec): 3 clusters Score: Raw -1320096.000354 + Penalty 1858.225227 = -1318237.775127 nChanged 12 SP:Iteration 59Q (6841.453250 sec): 3 clusters Score: Raw -1320100.567538 + Penalty 1858.225227 = -1318242.342311 nChanged 10 SP:Iteration 60F (6841.515686 sec): 3 clusters Score: Raw -1320103.577448 + Penalty 1858.225227 = -1318245.352221 nChanged 2 SP:Iteration 61Q (6841.589610 sec): 3 clusters Score: Raw -1320104.135291 + Penalty 1858.225227 = -1318245.910064 nChanged 1 SP:Iteration 62Q (6841.640001 sec): 3 clusters Score: Raw -1320104.384940 + Penalty 1858.225227 = -1318246.159713 nChanged 2 SP:Iteration 63Q (6841.708046 sec): 3 clusters Score: Raw -1320105.387771 + Penalty 1858.225227 = -1318247.162544 nChanged 2 SP:Iteration 64Q (6841.773729 sec): 3 clusters Score: Raw -1320105.976609 + Penalty 1858.225227 = -1318247.751382 nChanged 2 SP:Iteration 65Q (6841.826913 sec): 3 clusters Score: Raw -1320106.813510 + Penalty 1858.225227 = -1318248.588283 nChanged 4 SP:Iteration 66Q (6841.897132 sec): 3 clusters Score: Raw -1320108.096712 + Penalty 1858.225227 = -1318249.871485 nChanged 3 SP:Iteration 67Q (6841.959907 sec): 3 clusters Score: Raw -1320108.937214 + Penalty 1858.225227 = -1318250.711987 nChanged 3 SP:Iteration 68Q (6842.019056 sec): 3 clusters Score: Raw -1320109.790781 + Penalty 1858.225227 = -1318251.565554 nChanged 2 SP:Iteration 69Q (6842.069159 sec): 3 clusters Score: Raw -1320110.285950 + Penalty 1858.225227 = -1318252.060723 nChanged 1 SP:Iteration 70Q (6842.137399 sec): 3 clusters Score: Raw -1320110.684238 + Penalty 1858.225227 = -1318252.459011 nChanged 1 SP:Iteration 71Q (6842.191099 sec): 3 clusters Score: Raw -1320111.136414 + Penalty 1858.225227 = -1318252.911187 nChanged 2 SP:Iteration 72Q (6842.245520 sec): 3 clusters Score: Raw -1320111.902856 + Penalty 1858.225227 = -1318253.677629 nChanged 4 SP:Iteration 73Q (6842.309099 sec): 3 clusters Score: Raw -1320113.794723 + Penalty 1858.225227 = -1318255.569496 nChanged 3 SP:Iteration 74Q (6842.357727 sec): 3 clusters Score: Raw -1320115.455841 + Penalty 1858.225227 = -1318257.230614 nChanged 6 SP:Iteration 75Q (6842.417336 sec): 3 clusters Score: Raw -1320118.019857 + Penalty 1858.225227 = -1318259.794631 nChanged 6 SP:Iteration 76Q (6842.490977 sec): 3 clusters Score: Raw -1320120.507316 + Penalty 1858.225227 = -1318262.282089 nChanged 5 SP:Iteration 77Q (6842.532063 sec): 3 clusters Score: Raw -1320123.614809 + Penalty 1858.225227 = -1318265.389582 nChanged 4 SP:Iteration 78Q (6842.606996 sec): 3 clusters Score: Raw -1320126.046171 + Penalty 1858.225227 = -1318267.820945 nChanged 6 SP:Iteration 79Q (6842.668607 sec): 3 clusters Score: Raw -1320128.180626 + Penalty 1858.225227 = -1318269.955399 nChanged 4 SP:Iteration 80F (6842.726757 sec): 3 clusters Score: Raw -1320130.062021 + Penalty 1858.225227 = -1318271.836794 nChanged 5 SP:Iteration 81Q (6842.790224 sec): 3 clusters Score: Raw -1320131.504276 + Penalty 1858.225227 = -1318273.279049 nChanged 2 SP:Iteration 82Q (6842.860007 sec): 3 clusters Score: Raw -1320132.058402 + Penalty 1858.225227 = -1318273.833175 nChanged 1 SP:Iteration 83Q (6842.912223 sec): 3 clusters Score: Raw -1320132.577856 + Penalty 1858.225227 = -1318274.352629 nChanged 0 SP:Iteration 84F (6842.982358 sec): 3 clusters Score: Raw -1320132.577856 + Penalty 1858.225227 = -1318274.352629 nChanged 0 Trying to split cluster 34 (1126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6843.000717 sec): 2 clusters Score: Raw -69896.473137 + Penalty 667.510547 = -69228.962590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6843.045139 sec): 3 clusters Score: Raw -69427.395821 + Penalty 1335.021094 = -68092.374728 nChanged 394 SP:Iteration 1F (6843.092620 sec): 3 clusters Score: Raw -69803.117536 + Penalty 1335.021094 = -68468.096442 nChanged 109 SP:Iteration 2F (6843.134561 sec): 3 clusters Score: Raw -69964.595297 + Penalty 1335.021094 = -68629.574203 nChanged 70 SP:Iteration 3F (6843.179651 sec): 3 clusters Score: Raw -70048.986070 + Penalty 1335.021094 = -68713.964976 nChanged 55 SP:Iteration 4Q (6843.219813 sec): 3 clusters Score: Raw -70115.670742 + Penalty 1335.021094 = -68780.649649 nChanged 42 SP:Iteration 5Q (6843.268055 sec): 3 clusters Score: Raw -70186.593935 + Penalty 1335.021094 = -68851.572841 nChanged 45 SP:Iteration 6Q (6843.297128 sec): 3 clusters Score: Raw -70233.793995 + Penalty 1335.021094 = -68898.772901 nChanged 34 SP:Iteration 7Q (6843.338811 sec): 3 clusters Score: Raw -70264.893654 + Penalty 1335.021094 = -68929.872560 nChanged 34 SP:Iteration 8Q (6843.384570 sec): 3 clusters Score: Raw -70305.913058 + Penalty 1335.021094 = -68970.891964 nChanged 28 SP:Iteration 9Q (6843.429834 sec): 3 clusters Score: Raw -70337.413559 + Penalty 1335.021094 = -69002.392465 nChanged 21 SP:Iteration 10Q (6843.481056 sec): 3 clusters Score: Raw -70383.979621 + Penalty 1335.021094 = -69048.958527 nChanged 22 SP:Iteration 11Q (6843.512376 sec): 3 clusters Score: Raw -70435.264766 + Penalty 1335.021094 = -69100.243672 nChanged 20 SP:Iteration 12Q (6843.566381 sec): 3 clusters Score: Raw -70452.476623 + Penalty 1335.021094 = -69117.455529 nChanged 13 SP:Iteration 13Q (6843.613628 sec): 3 clusters Score: Raw -70462.214644 + Penalty 1335.021094 = -69127.193550 nChanged 8 SP:Iteration 14Q (6843.657384 sec): 3 clusters Score: Raw -70467.033859 + Penalty 1335.021094 = -69132.012765 nChanged 6 SP:Iteration 15Q (6843.700355 sec): 3 clusters Score: Raw -70469.604298 + Penalty 1335.021094 = -69134.583205 nChanged 3 SP:Iteration 16Q (6843.738822 sec): 3 clusters Score: Raw -70472.142557 + Penalty 1335.021094 = -69137.121464 nChanged 7 SP:Iteration 17Q (6843.799187 sec): 3 clusters Score: Raw -70494.122949 + Penalty 1335.021094 = -69159.101855 nChanged 12 SP:Iteration 18Q (6843.838992 sec): 3 clusters Score: Raw -70522.192819 + Penalty 1335.021094 = -69187.171726 nChanged 14 SP:Iteration 19Q (6843.875787 sec): 3 clusters Score: Raw -70537.375650 + Penalty 1335.021094 = -69202.354556 nChanged 12 SP:Iteration 20F (6843.924225 sec): 3 clusters Score: Raw -70560.701917 + Penalty 1335.021094 = -69225.680824 nChanged 14 SP:Iteration 21Q (6843.971561 sec): 3 clusters Score: Raw -70605.531909 + Penalty 1335.021094 = -69270.510815 nChanged 11 SP:Iteration 22Q (6844.013360 sec): 3 clusters Score: Raw -70632.894670 + Penalty 1335.021094 = -69297.873576 nChanged 15 SP:Iteration 23Q (6844.057716 sec): 3 clusters Score: Raw -70645.142571 + Penalty 1335.021094 = -69310.121477 nChanged 7 SP:Iteration 24Q (6844.102291 sec): 3 clusters Score: Raw -70652.466396 + Penalty 1335.021094 = -69317.445303 nChanged 9 SP:Iteration 25Q (6844.152171 sec): 3 clusters Score: Raw -70660.176323 + Penalty 1335.021094 = -69325.155229 nChanged 6 SP:Iteration 26Q (6844.187222 sec): 3 clusters Score: Raw -70663.161140 + Penalty 1335.021094 = -69328.140046 nChanged 2 SP:Iteration 27Q (6844.229248 sec): 3 clusters Score: Raw -70663.864842 + Penalty 1335.021094 = -69328.843748 nChanged 1 SP:Iteration 28Q (6844.285187 sec): 3 clusters Score: Raw -70664.206894 + Penalty 1335.021094 = -69329.185800 nChanged 0 SP:Iteration 29F (6844.328955 sec): 3 clusters Score: Raw -70664.206894 + Penalty 1335.021094 = -69329.185800 nChanged 0 Score: Raw -45959060.583855 + Penalty 54623.503038 = -45904437.080817 Splitting cluster 34 changes total score from -45904935.694894 to -45904437.080817 So it's not getting split. Trying to split cluster 35 (5025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6857.329090 sec): 2 clusters Score: Raw -327563.008600 + Penalty 809.607170 = -326753.401430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6857.379929 sec): 3 clusters Score: Raw -324754.116570 + Penalty 1619.214339 = -323134.902231 nChanged 2151 SP:Iteration 1F (6857.432453 sec): 3 clusters Score: Raw -325930.959195 + Penalty 1619.214339 = -324311.744856 nChanged 356 SP:Iteration 2F (6857.481741 sec): 3 clusters Score: Raw -326108.160533 + Penalty 1619.214339 = -324488.946193 nChanged 285 SP:Iteration 3F (6857.520253 sec): 3 clusters Score: Raw -326233.174736 + Penalty 1619.214339 = -324613.960396 nChanged 229 SP:Iteration 4Q (6857.561914 sec): 3 clusters Score: Raw -326339.307596 + Penalty 1619.214339 = -324720.093257 nChanged 208 SP:Iteration 5Q (6857.626082 sec): 3 clusters Score: Raw -326444.967786 + Penalty 1619.214339 = -324825.753447 nChanged 182 SP:Iteration 6Q (6857.679117 sec): 3 clusters Score: Raw -326537.340465 + Penalty 1619.214339 = -324918.126125 nChanged 182 SP:Iteration 7Q (6857.723485 sec): 3 clusters Score: Raw -326621.107086 + Penalty 1619.214339 = -325001.892747 nChanged 178 SP:Iteration 8Q (6857.769137 sec): 3 clusters Score: Raw -326700.408475 + Penalty 1619.214339 = -325081.194136 nChanged 142 SP:Iteration 9Q (6857.821450 sec): 3 clusters Score: Raw -326768.723654 + Penalty 1619.214339 = -325149.509315 nChanged 146 SP:Iteration 10Q (6857.866110 sec): 3 clusters Score: Raw -326829.548917 + Penalty 1619.214339 = -325210.334577 nChanged 134 SP:Iteration 11Q (6857.908726 sec): 3 clusters Score: Raw -326889.826139 + Penalty 1619.214339 = -325270.611800 nChanged 123 SP:Iteration 12Q (6857.964012 sec): 3 clusters Score: Raw -326932.953265 + Penalty 1619.214339 = -325313.738925 nChanged 103 SP:Iteration 13Q (6858.017654 sec): 3 clusters Score: Raw -326972.335258 + Penalty 1619.214339 = -325353.120919 nChanged 87 SP:Iteration 14Q (6858.056154 sec): 3 clusters Score: Raw -327002.562244 + Penalty 1619.214339 = -325383.347905 nChanged 87 SP:Iteration 15Q (6858.102130 sec): 3 clusters Score: Raw -327042.106514 + Penalty 1619.214339 = -325422.892175 nChanged 100 SP:Iteration 16Q (6858.148824 sec): 3 clusters Score: Raw -327086.096926 + Penalty 1619.214339 = -325466.882587 nChanged 89 SP:Iteration 17Q (6858.199077 sec): 3 clusters Score: Raw -327118.640587 + Penalty 1619.214339 = -325499.426248 nChanged 90 SP:Iteration 18Q (6858.234602 sec): 3 clusters Score: Raw -327149.370350 + Penalty 1619.214339 = -325530.156011 nChanged 88 SP:Iteration 19Q (6858.272074 sec): 3 clusters Score: Raw -327187.160865 + Penalty 1619.214339 = -325567.946526 nChanged 83 SP:Iteration 20F (6858.313983 sec): 3 clusters Score: Raw -327214.676238 + Penalty 1619.214339 = -325595.461899 nChanged 65 SP:Iteration 21Q (6858.366687 sec): 3 clusters Score: Raw -327237.989757 + Penalty 1619.214339 = -325618.775418 nChanged 53 SP:Iteration 22Q (6858.419241 sec): 3 clusters Score: Raw -327257.974479 + Penalty 1619.214339 = -325638.760140 nChanged 64 SP:Iteration 23Q (6858.468606 sec): 3 clusters Score: Raw -327279.973624 + Penalty 1619.214339 = -325660.759285 nChanged 67 SP:Iteration 24Q (6858.523661 sec): 3 clusters Score: Raw -327303.168276 + Penalty 1619.214339 = -325683.953937 nChanged 64 SP:Iteration 25Q (6858.574146 sec): 3 clusters Score: Raw -327328.796074 + Penalty 1619.214339 = -325709.581734 nChanged 72 SP:Iteration 26Q (6858.624429 sec): 3 clusters Score: Raw -327360.279443 + Penalty 1619.214339 = -325741.065103 nChanged 78 SP:Iteration 27Q (6858.672512 sec): 3 clusters Score: Raw -327394.895550 + Penalty 1619.214339 = -325775.681211 nChanged 77 SP:Iteration 28Q (6858.718762 sec): 3 clusters Score: Raw -327429.632136 + Penalty 1619.214339 = -325810.417797 nChanged 80 SP:Iteration 29Q (6858.755368 sec): 3 clusters Score: Raw -327467.464442 + Penalty 1619.214339 = -325848.250102 nChanged 71 SP:Iteration 30Q (6858.801643 sec): 3 clusters Score: Raw -327505.054634 + Penalty 1619.214339 = -325885.840295 nChanged 64 SP:Iteration 31Q (6858.846859 sec): 3 clusters Score: Raw -327529.302743 + Penalty 1619.214339 = -325910.088404 nChanged 50 SP:Iteration 32Q (6858.906836 sec): 3 clusters Score: Raw -327549.334698 + Penalty 1619.214339 = -325930.120359 nChanged 37 SP:Iteration 33Q (6858.952436 sec): 3 clusters Score: Raw -327563.580302 + Penalty 1619.214339 = -325944.365962 nChanged 35 SP:Iteration 34Q (6858.994928 sec): 3 clusters Score: Raw -327574.291764 + Penalty 1619.214339 = -325955.077425 nChanged 27 SP:Iteration 35Q (6859.049895 sec): 3 clusters Score: Raw -327584.114449 + Penalty 1619.214339 = -325964.900110 nChanged 26 SP:Iteration 36Q (6859.099157 sec): 3 clusters Score: Raw -327597.741836 + Penalty 1619.214339 = -325978.527497 nChanged 34 SP:Iteration 37Q (6859.140080 sec): 3 clusters Score: Raw -327612.379941 + Penalty 1619.214339 = -325993.165601 nChanged 30 SP:Iteration 38Q (6859.201622 sec): 3 clusters Score: Raw -327624.470319 + Penalty 1619.214339 = -326005.255980 nChanged 24 SP:Iteration 39Q (6859.239967 sec): 3 clusters Score: Raw -327632.831797 + Penalty 1619.214339 = -326013.617458 nChanged 16 SP:Iteration 40F (6859.293127 sec): 3 clusters Score: Raw -327641.155002 + Penalty 1619.214339 = -326021.940663 nChanged 16 SP:Iteration 41Q (6859.336085 sec): 3 clusters Score: Raw -327648.531998 + Penalty 1619.214339 = -326029.317659 nChanged 14 SP:Iteration 42Q (6859.386160 sec): 3 clusters Score: Raw -327654.319099 + Penalty 1619.214339 = -326035.104759 nChanged 17 SP:Iteration 43Q (6859.442231 sec): 3 clusters Score: Raw -327661.077504 + Penalty 1619.214339 = -326041.863165 nChanged 14 SP:Iteration 44Q (6859.479473 sec): 3 clusters Score: Raw -327666.182259 + Penalty 1619.214339 = -326046.967920 nChanged 9 SP:Iteration 45Q (6859.543670 sec): 3 clusters Score: Raw -327668.598260 + Penalty 1619.214339 = -326049.383920 nChanged 5 SP:Iteration 46Q (6859.580381 sec): 3 clusters Score: Raw -327670.224030 + Penalty 1619.214339 = -326051.009691 nChanged 8 SP:Iteration 47Q (6859.636883 sec): 3 clusters Score: Raw -327672.581082 + Penalty 1619.214339 = -326053.366743 nChanged 7 SP:Iteration 48Q (6859.685702 sec): 3 clusters Score: Raw -327675.035461 + Penalty 1619.214339 = -326055.821122 nChanged 7 SP:Iteration 49Q (6859.724231 sec): 3 clusters Score: Raw -327676.459089 + Penalty 1619.214339 = -326057.244750 nChanged 4 SP:Iteration 50Q (6859.777877 sec): 3 clusters Score: Raw -327677.618272 + Penalty 1619.214339 = -326058.403932 nChanged 5 SP:Iteration 51Q (6859.820447 sec): 3 clusters Score: Raw -327679.125421 + Penalty 1619.214339 = -326059.911082 nChanged 6 SP:Iteration 52Q (6859.874697 sec): 3 clusters Score: Raw -327681.234437 + Penalty 1619.214339 = -326062.020097 nChanged 6 SP:Iteration 53Q (6859.921792 sec): 3 clusters Score: Raw -327683.316782 + Penalty 1619.214339 = -326064.102443 nChanged 10 SP:Iteration 54Q (6859.963992 sec): 3 clusters Score: Raw -327686.617011 + Penalty 1619.214339 = -326067.402672 nChanged 10 SP:Iteration 55Q (6860.016178 sec): 3 clusters Score: Raw -327691.135667 + Penalty 1619.214339 = -326071.921328 nChanged 6 SP:Iteration 56Q (6860.068127 sec): 3 clusters Score: Raw -327693.303052 + Penalty 1619.214339 = -326074.088712 nChanged 4 SP:Iteration 57Q (6860.118899 sec): 3 clusters Score: Raw -327694.640749 + Penalty 1619.214339 = -326075.426410 nChanged 3 SP:Iteration 58Q (6860.155610 sec): 3 clusters Score: Raw -327696.161854 + Penalty 1619.214339 = -326076.947515 nChanged 7 SP:Iteration 59Q (6860.211316 sec): 3 clusters Score: Raw -327699.897252 + Penalty 1619.214339 = -326080.682913 nChanged 5 SP:Iteration 60F (6860.251754 sec): 3 clusters Score: Raw -327701.798967 + Penalty 1619.214339 = -326082.584628 nChanged 5 SP:Iteration 61Q (6860.303076 sec): 3 clusters Score: Raw -327703.798626 + Penalty 1619.214339 = -326084.584286 nChanged 5 SP:Iteration 62Q (6860.352390 sec): 3 clusters Score: Raw -327705.515449 + Penalty 1619.214339 = -326086.301109 nChanged 5 SP:Iteration 63Q (6860.403970 sec): 3 clusters Score: Raw -327707.569795 + Penalty 1619.214339 = -326088.355455 nChanged 7 SP:Iteration 64Q (6860.451275 sec): 3 clusters Score: Raw -327710.788957 + Penalty 1619.214339 = -326091.574618 nChanged 6 SP:Iteration 65Q (6860.501540 sec): 3 clusters Score: Raw -327714.362783 + Penalty 1619.214339 = -326095.148444 nChanged 7 SP:Iteration 66Q (6860.545832 sec): 3 clusters Score: Raw -327719.309978 + Penalty 1619.214339 = -326100.095638 nChanged 8 SP:Iteration 67Q (6860.602603 sec): 3 clusters Score: Raw -327723.531152 + Penalty 1619.214339 = -326104.316813 nChanged 9 SP:Iteration 68Q (6860.654545 sec): 3 clusters Score: Raw -327727.511376 + Penalty 1619.214339 = -326108.297037 nChanged 7 SP:Iteration 69Q (6860.691053 sec): 3 clusters Score: Raw -327729.894761 + Penalty 1619.214339 = -326110.680422 nChanged 4 SP:Iteration 70Q (6860.747513 sec): 3 clusters Score: Raw -327731.944724 + Penalty 1619.214339 = -326112.730385 nChanged 3 SP:Iteration 71Q (6860.796200 sec): 3 clusters Score: Raw -327733.099604 + Penalty 1619.214339 = -326113.885265 nChanged 2 SP:Iteration 72Q (6860.847855 sec): 3 clusters Score: Raw -327733.550244 + Penalty 1619.214339 = -326114.335905 nChanged 1 SP:Iteration 73Q (6860.894936 sec): 3 clusters Score: Raw -327733.791707 + Penalty 1619.214339 = -326114.577368 nChanged 1 SP:Iteration 74Q (6860.939585 sec): 3 clusters Score: Raw -327733.966717 + Penalty 1619.214339 = -326114.752378 nChanged 0 SP:Iteration 75F (6860.994223 sec): 3 clusters Score: Raw -327733.966717 + Penalty 1619.214339 = -326114.752378 nChanged 0 Trying to split cluster 36 (5283 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6861.022627 sec): 2 clusters Score: Raw -370120.409213 + Penalty 814.363693 = -369306.045521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6861.077060 sec): 3 clusters Score: Raw -367170.209909 + Penalty 1628.727385 = -365541.482524 nChanged 2312 SP:Iteration 1F (6861.135450 sec): 3 clusters Score: Raw -368778.747034 + Penalty 1628.727385 = -367150.019648 nChanged 482 SP:Iteration 2F (6861.181080 sec): 3 clusters Score: Raw -369211.693429 + Penalty 1628.727385 = -367582.966044 nChanged 415 SP:Iteration 3F (6861.238172 sec): 3 clusters Score: Raw -369547.855728 + Penalty 1628.727385 = -367919.128342 nChanged 335 SP:Iteration 4F (6861.292709 sec): 3 clusters Score: Raw -369783.109106 + Penalty 1628.727385 = -368154.381721 nChanged 255 SP:Iteration 5Q (6861.347149 sec): 3 clusters Score: Raw -369938.380411 + Penalty 1628.727385 = -368309.653026 nChanged 197 SP:Iteration 6Q (6861.388410 sec): 3 clusters Score: Raw -370036.781229 + Penalty 1628.727385 = -368408.053844 nChanged 154 SP:Iteration 7Q (6861.455332 sec): 3 clusters Score: Raw -370116.276126 + Penalty 1628.727385 = -368487.548740 nChanged 126 SP:Iteration 8Q (6861.498494 sec): 3 clusters Score: Raw -370186.034502 + Penalty 1628.727385 = -368557.307117 nChanged 116 SP:Iteration 9Q (6861.545031 sec): 3 clusters Score: Raw -370257.177056 + Penalty 1628.727385 = -368628.449671 nChanged 102 SP:Iteration 10Q (6861.610130 sec): 3 clusters Score: Raw -370315.474839 + Penalty 1628.727385 = -368686.747454 nChanged 99 SP:Iteration 11Q (6861.665678 sec): 3 clusters Score: Raw -370362.291462 + Penalty 1628.727385 = -368733.564077 nChanged 80 SP:Iteration 12Q (6861.708261 sec): 3 clusters Score: Raw -370404.259616 + Penalty 1628.727385 = -368775.532230 nChanged 80 SP:Iteration 13Q (6861.763723 sec): 3 clusters Score: Raw -370444.031227 + Penalty 1628.727385 = -368815.303842 nChanged 75 SP:Iteration 14Q (6861.822839 sec): 3 clusters Score: Raw -370485.038079 + Penalty 1628.727385 = -368856.310694 nChanged 69 SP:Iteration 15Q (6861.866473 sec): 3 clusters Score: Raw -370513.435897 + Penalty 1628.727385 = -368884.708512 nChanged 49 SP:Iteration 16Q (6861.918248 sec): 3 clusters Score: Raw -370533.638951 + Penalty 1628.727385 = -368904.911566 nChanged 41 SP:Iteration 17Q (6861.974769 sec): 3 clusters Score: Raw -370551.495882 + Penalty 1628.727385 = -368922.768497 nChanged 43 SP:Iteration 18Q (6862.022072 sec): 3 clusters Score: Raw -370570.936559 + Penalty 1628.727385 = -368942.209173 nChanged 35 SP:Iteration 19Q (6862.077786 sec): 3 clusters Score: Raw -370590.036541 + Penalty 1628.727385 = -368961.309156 nChanged 39 SP:Iteration 20F (6862.120244 sec): 3 clusters Score: Raw -370608.137390 + Penalty 1628.727385 = -368979.410004 nChanged 34 SP:Iteration 21Q (6862.168737 sec): 3 clusters Score: Raw -370618.292851 + Penalty 1628.727385 = -368989.565466 nChanged 24 SP:Iteration 22Q (6862.230580 sec): 3 clusters Score: Raw -370624.992741 + Penalty 1628.727385 = -368996.265356 nChanged 19 SP:Iteration 23Q (6862.274667 sec): 3 clusters Score: Raw -370629.552605 + Penalty 1628.727385 = -369000.825220 nChanged 16 SP:Iteration 24Q (6862.325049 sec): 3 clusters Score: Raw -370634.530886 + Penalty 1628.727385 = -369005.803501 nChanged 12 SP:Iteration 25Q (6862.388978 sec): 3 clusters Score: Raw -370638.487587 + Penalty 1628.727385 = -369009.760202 nChanged 12 SP:Iteration 26Q (6862.441137 sec): 3 clusters Score: Raw -370641.431705 + Penalty 1628.727385 = -369012.704320 nChanged 12 SP:Iteration 27Q (6862.483330 sec): 3 clusters Score: Raw -370643.347966 + Penalty 1628.727385 = -369014.620581 nChanged 4 SP:Iteration 28Q (6862.536892 sec): 3 clusters Score: Raw -370644.349596 + Penalty 1628.727385 = -369015.622211 nChanged 5 SP:Iteration 29Q (6862.586616 sec): 3 clusters Score: Raw -370645.500556 + Penalty 1628.727385 = -369016.773171 nChanged 7 SP:Iteration 30Q (6862.634850 sec): 3 clusters Score: Raw -370646.909237 + Penalty 1628.727385 = -369018.181852 nChanged 7 SP:Iteration 31Q (6862.682307 sec): 3 clusters Score: Raw -370648.607353 + Penalty 1628.727385 = -369019.879968 nChanged 7 SP:Iteration 32Q (6862.740184 sec): 3 clusters Score: Raw -370650.491333 + Penalty 1628.727385 = -369021.763948 nChanged 8 SP:Iteration 33Q (6862.796455 sec): 3 clusters Score: Raw -370651.442100 + Penalty 1628.727385 = -369022.714715 nChanged 8 SP:Iteration 34Q (6862.847729 sec): 3 clusters Score: Raw -370652.190866 + Penalty 1628.727385 = -369023.463480 nChanged 4 SP:Iteration 35Q (6862.905715 sec): 3 clusters Score: Raw -370652.882064 + Penalty 1628.727385 = -369024.154679 nChanged 5 SP:Iteration 36Q (6862.953559 sec): 3 clusters Score: Raw -370654.221637 + Penalty 1628.727385 = -369025.494251 nChanged 7 SP:Iteration 37Q (6862.995580 sec): 3 clusters Score: Raw -370655.321554 + Penalty 1628.727385 = -369026.594168 nChanged 8 SP:Iteration 38Q (6863.047277 sec): 3 clusters Score: Raw -370656.323023 + Penalty 1628.727385 = -369027.595638 nChanged 5 SP:Iteration 39Q (6863.097244 sec): 3 clusters Score: Raw -370656.805808 + Penalty 1628.727385 = -369028.078422 nChanged 2 SP:Iteration 40F (6863.151484 sec): 3 clusters Score: Raw -370657.166461 + Penalty 1628.727385 = -369028.439075 nChanged 3 SP:Iteration 41Q (6863.202047 sec): 3 clusters Score: Raw -370657.581173 + Penalty 1628.727385 = -369028.853788 nChanged 2 SP:Iteration 42Q (6863.264141 sec): 3 clusters Score: Raw -370657.895412 + Penalty 1628.727385 = -369029.168027 nChanged 2 SP:Iteration 43Q (6863.318631 sec): 3 clusters Score: Raw -370658.527902 + Penalty 1628.727385 = -369029.800516 nChanged 6 SP:Iteration 44Q (6863.373705 sec): 3 clusters Score: Raw -370659.872550 + Penalty 1628.727385 = -369031.145165 nChanged 4 SP:Iteration 45Q (6863.431249 sec): 3 clusters Score: Raw -370660.554086 + Penalty 1628.727385 = -369031.826701 nChanged 2 SP:Iteration 46Q (6863.474888 sec): 3 clusters Score: Raw -370660.876066 + Penalty 1628.727385 = -369032.148680 nChanged 1 SP:Iteration 47Q (6863.522741 sec): 3 clusters Score: Raw -370661.038003 + Penalty 1628.727385 = -369032.310617 nChanged 2 SP:Iteration 48Q (6863.576056 sec): 3 clusters Score: Raw -370661.359696 + Penalty 1628.727385 = -369032.632310 nChanged 1 SP:Iteration 49Q (6863.627076 sec): 3 clusters Score: Raw -370661.597416 + Penalty 1628.727385 = -369032.870030 nChanged 4 SP:Iteration 50Q (6863.689199 sec): 3 clusters Score: Raw -370662.539685 + Penalty 1628.727385 = -369033.812299 nChanged 4 SP:Iteration 51Q (6863.732304 sec): 3 clusters Score: Raw -370663.851463 + Penalty 1628.727385 = -369035.124078 nChanged 8 SP:Iteration 52Q (6863.794903 sec): 3 clusters Score: Raw -370665.548897 + Penalty 1628.727385 = -369036.821512 nChanged 7 SP:Iteration 53Q (6863.839281 sec): 3 clusters Score: Raw -370666.739446 + Penalty 1628.727385 = -369038.012061 nChanged 5 SP:Iteration 54Q (6863.904921 sec): 3 clusters Score: Raw -370667.216007 + Penalty 1628.727385 = -369038.488621 nChanged 1 SP:Iteration 55Q (6863.947061 sec): 3 clusters Score: Raw -370667.362172 + Penalty 1628.727385 = -369038.634787 nChanged 1 SP:Iteration 56Q (6864.002005 sec): 3 clusters Score: Raw -370667.462376 + Penalty 1628.727385 = -369038.734991 nChanged 1 SP:Iteration 57Q (6864.053533 sec): 3 clusters Score: Raw -370667.519302 + Penalty 1628.727385 = -369038.791917 nChanged 2 SP:Iteration 58Q (6864.108773 sec): 3 clusters Score: Raw -370667.863306 + Penalty 1628.727385 = -369039.135921 nChanged 3 SP:Iteration 59Q (6864.160758 sec): 3 clusters Score: Raw -370668.478040 + Penalty 1628.727385 = -369039.750654 nChanged 3 SP:Iteration 60F (6864.211690 sec): 3 clusters Score: Raw -370668.916142 + Penalty 1628.727385 = -369040.188756 nChanged 2 SP:Iteration 61Q (6864.266220 sec): 3 clusters Score: Raw -370669.355399 + Penalty 1628.727385 = -369040.628014 nChanged 1 SP:Iteration 62Q (6864.320309 sec): 3 clusters Score: Raw -370669.617975 + Penalty 1628.727385 = -369040.890589 nChanged 3 SP:Iteration 63Q (6864.367973 sec): 3 clusters Score: Raw -370669.940389 + Penalty 1628.727385 = -369041.213003 nChanged 4 SP:Iteration 64Q (6864.422715 sec): 3 clusters Score: Raw -370670.706027 + Penalty 1628.727385 = -369041.978642 nChanged 3 SP:Iteration 65Q (6864.474765 sec): 3 clusters Score: Raw -370671.021919 + Penalty 1628.727385 = -369042.294534 nChanged 1 SP:Iteration 66Q (6864.526661 sec): 3 clusters Score: Raw -370671.070067 + Penalty 1628.727385 = -369042.342681 nChanged 0 SP:Iteration 67F (6864.573938 sec): 3 clusters Score: Raw -370671.070067 + Penalty 1628.727385 = -369042.342681 nChanged 0 Trying to split cluster 37 (4060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6864.603359 sec): 2 clusters Score: Raw -291864.825643 + Penalty 789.349134 = -291075.476509 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6864.651223 sec): 3 clusters Score: Raw -289657.633353 + Penalty 1578.698268 = -288078.935085 nChanged 1718 SP:Iteration 1F (6864.696329 sec): 3 clusters Score: Raw -290859.104678 + Penalty 1578.698268 = -289280.406410 nChanged 367 SP:Iteration 2F (6864.750736 sec): 3 clusters Score: Raw -291138.160923 + Penalty 1578.698268 = -289559.462655 nChanged 294 SP:Iteration 3F (6864.816536 sec): 3 clusters Score: Raw -291361.818509 + Penalty 1578.698268 = -289783.120241 nChanged 226 SP:Iteration 4F (6864.866818 sec): 3 clusters Score: Raw -291509.984751 + Penalty 1578.698268 = -289931.286483 nChanged 160 SP:Iteration 5Q (6864.915499 sec): 3 clusters Score: Raw -291598.524967 + Penalty 1578.698268 = -290019.826699 nChanged 98 SP:Iteration 6Q (6864.966062 sec): 3 clusters Score: Raw -291643.800484 + Penalty 1578.698268 = -290065.102216 nChanged 77 SP:Iteration 7Q (6865.012206 sec): 3 clusters Score: Raw -291681.064480 + Penalty 1578.698268 = -290102.366212 nChanged 61 SP:Iteration 8Q (6865.057455 sec): 3 clusters Score: Raw -291708.513694 + Penalty 1578.698268 = -290129.815426 nChanged 50 SP:Iteration 9Q (6865.111425 sec): 3 clusters Score: Raw -291732.931078 + Penalty 1578.698268 = -290154.232810 nChanged 48 SP:Iteration 10Q (6865.156557 sec): 3 clusters Score: Raw -291758.681274 + Penalty 1578.698268 = -290179.983006 nChanged 50 SP:Iteration 11Q (6865.189801 sec): 3 clusters Score: Raw -291778.376568 + Penalty 1578.698268 = -290199.678300 nChanged 56 SP:Iteration 12Q (6865.248922 sec): 3 clusters Score: Raw -291804.067627 + Penalty 1578.698268 = -290225.369360 nChanged 48 SP:Iteration 13Q (6865.291979 sec): 3 clusters Score: Raw -291830.302745 + Penalty 1578.698268 = -290251.604477 nChanged 48 SP:Iteration 14Q (6865.352932 sec): 3 clusters Score: Raw -291854.684588 + Penalty 1578.698268 = -290275.986320 nChanged 42 SP:Iteration 15Q (6865.409298 sec): 3 clusters Score: Raw -291881.914676 + Penalty 1578.698268 = -290303.216408 nChanged 34 SP:Iteration 16Q (6865.448289 sec): 3 clusters Score: Raw -291898.061657 + Penalty 1578.698268 = -290319.363389 nChanged 32 SP:Iteration 17Q (6865.492746 sec): 3 clusters Score: Raw -291907.236312 + Penalty 1578.698268 = -290328.538044 nChanged 20 SP:Iteration 18Q (6865.553021 sec): 3 clusters Score: Raw -291915.466082 + Penalty 1578.698268 = -290336.767814 nChanged 18 SP:Iteration 19Q (6865.595929 sec): 3 clusters Score: Raw -291922.965219 + Penalty 1578.698268 = -290344.266951 nChanged 20 SP:Iteration 20F (6865.647004 sec): 3 clusters Score: Raw -291930.813132 + Penalty 1578.698268 = -290352.114864 nChanged 21 SP:Iteration 21Q (6865.698634 sec): 3 clusters Score: Raw -291939.884848 + Penalty 1578.698268 = -290361.186580 nChanged 19 SP:Iteration 22Q (6865.752610 sec): 3 clusters Score: Raw -291945.230036 + Penalty 1578.698268 = -290366.531768 nChanged 16 SP:Iteration 23Q (6865.800241 sec): 3 clusters Score: Raw -291951.472232 + Penalty 1578.698268 = -290372.773964 nChanged 8 SP:Iteration 24Q (6865.858768 sec): 3 clusters Score: Raw -291953.504775 + Penalty 1578.698268 = -290374.806507 nChanged 8 SP:Iteration 25Q (6865.914582 sec): 3 clusters Score: Raw -291954.735350 + Penalty 1578.698268 = -290376.037082 nChanged 10 SP:Iteration 26Q (6865.953627 sec): 3 clusters Score: Raw -291957.327768 + Penalty 1578.698268 = -290378.629500 nChanged 5 SP:Iteration 27Q (6866.016443 sec): 3 clusters Score: Raw -291958.510223 + Penalty 1578.698268 = -290379.811955 nChanged 3 SP:Iteration 28Q (6866.068957 sec): 3 clusters Score: Raw -291958.953232 + Penalty 1578.698268 = -290380.254964 nChanged 3 SP:Iteration 29Q (6866.111660 sec): 3 clusters Score: Raw -291960.510898 + Penalty 1578.698268 = -290381.812630 nChanged 6 SP:Iteration 30Q (6866.155408 sec): 3 clusters Score: Raw -291962.729386 + Penalty 1578.698268 = -290384.031118 nChanged 7 SP:Iteration 31Q (6866.220827 sec): 3 clusters Score: Raw -291964.843256 + Penalty 1578.698268 = -290386.144988 nChanged 7 SP:Iteration 32Q (6866.272794 sec): 3 clusters Score: Raw -291966.649571 + Penalty 1578.698268 = -290387.951303 nChanged 4 SP:Iteration 33Q (6866.312901 sec): 3 clusters Score: Raw -291967.225351 + Penalty 1578.698268 = -290388.527083 nChanged 3 SP:Iteration 34Q (6866.375180 sec): 3 clusters Score: Raw -291967.657429 + Penalty 1578.698268 = -290388.959161 nChanged 5 SP:Iteration 35Q (6866.429522 sec): 3 clusters Score: Raw -291968.562891 + Penalty 1578.698268 = -290389.864623 nChanged 4 SP:Iteration 36Q (6866.471319 sec): 3 clusters Score: Raw -291969.727463 + Penalty 1578.698268 = -290391.029195 nChanged 6 SP:Iteration 37Q (6866.536972 sec): 3 clusters Score: Raw -291972.181425 + Penalty 1578.698268 = -290393.483157 nChanged 7 SP:Iteration 38Q (6866.585670 sec): 3 clusters Score: Raw -291974.518266 + Penalty 1578.698268 = -290395.819998 nChanged 6 SP:Iteration 39Q (6866.631705 sec): 3 clusters Score: Raw -291975.841108 + Penalty 1578.698268 = -290397.142840 nChanged 4 SP:Iteration 40F (6866.669170 sec): 3 clusters Score: Raw -291976.961302 + Penalty 1578.698268 = -290398.263034 nChanged 4 SP:Iteration 41Q (6866.723362 sec): 3 clusters Score: Raw -291977.803179 + Penalty 1578.698268 = -290399.104911 nChanged 2 SP:Iteration 42Q (6866.763935 sec): 3 clusters Score: Raw -291978.442746 + Penalty 1578.698268 = -290399.744478 nChanged 5 SP:Iteration 43Q (6866.800258 sec): 3 clusters Score: Raw -291981.333490 + Penalty 1578.698268 = -290402.635222 nChanged 11 SP:Iteration 44Q (6866.848036 sec): 3 clusters Score: Raw -291985.098651 + Penalty 1578.698268 = -290406.400383 nChanged 7 SP:Iteration 45Q (6866.901081 sec): 3 clusters Score: Raw -291988.043267 + Penalty 1578.698268 = -290409.344999 nChanged 9 SP:Iteration 46Q (6866.961970 sec): 3 clusters Score: Raw -291990.377899 + Penalty 1578.698268 = -290411.679631 nChanged 7 SP:Iteration 47Q (6867.015185 sec): 3 clusters Score: Raw -291992.261755 + Penalty 1578.698268 = -290413.563487 nChanged 5 SP:Iteration 48Q (6867.059863 sec): 3 clusters Score: Raw -291994.114112 + Penalty 1578.698268 = -290415.415844 nChanged 4 SP:Iteration 49Q (6867.117508 sec): 3 clusters Score: Raw -291995.472044 + Penalty 1578.698268 = -290416.773776 nChanged 6 SP:Iteration 50Q (6867.171171 sec): 3 clusters Score: Raw -291997.511494 + Penalty 1578.698268 = -290418.813226 nChanged 3 SP:Iteration 51Q (6867.223843 sec): 3 clusters Score: Raw -291998.795440 + Penalty 1578.698268 = -290420.097172 nChanged 1 SP:Iteration 52Q (6867.263313 sec): 3 clusters Score: Raw -291999.155935 + Penalty 1578.698268 = -290420.457667 nChanged 2 SP:Iteration 53Q (6867.328930 sec): 3 clusters Score: Raw -292000.619611 + Penalty 1578.698268 = -290421.921344 nChanged 1 SP:Iteration 54Q (6867.380948 sec): 3 clusters Score: Raw -292000.822490 + Penalty 1578.698268 = -290422.124222 nChanged 2 SP:Iteration 55Q (6867.418254 sec): 3 clusters Score: Raw -292000.985813 + Penalty 1578.698268 = -290422.287545 nChanged 0 SP:Iteration 56F (6867.471514 sec): 3 clusters Score: Raw -292000.985813 + Penalty 1578.698268 = -290422.287545 nChanged 0 Trying to split cluster 38 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6867.502079 sec): 2 clusters Score: Raw -131436.460797 + Penalty 704.212582 = -130732.248216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6867.556746 sec): 3 clusters Score: Raw -130631.466333 + Penalty 1408.425163 = -129223.041170 nChanged 623 SP:Iteration 1F (6867.597315 sec): 3 clusters Score: Raw -130971.180441 + Penalty 1408.425163 = -129562.755278 nChanged 133 SP:Iteration 2F (6867.643426 sec): 3 clusters Score: Raw -131081.326774 + Penalty 1408.425163 = -129672.901610 nChanged 106 SP:Iteration 3F (6867.688589 sec): 3 clusters Score: Raw -131154.418753 + Penalty 1408.425163 = -129745.993590 nChanged 76 SP:Iteration 4Q (6867.731641 sec): 3 clusters Score: Raw -131210.730111 + Penalty 1408.425163 = -129802.304948 nChanged 65 SP:Iteration 5Q (6867.768764 sec): 3 clusters Score: Raw -131250.561814 + Penalty 1408.425163 = -129842.136650 nChanged 47 SP:Iteration 6Q (6867.819149 sec): 3 clusters Score: Raw -131275.742367 + Penalty 1408.425163 = -129867.317203 nChanged 32 SP:Iteration 7Q (6867.865867 sec): 3 clusters Score: Raw -131294.057178 + Penalty 1408.425163 = -129885.632014 nChanged 24 SP:Iteration 8Q (6867.916451 sec): 3 clusters Score: Raw -131306.312113 + Penalty 1408.425163 = -129897.886950 nChanged 17 SP:Iteration 9Q (6867.963158 sec): 3 clusters Score: Raw -131313.574834 + Penalty 1408.425163 = -129905.149671 nChanged 19 SP:Iteration 10Q (6868.010351 sec): 3 clusters Score: Raw -131323.336984 + Penalty 1408.425163 = -129914.911821 nChanged 18 SP:Iteration 11Q (6868.060842 sec): 3 clusters Score: Raw -131331.717354 + Penalty 1408.425163 = -129923.292190 nChanged 21 SP:Iteration 12Q (6868.105550 sec): 3 clusters Score: Raw -131339.257417 + Penalty 1408.425163 = -129930.832254 nChanged 14 SP:Iteration 13Q (6868.153696 sec): 3 clusters Score: Raw -131344.796298 + Penalty 1408.425163 = -129936.371135 nChanged 19 SP:Iteration 14Q (6868.204842 sec): 3 clusters Score: Raw -131354.343017 + Penalty 1408.425163 = -129945.917854 nChanged 24 SP:Iteration 15Q (6868.241207 sec): 3 clusters Score: Raw -131364.327558 + Penalty 1408.425163 = -129955.902395 nChanged 21 SP:Iteration 16Q (6868.275196 sec): 3 clusters Score: Raw -131371.538237 + Penalty 1408.425163 = -129963.113074 nChanged 10 SP:Iteration 17Q (6868.309489 sec): 3 clusters Score: Raw -131374.849073 + Penalty 1408.425163 = -129966.423910 nChanged 8 SP:Iteration 18Q (6868.354817 sec): 3 clusters Score: Raw -131377.725102 + Penalty 1408.425163 = -129969.299939 nChanged 2 SP:Iteration 19Q (6868.404796 sec): 3 clusters Score: Raw -131378.540968 + Penalty 1408.425163 = -129970.115805 nChanged 4 SP:Iteration 20F (6868.451758 sec): 3 clusters Score: Raw -131379.888292 + Penalty 1408.425163 = -129971.463129 nChanged 5 SP:Iteration 21Q (6868.507686 sec): 3 clusters Score: Raw -131381.651962 + Penalty 1408.425163 = -129973.226799 nChanged 5 SP:Iteration 22Q (6868.553805 sec): 3 clusters Score: Raw -131383.540335 + Penalty 1408.425163 = -129975.115172 nChanged 3 SP:Iteration 23Q (6868.588193 sec): 3 clusters Score: Raw -131385.283228 + Penalty 1408.425163 = -129976.858065 nChanged 6 SP:Iteration 24Q (6868.638831 sec): 3 clusters Score: Raw -131388.640708 + Penalty 1408.425163 = -129980.215545 nChanged 8 SP:Iteration 25Q (6868.687301 sec): 3 clusters Score: Raw -131392.086788 + Penalty 1408.425163 = -129983.661625 nChanged 10 SP:Iteration 26Q (6868.732007 sec): 3 clusters Score: Raw -131395.029623 + Penalty 1408.425163 = -129986.604459 nChanged 13 SP:Iteration 27Q (6868.781896 sec): 3 clusters Score: Raw -131400.511182 + Penalty 1408.425163 = -129992.086018 nChanged 15 SP:Iteration 28Q (6868.813800 sec): 3 clusters Score: Raw -131408.308567 + Penalty 1408.425163 = -129999.883403 nChanged 25 SP:Iteration 29Q (6868.861206 sec): 3 clusters Score: Raw -131421.039174 + Penalty 1408.425163 = -130012.614011 nChanged 16 SP:Iteration 30Q (6868.905483 sec): 3 clusters Score: Raw -131428.440214 + Penalty 1408.425163 = -130020.015051 nChanged 15 SP:Iteration 31Q (6868.948112 sec): 3 clusters Score: Raw -131434.773601 + Penalty 1408.425163 = -130026.348437 nChanged 14 SP:Iteration 32Q (6868.992282 sec): 3 clusters Score: Raw -131439.958747 + Penalty 1408.425163 = -130031.533584 nChanged 10 SP:Iteration 33Q (6869.048174 sec): 3 clusters Score: Raw -131444.377847 + Penalty 1408.425163 = -130035.952683 nChanged 15 SP:Iteration 34Q (6869.084715 sec): 3 clusters Score: Raw -131452.925564 + Penalty 1408.425163 = -130044.500401 nChanged 16 SP:Iteration 35Q (6869.130481 sec): 3 clusters Score: Raw -131461.399198 + Penalty 1408.425163 = -130052.974035 nChanged 16 SP:Iteration 36Q (6869.179592 sec): 3 clusters Score: Raw -131469.721824 + Penalty 1408.425163 = -130061.296661 nChanged 16 SP:Iteration 37Q (6869.214864 sec): 3 clusters Score: Raw -131476.779492 + Penalty 1408.425163 = -130068.354329 nChanged 12 SP:Iteration 38Q (6869.267203 sec): 3 clusters Score: Raw -131483.203718 + Penalty 1408.425163 = -130074.778555 nChanged 12 SP:Iteration 39Q (6869.305838 sec): 3 clusters Score: Raw -131488.191976 + Penalty 1408.425163 = -130079.766813 nChanged 6 SP:Iteration 40F (6869.355290 sec): 3 clusters Score: Raw -131491.818847 + Penalty 1408.425163 = -130083.393684 nChanged 7 SP:Iteration 41Q (6869.395135 sec): 3 clusters Score: Raw -131494.728072 + Penalty 1408.425163 = -130086.302908 nChanged 7 SP:Iteration 42Q (6869.426530 sec): 3 clusters Score: Raw -131497.147136 + Penalty 1408.425163 = -130088.721972 nChanged 9 SP:Iteration 43Q (6869.462260 sec): 3 clusters Score: Raw -131500.733260 + Penalty 1408.425163 = -130092.308097 nChanged 7 SP:Iteration 44Q (6869.514869 sec): 3 clusters Score: Raw -131504.109550 + Penalty 1408.425163 = -130095.684386 nChanged 11 SP:Iteration 45Q (6869.552759 sec): 3 clusters Score: Raw -131510.465131 + Penalty 1408.425163 = -130102.039968 nChanged 10 SP:Iteration 46Q (6869.598168 sec): 3 clusters Score: Raw -131515.142224 + Penalty 1408.425163 = -130106.717061 nChanged 11 SP:Iteration 47Q (6869.639207 sec): 3 clusters Score: Raw -131525.651655 + Penalty 1408.425163 = -130117.226492 nChanged 13 SP:Iteration 48Q (6869.689958 sec): 3 clusters Score: Raw -131533.691967 + Penalty 1408.425163 = -130125.266804 nChanged 7 SP:Iteration 49Q (6869.721606 sec): 3 clusters Score: Raw -131537.312186 + Penalty 1408.425163 = -130128.887023 nChanged 5 SP:Iteration 50Q (6869.773271 sec): 3 clusters Score: Raw -131541.909699 + Penalty 1408.425163 = -130133.484536 nChanged 5 SP:Iteration 51Q (6869.809989 sec): 3 clusters Score: Raw -131545.906906 + Penalty 1408.425163 = -130137.481743 nChanged 5 SP:Iteration 52Q (6869.853853 sec): 3 clusters Score: Raw -131547.096499 + Penalty 1408.425163 = -130138.671336 nChanged 2 SP:Iteration 53Q (6869.903355 sec): 3 clusters Score: Raw -131548.583972 + Penalty 1408.425163 = -130140.158809 nChanged 4 SP:Iteration 54Q (6869.949851 sec): 3 clusters Score: Raw -131549.402005 + Penalty 1408.425163 = -130140.976841 nChanged 3 SP:Iteration 55Q (6869.996637 sec): 3 clusters Score: Raw -131550.762335 + Penalty 1408.425163 = -130142.337172 nChanged 3 SP:Iteration 56Q (6870.043326 sec): 3 clusters Score: Raw -131551.673709 + Penalty 1408.425163 = -130143.248546 nChanged 4 SP:Iteration 57Q (6870.089984 sec): 3 clusters Score: Raw -131555.688146 + Penalty 1408.425163 = -130147.262983 nChanged 6 SP:Iteration 58Q (6870.141706 sec): 3 clusters Score: Raw -131559.677350 + Penalty 1408.425163 = -130151.252187 nChanged 9 SP:Iteration 59Q (6870.185822 sec): 3 clusters Score: Raw -131567.867483 + Penalty 1408.425163 = -130159.442319 nChanged 12 SP:Iteration 60F (6870.237429 sec): 3 clusters Score: Raw -131574.123599 + Penalty 1408.425163 = -130165.698436 nChanged 10 SP:Iteration 61Q (6870.285196 sec): 3 clusters Score: Raw -131579.785155 + Penalty 1408.425163 = -130171.359992 nChanged 7 SP:Iteration 62Q (6870.333373 sec): 3 clusters Score: Raw -131584.627408 + Penalty 1408.425163 = -130176.202244 nChanged 12 SP:Iteration 63Q (6870.384557 sec): 3 clusters Score: Raw -131591.812734 + Penalty 1408.425163 = -130183.387570 nChanged 8 SP:Iteration 64Q (6870.441201 sec): 3 clusters Score: Raw -131596.840583 + Penalty 1408.425163 = -130188.415420 nChanged 7 SP:Iteration 65Q (6870.487988 sec): 3 clusters Score: Raw -131599.993152 + Penalty 1408.425163 = -130191.567989 nChanged 4 SP:Iteration 66Q (6870.531253 sec): 3 clusters Score: Raw -131602.698441 + Penalty 1408.425163 = -130194.273277 nChanged 2 SP:Iteration 67Q (6870.569342 sec): 3 clusters Score: Raw -131605.927782 + Penalty 1408.425163 = -130197.502619 nChanged 3 SP:Iteration 68Q (6870.626306 sec): 3 clusters Score: Raw -131607.368904 + Penalty 1408.425163 = -130198.943741 nChanged 5 SP:Iteration 69Q (6870.672281 sec): 3 clusters Score: Raw -131610.318595 + Penalty 1408.425163 = -130201.893432 nChanged 5 SP:Iteration 70Q (6870.721254 sec): 3 clusters Score: Raw -131612.194328 + Penalty 1408.425163 = -130203.769164 nChanged 3 SP:Iteration 71Q (6870.770005 sec): 3 clusters Score: Raw -131614.907693 + Penalty 1408.425163 = -130206.482530 nChanged 2 SP:Iteration 72Q (6870.816028 sec): 3 clusters Score: Raw -131615.629601 + Penalty 1408.425163 = -130207.204438 nChanged 1 SP:Iteration 73Q (6870.853733 sec): 3 clusters Score: Raw -131615.795746 + Penalty 1408.425163 = -130207.370583 nChanged 2 SP:Iteration 74Q (6870.912077 sec): 3 clusters Score: Raw -131616.119471 + Penalty 1408.425163 = -130207.694308 nChanged 0 SP:Iteration 75F (6870.950143 sec): 3 clusters Score: Raw -131616.119471 + Penalty 1408.425163 = -130207.694308 nChanged 0 Trying to split cluster 39 (2815 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6870.976364 sec): 2 clusters Score: Raw -219464.303680 + Penalty 754.558166 = -218709.745513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6871.027499 sec): 3 clusters Score: Raw -218010.953449 + Penalty 1509.116333 = -216501.837117 nChanged 1098 SP:Iteration 1F (6871.067884 sec): 3 clusters Score: Raw -218628.116346 + Penalty 1509.116333 = -217119.000013 nChanged 215 SP:Iteration 2F (6871.119012 sec): 3 clusters Score: Raw -218736.921743 + Penalty 1509.116333 = -217227.805410 nChanged 136 SP:Iteration 3Q (6871.162716 sec): 3 clusters Score: Raw -218789.287135 + Penalty 1509.116333 = -217280.170802 nChanged 97 SP:Iteration 4Q (6871.202472 sec): 3 clusters Score: Raw -218824.239388 + Penalty 1509.116333 = -217315.123055 nChanged 68 SP:Iteration 5Q (6871.246676 sec): 3 clusters Score: Raw -218856.251537 + Penalty 1509.116333 = -217347.135204 nChanged 68 SP:Iteration 6Q (6871.302788 sec): 3 clusters Score: Raw -218890.409760 + Penalty 1509.116333 = -217381.293427 nChanged 71 SP:Iteration 7Q (6871.340769 sec): 3 clusters Score: Raw -218926.212057 + Penalty 1509.116333 = -217417.095724 nChanged 72 SP:Iteration 8Q (6871.395071 sec): 3 clusters Score: Raw -218962.115059 + Penalty 1509.116333 = -217452.998726 nChanged 66 SP:Iteration 9Q (6871.445636 sec): 3 clusters Score: Raw -218994.436646 + Penalty 1509.116333 = -217485.320313 nChanged 68 SP:Iteration 10Q (6871.502091 sec): 3 clusters Score: Raw -219022.620170 + Penalty 1509.116333 = -217513.503837 nChanged 56 SP:Iteration 11Q (6871.551664 sec): 3 clusters Score: Raw -219046.236348 + Penalty 1509.116333 = -217537.120016 nChanged 53 SP:Iteration 12Q (6871.601098 sec): 3 clusters Score: Raw -219072.069549 + Penalty 1509.116333 = -217562.953217 nChanged 61 SP:Iteration 13Q (6871.647071 sec): 3 clusters Score: Raw -219110.680041 + Penalty 1509.116333 = -217601.563709 nChanged 71 SP:Iteration 14Q (6871.690467 sec): 3 clusters Score: Raw -219149.577936 + Penalty 1509.116333 = -217640.461603 nChanged 66 SP:Iteration 15Q (6871.736916 sec): 3 clusters Score: Raw -219184.806620 + Penalty 1509.116333 = -217675.690287 nChanged 60 SP:Iteration 16Q (6871.794590 sec): 3 clusters Score: Raw -219221.361810 + Penalty 1509.116333 = -217712.245478 nChanged 52 SP:Iteration 17Q (6871.841258 sec): 3 clusters Score: Raw -219252.348172 + Penalty 1509.116333 = -217743.231839 nChanged 48 SP:Iteration 18Q (6871.882110 sec): 3 clusters Score: Raw -219279.773060 + Penalty 1509.116333 = -217770.656727 nChanged 42 SP:Iteration 19Q (6871.932958 sec): 3 clusters Score: Raw -219297.960546 + Penalty 1509.116333 = -217788.844214 nChanged 43 SP:Iteration 20F (6871.977138 sec): 3 clusters Score: Raw -219319.119092 + Penalty 1509.116333 = -217810.002759 nChanged 42 SP:Iteration 21Q (6872.028616 sec): 3 clusters Score: Raw -219338.786167 + Penalty 1509.116333 = -217829.669834 nChanged 41 SP:Iteration 22Q (6872.077190 sec): 3 clusters Score: Raw -219359.615071 + Penalty 1509.116333 = -217850.498738 nChanged 37 SP:Iteration 23Q (6872.124831 sec): 3 clusters Score: Raw -219372.226492 + Penalty 1509.116333 = -217863.110159 nChanged 22 SP:Iteration 24Q (6872.172482 sec): 3 clusters Score: Raw -219382.089487 + Penalty 1509.116333 = -217872.973154 nChanged 15 SP:Iteration 25Q (6872.222466 sec): 3 clusters Score: Raw -219387.587542 + Penalty 1509.116333 = -217878.471210 nChanged 13 SP:Iteration 26Q (6872.269654 sec): 3 clusters Score: Raw -219391.175010 + Penalty 1509.116333 = -217882.058677 nChanged 5 SP:Iteration 27Q (6872.322552 sec): 3 clusters Score: Raw -219392.109976 + Penalty 1509.116333 = -217882.993643 nChanged 3 SP:Iteration 28Q (6872.363877 sec): 3 clusters Score: Raw -219392.863403 + Penalty 1509.116333 = -217883.747071 nChanged 3 SP:Iteration 29Q (6872.419089 sec): 3 clusters Score: Raw -219393.802025 + Penalty 1509.116333 = -217884.685692 nChanged 4 SP:Iteration 30Q (6872.458493 sec): 3 clusters Score: Raw -219395.651320 + Penalty 1509.116333 = -217886.534987 nChanged 3 SP:Iteration 31Q (6872.508535 sec): 3 clusters Score: Raw -219396.645633 + Penalty 1509.116333 = -217887.529300 nChanged 5 SP:Iteration 32Q (6872.566059 sec): 3 clusters Score: Raw -219398.445724 + Penalty 1509.116333 = -217889.329392 nChanged 7 SP:Iteration 33Q (6872.612640 sec): 3 clusters Score: Raw -219402.185160 + Penalty 1509.116333 = -217893.068827 nChanged 7 SP:Iteration 34Q (6872.663059 sec): 3 clusters Score: Raw -219405.563296 + Penalty 1509.116333 = -217896.446963 nChanged 12 SP:Iteration 35Q (6872.710467 sec): 3 clusters Score: Raw -219411.323097 + Penalty 1509.116333 = -217902.206764 nChanged 13 SP:Iteration 36Q (6872.754156 sec): 3 clusters Score: Raw -219417.010059 + Penalty 1509.116333 = -217907.893726 nChanged 10 SP:Iteration 37Q (6872.802553 sec): 3 clusters Score: Raw -219420.903611 + Penalty 1509.116333 = -217911.787278 nChanged 13 SP:Iteration 38Q (6872.850752 sec): 3 clusters Score: Raw -219427.779043 + Penalty 1509.116333 = -217918.662710 nChanged 17 SP:Iteration 39Q (6872.897948 sec): 3 clusters Score: Raw -219439.393421 + Penalty 1509.116333 = -217930.277088 nChanged 20 SP:Iteration 40F (6872.945321 sec): 3 clusters Score: Raw -219455.787851 + Penalty 1509.116333 = -217946.671518 nChanged 21 SP:Iteration 41Q (6872.996975 sec): 3 clusters Score: Raw -219475.305786 + Penalty 1509.116333 = -217966.189453 nChanged 27 SP:Iteration 42Q (6873.042028 sec): 3 clusters Score: Raw -219497.382688 + Penalty 1509.116333 = -217988.266355 nChanged 18 SP:Iteration 43Q (6873.080265 sec): 3 clusters Score: Raw -219517.820033 + Penalty 1509.116333 = -218008.703700 nChanged 27 SP:Iteration 44Q (6873.140413 sec): 3 clusters Score: Raw -219538.696644 + Penalty 1509.116333 = -218029.580311 nChanged 14 SP:Iteration 45Q (6873.177929 sec): 3 clusters Score: Raw -219550.139438 + Penalty 1509.116333 = -218041.023105 nChanged 19 SP:Iteration 46Q (6873.238061 sec): 3 clusters Score: Raw -219562.798065 + Penalty 1509.116333 = -218053.681732 nChanged 19 SP:Iteration 47Q (6873.287027 sec): 3 clusters Score: Raw -219573.765795 + Penalty 1509.116333 = -218064.649462 nChanged 14 SP:Iteration 48Q (6873.333223 sec): 3 clusters Score: Raw -219579.948546 + Penalty 1509.116333 = -218070.832213 nChanged 17 SP:Iteration 49Q (6873.378595 sec): 3 clusters Score: Raw -219588.827715 + Penalty 1509.116333 = -218079.711382 nChanged 15 SP:Iteration 50Q (6873.430905 sec): 3 clusters Score: Raw -219598.289173 + Penalty 1509.116333 = -218089.172840 nChanged 17 SP:Iteration 51Q (6873.479172 sec): 3 clusters Score: Raw -219607.704855 + Penalty 1509.116333 = -218098.588522 nChanged 14 SP:Iteration 52Q (6873.521170 sec): 3 clusters Score: Raw -219612.563595 + Penalty 1509.116333 = -218103.447263 nChanged 5 SP:Iteration 53Q (6873.576247 sec): 3 clusters Score: Raw -219615.271963 + Penalty 1509.116333 = -218106.155630 nChanged 6 SP:Iteration 54Q (6873.616393 sec): 3 clusters Score: Raw -219617.232048 + Penalty 1509.116333 = -218108.115715 nChanged 2 SP:Iteration 55Q (6873.665508 sec): 3 clusters Score: Raw -219618.370561 + Penalty 1509.116333 = -218109.254228 nChanged 5 SP:Iteration 56Q (6873.721571 sec): 3 clusters Score: Raw -219620.206607 + Penalty 1509.116333 = -218111.090274 nChanged 6 SP:Iteration 57Q (6873.756816 sec): 3 clusters Score: Raw -219624.005428 + Penalty 1509.116333 = -218114.889095 nChanged 6 SP:Iteration 58Q (6873.809828 sec): 3 clusters Score: Raw -219627.107159 + Penalty 1509.116333 = -218117.990826 nChanged 6 SP:Iteration 59Q (6873.860246 sec): 3 clusters Score: Raw -219629.322079 + Penalty 1509.116333 = -218120.205747 nChanged 2 SP:Iteration 60F (6873.902289 sec): 3 clusters Score: Raw -219629.731765 + Penalty 1509.116333 = -218120.615432 nChanged 1 SP:Iteration 61Q (6873.960465 sec): 3 clusters Score: Raw -219629.925721 + Penalty 1509.116333 = -218120.809388 nChanged 0 SP:Iteration 62F (6874.006684 sec): 3 clusters Score: Raw -219629.925721 + Penalty 1509.116333 = -218120.809388 nChanged 0 Trying to split cluster 40 (5037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6874.047213 sec): 2 clusters Score: Raw -359502.166240 + Penalty 809.833765 = -358692.332475 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6874.097928 sec): 3 clusters Score: Raw -356709.217493 + Penalty 1619.667530 = -355089.549963 nChanged 2139 SP:Iteration 1F (6874.152684 sec): 3 clusters Score: Raw -358015.614029 + Penalty 1619.667530 = -356395.946500 nChanged 378 SP:Iteration 2F (6874.201389 sec): 3 clusters Score: Raw -358243.174946 + Penalty 1619.667530 = -356623.507417 nChanged 340 SP:Iteration 3F (6874.239937 sec): 3 clusters Score: Raw -358443.413798 + Penalty 1619.667530 = -356823.746269 nChanged 283 SP:Iteration 4F (6874.297931 sec): 3 clusters Score: Raw -358611.907556 + Penalty 1619.667530 = -356992.240026 nChanged 263 SP:Iteration 5F (6874.350910 sec): 3 clusters Score: Raw -358772.871642 + Penalty 1619.667530 = -357153.204113 nChanged 238 SP:Iteration 6Q (6874.406464 sec): 3 clusters Score: Raw -358933.760062 + Penalty 1619.667530 = -357314.092533 nChanged 207 SP:Iteration 7Q (6874.460881 sec): 3 clusters Score: Raw -359056.807859 + Penalty 1619.667530 = -357437.140329 nChanged 160 SP:Iteration 8Q (6874.510211 sec): 3 clusters Score: Raw -359136.470757 + Penalty 1619.667530 = -357516.803228 nChanged 135 SP:Iteration 9Q (6874.559413 sec): 3 clusters Score: Raw -359207.639962 + Penalty 1619.667530 = -357587.972433 nChanged 105 SP:Iteration 10Q (6874.604119 sec): 3 clusters Score: Raw -359256.864678 + Penalty 1619.667530 = -357637.197148 nChanged 76 SP:Iteration 11Q (6874.657615 sec): 3 clusters Score: Raw -359290.540816 + Penalty 1619.667530 = -357670.873287 nChanged 66 SP:Iteration 12Q (6874.714845 sec): 3 clusters Score: Raw -359321.345694 + Penalty 1619.667530 = -357701.678165 nChanged 66 SP:Iteration 13Q (6874.758017 sec): 3 clusters Score: Raw -359345.817238 + Penalty 1619.667530 = -357726.149708 nChanged 61 SP:Iteration 14Q (6874.811482 sec): 3 clusters Score: Raw -359379.047913 + Penalty 1619.667530 = -357759.380383 nChanged 60 SP:Iteration 15Q (6874.872532 sec): 3 clusters Score: Raw -359412.326480 + Penalty 1619.667530 = -357792.658950 nChanged 51 SP:Iteration 16Q (6874.922473 sec): 3 clusters Score: Raw -359436.704623 + Penalty 1619.667530 = -357817.037093 nChanged 48 SP:Iteration 17Q (6874.964471 sec): 3 clusters Score: Raw -359461.271935 + Penalty 1619.667530 = -357841.604406 nChanged 50 SP:Iteration 18Q (6875.023777 sec): 3 clusters Score: Raw -359484.870973 + Penalty 1619.667530 = -357865.203443 nChanged 43 SP:Iteration 19Q (6875.074388 sec): 3 clusters Score: Raw -359503.338064 + Penalty 1619.667530 = -357883.670534 nChanged 39 SP:Iteration 20F (6875.125680 sec): 3 clusters Score: Raw -359522.904661 + Penalty 1619.667530 = -357903.237132 nChanged 31 SP:Iteration 21Q (6875.182097 sec): 3 clusters Score: Raw -359540.109578 + Penalty 1619.667530 = -357920.442048 nChanged 35 SP:Iteration 22Q (6875.232173 sec): 3 clusters Score: Raw -359560.898735 + Penalty 1619.667530 = -357941.231205 nChanged 40 SP:Iteration 23Q (6875.283580 sec): 3 clusters Score: Raw -359592.457056 + Penalty 1619.667530 = -357972.789526 nChanged 43 SP:Iteration 24Q (6875.334649 sec): 3 clusters Score: Raw -359616.965366 + Penalty 1619.667530 = -357997.297836 nChanged 24 SP:Iteration 25Q (6875.385421 sec): 3 clusters Score: Raw -359631.391670 + Penalty 1619.667530 = -358011.724140 nChanged 32 SP:Iteration 26Q (6875.430627 sec): 3 clusters Score: Raw -359651.655545 + Penalty 1619.667530 = -358031.988015 nChanged 28 SP:Iteration 27Q (6875.491863 sec): 3 clusters Score: Raw -359664.272788 + Penalty 1619.667530 = -358044.605258 nChanged 15 SP:Iteration 28Q (6875.532919 sec): 3 clusters Score: Raw -359674.134063 + Penalty 1619.667530 = -358054.466534 nChanged 20 SP:Iteration 29Q (6875.582476 sec): 3 clusters Score: Raw -359683.843481 + Penalty 1619.667530 = -358064.175952 nChanged 15 SP:Iteration 30Q (6875.624253 sec): 3 clusters Score: Raw -359687.545365 + Penalty 1619.667530 = -358067.877835 nChanged 6 SP:Iteration 31Q (6875.669905 sec): 3 clusters Score: Raw -359688.670074 + Penalty 1619.667530 = -358069.002544 nChanged 7 SP:Iteration 32Q (6875.720298 sec): 3 clusters Score: Raw -359691.172610 + Penalty 1619.667530 = -358071.505080 nChanged 7 SP:Iteration 33Q (6875.768094 sec): 3 clusters Score: Raw -359692.777155 + Penalty 1619.667530 = -358073.109625 nChanged 2 SP:Iteration 34Q (6875.828066 sec): 3 clusters Score: Raw -359693.181774 + Penalty 1619.667530 = -358073.514244 nChanged 3 SP:Iteration 35Q (6875.876415 sec): 3 clusters Score: Raw -359693.525724 + Penalty 1619.667530 = -358073.858194 nChanged 3 SP:Iteration 36Q (6875.916770 sec): 3 clusters Score: Raw -359694.164213 + Penalty 1619.667530 = -358074.496683 nChanged 4 SP:Iteration 37Q (6875.975722 sec): 3 clusters Score: Raw -359695.428185 + Penalty 1619.667530 = -358075.760655 nChanged 3 SP:Iteration 38Q (6876.027520 sec): 3 clusters Score: Raw -359696.414499 + Penalty 1619.667530 = -358076.746969 nChanged 5 SP:Iteration 39Q (6876.077346 sec): 3 clusters Score: Raw -359697.389062 + Penalty 1619.667530 = -358077.721532 nChanged 3 SP:Iteration 40F (6876.127674 sec): 3 clusters Score: Raw -359698.726542 + Penalty 1619.667530 = -358079.059013 nChanged 6 SP:Iteration 41Q (6876.178599 sec): 3 clusters Score: Raw -359700.155642 + Penalty 1619.667530 = -358080.488112 nChanged 6 SP:Iteration 42Q (6876.241061 sec): 3 clusters Score: Raw -359703.538803 + Penalty 1619.667530 = -358083.871273 nChanged 10 SP:Iteration 43Q (6876.292871 sec): 3 clusters Score: Raw -359706.779139 + Penalty 1619.667530 = -358087.111610 nChanged 7 SP:Iteration 44Q (6876.339503 sec): 3 clusters Score: Raw -359708.625217 + Penalty 1619.667530 = -358088.957688 nChanged 3 SP:Iteration 45Q (6876.380971 sec): 3 clusters Score: Raw -359709.223743 + Penalty 1619.667530 = -358089.556213 nChanged 3 SP:Iteration 46Q (6876.439949 sec): 3 clusters Score: Raw -359710.312496 + Penalty 1619.667530 = -358090.644966 nChanged 2 SP:Iteration 47Q (6876.491199 sec): 3 clusters Score: Raw -359711.110100 + Penalty 1619.667530 = -358091.442570 nChanged 2 SP:Iteration 48Q (6876.544850 sec): 3 clusters Score: Raw -359711.486573 + Penalty 1619.667530 = -358091.819044 nChanged 0 SP:Iteration 49F (6876.602058 sec): 3 clusters Score: Raw -359711.486573 + Penalty 1619.667530 = -358091.819044 nChanged 0 Trying to split cluster 41 (2811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6876.620271 sec): 2 clusters Score: Raw -213351.908863 + Penalty 754.423079 = -212597.485784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6876.673874 sec): 3 clusters Score: Raw -211935.538530 + Penalty 1508.846158 = -210426.692372 nChanged 1125 SP:Iteration 1F (6876.717784 sec): 3 clusters Score: Raw -212675.358214 + Penalty 1508.846158 = -211166.512056 nChanged 278 SP:Iteration 2F (6876.763259 sec): 3 clusters Score: Raw -212953.493042 + Penalty 1508.846158 = -211444.646884 nChanged 250 SP:Iteration 3F (6876.811327 sec): 3 clusters Score: Raw -213171.212645 + Penalty 1508.846158 = -211662.366487 nChanged 199 SP:Iteration 4F (6876.870984 sec): 3 clusters Score: Raw -213352.419639 + Penalty 1508.846158 = -211843.573481 nChanged 148 SP:Iteration 5F (6876.922706 sec): 3 clusters Score: Raw -213471.804221 + Penalty 1508.846158 = -211962.958063 nChanged 104 SP:Iteration 6Q (6876.974302 sec): 3 clusters Score: Raw -213558.367583 + Penalty 1508.846158 = -212049.521425 nChanged 78 SP:Iteration 7Q (6877.028913 sec): 3 clusters Score: Raw -213615.059025 + Penalty 1508.846158 = -212106.212866 nChanged 62 SP:Iteration 8Q (6877.081247 sec): 3 clusters Score: Raw -213669.606547 + Penalty 1508.846158 = -212160.760388 nChanged 38 SP:Iteration 9Q (6877.133541 sec): 3 clusters Score: Raw -213694.458513 + Penalty 1508.846158 = -212185.612355 nChanged 19 SP:Iteration 10Q (6877.185808 sec): 3 clusters Score: Raw -213706.793636 + Penalty 1508.846158 = -212197.947478 nChanged 14 SP:Iteration 11Q (6877.231711 sec): 3 clusters Score: Raw -213713.902058 + Penalty 1508.846158 = -212205.055900 nChanged 14 SP:Iteration 12Q (6877.268003 sec): 3 clusters Score: Raw -213720.357461 + Penalty 1508.846158 = -212211.511302 nChanged 14 SP:Iteration 13Q (6877.313267 sec): 3 clusters Score: Raw -213731.012634 + Penalty 1508.846158 = -212222.166476 nChanged 6 SP:Iteration 14Q (6877.347490 sec): 3 clusters Score: Raw -213735.770963 + Penalty 1508.846158 = -212226.924805 nChanged 7 SP:Iteration 15Q (6877.394919 sec): 3 clusters Score: Raw -213741.429275 + Penalty 1508.846158 = -212232.583117 nChanged 7 SP:Iteration 16Q (6877.440181 sec): 3 clusters Score: Raw -213748.208592 + Penalty 1508.846158 = -212239.362433 nChanged 9 SP:Iteration 17Q (6877.484407 sec): 3 clusters Score: Raw -213754.390352 + Penalty 1508.846158 = -212245.544193 nChanged 5 SP:Iteration 18Q (6877.519034 sec): 3 clusters Score: Raw -213757.370754 + Penalty 1508.846158 = -212248.524595 nChanged 1 SP:Iteration 19Q (6877.571914 sec): 3 clusters Score: Raw -213757.603246 + Penalty 1508.846158 = -212248.757087 nChanged 0 SP:Iteration 20F (6877.624852 sec): 3 clusters Score: Raw -213757.603246 + Penalty 1508.846158 = -212248.757087 nChanged 0 Trying to split cluster 42 (6138 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6877.651465 sec): 2 clusters Score: Raw -507265.594550 + Penalty 828.614152 = -506436.980397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6877.701849 sec): 3 clusters Score: Raw -503701.020297 + Penalty 1657.228305 = -502043.791992 nChanged 2706 SP:Iteration 1F (6877.752067 sec): 3 clusters Score: Raw -505287.454067 + Penalty 1657.228305 = -503630.225762 nChanged 370 SP:Iteration 2F (6877.810092 sec): 3 clusters Score: Raw -505455.275791 + Penalty 1657.228305 = -503798.047486 nChanged 316 SP:Iteration 3F (6877.862783 sec): 3 clusters Score: Raw -505611.290501 + Penalty 1657.228305 = -503954.062196 nChanged 290 SP:Iteration 4Q (6877.904649 sec): 3 clusters Score: Raw -505752.272408 + Penalty 1657.228305 = -504095.044103 nChanged 284 SP:Iteration 5Q (6877.955180 sec): 3 clusters Score: Raw -505886.482931 + Penalty 1657.228305 = -504229.254626 nChanged 269 SP:Iteration 6Q (6878.015703 sec): 3 clusters Score: Raw -506034.237906 + Penalty 1657.228305 = -504377.009601 nChanged 306 SP:Iteration 7Q (6878.060144 sec): 3 clusters Score: Raw -506244.708561 + Penalty 1657.228305 = -504587.480257 nChanged 316 SP:Iteration 8F (6878.101735 sec): 3 clusters Score: Raw -506476.404751 + Penalty 1657.228305 = -504819.176446 nChanged 303 SP:Iteration 9Q (6878.156566 sec): 3 clusters Score: Raw -506720.066037 + Penalty 1657.228305 = -505062.837732 nChanged 257 SP:Iteration 10Q (6878.217132 sec): 3 clusters Score: Raw -506937.652689 + Penalty 1657.228305 = -505280.424384 nChanged 184 SP:Iteration 11Q (6878.269645 sec): 3 clusters Score: Raw -507090.683548 + Penalty 1657.228305 = -505433.455243 nChanged 112 SP:Iteration 12Q (6878.314058 sec): 3 clusters Score: Raw -507194.185164 + Penalty 1657.228305 = -505536.956859 nChanged 74 SP:Iteration 13Q (6878.361797 sec): 3 clusters Score: Raw -507264.400127 + Penalty 1657.228305 = -505607.171823 nChanged 40 SP:Iteration 14Q (6878.419362 sec): 3 clusters Score: Raw -507301.334877 + Penalty 1657.228305 = -505644.106572 nChanged 26 SP:Iteration 15Q (6878.469684 sec): 3 clusters Score: Raw -507330.013554 + Penalty 1657.228305 = -505672.785249 nChanged 13 SP:Iteration 16Q (6878.510875 sec): 3 clusters Score: Raw -507344.696208 + Penalty 1657.228305 = -505687.467904 nChanged 9 SP:Iteration 17Q (6878.572115 sec): 3 clusters Score: Raw -507356.534873 + Penalty 1657.228305 = -505699.306569 nChanged 5 SP:Iteration 18Q (6878.614556 sec): 3 clusters Score: Raw -507366.468023 + Penalty 1657.228305 = -505709.239719 nChanged 5 SP:Iteration 19Q (6878.673321 sec): 3 clusters Score: Raw -507373.994332 + Penalty 1657.228305 = -505716.766027 nChanged 2 SP:Iteration 20F (6878.726434 sec): 3 clusters Score: Raw -507376.092046 + Penalty 1657.228305 = -505718.863741 nChanged 1 SP:Iteration 21Q (6878.779632 sec): 3 clusters Score: Raw -507377.034411 + Penalty 1657.228305 = -505719.806106 nChanged 2 SP:Iteration 22Q (6878.823567 sec): 3 clusters Score: Raw -507378.334301 + Penalty 1657.228305 = -505721.105996 nChanged 0 SP:Iteration 23F (6878.883897 sec): 3 clusters Score: Raw -507378.334301 + Penalty 1657.228305 = -505721.105996 nChanged 0 Iteration 299Q (6885.619093 sec): 43 clusters Score: Raw -45958294.558759 + Penalty 53353.189014 = -45904941.369745 nChanged 146 Iteration 300F (6898.466200 sec): 43 clusters Score: Raw -45958301.056752 + Penalty 53353.189014 = -45904947.867738 nChanged 122 Iteration 301Q (6905.310846 sec): 43 clusters Score: Raw -45958305.615255 + Penalty 53353.189014 = -45904952.426241 nChanged 115 Iteration 302Q (6912.072835 sec): 43 clusters Score: Raw -45958309.463276 + Penalty 53353.189014 = -45904956.274262 nChanged 114 Iteration 303Q (6918.739999 sec): 43 clusters Score: Raw -45958313.918719 + Penalty 53353.189014 = -45904960.729705 nChanged 93 Iteration 304Q (6925.622384 sec): 43 clusters Score: Raw -45958318.283358 + Penalty 53353.189014 = -45904965.094344 nChanged 107 Iteration 305Q (6932.383081 sec): 43 clusters Score: Raw -45958323.658726 + Penalty 53353.189014 = -45904970.469712 nChanged 109 Iteration 306Q (6939.108187 sec): 43 clusters Score: Raw -45958328.615326 + Penalty 53353.189014 = -45904975.426312 nChanged 115 Iteration 307Q (6945.852931 sec): 43 clusters Score: Raw -45958333.487332 + Penalty 53353.189014 = -45904980.298318 nChanged 119 Iteration 308Q (6952.575634 sec): 43 clusters Score: Raw -45958338.207069 + Penalty 53353.189014 = -45904985.018055 nChanged 104 Iteration 309Q (6959.434883 sec): 43 clusters Score: Raw -45958341.932900 + Penalty 53353.189014 = -45904988.743886 nChanged 106 Iteration 310Q (6965.980365 sec): 43 clusters Score: Raw -45958345.842905 + Penalty 53353.189014 = -45904992.653891 nChanged 107 Iteration 311Q (6972.801716 sec): 43 clusters Score: Raw -45958349.351920 + Penalty 53353.189014 = -45904996.162906 nChanged 102 Iteration 312Q (6979.634479 sec): 43 clusters Score: Raw -45958353.274451 + Penalty 53353.189014 = -45905000.085437 nChanged 103 Iteration 313Q (6985.847270 sec): 43 clusters Score: Raw -45958357.934265 + Penalty 53353.189014 = -45905004.745251 nChanged 104 Iteration 314Q (6992.489548 sec): 43 clusters Score: Raw -45958361.811746 + Penalty 53353.189014 = -45905008.622732 nChanged 102 Iteration 315Q (6999.330342 sec): 43 clusters Score: Raw -45958364.860522 + Penalty 53353.189014 = -45905011.671508 nChanged 100 Iteration 316Q (7005.982448 sec): 43 clusters Score: Raw -45958368.489042 + Penalty 53353.189014 = -45905015.300028 nChanged 112 Iteration 317Q (7012.700793 sec): 43 clusters Score: Raw -45958372.841512 + Penalty 53353.189014 = -45905019.652498 nChanged 110 Iteration 318Q (7019.381748 sec): 43 clusters Score: Raw -45958376.694593 + Penalty 53353.189014 = -45905023.505579 nChanged 92 Iteration 319Q (7026.155624 sec): 43 clusters Score: Raw -45958379.757257 + Penalty 53353.189014 = -45905026.568243 nChanged 72 Iteration 320F (7039.005470 sec): 43 clusters Score: Raw -45958382.448064 + Penalty 53353.189014 = -45905029.259050 nChanged 79 Iteration 321Q (7045.633230 sec): 43 clusters Score: Raw -45958386.176751 + Penalty 53353.189014 = -45905032.987737 nChanged 87 Iteration 322Q (7052.162083 sec): 43 clusters Score: Raw -45958391.025177 + Penalty 53353.189014 = -45905037.836163 nChanged 95 Iteration 323Q (7058.856643 sec): 43 clusters Score: Raw -45958396.184099 + Penalty 53353.189014 = -45905042.995085 nChanged 94 Iteration 324Q (7065.324443 sec): 43 clusters Score: Raw -45958400.710248 + Penalty 53353.189014 = -45905047.521234 nChanged 105 Iteration 325Q (7071.792254 sec): 43 clusters Score: Raw -45958406.378276 + Penalty 53353.189014 = -45905053.189262 nChanged 101 Iteration 326Q (7078.709746 sec): 43 clusters Score: Raw -45958412.429252 + Penalty 53353.189014 = -45905059.240238 nChanged 125 Iteration 327Q (7085.616535 sec): 43 clusters Score: Raw -45958420.319652 + Penalty 53353.189014 = -45905067.130638 nChanged 125 Iteration 328Q (7092.331683 sec): 43 clusters Score: Raw -45958427.570933 + Penalty 53353.189014 = -45905074.381919 nChanged 112 Iteration 329Q (7098.989600 sec): 43 clusters Score: Raw -45958434.324948 + Penalty 53353.189014 = -45905081.135934 nChanged 118 Iteration 330Q (7105.549299 sec): 43 clusters Score: Raw -45958440.339813 + Penalty 53353.189014 = -45905087.150799 nChanged 99 Iteration 331Q (7112.081505 sec): 43 clusters Score: Raw -45958445.023809 + Penalty 53353.189014 = -45905091.834795 nChanged 91 Iteration 332Q (7118.628194 sec): 43 clusters Score: Raw -45958449.790970 + Penalty 53353.189014 = -45905096.601956 nChanged 92 Iteration 333Q (7125.435322 sec): 43 clusters Score: Raw -45958454.455252 + Penalty 53353.189014 = -45905101.266238 nChanged 80 Iteration 334Q (7132.144637 sec): 43 clusters Score: Raw -45958458.968430 + Penalty 53353.189014 = -45905105.779416 nChanged 85 Iteration 335Q (7138.855262 sec): 43 clusters Score: Raw -45958464.413386 + Penalty 53353.189014 = -45905111.224372 nChanged 107 Iteration 336Q (7145.669399 sec): 43 clusters Score: Raw -45958472.299136 + Penalty 53353.189014 = -45905119.110122 nChanged 116 Iteration 337Q (7152.382564 sec): 43 clusters Score: Raw -45958480.565716 + Penalty 53353.189014 = -45905127.376702 nChanged 115 Iteration 338Q (7158.723846 sec): 43 clusters Score: Raw -45958489.156450 + Penalty 53353.189014 = -45905135.967436 nChanged 93 Writing temp clu file Because OldScore, -45905127.376702, is greater than current (better) Score,-45905135.967436 Compute initial score before splitting: Score: Raw -45958489.156450 + Penalty 53353.189014 = -45905135.967436 Trying to split cluster 1 (7877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7158.946806 sec): 2 clusters Score: Raw -594119.458290 + Penalty 852.311728 = -593267.146562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7159.005232 sec): 3 clusters Score: Raw -589472.084267 + Penalty 1704.623456 = -587767.460812 nChanged 3457 SP:Iteration 1F (7159.052222 sec): 3 clusters Score: Raw -591364.072952 + Penalty 1704.623456 = -589659.449496 nChanged 476 SP:Iteration 2F (7159.114753 sec): 3 clusters Score: Raw -591581.545066 + Penalty 1704.623456 = -589876.921610 nChanged 440 SP:Iteration 3F (7159.177334 sec): 3 clusters Score: Raw -591785.646361 + Penalty 1704.623456 = -590081.022905 nChanged 425 SP:Iteration 4F (7159.236854 sec): 3 clusters Score: Raw -592019.813094 + Penalty 1704.623456 = -590315.189638 nChanged 413 SP:Iteration 5F (7159.296877 sec): 3 clusters Score: Raw -592279.850622 + Penalty 1704.623456 = -590575.227166 nChanged 412 SP:Iteration 6F (7159.342223 sec): 3 clusters Score: Raw -592566.478769 + Penalty 1704.623456 = -590861.855313 nChanged 438 SP:Iteration 7F (7159.409333 sec): 3 clusters Score: Raw -592893.462005 + Penalty 1704.623456 = -591188.838549 nChanged 461 SP:Iteration 8F (7159.450005 sec): 3 clusters Score: Raw -593278.791351 + Penalty 1704.623456 = -591574.167895 nChanged 450 SP:Iteration 9F (7159.502464 sec): 3 clusters Score: Raw -593619.834270 + Penalty 1704.623456 = -591915.210814 nChanged 366 SP:Iteration 10Q (7159.552853 sec): 3 clusters Score: Raw -593868.023068 + Penalty 1704.623456 = -592163.399613 nChanged 286 SP:Iteration 11Q (7159.599854 sec): 3 clusters Score: Raw -594033.692016 + Penalty 1704.623456 = -592329.068560 nChanged 214 SP:Iteration 12Q (7159.661961 sec): 3 clusters Score: Raw -594118.896468 + Penalty 1704.623456 = -592414.273012 nChanged 121 SP:Iteration 13Q (7159.720069 sec): 3 clusters Score: Raw -594156.735141 + Penalty 1704.623456 = -592452.111685 nChanged 84 SP:Iteration 14Q (7159.766615 sec): 3 clusters Score: Raw -594175.433228 + Penalty 1704.623456 = -592470.809772 nChanged 52 SP:Iteration 15Q (7159.826709 sec): 3 clusters Score: Raw -594184.047983 + Penalty 1704.623456 = -592479.424527 nChanged 26 SP:Iteration 16Q (7159.881611 sec): 3 clusters Score: Raw -594187.728233 + Penalty 1704.623456 = -592483.104777 nChanged 21 SP:Iteration 17Q (7159.941085 sec): 3 clusters Score: Raw -594192.295150 + Penalty 1704.623456 = -592487.671694 nChanged 19 SP:Iteration 18Q (7159.989695 sec): 3 clusters Score: Raw -594195.117297 + Penalty 1704.623456 = -592490.493841 nChanged 15 SP:Iteration 19Q (7160.052079 sec): 3 clusters Score: Raw -594197.291095 + Penalty 1704.623456 = -592492.667639 nChanged 12 SP:Iteration 20F (7160.101306 sec): 3 clusters Score: Raw -594198.996291 + Penalty 1704.623456 = -592494.372835 nChanged 13 SP:Iteration 21Q (7160.157911 sec): 3 clusters Score: Raw -594200.675571 + Penalty 1704.623456 = -592496.052115 nChanged 17 SP:Iteration 22Q (7160.206313 sec): 3 clusters Score: Raw -594204.194811 + Penalty 1704.623456 = -592499.571355 nChanged 26 SP:Iteration 23Q (7160.270045 sec): 3 clusters Score: Raw -594208.970352 + Penalty 1704.623456 = -592504.346896 nChanged 31 SP:Iteration 24Q (7160.321687 sec): 3 clusters Score: Raw -594213.104902 + Penalty 1704.623456 = -592508.481446 nChanged 15 SP:Iteration 25Q (7160.379033 sec): 3 clusters Score: Raw -594215.362829 + Penalty 1704.623456 = -592510.739373 nChanged 13 SP:Iteration 26Q (7160.434691 sec): 3 clusters Score: Raw -594217.567618 + Penalty 1704.623456 = -592512.944162 nChanged 15 SP:Iteration 27Q (7160.491582 sec): 3 clusters Score: Raw -594220.243690 + Penalty 1704.623456 = -592515.620234 nChanged 10 SP:Iteration 28Q (7160.545124 sec): 3 clusters Score: Raw -594222.220114 + Penalty 1704.623456 = -592517.596658 nChanged 17 SP:Iteration 29Q (7160.599597 sec): 3 clusters Score: Raw -594224.616140 + Penalty 1704.623456 = -592519.992684 nChanged 19 SP:Iteration 30Q (7160.657162 sec): 3 clusters Score: Raw -594228.431458 + Penalty 1704.623456 = -592523.808002 nChanged 23 SP:Iteration 31Q (7160.711077 sec): 3 clusters Score: Raw -594233.291080 + Penalty 1704.623456 = -592528.667624 nChanged 28 SP:Iteration 32Q (7160.774872 sec): 3 clusters Score: Raw -594241.577290 + Penalty 1704.623456 = -592536.953834 nChanged 30 SP:Iteration 33Q (7160.825996 sec): 3 clusters Score: Raw -594247.831099 + Penalty 1704.623456 = -592543.207643 nChanged 32 SP:Iteration 34Q (7160.883824 sec): 3 clusters Score: Raw -594255.590625 + Penalty 1704.623456 = -592550.967169 nChanged 41 SP:Iteration 35Q (7160.933667 sec): 3 clusters Score: Raw -594264.453756 + Penalty 1704.623456 = -592559.830300 nChanged 38 SP:Iteration 36Q (7160.985461 sec): 3 clusters Score: Raw -594273.902544 + Penalty 1704.623456 = -592569.279088 nChanged 33 SP:Iteration 37Q (7161.043705 sec): 3 clusters Score: Raw -594279.921193 + Penalty 1704.623456 = -592575.297737 nChanged 29 SP:Iteration 38Q (7161.105625 sec): 3 clusters Score: Raw -594285.203053 + Penalty 1704.623456 = -592580.579597 nChanged 23 SP:Iteration 39Q (7161.152690 sec): 3 clusters Score: Raw -594289.080032 + Penalty 1704.623456 = -592584.456576 nChanged 26 SP:Iteration 40F (7161.211802 sec): 3 clusters Score: Raw -594294.681443 + Penalty 1704.623456 = -592590.057988 nChanged 27 SP:Iteration 41Q (7161.246918 sec): 3 clusters Score: Raw -594300.548531 + Penalty 1704.623456 = -592595.925075 nChanged 23 SP:Iteration 42Q (7161.309722 sec): 3 clusters Score: Raw -594305.220916 + Penalty 1704.623456 = -592600.597460 nChanged 22 SP:Iteration 43Q (7161.362394 sec): 3 clusters Score: Raw -594309.040504 + Penalty 1704.623456 = -592604.417048 nChanged 28 SP:Iteration 44Q (7161.420156 sec): 3 clusters Score: Raw -594314.150018 + Penalty 1704.623456 = -592609.526562 nChanged 32 SP:Iteration 45Q (7161.480205 sec): 3 clusters Score: Raw -594320.070824 + Penalty 1704.623456 = -592615.447368 nChanged 25 SP:Iteration 46Q (7161.544560 sec): 3 clusters Score: Raw -594325.120934 + Penalty 1704.623456 = -592620.497478 nChanged 27 SP:Iteration 47Q (7161.600928 sec): 3 clusters Score: Raw -594332.396272 + Penalty 1704.623456 = -592627.772816 nChanged 38 SP:Iteration 48Q (7161.645936 sec): 3 clusters Score: Raw -594342.326220 + Penalty 1704.623456 = -592637.702764 nChanged 39 SP:Iteration 49Q (7161.701843 sec): 3 clusters Score: Raw -594351.508758 + Penalty 1704.623456 = -592646.885302 nChanged 36 SP:Iteration 50Q (7161.759012 sec): 3 clusters Score: Raw -594359.644336 + Penalty 1704.623456 = -592655.020880 nChanged 30 SP:Iteration 51Q (7161.820126 sec): 3 clusters Score: Raw -594365.635949 + Penalty 1704.623456 = -592661.012493 nChanged 40 SP:Iteration 52Q (7161.864846 sec): 3 clusters Score: Raw -594374.605516 + Penalty 1704.623456 = -592669.982060 nChanged 30 SP:Iteration 53Q (7161.918388 sec): 3 clusters Score: Raw -594381.214579 + Penalty 1704.623456 = -592676.591123 nChanged 36 SP:Iteration 54Q (7161.969605 sec): 3 clusters Score: Raw -594387.594327 + Penalty 1704.623456 = -592682.970871 nChanged 29 SP:Iteration 55Q (7162.030669 sec): 3 clusters Score: Raw -594392.754460 + Penalty 1704.623456 = -592688.131004 nChanged 21 SP:Iteration 56Q (7162.084428 sec): 3 clusters Score: Raw -594395.261238 + Penalty 1704.623456 = -592690.637782 nChanged 16 SP:Iteration 57Q (7162.145782 sec): 3 clusters Score: Raw -594397.231019 + Penalty 1704.623456 = -592692.607564 nChanged 8 SP:Iteration 58Q (7162.195644 sec): 3 clusters Score: Raw -594398.478906 + Penalty 1704.623456 = -592693.855450 nChanged 5 SP:Iteration 59Q (7162.250818 sec): 3 clusters Score: Raw -594399.190502 + Penalty 1704.623456 = -592694.567046 nChanged 8 SP:Iteration 60F (7162.311383 sec): 3 clusters Score: Raw -594400.156812 + Penalty 1704.623456 = -592695.533356 nChanged 5 SP:Iteration 61Q (7162.352319 sec): 3 clusters Score: Raw -594401.265143 + Penalty 1704.623456 = -592696.641687 nChanged 9 SP:Iteration 62Q (7162.405146 sec): 3 clusters Score: Raw -594402.390536 + Penalty 1704.623456 = -592697.767080 nChanged 12 SP:Iteration 63Q (7162.459568 sec): 3 clusters Score: Raw -594403.777820 + Penalty 1704.623456 = -592699.154364 nChanged 12 SP:Iteration 64Q (7162.515358 sec): 3 clusters Score: Raw -594404.998049 + Penalty 1704.623456 = -592700.374593 nChanged 7 SP:Iteration 65Q (7162.564601 sec): 3 clusters Score: Raw -594405.617481 + Penalty 1704.623456 = -592700.994025 nChanged 13 SP:Iteration 66Q (7162.611088 sec): 3 clusters Score: Raw -594407.566745 + Penalty 1704.623456 = -592702.943289 nChanged 13 SP:Iteration 67Q (7162.664662 sec): 3 clusters Score: Raw -594409.831371 + Penalty 1704.623456 = -592705.207915 nChanged 9 SP:Iteration 68Q (7162.720834 sec): 3 clusters Score: Raw -594410.788150 + Penalty 1704.623456 = -592706.164694 nChanged 5 SP:Iteration 69Q (7162.767472 sec): 3 clusters Score: Raw -594411.346190 + Penalty 1704.623456 = -592706.722734 nChanged 2 SP:Iteration 70Q (7162.818338 sec): 3 clusters Score: Raw -594411.495479 + Penalty 1704.623456 = -592706.872023 nChanged 3 SP:Iteration 71Q (7162.867496 sec): 3 clusters Score: Raw -594412.162841 + Penalty 1704.623456 = -592707.539385 nChanged 9 SP:Iteration 72Q (7162.917962 sec): 3 clusters Score: Raw -594413.020515 + Penalty 1704.623456 = -592708.397059 nChanged 7 SP:Iteration 73Q (7162.960672 sec): 3 clusters Score: Raw -594413.876540 + Penalty 1704.623456 = -592709.253085 nChanged 8 SP:Iteration 74Q (7163.014207 sec): 3 clusters Score: Raw -594414.595790 + Penalty 1704.623456 = -592709.972334 nChanged 7 SP:Iteration 75Q (7163.057018 sec): 3 clusters Score: Raw -594415.091772 + Penalty 1704.623456 = -592710.468316 nChanged 7 SP:Iteration 76Q (7163.105681 sec): 3 clusters Score: Raw -594415.942964 + Penalty 1704.623456 = -592711.319508 nChanged 8 SP:Iteration 77Q (7163.160849 sec): 3 clusters Score: Raw -594417.093683 + Penalty 1704.623456 = -592712.470227 nChanged 8 SP:Iteration 78Q (7163.212325 sec): 3 clusters Score: Raw -594417.784795 + Penalty 1704.623456 = -592713.161339 nChanged 8 SP:Iteration 79Q (7163.279519 sec): 3 clusters Score: Raw -594418.665711 + Penalty 1704.623456 = -592714.042255 nChanged 11 SP:Iteration 80F (7163.337914 sec): 3 clusters Score: Raw -594419.822081 + Penalty 1704.623456 = -592715.198625 nChanged 8 SP:Iteration 81Q (7163.381375 sec): 3 clusters Score: Raw -594420.506011 + Penalty 1704.623456 = -592715.882555 nChanged 8 SP:Iteration 82Q (7163.442615 sec): 3 clusters Score: Raw -594421.401809 + Penalty 1704.623456 = -592716.778353 nChanged 3 SP:Iteration 83Q (7163.488260 sec): 3 clusters Score: Raw -594421.730329 + Penalty 1704.623456 = -592717.106873 nChanged 2 SP:Iteration 84Q (7163.551412 sec): 3 clusters Score: Raw -594421.862683 + Penalty 1704.623456 = -592717.239227 nChanged 2 SP:Iteration 85Q (7163.606232 sec): 3 clusters Score: Raw -594422.056198 + Penalty 1704.623456 = -592717.432742 nChanged 0 SP:Iteration 86F (7163.665523 sec): 3 clusters Score: Raw -594422.056198 + Penalty 1704.623456 = -592717.432742 nChanged 0 Trying to split cluster 2 (7394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7163.697144 sec): 2 clusters Score: Raw -457118.933964 + Penalty 846.300293 = -456272.633671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7163.752201 sec): 3 clusters Score: Raw -452783.147735 + Penalty 1692.600587 = -451090.547148 nChanged 3319 SP:Iteration 1F (7163.808729 sec): 3 clusters Score: Raw -454764.860061 + Penalty 1692.600587 = -453072.259475 nChanged 546 SP:Iteration 2F (7163.853935 sec): 3 clusters Score: Raw -455088.442833 + Penalty 1692.600587 = -453395.842247 nChanged 512 SP:Iteration 3F (7163.914269 sec): 3 clusters Score: Raw -455398.749583 + Penalty 1692.600587 = -453706.148996 nChanged 467 SP:Iteration 4F (7163.960414 sec): 3 clusters Score: Raw -455675.594783 + Penalty 1692.600587 = -453982.994197 nChanged 400 SP:Iteration 5F (7164.023479 sec): 3 clusters Score: Raw -455912.876929 + Penalty 1692.600587 = -454220.276342 nChanged 374 SP:Iteration 6F (7164.069052 sec): 3 clusters Score: Raw -456129.363606 + Penalty 1692.600587 = -454436.763019 nChanged 292 SP:Iteration 7Q (7164.132365 sec): 3 clusters Score: Raw -456288.409485 + Penalty 1692.600587 = -454595.808899 nChanged 285 SP:Iteration 8Q (7164.183659 sec): 3 clusters Score: Raw -456446.211774 + Penalty 1692.600587 = -454753.611188 nChanged 251 SP:Iteration 9Q (7164.221852 sec): 3 clusters Score: Raw -456589.411002 + Penalty 1692.600587 = -454896.810416 nChanged 225 SP:Iteration 10Q (7164.281344 sec): 3 clusters Score: Raw -456736.761233 + Penalty 1692.600587 = -455044.160646 nChanged 180 SP:Iteration 11Q (7164.326162 sec): 3 clusters Score: Raw -456850.930933 + Penalty 1692.600587 = -455158.330346 nChanged 163 SP:Iteration 12Q (7164.383489 sec): 3 clusters Score: Raw -456980.329561 + Penalty 1692.600587 = -455287.728975 nChanged 132 SP:Iteration 13Q (7164.431730 sec): 3 clusters Score: Raw -457066.263735 + Penalty 1692.600587 = -455373.663149 nChanged 85 SP:Iteration 14Q (7164.497566 sec): 3 clusters Score: Raw -457120.763093 + Penalty 1692.600587 = -455428.162506 nChanged 55 SP:Iteration 15Q (7164.541712 sec): 3 clusters Score: Raw -457153.335182 + Penalty 1692.600587 = -455460.734595 nChanged 34 SP:Iteration 16Q (7164.597992 sec): 3 clusters Score: Raw -457174.843859 + Penalty 1692.600587 = -455482.243273 nChanged 30 SP:Iteration 17Q (7164.649773 sec): 3 clusters Score: Raw -457193.697676 + Penalty 1692.600587 = -455501.097090 nChanged 28 SP:Iteration 18Q (7164.696376 sec): 3 clusters Score: Raw -457213.541283 + Penalty 1692.600587 = -455520.940696 nChanged 20 SP:Iteration 19Q (7164.743361 sec): 3 clusters Score: Raw -457228.401674 + Penalty 1692.600587 = -455535.801088 nChanged 17 SP:Iteration 20F (7164.797042 sec): 3 clusters Score: Raw -457239.786951 + Penalty 1692.600587 = -455547.186364 nChanged 13 SP:Iteration 21Q (7164.859396 sec): 3 clusters Score: Raw -457251.702057 + Penalty 1692.600587 = -455559.101470 nChanged 13 SP:Iteration 22Q (7164.919766 sec): 3 clusters Score: Raw -457263.379443 + Penalty 1692.600587 = -455570.778857 nChanged 5 SP:Iteration 23Q (7164.973093 sec): 3 clusters Score: Raw -457268.056735 + Penalty 1692.600587 = -455575.456149 nChanged 9 SP:Iteration 24Q (7165.024886 sec): 3 clusters Score: Raw -457275.531177 + Penalty 1692.600587 = -455582.930590 nChanged 8 SP:Iteration 25Q (7165.063383 sec): 3 clusters Score: Raw -457281.602115 + Penalty 1692.600587 = -455589.001528 nChanged 8 SP:Iteration 26Q (7165.114943 sec): 3 clusters Score: Raw -457285.014487 + Penalty 1692.600587 = -455592.413901 nChanged 2 SP:Iteration 27Q (7165.174141 sec): 3 clusters Score: Raw -457287.260625 + Penalty 1692.600587 = -455594.660038 nChanged 2 SP:Iteration 28Q (7165.217100 sec): 3 clusters Score: Raw -457288.472165 + Penalty 1692.600587 = -455595.871578 nChanged 0 SP:Iteration 29F (7165.268132 sec): 3 clusters Score: Raw -457288.472165 + Penalty 1692.600587 = -455595.871578 nChanged 0 Trying to split cluster 3 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7165.291220 sec): 2 clusters Score: Raw -65971.668897 + Penalty 651.163678 = -65320.505219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7165.328061 sec): 3 clusters Score: Raw -65663.811768 + Penalty 1302.327355 = -64361.484413 nChanged 321 SP:Iteration 1F (7165.364079 sec): 3 clusters Score: Raw -66033.002921 + Penalty 1302.327355 = -64730.675566 nChanged 113 SP:Iteration 2F (7165.408405 sec): 3 clusters Score: Raw -66201.402846 + Penalty 1302.327355 = -64899.075491 nChanged 62 SP:Iteration 3F (7165.445426 sec): 3 clusters Score: Raw -66306.396152 + Penalty 1302.327355 = -65004.068797 nChanged 55 SP:Iteration 4F (7165.489550 sec): 3 clusters Score: Raw -66413.694734 + Penalty 1302.327355 = -65111.367379 nChanged 42 SP:Iteration 5Q (7165.532905 sec): 3 clusters Score: Raw -66466.509877 + Penalty 1302.327355 = -65164.182522 nChanged 16 SP:Iteration 6Q (7165.577584 sec): 3 clusters Score: Raw -66490.261519 + Penalty 1302.327355 = -65187.934163 nChanged 16 SP:Iteration 7Q (7165.619754 sec): 3 clusters Score: Raw -66506.237467 + Penalty 1302.327355 = -65203.910111 nChanged 6 SP:Iteration 8Q (7165.654889 sec): 3 clusters Score: Raw -66512.373911 + Penalty 1302.327355 = -65210.046556 nChanged 5 SP:Iteration 9Q (7165.700489 sec): 3 clusters Score: Raw -66521.145620 + Penalty 1302.327355 = -65218.818265 nChanged 6 SP:Iteration 10Q (7165.754342 sec): 3 clusters Score: Raw -66527.729950 + Penalty 1302.327355 = -65225.402594 nChanged 0 SP:Iteration 11F (7165.785773 sec): 3 clusters Score: Raw -66527.729950 + Penalty 1302.327355 = -65225.402594 nChanged 0 Trying to split cluster 4 (14783 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7165.832122 sec): 2 clusters Score: Raw -1157242.541065 + Penalty 912.117149 = -1156330.423916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7165.884024 sec): 3 clusters Score: Raw -1148188.496355 + Penalty 1824.234299 = -1146364.262057 nChanged 6726 SP:Iteration 1F (7165.957140 sec): 3 clusters Score: Raw -1152002.890135 + Penalty 1824.234299 = -1150178.655837 nChanged 910 SP:Iteration 2F (7166.015109 sec): 3 clusters Score: Raw -1152521.893739 + Penalty 1824.234299 = -1150697.659441 nChanged 986 SP:Iteration 3F (7166.083592 sec): 3 clusters Score: Raw -1153209.062606 + Penalty 1824.234299 = -1151384.828308 nChanged 1092 SP:Iteration 4F (7166.148784 sec): 3 clusters Score: Raw -1154138.599544 + Penalty 1824.234299 = -1152314.365246 nChanged 1080 SP:Iteration 5F (7166.212534 sec): 3 clusters Score: Raw -1155050.468411 + Penalty 1824.234299 = -1153226.234112 nChanged 895 SP:Iteration 6F (7166.267308 sec): 3 clusters Score: Raw -1155669.455155 + Penalty 1824.234299 = -1153845.220856 nChanged 641 SP:Iteration 7Q (7166.335837 sec): 3 clusters Score: Raw -1155984.368248 + Penalty 1824.234299 = -1154160.133949 nChanged 427 SP:Iteration 8Q (7166.386435 sec): 3 clusters Score: Raw -1156163.025556 + Penalty 1824.234299 = -1154338.791257 nChanged 326 SP:Iteration 9Q (7166.458948 sec): 3 clusters Score: Raw -1156305.633952 + Penalty 1824.234299 = -1154481.399653 nChanged 273 SP:Iteration 10Q (7166.515839 sec): 3 clusters Score: Raw -1156425.043865 + Penalty 1824.234299 = -1154600.809566 nChanged 248 SP:Iteration 11Q (7166.585058 sec): 3 clusters Score: Raw -1156533.894543 + Penalty 1824.234299 = -1154709.660244 nChanged 238 SP:Iteration 12Q (7166.645329 sec): 3 clusters Score: Raw -1156636.144373 + Penalty 1824.234299 = -1154811.910074 nChanged 211 SP:Iteration 13Q (7166.716573 sec): 3 clusters Score: Raw -1156732.316083 + Penalty 1824.234299 = -1154908.081784 nChanged 194 SP:Iteration 14Q (7166.776022 sec): 3 clusters Score: Raw -1156830.479362 + Penalty 1824.234299 = -1155006.245063 nChanged 216 SP:Iteration 15Q (7166.847886 sec): 3 clusters Score: Raw -1156946.303157 + Penalty 1824.234299 = -1155122.068858 nChanged 195 SP:Iteration 16Q (7166.913723 sec): 3 clusters Score: Raw -1157047.066684 + Penalty 1824.234299 = -1155222.832385 nChanged 169 SP:Iteration 17Q (7166.975905 sec): 3 clusters Score: Raw -1157116.628769 + Penalty 1824.234299 = -1155292.394470 nChanged 132 SP:Iteration 18Q (7167.026111 sec): 3 clusters Score: Raw -1157159.484299 + Penalty 1824.234299 = -1155335.250000 nChanged 114 SP:Iteration 19Q (7167.096714 sec): 3 clusters Score: Raw -1157197.342149 + Penalty 1824.234299 = -1155373.107850 nChanged 115 SP:Iteration 20F (7167.154812 sec): 3 clusters Score: Raw -1157241.472494 + Penalty 1824.234299 = -1155417.238195 nChanged 103 SP:Iteration 21Q (7167.227683 sec): 3 clusters Score: Raw -1157272.026450 + Penalty 1824.234299 = -1155447.792151 nChanged 83 SP:Iteration 22Q (7167.292162 sec): 3 clusters Score: Raw -1157287.967040 + Penalty 1824.234299 = -1155463.732741 nChanged 52 SP:Iteration 23Q (7167.354599 sec): 3 clusters Score: Raw -1157296.015231 + Penalty 1824.234299 = -1155471.780932 nChanged 40 SP:Iteration 24Q (7167.404607 sec): 3 clusters Score: Raw -1157301.324630 + Penalty 1824.234299 = -1155477.090332 nChanged 34 SP:Iteration 25Q (7167.471663 sec): 3 clusters Score: Raw -1157305.747748 + Penalty 1824.234299 = -1155481.513449 nChanged 37 SP:Iteration 26Q (7167.524027 sec): 3 clusters Score: Raw -1157310.455682 + Penalty 1824.234299 = -1155486.221384 nChanged 31 SP:Iteration 27Q (7167.587713 sec): 3 clusters Score: Raw -1157314.426083 + Penalty 1824.234299 = -1155490.191785 nChanged 24 SP:Iteration 28Q (7167.648623 sec): 3 clusters Score: Raw -1157317.999074 + Penalty 1824.234299 = -1155493.764775 nChanged 25 SP:Iteration 29Q (7167.709299 sec): 3 clusters Score: Raw -1157321.662029 + Penalty 1824.234299 = -1155497.427730 nChanged 26 SP:Iteration 30Q (7167.773031 sec): 3 clusters Score: Raw -1157324.941358 + Penalty 1824.234299 = -1155500.707059 nChanged 27 SP:Iteration 31Q (7167.844547 sec): 3 clusters Score: Raw -1157328.620012 + Penalty 1824.234299 = -1155504.385714 nChanged 34 SP:Iteration 32Q (7167.903907 sec): 3 clusters Score: Raw -1157333.207201 + Penalty 1824.234299 = -1155508.972902 nChanged 36 SP:Iteration 33Q (7167.961387 sec): 3 clusters Score: Raw -1157337.983203 + Penalty 1824.234299 = -1155513.748904 nChanged 30 SP:Iteration 34Q (7168.022692 sec): 3 clusters Score: Raw -1157340.895384 + Penalty 1824.234299 = -1155516.661085 nChanged 26 SP:Iteration 35Q (7168.081565 sec): 3 clusters Score: Raw -1157343.460116 + Penalty 1824.234299 = -1155519.225817 nChanged 25 SP:Iteration 36Q (7168.140288 sec): 3 clusters Score: Raw -1157346.438310 + Penalty 1824.234299 = -1155522.204012 nChanged 26 SP:Iteration 37Q (7168.208443 sec): 3 clusters Score: Raw -1157350.348276 + Penalty 1824.234299 = -1155526.113977 nChanged 25 SP:Iteration 38Q (7168.265928 sec): 3 clusters Score: Raw -1157353.071932 + Penalty 1824.234299 = -1155528.837633 nChanged 19 SP:Iteration 39Q (7168.315393 sec): 3 clusters Score: Raw -1157354.544898 + Penalty 1824.234299 = -1155530.310599 nChanged 16 SP:Iteration 40F (7168.377484 sec): 3 clusters Score: Raw -1157355.870938 + Penalty 1824.234299 = -1155531.636639 nChanged 23 SP:Iteration 41Q (7168.438356 sec): 3 clusters Score: Raw -1157357.206895 + Penalty 1824.234299 = -1155532.972596 nChanged 15 SP:Iteration 42Q (7168.502619 sec): 3 clusters Score: Raw -1157359.094930 + Penalty 1824.234299 = -1155534.860632 nChanged 19 SP:Iteration 43Q (7168.559801 sec): 3 clusters Score: Raw -1157361.174681 + Penalty 1824.234299 = -1155536.940382 nChanged 19 SP:Iteration 44Q (7168.631342 sec): 3 clusters Score: Raw -1157363.005169 + Penalty 1824.234299 = -1155538.770871 nChanged 21 SP:Iteration 45Q (7168.679656 sec): 3 clusters Score: Raw -1157365.551776 + Penalty 1824.234299 = -1155541.317477 nChanged 25 SP:Iteration 46Q (7168.747200 sec): 3 clusters Score: Raw -1157368.155963 + Penalty 1824.234299 = -1155543.921665 nChanged 34 SP:Iteration 47Q (7168.815442 sec): 3 clusters Score: Raw -1157372.044887 + Penalty 1824.234299 = -1155547.810588 nChanged 31 SP:Iteration 48Q (7168.878081 sec): 3 clusters Score: Raw -1157375.229255 + Penalty 1824.234299 = -1155550.994957 nChanged 32 SP:Iteration 49Q (7168.934115 sec): 3 clusters Score: Raw -1157378.578783 + Penalty 1824.234299 = -1155554.344484 nChanged 26 SP:Iteration 50Q (7169.002739 sec): 3 clusters Score: Raw -1157381.441600 + Penalty 1824.234299 = -1155557.207301 nChanged 29 SP:Iteration 51Q (7169.057322 sec): 3 clusters Score: Raw -1157385.322892 + Penalty 1824.234299 = -1155561.088594 nChanged 30 SP:Iteration 52Q (7169.119258 sec): 3 clusters Score: Raw -1157388.422736 + Penalty 1824.234299 = -1155564.188437 nChanged 28 SP:Iteration 53Q (7169.185027 sec): 3 clusters Score: Raw -1157392.043926 + Penalty 1824.234299 = -1155567.809627 nChanged 32 SP:Iteration 54Q (7169.238066 sec): 3 clusters Score: Raw -1157396.558110 + Penalty 1824.234299 = -1155572.323812 nChanged 36 SP:Iteration 55Q (7169.312052 sec): 3 clusters Score: Raw -1157401.550081 + Penalty 1824.234299 = -1155577.315783 nChanged 33 SP:Iteration 56Q (7169.364231 sec): 3 clusters Score: Raw -1157405.988106 + Penalty 1824.234299 = -1155581.753807 nChanged 35 SP:Iteration 57Q (7169.429946 sec): 3 clusters Score: Raw -1157411.099773 + Penalty 1824.234299 = -1155586.865474 nChanged 38 SP:Iteration 58Q (7169.492444 sec): 3 clusters Score: Raw -1157417.195435 + Penalty 1824.234299 = -1155592.961136 nChanged 39 SP:Iteration 59Q (7169.556656 sec): 3 clusters Score: Raw -1157423.325123 + Penalty 1824.234299 = -1155599.090824 nChanged 44 SP:Iteration 60F (7169.613727 sec): 3 clusters Score: Raw -1157430.472915 + Penalty 1824.234299 = -1155606.238616 nChanged 37 SP:Iteration 61Q (7169.686367 sec): 3 clusters Score: Raw -1157434.952599 + Penalty 1824.234299 = -1155610.718300 nChanged 29 SP:Iteration 62Q (7169.730690 sec): 3 clusters Score: Raw -1157438.667786 + Penalty 1824.234299 = -1155614.433487 nChanged 33 SP:Iteration 63Q (7169.802941 sec): 3 clusters Score: Raw -1157442.623013 + Penalty 1824.234299 = -1155618.388715 nChanged 25 SP:Iteration 64Q (7169.857161 sec): 3 clusters Score: Raw -1157445.224685 + Penalty 1824.234299 = -1155620.990386 nChanged 20 SP:Iteration 65Q (7169.923983 sec): 3 clusters Score: Raw -1157447.504621 + Penalty 1824.234299 = -1155623.270322 nChanged 22 SP:Iteration 66Q (7169.987213 sec): 3 clusters Score: Raw -1157449.939422 + Penalty 1824.234299 = -1155625.705123 nChanged 22 SP:Iteration 67Q (7170.043679 sec): 3 clusters Score: Raw -1157452.762513 + Penalty 1824.234299 = -1155628.528215 nChanged 16 SP:Iteration 68Q (7170.101087 sec): 3 clusters Score: Raw -1157454.262961 + Penalty 1824.234299 = -1155630.028663 nChanged 20 SP:Iteration 69Q (7170.167695 sec): 3 clusters Score: Raw -1157455.946180 + Penalty 1824.234299 = -1155631.711881 nChanged 11 SP:Iteration 70Q (7170.230104 sec): 3 clusters Score: Raw -1157457.149348 + Penalty 1824.234299 = -1155632.915049 nChanged 12 SP:Iteration 71Q (7170.284184 sec): 3 clusters Score: Raw -1157458.415290 + Penalty 1824.234299 = -1155634.180991 nChanged 11 SP:Iteration 72Q (7170.357120 sec): 3 clusters Score: Raw -1157460.073512 + Penalty 1824.234299 = -1155635.839213 nChanged 16 SP:Iteration 73Q (7170.409911 sec): 3 clusters Score: Raw -1157461.723458 + Penalty 1824.234299 = -1155637.489160 nChanged 7 SP:Iteration 74Q (7170.463205 sec): 3 clusters Score: Raw -1157462.245050 + Penalty 1824.234299 = -1155638.010752 nChanged 3 SP:Iteration 75Q (7170.523059 sec): 3 clusters Score: Raw -1157462.576589 + Penalty 1824.234299 = -1155638.342290 nChanged 3 SP:Iteration 76Q (7170.587207 sec): 3 clusters Score: Raw -1157462.911065 + Penalty 1824.234299 = -1155638.676766 nChanged 5 SP:Iteration 77Q (7170.650710 sec): 3 clusters Score: Raw -1157463.240637 + Penalty 1824.234299 = -1155639.006338 nChanged 3 SP:Iteration 78Q (7170.721684 sec): 3 clusters Score: Raw -1157463.456431 + Penalty 1824.234299 = -1155639.222132 nChanged 2 SP:Iteration 79Q (7170.778748 sec): 3 clusters Score: Raw -1157463.575572 + Penalty 1824.234299 = -1155639.341273 nChanged 1 SP:Iteration 80F (7170.824702 sec): 3 clusters Score: Raw -1157463.589097 + Penalty 1824.234299 = -1155639.354798 nChanged 0 Trying to split cluster 5 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7170.852091 sec): 2 clusters Score: Raw -99929.721376 + Penalty 696.761288 = -99232.960087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7170.895350 sec): 3 clusters Score: Raw -99231.750018 + Penalty 1393.522577 = -97838.227442 nChanged 574 SP:Iteration 1F (7170.928694 sec): 3 clusters Score: Raw -99575.216772 + Penalty 1393.522577 = -98181.694195 nChanged 108 SP:Iteration 2F (7170.988686 sec): 3 clusters Score: Raw -99666.210034 + Penalty 1393.522577 = -98272.687458 nChanged 100 SP:Iteration 3F (7171.024814 sec): 3 clusters Score: Raw -99756.547793 + Penalty 1393.522577 = -98363.025217 nChanged 84 SP:Iteration 4F (7171.057565 sec): 3 clusters Score: Raw -99824.883087 + Penalty 1393.522577 = -98431.360511 nChanged 69 SP:Iteration 5Q (7171.110424 sec): 3 clusters Score: Raw -99883.298109 + Penalty 1393.522577 = -98489.775533 nChanged 51 SP:Iteration 6Q (7171.147326 sec): 3 clusters Score: Raw -99919.427645 + Penalty 1393.522577 = -98525.905068 nChanged 31 SP:Iteration 7Q (7171.199176 sec): 3 clusters Score: Raw -99939.202178 + Penalty 1393.522577 = -98545.679601 nChanged 24 SP:Iteration 8Q (7171.241964 sec): 3 clusters Score: Raw -99953.976068 + Penalty 1393.522577 = -98560.453491 nChanged 25 SP:Iteration 9Q (7171.281116 sec): 3 clusters Score: Raw -99966.772537 + Penalty 1393.522577 = -98573.249961 nChanged 18 SP:Iteration 10Q (7171.330056 sec): 3 clusters Score: Raw -99977.825103 + Penalty 1393.522577 = -98584.302527 nChanged 18 SP:Iteration 11Q (7171.378267 sec): 3 clusters Score: Raw -99986.549779 + Penalty 1393.522577 = -98593.027202 nChanged 18 SP:Iteration 12Q (7171.424964 sec): 3 clusters Score: Raw -99995.746456 + Penalty 1393.522577 = -98602.223879 nChanged 12 SP:Iteration 13Q (7171.472558 sec): 3 clusters Score: Raw -100002.256675 + Penalty 1393.522577 = -98608.734099 nChanged 12 SP:Iteration 14Q (7171.522392 sec): 3 clusters Score: Raw -100010.658805 + Penalty 1393.522577 = -98617.136229 nChanged 14 SP:Iteration 15Q (7171.569334 sec): 3 clusters Score: Raw -100021.578340 + Penalty 1393.522577 = -98628.055763 nChanged 11 SP:Iteration 16Q (7171.608878 sec): 3 clusters Score: Raw -100027.867300 + Penalty 1393.522577 = -98634.344724 nChanged 10 SP:Iteration 17Q (7171.654864 sec): 3 clusters Score: Raw -100033.282700 + Penalty 1393.522577 = -98639.760123 nChanged 7 SP:Iteration 18Q (7171.711156 sec): 3 clusters Score: Raw -100037.480415 + Penalty 1393.522577 = -98643.957838 nChanged 6 SP:Iteration 19Q (7171.761683 sec): 3 clusters Score: Raw -100040.695048 + Penalty 1393.522577 = -98647.172471 nChanged 8 SP:Iteration 20F (7171.809412 sec): 3 clusters Score: Raw -100045.162376 + Penalty 1393.522577 = -98651.639799 nChanged 5 SP:Iteration 21Q (7171.852730 sec): 3 clusters Score: Raw -100047.415517 + Penalty 1393.522577 = -98653.892940 nChanged 6 SP:Iteration 22Q (7171.884747 sec): 3 clusters Score: Raw -100050.696708 + Penalty 1393.522577 = -98657.174131 nChanged 3 SP:Iteration 23Q (7171.939566 sec): 3 clusters Score: Raw -100051.585666 + Penalty 1393.522577 = -98658.063090 nChanged 1 SP:Iteration 24Q (7171.981447 sec): 3 clusters Score: Raw -100051.965608 + Penalty 1393.522577 = -98658.443031 nChanged 0 SP:Iteration 25F (7172.035520 sec): 3 clusters Score: Raw -100051.965608 + Penalty 1393.522577 = -98658.443031 nChanged 0 Trying to split cluster 6 (12948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7172.075536 sec): 2 clusters Score: Raw -957343.417890 + Penalty 899.526178 = -956443.891712 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7172.138672 sec): 3 clusters Score: Raw -949527.407453 + Penalty 1799.052357 = -947728.355097 nChanged 5851 SP:Iteration 1F (7172.197426 sec): 3 clusters Score: Raw -952970.584113 + Penalty 1799.052357 = -951171.531756 nChanged 761 SP:Iteration 2F (7172.249061 sec): 3 clusters Score: Raw -953348.477291 + Penalty 1799.052357 = -951549.424935 nChanged 799 SP:Iteration 3F (7172.318195 sec): 3 clusters Score: Raw -953793.591601 + Penalty 1799.052357 = -951994.539244 nChanged 797 SP:Iteration 4F (7172.374350 sec): 3 clusters Score: Raw -954243.848013 + Penalty 1799.052357 = -952444.795656 nChanged 781 SP:Iteration 5F (7172.429752 sec): 3 clusters Score: Raw -954662.905823 + Penalty 1799.052357 = -952863.853466 nChanged 682 SP:Iteration 6F (7172.495266 sec): 3 clusters Score: Raw -955055.867568 + Penalty 1799.052357 = -953256.815212 nChanged 631 SP:Iteration 7Q (7172.559071 sec): 3 clusters Score: Raw -955434.286891 + Penalty 1799.052357 = -953635.234534 nChanged 509 SP:Iteration 8Q (7172.619028 sec): 3 clusters Score: Raw -955763.952716 + Penalty 1799.052357 = -953964.900360 nChanged 459 SP:Iteration 9Q (7172.671907 sec): 3 clusters Score: Raw -956073.216729 + Penalty 1799.052357 = -954274.164373 nChanged 381 SP:Iteration 10Q (7172.740792 sec): 3 clusters Score: Raw -956329.749606 + Penalty 1799.052357 = -954530.697249 nChanged 299 SP:Iteration 11Q (7172.799370 sec): 3 clusters Score: Raw -956529.732037 + Penalty 1799.052357 = -954730.679680 nChanged 250 SP:Iteration 12Q (7172.863642 sec): 3 clusters Score: Raw -956672.795901 + Penalty 1799.052357 = -954873.743544 nChanged 213 SP:Iteration 13Q (7172.917237 sec): 3 clusters Score: Raw -956779.576697 + Penalty 1799.052357 = -954980.524341 nChanged 169 SP:Iteration 14Q (7172.978953 sec): 3 clusters Score: Raw -956855.423278 + Penalty 1799.052357 = -955056.370921 nChanged 131 SP:Iteration 15Q (7173.033801 sec): 3 clusters Score: Raw -956900.495356 + Penalty 1799.052357 = -955101.442999 nChanged 100 SP:Iteration 16Q (7173.105176 sec): 3 clusters Score: Raw -956932.183027 + Penalty 1799.052357 = -955133.130670 nChanged 79 SP:Iteration 17Q (7173.153395 sec): 3 clusters Score: Raw -956956.536229 + Penalty 1799.052357 = -955157.483873 nChanged 86 SP:Iteration 18Q (7173.219041 sec): 3 clusters Score: Raw -956988.581127 + Penalty 1799.052357 = -955189.528770 nChanged 91 SP:Iteration 19Q (7173.273256 sec): 3 clusters Score: Raw -957023.716667 + Penalty 1799.052357 = -955224.664310 nChanged 92 SP:Iteration 20F (7173.334664 sec): 3 clusters Score: Raw -957062.500931 + Penalty 1799.052357 = -955263.448574 nChanged 96 SP:Iteration 21Q (7173.385612 sec): 3 clusters Score: Raw -957108.654975 + Penalty 1799.052357 = -955309.602619 nChanged 77 SP:Iteration 22Q (7173.447606 sec): 3 clusters Score: Raw -957144.460198 + Penalty 1799.052357 = -955345.407841 nChanged 78 SP:Iteration 23Q (7173.498697 sec): 3 clusters Score: Raw -957174.636301 + Penalty 1799.052357 = -955375.583944 nChanged 78 SP:Iteration 24Q (7173.555244 sec): 3 clusters Score: Raw -957206.959093 + Penalty 1799.052357 = -955407.906737 nChanged 64 SP:Iteration 25Q (7173.614269 sec): 3 clusters Score: Raw -957233.555208 + Penalty 1799.052357 = -955434.502851 nChanged 53 SP:Iteration 26Q (7173.662406 sec): 3 clusters Score: Raw -957254.943073 + Penalty 1799.052357 = -955455.890716 nChanged 50 SP:Iteration 27Q (7173.716132 sec): 3 clusters Score: Raw -957283.144169 + Penalty 1799.052357 = -955484.091812 nChanged 43 SP:Iteration 28Q (7173.766500 sec): 3 clusters Score: Raw -957304.232408 + Penalty 1799.052357 = -955505.180051 nChanged 42 SP:Iteration 29Q (7173.823926 sec): 3 clusters Score: Raw -957325.977575 + Penalty 1799.052357 = -955526.925218 nChanged 33 SP:Iteration 30Q (7173.890797 sec): 3 clusters Score: Raw -957343.714186 + Penalty 1799.052357 = -955544.661829 nChanged 31 SP:Iteration 31Q (7173.949907 sec): 3 clusters Score: Raw -957355.862620 + Penalty 1799.052357 = -955556.810264 nChanged 25 SP:Iteration 32Q (7174.008252 sec): 3 clusters Score: Raw -957365.548181 + Penalty 1799.052357 = -955566.495824 nChanged 24 SP:Iteration 33Q (7174.068217 sec): 3 clusters Score: Raw -957375.979333 + Penalty 1799.052357 = -955576.926976 nChanged 20 SP:Iteration 34Q (7174.118061 sec): 3 clusters Score: Raw -957382.686349 + Penalty 1799.052357 = -955583.633992 nChanged 21 SP:Iteration 35Q (7174.179931 sec): 3 clusters Score: Raw -957389.921374 + Penalty 1799.052357 = -955590.869017 nChanged 14 SP:Iteration 36Q (7174.239762 sec): 3 clusters Score: Raw -957396.015846 + Penalty 1799.052357 = -955596.963489 nChanged 12 SP:Iteration 37Q (7174.288367 sec): 3 clusters Score: Raw -957401.472737 + Penalty 1799.052357 = -955602.420380 nChanged 12 SP:Iteration 38Q (7174.356517 sec): 3 clusters Score: Raw -957405.749536 + Penalty 1799.052357 = -955606.697180 nChanged 12 SP:Iteration 39Q (7174.415806 sec): 3 clusters Score: Raw -957412.099897 + Penalty 1799.052357 = -955613.047540 nChanged 18 SP:Iteration 40F (7174.470545 sec): 3 clusters Score: Raw -957420.995828 + Penalty 1799.052357 = -955621.943471 nChanged 17 SP:Iteration 41Q (7174.519814 sec): 3 clusters Score: Raw -957428.431360 + Penalty 1799.052357 = -955629.379003 nChanged 12 SP:Iteration 42Q (7174.581670 sec): 3 clusters Score: Raw -957433.945184 + Penalty 1799.052357 = -955634.892827 nChanged 17 SP:Iteration 43Q (7174.635387 sec): 3 clusters Score: Raw -957442.411219 + Penalty 1799.052357 = -955643.358862 nChanged 9 SP:Iteration 44Q (7174.693575 sec): 3 clusters Score: Raw -957444.788437 + Penalty 1799.052357 = -955645.736080 nChanged 6 SP:Iteration 45Q (7174.756492 sec): 3 clusters Score: Raw -957446.724281 + Penalty 1799.052357 = -955647.671924 nChanged 3 SP:Iteration 46Q (7174.808802 sec): 3 clusters Score: Raw -957447.762286 + Penalty 1799.052357 = -955648.709929 nChanged 6 SP:Iteration 47Q (7174.864796 sec): 3 clusters Score: Raw -957450.095892 + Penalty 1799.052357 = -955651.043535 nChanged 6 SP:Iteration 48Q (7174.915930 sec): 3 clusters Score: Raw -957452.477296 + Penalty 1799.052357 = -955653.424939 nChanged 7 SP:Iteration 49Q (7174.969965 sec): 3 clusters Score: Raw -957455.042611 + Penalty 1799.052357 = -955655.990254 nChanged 8 SP:Iteration 50Q (7175.027039 sec): 3 clusters Score: Raw -957458.294420 + Penalty 1799.052357 = -955659.242063 nChanged 8 SP:Iteration 51Q (7175.091836 sec): 3 clusters Score: Raw -957462.897735 + Penalty 1799.052357 = -955663.845379 nChanged 10 SP:Iteration 52Q (7175.137778 sec): 3 clusters Score: Raw -957466.717435 + Penalty 1799.052357 = -955667.665078 nChanged 7 SP:Iteration 53Q (7175.198748 sec): 3 clusters Score: Raw -957469.479397 + Penalty 1799.052357 = -955670.427041 nChanged 4 SP:Iteration 54Q (7175.256970 sec): 3 clusters Score: Raw -957470.366920 + Penalty 1799.052357 = -955671.314563 nChanged 6 SP:Iteration 55Q (7175.311650 sec): 3 clusters Score: Raw -957471.986644 + Penalty 1799.052357 = -955672.934287 nChanged 3 SP:Iteration 56Q (7175.362010 sec): 3 clusters Score: Raw -957473.236002 + Penalty 1799.052357 = -955674.183645 nChanged 5 SP:Iteration 57Q (7175.430137 sec): 3 clusters Score: Raw -957475.791520 + Penalty 1799.052357 = -955676.739163 nChanged 6 SP:Iteration 58Q (7175.490106 sec): 3 clusters Score: Raw -957479.992403 + Penalty 1799.052357 = -955680.940047 nChanged 6 SP:Iteration 59Q (7175.538376 sec): 3 clusters Score: Raw -957484.627341 + Penalty 1799.052357 = -955685.574984 nChanged 7 SP:Iteration 60F (7175.611192 sec): 3 clusters Score: Raw -957488.716832 + Penalty 1799.052357 = -955689.664475 nChanged 4 SP:Iteration 61Q (7175.659095 sec): 3 clusters Score: Raw -957490.426672 + Penalty 1799.052357 = -955691.374315 nChanged 3 SP:Iteration 62Q (7175.729211 sec): 3 clusters Score: Raw -957491.305081 + Penalty 1799.052357 = -955692.252724 nChanged 2 SP:Iteration 63Q (7175.784794 sec): 3 clusters Score: Raw -957491.977839 + Penalty 1799.052357 = -955692.925482 nChanged 2 SP:Iteration 64Q (7175.837103 sec): 3 clusters Score: Raw -957492.586350 + Penalty 1799.052357 = -955693.533993 nChanged 2 SP:Iteration 65Q (7175.896656 sec): 3 clusters Score: Raw -957492.971331 + Penalty 1799.052357 = -955693.918974 nChanged 1 SP:Iteration 66Q (7175.947143 sec): 3 clusters Score: Raw -957493.336320 + Penalty 1799.052357 = -955694.283963 nChanged 1 SP:Iteration 67Q (7176.013297 sec): 3 clusters Score: Raw -957493.572716 + Penalty 1799.052357 = -955694.520359 nChanged 0 SP:Iteration 68F (7176.063448 sec): 3 clusters Score: Raw -957493.572716 + Penalty 1799.052357 = -955694.520359 nChanged 0 Trying to split cluster 7 (16217 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7176.099982 sec): 2 clusters Score: Raw -1257124.955660 + Penalty 920.912459 = -1256204.043201 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7176.163316 sec): 3 clusters Score: Raw -1247210.134623 + Penalty 1841.824917 = -1245368.309705 nChanged 7386 SP:Iteration 1F (7176.238807 sec): 3 clusters Score: Raw -1251291.293074 + Penalty 1841.824917 = -1249449.468157 nChanged 835 SP:Iteration 2F (7176.293172 sec): 3 clusters Score: Raw -1251623.365428 + Penalty 1841.824917 = -1249781.540510 nChanged 837 SP:Iteration 3F (7176.345446 sec): 3 clusters Score: Raw -1252005.977865 + Penalty 1841.824917 = -1250164.152948 nChanged 913 SP:Iteration 4F (7176.411429 sec): 3 clusters Score: Raw -1252484.936797 + Penalty 1841.824917 = -1250643.111880 nChanged 1009 SP:Iteration 5F (7176.472273 sec): 3 clusters Score: Raw -1253102.073693 + Penalty 1841.824917 = -1251260.248776 nChanged 994 SP:Iteration 6F (7176.541761 sec): 3 clusters Score: Raw -1253752.521265 + Penalty 1841.824917 = -1251910.696348 nChanged 924 SP:Iteration 7F (7176.605094 sec): 3 clusters Score: Raw -1254404.834049 + Penalty 1841.824917 = -1252563.009132 nChanged 845 SP:Iteration 8F (7176.672277 sec): 3 clusters Score: Raw -1254953.896496 + Penalty 1841.824917 = -1253112.071579 nChanged 734 SP:Iteration 9Q (7176.726289 sec): 3 clusters Score: Raw -1255315.933647 + Penalty 1841.824917 = -1253474.108730 nChanged 531 SP:Iteration 10Q (7176.790458 sec): 3 clusters Score: Raw -1255518.751971 + Penalty 1841.824917 = -1253676.927054 nChanged 383 SP:Iteration 11Q (7176.855460 sec): 3 clusters Score: Raw -1255650.590765 + Penalty 1841.824917 = -1253808.765848 nChanged 300 SP:Iteration 12Q (7176.917626 sec): 3 clusters Score: Raw -1255759.898708 + Penalty 1841.824917 = -1253918.073791 nChanged 293 SP:Iteration 13Q (7176.990904 sec): 3 clusters Score: Raw -1255883.380734 + Penalty 1841.824917 = -1254041.555817 nChanged 282 SP:Iteration 14Q (7177.055903 sec): 3 clusters Score: Raw -1256017.329324 + Penalty 1841.824917 = -1254175.504407 nChanged 321 SP:Iteration 15Q (7177.111792 sec): 3 clusters Score: Raw -1256183.569817 + Penalty 1841.824917 = -1254341.744899 nChanged 319 SP:Iteration 16Q (7177.172556 sec): 3 clusters Score: Raw -1256332.728251 + Penalty 1841.824917 = -1254490.903334 nChanged 295 SP:Iteration 17Q (7177.236283 sec): 3 clusters Score: Raw -1256465.850863 + Penalty 1841.824917 = -1254624.025946 nChanged 269 SP:Iteration 18Q (7177.295521 sec): 3 clusters Score: Raw -1256571.517326 + Penalty 1841.824917 = -1254729.692409 nChanged 223 SP:Iteration 19Q (7177.355387 sec): 3 clusters Score: Raw -1256645.288175 + Penalty 1841.824917 = -1254803.463257 nChanged 189 SP:Iteration 20F (7177.420412 sec): 3 clusters Score: Raw -1256708.882523 + Penalty 1841.824917 = -1254867.057606 nChanged 189 SP:Iteration 21Q (7177.481769 sec): 3 clusters Score: Raw -1256773.511220 + Penalty 1841.824917 = -1254931.686303 nChanged 176 SP:Iteration 22Q (7177.553425 sec): 3 clusters Score: Raw -1256825.929902 + Penalty 1841.824917 = -1254984.104985 nChanged 159 SP:Iteration 23Q (7177.618327 sec): 3 clusters Score: Raw -1256871.235842 + Penalty 1841.824917 = -1255029.410925 nChanged 142 SP:Iteration 24Q (7177.674951 sec): 3 clusters Score: Raw -1256913.918511 + Penalty 1841.824917 = -1255072.093594 nChanged 135 SP:Iteration 25Q (7177.741937 sec): 3 clusters Score: Raw -1256956.297255 + Penalty 1841.824917 = -1255114.472338 nChanged 133 SP:Iteration 26Q (7177.816636 sec): 3 clusters Score: Raw -1256994.439365 + Penalty 1841.824917 = -1255152.614448 nChanged 111 SP:Iteration 27Q (7177.874722 sec): 3 clusters Score: Raw -1257022.051650 + Penalty 1841.824917 = -1255180.226732 nChanged 103 SP:Iteration 28Q (7177.952234 sec): 3 clusters Score: Raw -1257044.541312 + Penalty 1841.824917 = -1255202.716395 nChanged 91 SP:Iteration 29Q (7178.003650 sec): 3 clusters Score: Raw -1257061.272415 + Penalty 1841.824917 = -1255219.447498 nChanged 84 SP:Iteration 30Q (7178.068295 sec): 3 clusters Score: Raw -1257076.716581 + Penalty 1841.824917 = -1255234.891664 nChanged 78 SP:Iteration 31Q (7178.133771 sec): 3 clusters Score: Raw -1257089.999405 + Penalty 1841.824917 = -1255248.174487 nChanged 78 SP:Iteration 32Q (7178.200416 sec): 3 clusters Score: Raw -1257102.621825 + Penalty 1841.824917 = -1255260.796908 nChanged 82 SP:Iteration 33Q (7178.258624 sec): 3 clusters Score: Raw -1257115.627297 + Penalty 1841.824917 = -1255273.802380 nChanged 70 SP:Iteration 34Q (7178.331770 sec): 3 clusters Score: Raw -1257125.615444 + Penalty 1841.824917 = -1255283.790526 nChanged 60 SP:Iteration 35Q (7178.400110 sec): 3 clusters Score: Raw -1257132.991053 + Penalty 1841.824917 = -1255291.166136 nChanged 52 SP:Iteration 36Q (7178.453073 sec): 3 clusters Score: Raw -1257139.548493 + Penalty 1841.824917 = -1255297.723575 nChanged 47 SP:Iteration 37Q (7178.523724 sec): 3 clusters Score: Raw -1257144.830235 + Penalty 1841.824917 = -1255303.005318 nChanged 48 SP:Iteration 38Q (7178.589400 sec): 3 clusters Score: Raw -1257150.225788 + Penalty 1841.824917 = -1255308.400871 nChanged 57 SP:Iteration 39Q (7178.640357 sec): 3 clusters Score: Raw -1257157.757564 + Penalty 1841.824917 = -1255315.932647 nChanged 46 SP:Iteration 40F (7178.713898 sec): 3 clusters Score: Raw -1257162.260364 + Penalty 1841.824917 = -1255320.435446 nChanged 31 SP:Iteration 41Q (7178.775331 sec): 3 clusters Score: Raw -1257164.999984 + Penalty 1841.824917 = -1255323.175067 nChanged 28 SP:Iteration 42Q (7178.847369 sec): 3 clusters Score: Raw -1257168.649535 + Penalty 1841.824917 = -1255326.824618 nChanged 36 SP:Iteration 43Q (7178.906506 sec): 3 clusters Score: Raw -1257173.165851 + Penalty 1841.824917 = -1255331.340934 nChanged 34 SP:Iteration 44Q (7178.975077 sec): 3 clusters Score: Raw -1257177.699478 + Penalty 1841.824917 = -1255335.874560 nChanged 29 SP:Iteration 45Q (7179.035813 sec): 3 clusters Score: Raw -1257181.947711 + Penalty 1841.824917 = -1255340.122794 nChanged 31 SP:Iteration 46Q (7179.092647 sec): 3 clusters Score: Raw -1257185.872479 + Penalty 1841.824917 = -1255344.047562 nChanged 26 SP:Iteration 47Q (7179.155343 sec): 3 clusters Score: Raw -1257188.439890 + Penalty 1841.824917 = -1255346.614972 nChanged 25 SP:Iteration 48Q (7179.223087 sec): 3 clusters Score: Raw -1257191.287815 + Penalty 1841.824917 = -1255349.462898 nChanged 23 SP:Iteration 49Q (7179.278777 sec): 3 clusters Score: Raw -1257194.437961 + Penalty 1841.824917 = -1255352.613043 nChanged 27 SP:Iteration 50Q (7179.341631 sec): 3 clusters Score: Raw -1257197.687609 + Penalty 1841.824917 = -1255355.862692 nChanged 26 SP:Iteration 51Q (7179.404554 sec): 3 clusters Score: Raw -1257201.560009 + Penalty 1841.824917 = -1255359.735092 nChanged 23 SP:Iteration 52Q (7179.461583 sec): 3 clusters Score: Raw -1257204.637942 + Penalty 1841.824917 = -1255362.813025 nChanged 27 SP:Iteration 53Q (7179.526227 sec): 3 clusters Score: Raw -1257208.407042 + Penalty 1841.824917 = -1255366.582125 nChanged 31 SP:Iteration 54Q (7179.596032 sec): 3 clusters Score: Raw -1257212.159610 + Penalty 1841.824917 = -1255370.334692 nChanged 27 SP:Iteration 55Q (7179.661327 sec): 3 clusters Score: Raw -1257215.006154 + Penalty 1841.824917 = -1255373.181237 nChanged 23 SP:Iteration 56Q (7179.726715 sec): 3 clusters Score: Raw -1257217.449239 + Penalty 1841.824917 = -1255375.624322 nChanged 21 SP:Iteration 57Q (7179.784537 sec): 3 clusters Score: Raw -1257219.232234 + Penalty 1841.824917 = -1255377.407317 nChanged 13 SP:Iteration 58Q (7179.849712 sec): 3 clusters Score: Raw -1257221.157113 + Penalty 1841.824917 = -1255379.332196 nChanged 17 SP:Iteration 59Q (7179.917898 sec): 3 clusters Score: Raw -1257223.426244 + Penalty 1841.824917 = -1255381.601327 nChanged 17 SP:Iteration 60F (7179.982634 sec): 3 clusters Score: Raw -1257225.074633 + Penalty 1841.824917 = -1255383.249716 nChanged 21 SP:Iteration 61Q (7180.043986 sec): 3 clusters Score: Raw -1257227.594097 + Penalty 1841.824917 = -1255385.769180 nChanged 20 SP:Iteration 62Q (7180.097608 sec): 3 clusters Score: Raw -1257229.732409 + Penalty 1841.824917 = -1255387.907492 nChanged 22 SP:Iteration 63Q (7180.164520 sec): 3 clusters Score: Raw -1257231.627604 + Penalty 1841.824917 = -1255389.802687 nChanged 22 SP:Iteration 64Q (7180.231903 sec): 3 clusters Score: Raw -1257234.303330 + Penalty 1841.824917 = -1255392.478413 nChanged 15 SP:Iteration 65Q (7180.300967 sec): 3 clusters Score: Raw -1257236.060392 + Penalty 1841.824917 = -1255394.235475 nChanged 19 SP:Iteration 66Q (7180.365307 sec): 3 clusters Score: Raw -1257238.088258 + Penalty 1841.824917 = -1255396.263341 nChanged 17 SP:Iteration 67Q (7180.430584 sec): 3 clusters Score: Raw -1257240.002942 + Penalty 1841.824917 = -1255398.178025 nChanged 12 SP:Iteration 68Q (7180.493329 sec): 3 clusters Score: Raw -1257241.087039 + Penalty 1841.824917 = -1255399.262122 nChanged 12 SP:Iteration 69Q (7180.550810 sec): 3 clusters Score: Raw -1257242.348681 + Penalty 1841.824917 = -1255400.523763 nChanged 14 SP:Iteration 70Q (7180.613280 sec): 3 clusters Score: Raw -1257243.456980 + Penalty 1841.824917 = -1255401.632063 nChanged 12 SP:Iteration 71Q (7180.688979 sec): 3 clusters Score: Raw -1257244.541301 + Penalty 1841.824917 = -1255402.716384 nChanged 13 SP:Iteration 72Q (7180.753561 sec): 3 clusters Score: Raw -1257246.042589 + Penalty 1841.824917 = -1255404.217672 nChanged 17 SP:Iteration 73Q (7180.821341 sec): 3 clusters Score: Raw -1257248.267073 + Penalty 1841.824917 = -1255406.442156 nChanged 17 SP:Iteration 74Q (7180.876074 sec): 3 clusters Score: Raw -1257250.307345 + Penalty 1841.824917 = -1255408.482428 nChanged 23 SP:Iteration 75Q (7180.950050 sec): 3 clusters Score: Raw -1257253.386257 + Penalty 1841.824917 = -1255411.561340 nChanged 14 SP:Iteration 76Q (7181.013866 sec): 3 clusters Score: Raw -1257254.697518 + Penalty 1841.824917 = -1255412.872601 nChanged 12 SP:Iteration 77Q (7181.076685 sec): 3 clusters Score: Raw -1257255.954311 + Penalty 1841.824917 = -1255414.129394 nChanged 12 SP:Iteration 78Q (7181.146283 sec): 3 clusters Score: Raw -1257257.029223 + Penalty 1841.824917 = -1255415.204306 nChanged 6 SP:Iteration 79Q (7181.203231 sec): 3 clusters Score: Raw -1257257.504424 + Penalty 1841.824917 = -1255415.679507 nChanged 9 SP:Iteration 80F (7181.278339 sec): 3 clusters Score: Raw -1257258.430147 + Penalty 1841.824917 = -1255416.605230 nChanged 8 SP:Iteration 81Q (7181.341599 sec): 3 clusters Score: Raw -1257259.123049 + Penalty 1841.824917 = -1255417.298132 nChanged 9 SP:Iteration 82Q (7181.400501 sec): 3 clusters Score: Raw -1257260.202232 + Penalty 1841.824917 = -1255418.377315 nChanged 13 SP:Iteration 83Q (7181.461054 sec): 3 clusters Score: Raw -1257261.630786 + Penalty 1841.824917 = -1255419.805869 nChanged 9 SP:Iteration 84Q (7181.530151 sec): 3 clusters Score: Raw -1257262.215536 + Penalty 1841.824917 = -1255420.390619 nChanged 4 SP:Iteration 85Q (7181.578049 sec): 3 clusters Score: Raw -1257262.530332 + Penalty 1841.824917 = -1255420.705414 nChanged 7 SP:Iteration 86Q (7181.637870 sec): 3 clusters Score: Raw -1257262.916393 + Penalty 1841.824917 = -1255421.091476 nChanged 3 SP:Iteration 87Q (7181.712499 sec): 3 clusters Score: Raw -1257263.123479 + Penalty 1841.824917 = -1255421.298562 nChanged 3 SP:Iteration 88Q (7181.776957 sec): 3 clusters Score: Raw -1257263.304617 + Penalty 1841.824917 = -1255421.479700 nChanged 3 SP:Iteration 89Q (7181.844647 sec): 3 clusters Score: Raw -1257263.527656 + Penalty 1841.824917 = -1255421.702739 nChanged 1 SP:Iteration 90Q (7181.909663 sec): 3 clusters Score: Raw -1257263.591955 + Penalty 1841.824917 = -1255421.767038 nChanged 2 SP:Iteration 91Q (7181.976263 sec): 3 clusters Score: Raw -1257263.745680 + Penalty 1841.824917 = -1255421.920763 nChanged 2 SP:Iteration 92Q (7182.033491 sec): 3 clusters Score: Raw -1257263.871615 + Penalty 1841.824917 = -1255422.046698 nChanged 2 SP:Iteration 93Q (7182.108159 sec): 3 clusters Score: Raw -1257264.049104 + Penalty 1841.824917 = -1255422.224187 nChanged 3 SP:Iteration 94Q (7182.175177 sec): 3 clusters Score: Raw -1257264.274496 + Penalty 1841.824917 = -1255422.449579 nChanged 2 SP:Iteration 95Q (7182.244687 sec): 3 clusters Score: Raw -1257264.374472 + Penalty 1841.824917 = -1255422.549555 nChanged 0 SP:Iteration 96F (7182.313414 sec): 3 clusters Score: Raw -1257264.374472 + Penalty 1841.824917 = -1255422.549555 nChanged 0 Trying to split cluster 8 (44587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7182.383220 sec): 2 clusters Score: Raw -3151872.731505 + Penalty 1016.993773 = -3150855.737731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7182.492263 sec): 3 clusters Score: Raw -3123099.522760 + Penalty 2033.987547 = -3121065.535213 nChanged 21214 SP:Iteration 1F (7182.589130 sec): 3 clusters Score: Raw -3136278.630827 + Penalty 2033.987547 = -3134244.643280 nChanged 2508 SP:Iteration 2F (7182.705388 sec): 3 clusters Score: Raw -3137421.738642 + Penalty 2033.987547 = -3135387.751095 nChanged 2580 SP:Iteration 3F (7182.810101 sec): 3 clusters Score: Raw -3138857.084346 + Penalty 2033.987547 = -3136823.096799 nChanged 2818 SP:Iteration 4F (7182.914591 sec): 3 clusters Score: Raw -3140659.471590 + Penalty 2033.987547 = -3138625.484043 nChanged 2729 SP:Iteration 5F (7183.022412 sec): 3 clusters Score: Raw -3142507.594255 + Penalty 2033.987547 = -3140473.606708 nChanged 2506 SP:Iteration 6F (7183.105499 sec): 3 clusters Score: Raw -3144135.906070 + Penalty 2033.987547 = -3142101.918523 nChanged 2145 SP:Iteration 7Q (7183.216396 sec): 3 clusters Score: Raw -3145298.956088 + Penalty 2033.987547 = -3143264.968541 nChanged 1540 SP:Iteration 8Q (7183.314589 sec): 3 clusters Score: Raw -3145967.723742 + Penalty 2033.987547 = -3143933.736195 nChanged 1069 SP:Iteration 9Q (7183.414445 sec): 3 clusters Score: Raw -3146337.247211 + Penalty 2033.987547 = -3144303.259665 nChanged 855 SP:Iteration 10Q (7183.519735 sec): 3 clusters Score: Raw -3146619.831660 + Penalty 2033.987547 = -3144585.844113 nChanged 795 SP:Iteration 11Q (7183.612067 sec): 3 clusters Score: Raw -3146892.576345 + Penalty 2033.987547 = -3144858.588798 nChanged 714 SP:Iteration 12Q (7183.726279 sec): 3 clusters Score: Raw -3147134.617454 + Penalty 2033.987547 = -3145100.629907 nChanged 740 SP:Iteration 13Q (7183.822592 sec): 3 clusters Score: Raw -3147394.353431 + Penalty 2033.987547 = -3145360.365884 nChanged 719 SP:Iteration 14Q (7183.935843 sec): 3 clusters Score: Raw -3147652.885791 + Penalty 2033.987547 = -3145618.898244 nChanged 738 SP:Iteration 15Q (7184.029038 sec): 3 clusters Score: Raw -3147917.872709 + Penalty 2033.987547 = -3145883.885162 nChanged 716 SP:Iteration 16Q (7184.132322 sec): 3 clusters Score: Raw -3148172.007984 + Penalty 2033.987547 = -3146138.020437 nChanged 690 SP:Iteration 17Q (7184.230214 sec): 3 clusters Score: Raw -3148418.043219 + Penalty 2033.987547 = -3146384.055672 nChanged 684 SP:Iteration 18Q (7184.333499 sec): 3 clusters Score: Raw -3148671.903267 + Penalty 2033.987547 = -3146637.915720 nChanged 665 SP:Iteration 19Q (7184.425594 sec): 3 clusters Score: Raw -3148905.924611 + Penalty 2033.987547 = -3146871.937064 nChanged 621 SP:Iteration 20F (7184.534052 sec): 3 clusters Score: Raw -3149148.166031 + Penalty 2033.987547 = -3147114.178484 nChanged 634 SP:Iteration 21Q (7184.626571 sec): 3 clusters Score: Raw -3149417.642797 + Penalty 2033.987547 = -3147383.655250 nChanged 617 SP:Iteration 22Q (7184.727221 sec): 3 clusters Score: Raw -3149706.320254 + Penalty 2033.987547 = -3147672.332707 nChanged 604 SP:Iteration 23Q (7184.824183 sec): 3 clusters Score: Raw -3149998.551855 + Penalty 2033.987547 = -3147964.564308 nChanged 632 SP:Iteration 24Q (7184.922374 sec): 3 clusters Score: Raw -3150341.463248 + Penalty 2033.987547 = -3148307.475701 nChanged 570 SP:Iteration 25Q (7185.011565 sec): 3 clusters Score: Raw -3150669.303801 + Penalty 2033.987547 = -3148635.316254 nChanged 519 SP:Iteration 26Q (7185.109347 sec): 3 clusters Score: Raw -3150969.903867 + Penalty 2033.987547 = -3148935.916320 nChanged 443 SP:Iteration 27Q (7185.189167 sec): 3 clusters Score: Raw -3151242.619788 + Penalty 2033.987547 = -3149208.632241 nChanged 356 SP:Iteration 28Q (7185.295583 sec): 3 clusters Score: Raw -3151441.373575 + Penalty 2033.987547 = -3149407.386028 nChanged 303 SP:Iteration 29Q (7185.386064 sec): 3 clusters Score: Raw -3151605.846585 + Penalty 2033.987547 = -3149571.859038 nChanged 274 SP:Iteration 30Q (7185.479229 sec): 3 clusters Score: Raw -3151741.088662 + Penalty 2033.987547 = -3149707.101115 nChanged 222 SP:Iteration 31Q (7185.574761 sec): 3 clusters Score: Raw -3151836.897638 + Penalty 2033.987547 = -3149802.910091 nChanged 200 SP:Iteration 32Q (7185.658128 sec): 3 clusters Score: Raw -3151918.240563 + Penalty 2033.987547 = -3149884.253016 nChanged 168 SP:Iteration 33Q (7185.759757 sec): 3 clusters Score: Raw -3151985.471783 + Penalty 2033.987547 = -3149951.484236 nChanged 139 SP:Iteration 34Q (7185.865497 sec): 3 clusters Score: Raw -3152033.194715 + Penalty 2033.987547 = -3149999.207168 nChanged 110 SP:Iteration 35Q (7185.968094 sec): 3 clusters Score: Raw -3152068.228960 + Penalty 2033.987547 = -3150034.241413 nChanged 81 SP:Iteration 36Q (7186.064051 sec): 3 clusters Score: Raw -3152089.884704 + Penalty 2033.987547 = -3150055.897157 nChanged 61 SP:Iteration 37Q (7186.153424 sec): 3 clusters Score: Raw -3152106.532633 + Penalty 2033.987547 = -3150072.545086 nChanged 44 SP:Iteration 38Q (7186.250377 sec): 3 clusters Score: Raw -3152117.439099 + Penalty 2033.987547 = -3150083.451552 nChanged 40 SP:Iteration 39Q (7186.359097 sec): 3 clusters Score: Raw -3152126.531630 + Penalty 2033.987547 = -3150092.544083 nChanged 37 SP:Iteration 40F (7186.453735 sec): 3 clusters Score: Raw -3152135.325157 + Penalty 2033.987547 = -3150101.337610 nChanged 31 SP:Iteration 41Q (7186.549926 sec): 3 clusters Score: Raw -3152142.813700 + Penalty 2033.987547 = -3150108.826153 nChanged 26 SP:Iteration 42Q (7186.640929 sec): 3 clusters Score: Raw -3152148.496818 + Penalty 2033.987547 = -3150114.509271 nChanged 22 SP:Iteration 43Q (7186.732770 sec): 3 clusters Score: Raw -3152152.398884 + Penalty 2033.987547 = -3150118.411337 nChanged 22 SP:Iteration 44Q (7186.823326 sec): 3 clusters Score: Raw -3152155.419438 + Penalty 2033.987547 = -3150121.431891 nChanged 15 SP:Iteration 45Q (7186.913826 sec): 3 clusters Score: Raw -3152157.952307 + Penalty 2033.987547 = -3150123.964760 nChanged 14 SP:Iteration 46Q (7187.002263 sec): 3 clusters Score: Raw -3152160.574336 + Penalty 2033.987547 = -3150126.586789 nChanged 13 SP:Iteration 47Q (7187.094862 sec): 3 clusters Score: Raw -3152163.282604 + Penalty 2033.987547 = -3150129.295057 nChanged 10 SP:Iteration 48Q (7187.183664 sec): 3 clusters Score: Raw -3152165.306676 + Penalty 2033.987547 = -3150131.319129 nChanged 10 SP:Iteration 49Q (7187.283271 sec): 3 clusters Score: Raw -3152167.148898 + Penalty 2033.987547 = -3150133.161351 nChanged 14 SP:Iteration 50Q (7187.376298 sec): 3 clusters Score: Raw -3152169.978523 + Penalty 2033.987547 = -3150135.990976 nChanged 14 SP:Iteration 51Q (7187.472086 sec): 3 clusters Score: Raw -3152173.027180 + Penalty 2033.987547 = -3150139.039633 nChanged 11 SP:Iteration 52Q (7187.567814 sec): 3 clusters Score: Raw -3152175.327086 + Penalty 2033.987547 = -3150141.339539 nChanged 13 SP:Iteration 53Q (7187.656497 sec): 3 clusters Score: Raw -3152176.793587 + Penalty 2033.987547 = -3150142.806040 nChanged 5 SP:Iteration 54Q (7187.753831 sec): 3 clusters Score: Raw -3152177.472971 + Penalty 2033.987547 = -3150143.485424 nChanged 5 SP:Iteration 55Q (7187.846017 sec): 3 clusters Score: Raw -3152178.000167 + Penalty 2033.987547 = -3150144.012620 nChanged 2 SP:Iteration 56Q (7187.941608 sec): 3 clusters Score: Raw -3152178.346101 + Penalty 2033.987547 = -3150144.358554 nChanged 3 SP:Iteration 57Q (7188.033428 sec): 3 clusters Score: Raw -3152178.955634 + Penalty 2033.987547 = -3150144.968087 nChanged 3 SP:Iteration 58Q (7188.126899 sec): 3 clusters Score: Raw -3152179.408297 + Penalty 2033.987547 = -3150145.420750 nChanged 2 SP:Iteration 59Q (7188.222467 sec): 3 clusters Score: Raw -3152180.136401 + Penalty 2033.987547 = -3150146.148854 nChanged 4 SP:Iteration 60F (7188.312029 sec): 3 clusters Score: Raw -3152180.380612 + Penalty 2033.987547 = -3150146.393065 nChanged 1 SP:Iteration 61Q (7188.404226 sec): 3 clusters Score: Raw -3152180.480101 + Penalty 2033.987547 = -3150146.492554 nChanged 0 SP:Iteration 62F (7188.496566 sec): 3 clusters Score: Raw -3152180.480101 + Penalty 2033.987547 = -3150146.492554 nChanged 0 Trying to split cluster 9 (32148 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7188.559741 sec): 2 clusters Score: Raw -2423131.299911 + Penalty 985.920024 = -2422145.379887 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7188.639126 sec): 3 clusters Score: Raw -2402601.990374 + Penalty 1971.840049 = -2400630.150325 nChanged 15213 SP:Iteration 1F (7188.722162 sec): 3 clusters Score: Raw -2411924.286060 + Penalty 1971.840049 = -2409952.446011 nChanged 1916 SP:Iteration 2F (7188.813035 sec): 3 clusters Score: Raw -2413028.586408 + Penalty 1971.840049 = -2411056.746359 nChanged 2239 SP:Iteration 3F (7188.897832 sec): 3 clusters Score: Raw -2414597.901669 + Penalty 1971.840049 = -2412626.061621 nChanged 2430 SP:Iteration 4F (7188.978031 sec): 3 clusters Score: Raw -2416595.064284 + Penalty 1971.840049 = -2414623.224235 nChanged 2418 SP:Iteration 5F (7189.054204 sec): 3 clusters Score: Raw -2418642.709186 + Penalty 1971.840049 = -2416670.869137 nChanged 1847 SP:Iteration 6F (7189.139711 sec): 3 clusters Score: Raw -2420004.362113 + Penalty 1971.840049 = -2418032.522064 nChanged 1231 SP:Iteration 7Q (7189.218459 sec): 3 clusters Score: Raw -2420698.957323 + Penalty 1971.840049 = -2418727.117274 nChanged 816 SP:Iteration 8Q (7189.309858 sec): 3 clusters Score: Raw -2421123.066575 + Penalty 1971.840049 = -2419151.226526 nChanged 669 SP:Iteration 9Q (7189.395120 sec): 3 clusters Score: Raw -2421470.901782 + Penalty 1971.840049 = -2419499.061733 nChanged 618 SP:Iteration 10Q (7189.474285 sec): 3 clusters Score: Raw -2421783.110914 + Penalty 1971.840049 = -2419811.270865 nChanged 547 SP:Iteration 11Q (7189.571603 sec): 3 clusters Score: Raw -2422024.954258 + Penalty 1971.840049 = -2420053.114210 nChanged 490 SP:Iteration 12Q (7189.654893 sec): 3 clusters Score: Raw -2422245.471983 + Penalty 1971.840049 = -2420273.631934 nChanged 424 SP:Iteration 13Q (7189.731615 sec): 3 clusters Score: Raw -2422420.393076 + Penalty 1971.840049 = -2420448.553028 nChanged 365 SP:Iteration 14Q (7189.823652 sec): 3 clusters Score: Raw -2422560.944133 + Penalty 1971.840049 = -2420589.104085 nChanged 345 SP:Iteration 15Q (7189.908713 sec): 3 clusters Score: Raw -2422698.381349 + Penalty 1971.840049 = -2420726.541300 nChanged 323 SP:Iteration 16Q (7189.995836 sec): 3 clusters Score: Raw -2422816.666397 + Penalty 1971.840049 = -2420844.826348 nChanged 280 SP:Iteration 17Q (7190.082173 sec): 3 clusters Score: Raw -2422912.585110 + Penalty 1971.840049 = -2420940.745062 nChanged 240 SP:Iteration 18Q (7190.151925 sec): 3 clusters Score: Raw -2422983.967399 + Penalty 1971.840049 = -2421012.127351 nChanged 208 SP:Iteration 19Q (7190.230780 sec): 3 clusters Score: Raw -2423040.065056 + Penalty 1971.840049 = -2421068.225007 nChanged 188 SP:Iteration 20F (7190.313274 sec): 3 clusters Score: Raw -2423086.368286 + Penalty 1971.840049 = -2421114.528237 nChanged 169 SP:Iteration 21Q (7190.400657 sec): 3 clusters Score: Raw -2423126.241563 + Penalty 1971.840049 = -2421154.401514 nChanged 163 SP:Iteration 22Q (7190.494363 sec): 3 clusters Score: Raw -2423163.761417 + Penalty 1971.840049 = -2421191.921368 nChanged 166 SP:Iteration 23Q (7190.570187 sec): 3 clusters Score: Raw -2423200.947130 + Penalty 1971.840049 = -2421229.107081 nChanged 125 SP:Iteration 24Q (7190.657485 sec): 3 clusters Score: Raw -2423226.328353 + Penalty 1971.840049 = -2421254.488304 nChanged 113 SP:Iteration 25Q (7190.742557 sec): 3 clusters Score: Raw -2423248.306549 + Penalty 1971.840049 = -2421276.466500 nChanged 119 SP:Iteration 26Q (7190.828586 sec): 3 clusters Score: Raw -2423271.654617 + Penalty 1971.840049 = -2421299.814569 nChanged 111 SP:Iteration 27Q (7190.905678 sec): 3 clusters Score: Raw -2423294.089399 + Penalty 1971.840049 = -2421322.249350 nChanged 104 SP:Iteration 28Q (7190.979441 sec): 3 clusters Score: Raw -2423314.022884 + Penalty 1971.840049 = -2421342.182836 nChanged 95 SP:Iteration 29Q (7191.058038 sec): 3 clusters Score: Raw -2423331.130167 + Penalty 1971.840049 = -2421359.290119 nChanged 96 SP:Iteration 30Q (7191.137690 sec): 3 clusters Score: Raw -2423347.774805 + Penalty 1971.840049 = -2421375.934756 nChanged 82 SP:Iteration 31Q (7191.218526 sec): 3 clusters Score: Raw -2423362.976981 + Penalty 1971.840049 = -2421391.136933 nChanged 97 SP:Iteration 32Q (7191.291741 sec): 3 clusters Score: Raw -2423382.896246 + Penalty 1971.840049 = -2421411.056197 nChanged 90 SP:Iteration 33Q (7191.368358 sec): 3 clusters Score: Raw -2423401.239313 + Penalty 1971.840049 = -2421429.399264 nChanged 81 SP:Iteration 34Q (7191.455469 sec): 3 clusters Score: Raw -2423417.724711 + Penalty 1971.840049 = -2421445.884663 nChanged 77 SP:Iteration 35Q (7191.536251 sec): 3 clusters Score: Raw -2423433.139747 + Penalty 1971.840049 = -2421461.299699 nChanged 80 SP:Iteration 36Q (7191.628545 sec): 3 clusters Score: Raw -2423451.025458 + Penalty 1971.840049 = -2421479.185409 nChanged 71 SP:Iteration 37Q (7191.693394 sec): 3 clusters Score: Raw -2423464.471943 + Penalty 1971.840049 = -2421492.631894 nChanged 53 SP:Iteration 38Q (7191.781950 sec): 3 clusters Score: Raw -2423475.275935 + Penalty 1971.840049 = -2421503.435886 nChanged 50 SP:Iteration 39Q (7191.849091 sec): 3 clusters Score: Raw -2423483.846108 + Penalty 1971.840049 = -2421512.006059 nChanged 52 SP:Iteration 40F (7191.931445 sec): 3 clusters Score: Raw -2423494.838564 + Penalty 1971.840049 = -2421522.998515 nChanged 55 SP:Iteration 41Q (7192.006235 sec): 3 clusters Score: Raw -2423505.213036 + Penalty 1971.840049 = -2421533.372987 nChanged 46 SP:Iteration 42Q (7192.092233 sec): 3 clusters Score: Raw -2423514.275241 + Penalty 1971.840049 = -2421542.435192 nChanged 48 SP:Iteration 43Q (7192.167528 sec): 3 clusters Score: Raw -2423524.123041 + Penalty 1971.840049 = -2421552.282993 nChanged 49 SP:Iteration 44Q (7192.248844 sec): 3 clusters Score: Raw -2423535.205536 + Penalty 1971.840049 = -2421563.365487 nChanged 48 SP:Iteration 45Q (7192.320083 sec): 3 clusters Score: Raw -2423542.846781 + Penalty 1971.840049 = -2421571.006732 nChanged 35 SP:Iteration 46Q (7192.402732 sec): 3 clusters Score: Raw -2423547.744961 + Penalty 1971.840049 = -2421575.904913 nChanged 28 SP:Iteration 47Q (7192.480845 sec): 3 clusters Score: Raw -2423551.517111 + Penalty 1971.840049 = -2421579.677062 nChanged 23 SP:Iteration 48Q (7192.545907 sec): 3 clusters Score: Raw -2423553.649694 + Penalty 1971.840049 = -2421581.809645 nChanged 16 SP:Iteration 49Q (7192.616459 sec): 3 clusters Score: Raw -2423556.014197 + Penalty 1971.840049 = -2421584.174149 nChanged 25 SP:Iteration 50Q (7192.695581 sec): 3 clusters Score: Raw -2423559.822722 + Penalty 1971.840049 = -2421587.982673 nChanged 24 SP:Iteration 51Q (7192.778490 sec): 3 clusters Score: Raw -2423562.834818 + Penalty 1971.840049 = -2421590.994769 nChanged 18 SP:Iteration 52Q (7192.864132 sec): 3 clusters Score: Raw -2423565.076088 + Penalty 1971.840049 = -2421593.236039 nChanged 17 SP:Iteration 53Q (7192.931497 sec): 3 clusters Score: Raw -2423566.897407 + Penalty 1971.840049 = -2421595.057358 nChanged 15 SP:Iteration 54Q (7193.016770 sec): 3 clusters Score: Raw -2423568.726389 + Penalty 1971.840049 = -2421596.886340 nChanged 17 SP:Iteration 55Q (7193.086927 sec): 3 clusters Score: Raw -2423570.876649 + Penalty 1971.840049 = -2421599.036600 nChanged 18 SP:Iteration 56Q (7193.159902 sec): 3 clusters Score: Raw -2423572.997769 + Penalty 1971.840049 = -2421601.157720 nChanged 15 SP:Iteration 57Q (7193.250044 sec): 3 clusters Score: Raw -2423574.679591 + Penalty 1971.840049 = -2421602.839543 nChanged 11 SP:Iteration 58Q (7193.326049 sec): 3 clusters Score: Raw -2423575.735889 + Penalty 1971.840049 = -2421603.895841 nChanged 10 SP:Iteration 59Q (7193.400046 sec): 3 clusters Score: Raw -2423576.891383 + Penalty 1971.840049 = -2421605.051334 nChanged 13 SP:Iteration 60F (7193.481171 sec): 3 clusters Score: Raw -2423578.680248 + Penalty 1971.840049 = -2421606.840199 nChanged 12 SP:Iteration 61Q (7193.572328 sec): 3 clusters Score: Raw -2423579.635155 + Penalty 1971.840049 = -2421607.795106 nChanged 9 SP:Iteration 62Q (7193.642718 sec): 3 clusters Score: Raw -2423580.536945 + Penalty 1971.840049 = -2421608.696896 nChanged 10 SP:Iteration 63Q (7193.730298 sec): 3 clusters Score: Raw -2423581.491248 + Penalty 1971.840049 = -2421609.651200 nChanged 13 SP:Iteration 64Q (7193.788844 sec): 3 clusters Score: Raw -2423583.208839 + Penalty 1971.840049 = -2421611.368791 nChanged 12 SP:Iteration 65Q (7193.870723 sec): 3 clusters Score: Raw -2423584.687032 + Penalty 1971.840049 = -2421612.846983 nChanged 15 SP:Iteration 66Q (7193.949997 sec): 3 clusters Score: Raw -2423586.367145 + Penalty 1971.840049 = -2421614.527096 nChanged 9 SP:Iteration 67Q (7194.027502 sec): 3 clusters Score: Raw -2423587.228443 + Penalty 1971.840049 = -2421615.388394 nChanged 9 SP:Iteration 68Q (7194.111624 sec): 3 clusters Score: Raw -2423587.986824 + Penalty 1971.840049 = -2421616.146775 nChanged 5 SP:Iteration 69Q (7194.189719 sec): 3 clusters Score: Raw -2423588.448338 + Penalty 1971.840049 = -2421616.608289 nChanged 3 SP:Iteration 70Q (7194.256587 sec): 3 clusters Score: Raw -2423588.735764 + Penalty 1971.840049 = -2421616.895715 nChanged 4 SP:Iteration 71Q (7194.341778 sec): 3 clusters Score: Raw -2423588.941428 + Penalty 1971.840049 = -2421617.101380 nChanged 2 SP:Iteration 72Q (7194.418800 sec): 3 clusters Score: Raw -2423589.046117 + Penalty 1971.840049 = -2421617.206068 nChanged 3 SP:Iteration 73Q (7194.496196 sec): 3 clusters Score: Raw -2423589.159909 + Penalty 1971.840049 = -2421617.319860 nChanged 2 SP:Iteration 74Q (7194.570104 sec): 3 clusters Score: Raw -2423589.203601 + Penalty 1971.840049 = -2421617.363552 nChanged 1 SP:Iteration 75Q (7194.659331 sec): 3 clusters Score: Raw -2423589.274010 + Penalty 1971.840049 = -2421617.433962 nChanged 2 SP:Iteration 76Q (7194.732961 sec): 3 clusters Score: Raw -2423589.397268 + Penalty 1971.840049 = -2421617.557219 nChanged 4 SP:Iteration 77Q (7194.813847 sec): 3 clusters Score: Raw -2423589.588443 + Penalty 1971.840049 = -2421617.748395 nChanged 5 SP:Iteration 78Q (7194.896229 sec): 3 clusters Score: Raw -2423590.095593 + Penalty 1971.840049 = -2421618.255544 nChanged 5 SP:Iteration 79Q (7194.974526 sec): 3 clusters Score: Raw -2423590.551996 + Penalty 1971.840049 = -2421618.711947 nChanged 5 SP:Iteration 80F (7195.046739 sec): 3 clusters Score: Raw -2423590.889809 + Penalty 1971.840049 = -2421619.049761 nChanged 3 SP:Iteration 81Q (7195.133440 sec): 3 clusters Score: Raw -2423591.165057 + Penalty 1971.840049 = -2421619.325008 nChanged 3 SP:Iteration 82Q (7195.203888 sec): 3 clusters Score: Raw -2423591.431389 + Penalty 1971.840049 = -2421619.591340 nChanged 5 SP:Iteration 83Q (7195.284800 sec): 3 clusters Score: Raw -2423592.163780 + Penalty 1971.840049 = -2421620.323732 nChanged 8 SP:Iteration 84Q (7195.361909 sec): 3 clusters Score: Raw -2423593.026306 + Penalty 1971.840049 = -2421621.186257 nChanged 10 SP:Iteration 85Q (7195.455004 sec): 3 clusters Score: Raw -2423594.066447 + Penalty 1971.840049 = -2421622.226398 nChanged 11 SP:Iteration 86Q (7195.537254 sec): 3 clusters Score: Raw -2423595.207931 + Penalty 1971.840049 = -2421623.367882 nChanged 8 SP:Iteration 87Q (7195.619596 sec): 3 clusters Score: Raw -2423595.572668 + Penalty 1971.840049 = -2421623.732619 nChanged 7 SP:Iteration 88Q (7195.684091 sec): 3 clusters Score: Raw -2423596.111689 + Penalty 1971.840049 = -2421624.271640 nChanged 6 SP:Iteration 89Q (7195.769197 sec): 3 clusters Score: Raw -2423597.156853 + Penalty 1971.840049 = -2421625.316804 nChanged 7 SP:Iteration 90Q (7195.854858 sec): 3 clusters Score: Raw -2423598.497575 + Penalty 1971.840049 = -2421626.657526 nChanged 9 SP:Iteration 91Q (7195.940283 sec): 3 clusters Score: Raw -2423600.165413 + Penalty 1971.840049 = -2421628.325364 nChanged 11 SP:Iteration 92Q (7196.022807 sec): 3 clusters Score: Raw -2423601.342136 + Penalty 1971.840049 = -2421629.502087 nChanged 10 SP:Iteration 93Q (7196.089147 sec): 3 clusters Score: Raw -2423602.190325 + Penalty 1971.840049 = -2421630.350277 nChanged 7 SP:Iteration 94Q (7196.161527 sec): 3 clusters Score: Raw -2423602.933848 + Penalty 1971.840049 = -2421631.093799 nChanged 5 SP:Iteration 95Q (7196.246070 sec): 3 clusters Score: Raw -2423603.408419 + Penalty 1971.840049 = -2421631.568371 nChanged 6 SP:Iteration 96Q (7196.314800 sec): 3 clusters Score: Raw -2423603.768020 + Penalty 1971.840049 = -2421631.927971 nChanged 6 SP:Iteration 97Q (7196.391938 sec): 3 clusters Score: Raw -2423604.281836 + Penalty 1971.840049 = -2421632.441787 nChanged 8 SP:Iteration 98Q (7196.483009 sec): 3 clusters Score: Raw -2423604.754294 + Penalty 1971.840049 = -2421632.914246 nChanged 5 SP:Iteration 99Q (7196.555440 sec): 3 clusters Score: Raw -2423605.230326 + Penalty 1971.840049 = -2421633.390277 nChanged 6 SP:Iteration 100F (7196.650034 sec): 3 clusters Score: Raw -2423605.662351 + Penalty 1971.840049 = -2421633.822303 nChanged 5 SP:Iteration 101Q (7196.734659 sec): 3 clusters Score: Raw -2423605.886184 + Penalty 1971.840049 = -2421634.046135 nChanged 4 SP:Iteration 102Q (7196.809600 sec): 3 clusters Score: Raw -2423606.052514 + Penalty 1971.840049 = -2421634.212465 nChanged 4 SP:Iteration 103Q (7196.895802 sec): 3 clusters Score: Raw -2423606.265076 + Penalty 1971.840049 = -2421634.425027 nChanged 4 SP:Iteration 104Q (7196.967404 sec): 3 clusters Score: Raw -2423606.480029 + Penalty 1971.840049 = -2421634.639980 nChanged 3 SP:Iteration 105Q (7197.049418 sec): 3 clusters Score: Raw -2423606.596651 + Penalty 1971.840049 = -2421634.756603 nChanged 5 SP:Iteration 106Q (7197.128070 sec): 3 clusters Score: Raw -2423606.827494 + Penalty 1971.840049 = -2421634.987445 nChanged 5 SP:Iteration 107Q (7197.207276 sec): 3 clusters Score: Raw -2423607.204777 + Penalty 1971.840049 = -2421635.364728 nChanged 4 SP:Iteration 108Q (7197.276805 sec): 3 clusters Score: Raw -2423607.434029 + Penalty 1971.840049 = -2421635.593981 nChanged 3 SP:Iteration 109Q (7197.358152 sec): 3 clusters Score: Raw -2423608.036924 + Penalty 1971.840049 = -2421636.196875 nChanged 5 SP:Iteration 110Q (7197.438086 sec): 3 clusters Score: Raw -2423608.449740 + Penalty 1971.840049 = -2421636.609691 nChanged 4 SP:Iteration 111Q (7197.502686 sec): 3 clusters Score: Raw -2423608.602337 + Penalty 1971.840049 = -2421636.762289 nChanged 3 SP:Iteration 112Q (7197.589135 sec): 3 clusters Score: Raw -2423608.678229 + Penalty 1971.840049 = -2421636.838180 nChanged 1 SP:Iteration 113Q (7197.661254 sec): 3 clusters Score: Raw -2423608.716704 + Penalty 1971.840049 = -2421636.876656 nChanged 0 SP:Iteration 114F (7197.745531 sec): 3 clusters Score: Raw -2423608.716704 + Penalty 1971.840049 = -2421636.876656 nChanged 0 Trying to split cluster 10 (481 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7197.772980 sec): 2 clusters Score: Raw -21797.057721 + Penalty 586.707391 = -21210.350331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7197.817772 sec): 3 clusters Score: Raw -21699.976123 + Penalty 1173.414781 = -20526.561341 nChanged 146 SP:Iteration 1F (7197.859516 sec): 3 clusters Score: Raw -21941.342999 + Penalty 1173.414781 = -20767.928218 nChanged 44 SP:Iteration 2F (7197.905802 sec): 3 clusters Score: Raw -22015.150324 + Penalty 1173.414781 = -20841.735543 nChanged 19 SP:Iteration 3Q (7197.947783 sec): 3 clusters Score: Raw -22082.353953 + Penalty 1173.414781 = -20908.939172 nChanged 13 SP:Iteration 4Q (7197.989963 sec): 3 clusters Score: Raw -22109.655302 + Penalty 1173.414781 = -20936.240520 nChanged 5 SP:Iteration 5Q (7198.026263 sec): 3 clusters Score: Raw -22113.193401 + Penalty 1173.414781 = -20939.778619 nChanged 2 SP:Iteration 6Q (7198.072082 sec): 3 clusters Score: Raw -22116.102382 + Penalty 1173.414781 = -20942.687600 nChanged 2 SP:Iteration 7Q (7198.119698 sec): 3 clusters Score: Raw -22117.808086 + Penalty 1173.414781 = -20944.393305 nChanged 0 SP:Iteration 8F (7198.175687 sec): 3 clusters Score: Raw -22117.808086 + Penalty 1173.414781 = -20944.393305 nChanged 0 Trying to split cluster 11 (15765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7198.217486 sec): 2 clusters Score: Raw -1074067.352751 + Penalty 918.227019 = -1073149.125732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7198.273861 sec): 3 clusters Score: Raw -1064374.594036 + Penalty 1836.454039 = -1062538.139997 nChanged 7228 SP:Iteration 1F (7198.343694 sec): 3 clusters Score: Raw -1068644.295703 + Penalty 1836.454039 = -1066807.841664 nChanged 948 SP:Iteration 2F (7198.410543 sec): 3 clusters Score: Raw -1069097.527691 + Penalty 1836.454039 = -1067261.073653 nChanged 915 SP:Iteration 3F (7198.473445 sec): 3 clusters Score: Raw -1069574.483347 + Penalty 1836.454039 = -1067738.029308 nChanged 904 SP:Iteration 4F (7198.534600 sec): 3 clusters Score: Raw -1070148.294903 + Penalty 1836.454039 = -1068311.840865 nChanged 922 SP:Iteration 5F (7198.601664 sec): 3 clusters Score: Raw -1070752.682409 + Penalty 1836.454039 = -1068916.228371 nChanged 869 SP:Iteration 6F (7198.659375 sec): 3 clusters Score: Raw -1071353.958586 + Penalty 1836.454039 = -1069517.504547 nChanged 763 SP:Iteration 7Q (7198.727424 sec): 3 clusters Score: Raw -1071889.212324 + Penalty 1836.454039 = -1070052.758285 nChanged 687 SP:Iteration 8Q (7198.792519 sec): 3 clusters Score: Raw -1072332.442653 + Penalty 1836.454039 = -1070495.988615 nChanged 579 SP:Iteration 9Q (7198.862630 sec): 3 clusters Score: Raw -1072680.538411 + Penalty 1836.454039 = -1070844.084372 nChanged 430 SP:Iteration 10Q (7198.930480 sec): 3 clusters Score: Raw -1072892.366635 + Penalty 1836.454039 = -1071055.912596 nChanged 347 SP:Iteration 11Q (7198.982361 sec): 3 clusters Score: Raw -1073073.806793 + Penalty 1836.454039 = -1071237.352755 nChanged 312 SP:Iteration 12Q (7199.055754 sec): 3 clusters Score: Raw -1073233.360090 + Penalty 1836.454039 = -1071396.906051 nChanged 282 SP:Iteration 13Q (7199.109263 sec): 3 clusters Score: Raw -1073372.156339 + Penalty 1836.454039 = -1071535.702301 nChanged 266 SP:Iteration 14Q (7199.161133 sec): 3 clusters Score: Raw -1073502.931205 + Penalty 1836.454039 = -1071666.477166 nChanged 220 SP:Iteration 15Q (7199.232153 sec): 3 clusters Score: Raw -1073600.396708 + Penalty 1836.454039 = -1071763.942670 nChanged 190 SP:Iteration 16Q (7199.299268 sec): 3 clusters Score: Raw -1073684.834379 + Penalty 1836.454039 = -1071848.380340 nChanged 178 SP:Iteration 17Q (7199.360561 sec): 3 clusters Score: Raw -1073765.831669 + Penalty 1836.454039 = -1071929.377630 nChanged 157 SP:Iteration 18Q (7199.423532 sec): 3 clusters Score: Raw -1073836.953280 + Penalty 1836.454039 = -1072000.499241 nChanged 137 SP:Iteration 19Q (7199.471044 sec): 3 clusters Score: Raw -1073899.418720 + Penalty 1836.454039 = -1072062.964682 nChanged 120 SP:Iteration 20F (7199.544110 sec): 3 clusters Score: Raw -1073959.934529 + Penalty 1836.454039 = -1072123.480490 nChanged 109 SP:Iteration 21Q (7199.594728 sec): 3 clusters Score: Raw -1074013.259786 + Penalty 1836.454039 = -1072176.805748 nChanged 74 SP:Iteration 22Q (7199.656366 sec): 3 clusters Score: Raw -1074048.954939 + Penalty 1836.454039 = -1072212.500901 nChanged 62 SP:Iteration 23Q (7199.715392 sec): 3 clusters Score: Raw -1074078.823616 + Penalty 1836.454039 = -1072242.369577 nChanged 58 SP:Iteration 24Q (7199.788978 sec): 3 clusters Score: Raw -1074101.400999 + Penalty 1836.454039 = -1072264.946960 nChanged 49 SP:Iteration 25Q (7199.842050 sec): 3 clusters Score: Raw -1074119.721858 + Penalty 1836.454039 = -1072283.267819 nChanged 37 SP:Iteration 26Q (7199.898814 sec): 3 clusters Score: Raw -1074136.857532 + Penalty 1836.454039 = -1072300.403493 nChanged 39 SP:Iteration 27Q (7199.964526 sec): 3 clusters Score: Raw -1074157.733861 + Penalty 1836.454039 = -1072321.279822 nChanged 23 SP:Iteration 28Q (7200.015821 sec): 3 clusters Score: Raw -1074167.676642 + Penalty 1836.454039 = -1072331.222604 nChanged 29 SP:Iteration 29Q (7200.076855 sec): 3 clusters Score: Raw -1074180.736464 + Penalty 1836.454039 = -1072344.282425 nChanged 28 SP:Iteration 30Q (7200.140940 sec): 3 clusters Score: Raw -1074191.726165 + Penalty 1836.454039 = -1072355.272126 nChanged 26 SP:Iteration 31Q (7200.207355 sec): 3 clusters Score: Raw -1074206.530575 + Penalty 1836.454039 = -1072370.076537 nChanged 27 SP:Iteration 32Q (7200.265733 sec): 3 clusters Score: Raw -1074220.822710 + Penalty 1836.454039 = -1072384.368672 nChanged 23 SP:Iteration 33Q (7200.316439 sec): 3 clusters Score: Raw -1074230.913103 + Penalty 1836.454039 = -1072394.459065 nChanged 18 SP:Iteration 34Q (7200.384693 sec): 3 clusters Score: Raw -1074242.557786 + Penalty 1836.454039 = -1072406.103748 nChanged 23 SP:Iteration 35Q (7200.440429 sec): 3 clusters Score: Raw -1074255.130559 + Penalty 1836.454039 = -1072418.676520 nChanged 20 SP:Iteration 36Q (7200.509035 sec): 3 clusters Score: Raw -1074266.372324 + Penalty 1836.454039 = -1072429.918285 nChanged 22 SP:Iteration 37Q (7200.575821 sec): 3 clusters Score: Raw -1074276.019958 + Penalty 1836.454039 = -1072439.565920 nChanged 10 SP:Iteration 38Q (7200.627922 sec): 3 clusters Score: Raw -1074281.263964 + Penalty 1836.454039 = -1072444.809926 nChanged 10 SP:Iteration 39Q (7200.688663 sec): 3 clusters Score: Raw -1074287.180110 + Penalty 1836.454039 = -1072450.726072 nChanged 12 SP:Iteration 40F (7200.745144 sec): 3 clusters Score: Raw -1074292.550317 + Penalty 1836.454039 = -1072456.096278 nChanged 10 SP:Iteration 41Q (7200.814856 sec): 3 clusters Score: Raw -1074296.725141 + Penalty 1836.454039 = -1072460.271102 nChanged 4 SP:Iteration 42Q (7200.871732 sec): 3 clusters Score: Raw -1074297.691392 + Penalty 1836.454039 = -1072461.237353 nChanged 3 SP:Iteration 43Q (7200.937645 sec): 3 clusters Score: Raw -1074298.586561 + Penalty 1836.454039 = -1072462.132522 nChanged 1 SP:Iteration 44Q (7201.002898 sec): 3 clusters Score: Raw -1074298.969357 + Penalty 1836.454039 = -1072462.515318 nChanged 0 SP:Iteration 45F (7201.069035 sec): 3 clusters Score: Raw -1074298.969357 + Penalty 1836.454039 = -1072462.515318 nChanged 0 Trying to split cluster 12 (7374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7201.102403 sec): 2 clusters Score: Raw -520594.052787 + Penalty 846.042980 = -519748.009807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7201.147161 sec): 3 clusters Score: Raw -516341.119548 + Penalty 1692.085960 = -514649.033588 nChanged 3242 SP:Iteration 1F (7201.213038 sec): 3 clusters Score: Raw -518093.791585 + Penalty 1692.085960 = -516401.705625 nChanged 482 SP:Iteration 2F (7201.257386 sec): 3 clusters Score: Raw -518338.193986 + Penalty 1692.085960 = -516646.108026 nChanged 428 SP:Iteration 3F (7201.313543 sec): 3 clusters Score: Raw -518563.889514 + Penalty 1692.085960 = -516871.803554 nChanged 403 SP:Iteration 4F (7201.357137 sec): 3 clusters Score: Raw -518784.692789 + Penalty 1692.085960 = -517092.606829 nChanged 391 SP:Iteration 5F (7201.416504 sec): 3 clusters Score: Raw -518985.606226 + Penalty 1692.085960 = -517293.520266 nChanged 334 SP:Iteration 6Q (7201.467971 sec): 3 clusters Score: Raw -519152.395029 + Penalty 1692.085960 = -517460.309069 nChanged 305 SP:Iteration 7Q (7201.513727 sec): 3 clusters Score: Raw -519307.465945 + Penalty 1692.085960 = -517615.379985 nChanged 280 SP:Iteration 8Q (7201.580530 sec): 3 clusters Score: Raw -519428.621275 + Penalty 1692.085960 = -517736.535315 nChanged 229 SP:Iteration 9Q (7201.628861 sec): 3 clusters Score: Raw -519512.255869 + Penalty 1692.085960 = -517820.169909 nChanged 189 SP:Iteration 10Q (7201.697715 sec): 3 clusters Score: Raw -519582.590682 + Penalty 1692.085960 = -517890.504722 nChanged 181 SP:Iteration 11Q (7201.751774 sec): 3 clusters Score: Raw -519645.566863 + Penalty 1692.085960 = -517953.480903 nChanged 164 SP:Iteration 12Q (7201.804783 sec): 3 clusters Score: Raw -519707.387044 + Penalty 1692.085960 = -518015.301084 nChanged 169 SP:Iteration 13Q (7201.852779 sec): 3 clusters Score: Raw -519761.777785 + Penalty 1692.085960 = -518069.691825 nChanged 153 SP:Iteration 14Q (7201.901434 sec): 3 clusters Score: Raw -519823.909395 + Penalty 1692.085960 = -518131.823435 nChanged 143 SP:Iteration 15Q (7201.965014 sec): 3 clusters Score: Raw -519877.027195 + Penalty 1692.085960 = -518184.941235 nChanged 135 SP:Iteration 16Q (7202.010625 sec): 3 clusters Score: Raw -519934.689399 + Penalty 1692.085960 = -518242.603439 nChanged 139 SP:Iteration 17Q (7202.074280 sec): 3 clusters Score: Raw -519999.324692 + Penalty 1692.085960 = -518307.238732 nChanged 148 SP:Iteration 18Q (7202.132271 sec): 3 clusters Score: Raw -520070.225036 + Penalty 1692.085960 = -518378.139076 nChanged 147 SP:Iteration 19Q (7202.177301 sec): 3 clusters Score: Raw -520146.957790 + Penalty 1692.085960 = -518454.871830 nChanged 162 SP:Iteration 20F (7202.232152 sec): 3 clusters Score: Raw -520230.245234 + Penalty 1692.085960 = -518538.159274 nChanged 135 SP:Iteration 21Q (7202.285379 sec): 3 clusters Score: Raw -520290.854650 + Penalty 1692.085960 = -518598.768690 nChanged 130 SP:Iteration 22Q (7202.329153 sec): 3 clusters Score: Raw -520358.281341 + Penalty 1692.085960 = -518666.195381 nChanged 132 SP:Iteration 23Q (7202.392594 sec): 3 clusters Score: Raw -520421.117010 + Penalty 1692.085960 = -518729.031050 nChanged 109 SP:Iteration 24Q (7202.443873 sec): 3 clusters Score: Raw -520475.059037 + Penalty 1692.085960 = -518782.973077 nChanged 113 SP:Iteration 25Q (7202.493626 sec): 3 clusters Score: Raw -520533.684653 + Penalty 1692.085960 = -518841.598693 nChanged 90 SP:Iteration 26Q (7202.541500 sec): 3 clusters Score: Raw -520575.047299 + Penalty 1692.085960 = -518882.961339 nChanged 78 SP:Iteration 27Q (7202.584125 sec): 3 clusters Score: Raw -520606.575516 + Penalty 1692.085960 = -518914.489556 nChanged 95 SP:Iteration 28Q (7202.647958 sec): 3 clusters Score: Raw -520647.486026 + Penalty 1692.085960 = -518955.400066 nChanged 76 SP:Iteration 29Q (7202.699265 sec): 3 clusters Score: Raw -520679.487479 + Penalty 1692.085960 = -518987.401519 nChanged 68 SP:Iteration 30Q (7202.753001 sec): 3 clusters Score: Raw -520708.193700 + Penalty 1692.085960 = -519016.107740 nChanged 72 SP:Iteration 31Q (7202.805409 sec): 3 clusters Score: Raw -520746.448355 + Penalty 1692.085960 = -519054.362395 nChanged 76 SP:Iteration 32Q (7202.847763 sec): 3 clusters Score: Raw -520785.594072 + Penalty 1692.085960 = -519093.508112 nChanged 62 SP:Iteration 33Q (7202.902050 sec): 3 clusters Score: Raw -520807.551733 + Penalty 1692.085960 = -519115.465773 nChanged 48 SP:Iteration 34Q (7202.949625 sec): 3 clusters Score: Raw -520826.330415 + Penalty 1692.085960 = -519134.244455 nChanged 47 SP:Iteration 35Q (7203.009354 sec): 3 clusters Score: Raw -520848.993736 + Penalty 1692.085960 = -519156.907776 nChanged 45 SP:Iteration 36Q (7203.065615 sec): 3 clusters Score: Raw -520865.492316 + Penalty 1692.085960 = -519173.406356 nChanged 27 SP:Iteration 37Q (7203.114658 sec): 3 clusters Score: Raw -520874.397134 + Penalty 1692.085960 = -519182.311174 nChanged 24 SP:Iteration 38Q (7203.150249 sec): 3 clusters Score: Raw -520883.516983 + Penalty 1692.085960 = -519191.431023 nChanged 26 SP:Iteration 39Q (7203.202710 sec): 3 clusters Score: Raw -520892.804085 + Penalty 1692.085960 = -519200.718125 nChanged 23 SP:Iteration 40F (7203.257532 sec): 3 clusters Score: Raw -520900.051373 + Penalty 1692.085960 = -519207.965413 nChanged 26 SP:Iteration 41Q (7203.302399 sec): 3 clusters Score: Raw -520908.691040 + Penalty 1692.085960 = -519216.605080 nChanged 19 SP:Iteration 42Q (7203.343034 sec): 3 clusters Score: Raw -520917.426026 + Penalty 1692.085960 = -519225.340066 nChanged 24 SP:Iteration 43Q (7203.405044 sec): 3 clusters Score: Raw -520925.592666 + Penalty 1692.085960 = -519233.506706 nChanged 17 SP:Iteration 44Q (7203.448293 sec): 3 clusters Score: Raw -520931.121066 + Penalty 1692.085960 = -519239.035106 nChanged 18 SP:Iteration 45Q (7203.505873 sec): 3 clusters Score: Raw -520937.668557 + Penalty 1692.085960 = -519245.582597 nChanged 15 SP:Iteration 46Q (7203.559362 sec): 3 clusters Score: Raw -520943.210423 + Penalty 1692.085960 = -519251.124463 nChanged 17 SP:Iteration 47Q (7203.604253 sec): 3 clusters Score: Raw -520950.203915 + Penalty 1692.085960 = -519258.117955 nChanged 18 SP:Iteration 48Q (7203.666125 sec): 3 clusters Score: Raw -520956.523784 + Penalty 1692.085960 = -519264.437824 nChanged 15 SP:Iteration 49Q (7203.716015 sec): 3 clusters Score: Raw -520960.683721 + Penalty 1692.085960 = -519268.597761 nChanged 10 SP:Iteration 50Q (7203.770566 sec): 3 clusters Score: Raw -520963.447418 + Penalty 1692.085960 = -519271.361458 nChanged 9 SP:Iteration 51Q (7203.822661 sec): 3 clusters Score: Raw -520965.244598 + Penalty 1692.085960 = -519273.158638 nChanged 7 SP:Iteration 52Q (7203.871828 sec): 3 clusters Score: Raw -520967.027811 + Penalty 1692.085960 = -519274.941851 nChanged 6 SP:Iteration 53Q (7203.916276 sec): 3 clusters Score: Raw -520968.688939 + Penalty 1692.085960 = -519276.602979 nChanged 5 SP:Iteration 54Q (7203.966617 sec): 3 clusters Score: Raw -520970.321977 + Penalty 1692.085960 = -519278.236017 nChanged 6 SP:Iteration 55Q (7204.021737 sec): 3 clusters Score: Raw -520972.343132 + Penalty 1692.085960 = -519280.257172 nChanged 5 SP:Iteration 56Q (7204.075782 sec): 3 clusters Score: Raw -520973.561622 + Penalty 1692.085960 = -519281.475662 nChanged 4 SP:Iteration 57Q (7204.122569 sec): 3 clusters Score: Raw -520974.842349 + Penalty 1692.085960 = -519282.756389 nChanged 5 SP:Iteration 58Q (7204.171938 sec): 3 clusters Score: Raw -520976.044912 + Penalty 1692.085960 = -519283.958952 nChanged 2 SP:Iteration 59Q (7204.231418 sec): 3 clusters Score: Raw -520976.490551 + Penalty 1692.085960 = -519284.404591 nChanged 1 SP:Iteration 60F (7204.289199 sec): 3 clusters Score: Raw -520976.768300 + Penalty 1692.085960 = -519284.682340 nChanged 0 Trying to split cluster 13 (55695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7204.369229 sec): 2 clusters Score: Raw -4155275.789954 + Penalty 1038.126337 = -4154237.663617 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7204.486556 sec): 3 clusters Score: Raw -4119417.979579 + Penalty 2076.252675 = -4117341.726905 nChanged 26397 SP:Iteration 1F (7204.598359 sec): 3 clusters Score: Raw -4135226.171139 + Penalty 2076.252675 = -4133149.918465 nChanged 2292 SP:Iteration 2Q (7204.722406 sec): 3 clusters Score: Raw -4135921.248412 + Penalty 2076.252675 = -4133844.995738 nChanged 2328 SP:Iteration 3Q (7204.837502 sec): 3 clusters Score: Raw -4136698.361406 + Penalty 2076.252675 = -4134622.108731 nChanged 2400 SP:Iteration 4Q (7204.959584 sec): 3 clusters Score: Raw -4137642.418908 + Penalty 2076.252675 = -4135566.166233 nChanged 2655 SP:Iteration 5Q (7205.069369 sec): 3 clusters Score: Raw -4138919.496681 + Penalty 2076.252675 = -4136843.244006 nChanged 2935 SP:Iteration 6F (7205.184291 sec): 3 clusters Score: Raw -4140693.024132 + Penalty 2076.252675 = -4138616.771457 nChanged 3208 SP:Iteration 7F (7205.292317 sec): 3 clusters Score: Raw -4142933.038135 + Penalty 2076.252675 = -4140856.785461 nChanged 3059 SP:Iteration 8F (7205.396614 sec): 3 clusters Score: Raw -4144808.745058 + Penalty 2076.252675 = -4142732.492383 nChanged 2414 SP:Iteration 9Q (7205.520072 sec): 3 clusters Score: Raw -4145744.175683 + Penalty 2076.252675 = -4143667.923009 nChanged 1433 SP:Iteration 10Q (7205.637980 sec): 3 clusters Score: Raw -4146063.356578 + Penalty 2076.252675 = -4143987.103904 nChanged 861 SP:Iteration 11Q (7205.748673 sec): 3 clusters Score: Raw -4146196.938697 + Penalty 2076.252675 = -4144120.686023 nChanged 537 SP:Iteration 12Q (7205.864458 sec): 3 clusters Score: Raw -4146278.026039 + Penalty 2076.252675 = -4144201.773364 nChanged 513 SP:Iteration 13Q (7205.985524 sec): 3 clusters Score: Raw -4146366.357342 + Penalty 2076.252675 = -4144290.104668 nChanged 504 SP:Iteration 14Q (7206.100099 sec): 3 clusters Score: Raw -4146457.031369 + Penalty 2076.252675 = -4144380.778694 nChanged 550 SP:Iteration 15Q (7206.219742 sec): 3 clusters Score: Raw -4146561.754653 + Penalty 2076.252675 = -4144485.501979 nChanged 587 SP:Iteration 16Q (7206.322998 sec): 3 clusters Score: Raw -4146688.498513 + Penalty 2076.252675 = -4144612.245838 nChanged 629 SP:Iteration 17Q (7206.440603 sec): 3 clusters Score: Raw -4146829.888071 + Penalty 2076.252675 = -4144753.635397 nChanged 701 SP:Iteration 18Q (7206.559776 sec): 3 clusters Score: Raw -4147003.569564 + Penalty 2076.252675 = -4144927.316889 nChanged 706 SP:Iteration 19Q (7206.684829 sec): 3 clusters Score: Raw -4147191.448548 + Penalty 2076.252675 = -4145115.195873 nChanged 718 SP:Iteration 20F (7206.797125 sec): 3 clusters Score: Raw -4147386.015729 + Penalty 2076.252675 = -4145309.763054 nChanged 758 SP:Iteration 21Q (7206.920020 sec): 3 clusters Score: Raw -4147613.566248 + Penalty 2076.252675 = -4145537.313574 nChanged 840 SP:Iteration 22Q (7207.034364 sec): 3 clusters Score: Raw -4147890.046309 + Penalty 2076.252675 = -4145813.793635 nChanged 897 SP:Iteration 23Q (7207.154441 sec): 3 clusters Score: Raw -4148234.332370 + Penalty 2076.252675 = -4146158.079696 nChanged 995 SP:Iteration 24Q (7207.265545 sec): 3 clusters Score: Raw -4148654.855726 + Penalty 2076.252675 = -4146578.603051 nChanged 1088 SP:Iteration 25Q (7207.390066 sec): 3 clusters Score: Raw -4149133.538128 + Penalty 2076.252675 = -4147057.285454 nChanged 1111 SP:Iteration 26Q (7207.508024 sec): 3 clusters Score: Raw -4149641.423815 + Penalty 2076.252675 = -4147565.171141 nChanged 1099 SP:Iteration 27Q (7207.618910 sec): 3 clusters Score: Raw -4150140.400743 + Penalty 2076.252675 = -4148064.148068 nChanged 1076 SP:Iteration 28Q (7207.738901 sec): 3 clusters Score: Raw -4150603.722671 + Penalty 2076.252675 = -4148527.469997 nChanged 989 SP:Iteration 29Q (7207.843845 sec): 3 clusters Score: Raw -4150984.376412 + Penalty 2076.252675 = -4148908.123738 nChanged 827 SP:Iteration 30Q (7207.955969 sec): 3 clusters Score: Raw -4151256.352923 + Penalty 2076.252675 = -4149180.100248 nChanged 690 SP:Iteration 31Q (7208.069629 sec): 3 clusters Score: Raw -4151461.606622 + Penalty 2076.252675 = -4149385.353947 nChanged 585 SP:Iteration 32Q (7208.188441 sec): 3 clusters Score: Raw -4151602.940941 + Penalty 2076.252675 = -4149526.688266 nChanged 481 SP:Iteration 33Q (7208.303998 sec): 3 clusters Score: Raw -4151700.990163 + Penalty 2076.252675 = -4149624.737489 nChanged 391 SP:Iteration 34Q (7208.417213 sec): 3 clusters Score: Raw -4151768.307119 + Penalty 2076.252675 = -4149692.054445 nChanged 336 SP:Iteration 35Q (7208.518091 sec): 3 clusters Score: Raw -4151821.940852 + Penalty 2076.252675 = -4149745.688178 nChanged 269 SP:Iteration 36Q (7208.634380 sec): 3 clusters Score: Raw -4151853.880532 + Penalty 2076.252675 = -4149777.627858 nChanged 226 SP:Iteration 37Q (7208.743322 sec): 3 clusters Score: Raw -4151878.633771 + Penalty 2076.252675 = -4149802.381097 nChanged 196 SP:Iteration 38Q (7208.860383 sec): 3 clusters Score: Raw -4151902.039048 + Penalty 2076.252675 = -4149825.786374 nChanged 204 SP:Iteration 39Q (7208.976110 sec): 3 clusters Score: Raw -4151924.156957 + Penalty 2076.252675 = -4149847.904283 nChanged 213 SP:Iteration 40F (7209.088495 sec): 3 clusters Score: Raw -4151967.918461 + Penalty 2076.252675 = -4149891.665786 nChanged 239 SP:Iteration 41Q (7209.203563 sec): 3 clusters Score: Raw -4152000.006843 + Penalty 2076.252675 = -4149923.754169 nChanged 239 SP:Iteration 42Q (7209.312059 sec): 3 clusters Score: Raw -4152028.453730 + Penalty 2076.252675 = -4149952.201055 nChanged 211 SP:Iteration 43Q (7209.425715 sec): 3 clusters Score: Raw -4152051.303044 + Penalty 2076.252675 = -4149975.050369 nChanged 183 SP:Iteration 44Q (7209.539523 sec): 3 clusters Score: Raw -4152068.259541 + Penalty 2076.252675 = -4149992.006867 nChanged 163 SP:Iteration 45Q (7209.650997 sec): 3 clusters Score: Raw -4152082.247813 + Penalty 2076.252675 = -4150005.995138 nChanged 169 SP:Iteration 46Q (7209.770030 sec): 3 clusters Score: Raw -4152097.055463 + Penalty 2076.252675 = -4150020.802788 nChanged 179 SP:Iteration 47Q (7209.883075 sec): 3 clusters Score: Raw -4152111.804865 + Penalty 2076.252675 = -4150035.552190 nChanged 168 SP:Iteration 48Q (7209.993481 sec): 3 clusters Score: Raw -4152125.137751 + Penalty 2076.252675 = -4150048.885076 nChanged 167 SP:Iteration 49Q (7210.103044 sec): 3 clusters Score: Raw -4152138.277868 + Penalty 2076.252675 = -4150062.025194 nChanged 170 SP:Iteration 50Q (7210.220508 sec): 3 clusters Score: Raw -4152152.502394 + Penalty 2076.252675 = -4150076.249720 nChanged 171 SP:Iteration 51Q (7210.336452 sec): 3 clusters Score: Raw -4152166.793997 + Penalty 2076.252675 = -4150090.541323 nChanged 172 SP:Iteration 52Q (7210.448705 sec): 3 clusters Score: Raw -4152181.556067 + Penalty 2076.252675 = -4150105.303392 nChanged 170 SP:Iteration 53Q (7210.559504 sec): 3 clusters Score: Raw -4152195.925026 + Penalty 2076.252675 = -4150119.672352 nChanged 168 SP:Iteration 54Q (7210.671374 sec): 3 clusters Score: Raw -4152209.089495 + Penalty 2076.252675 = -4150132.836820 nChanged 153 SP:Iteration 55Q (7210.776401 sec): 3 clusters Score: Raw -4152220.865853 + Penalty 2076.252675 = -4150144.613179 nChanged 158 SP:Iteration 56Q (7210.887913 sec): 3 clusters Score: Raw -4152232.955839 + Penalty 2076.252675 = -4150156.703165 nChanged 159 SP:Iteration 57Q (7210.999923 sec): 3 clusters Score: Raw -4152245.968087 + Penalty 2076.252675 = -4150169.715412 nChanged 155 SP:Iteration 58Q (7211.112525 sec): 3 clusters Score: Raw -4152258.589743 + Penalty 2076.252675 = -4150182.337068 nChanged 157 SP:Iteration 59Q (7211.229844 sec): 3 clusters Score: Raw -4152273.044445 + Penalty 2076.252675 = -4150196.791771 nChanged 137 SP:Iteration 60F (7211.334145 sec): 3 clusters Score: Raw -4152284.293227 + Penalty 2076.252675 = -4150208.040552 nChanged 120 SP:Iteration 61Q (7211.451459 sec): 3 clusters Score: Raw -4152293.366517 + Penalty 2076.252675 = -4150217.113843 nChanged 126 SP:Iteration 62Q (7211.561125 sec): 3 clusters Score: Raw -4152301.817954 + Penalty 2076.252675 = -4150225.565280 nChanged 117 SP:Iteration 63Q (7211.682962 sec): 3 clusters Score: Raw -4152308.665511 + Penalty 2076.252675 = -4150232.412836 nChanged 104 SP:Iteration 64Q (7211.792013 sec): 3 clusters Score: Raw -4152314.559423 + Penalty 2076.252675 = -4150238.306748 nChanged 96 SP:Iteration 65Q (7211.905099 sec): 3 clusters Score: Raw -4152319.570235 + Penalty 2076.252675 = -4150243.317561 nChanged 87 SP:Iteration 66Q (7212.016225 sec): 3 clusters Score: Raw -4152324.158209 + Penalty 2076.252675 = -4150247.905535 nChanged 89 SP:Iteration 67Q (7212.132589 sec): 3 clusters Score: Raw -4152328.098149 + Penalty 2076.252675 = -4150251.845474 nChanged 72 SP:Iteration 68Q (7212.238365 sec): 3 clusters Score: Raw -4152331.268388 + Penalty 2076.252675 = -4150255.015714 nChanged 64 SP:Iteration 69Q (7212.350816 sec): 3 clusters Score: Raw -4152333.953907 + Penalty 2076.252675 = -4150257.701233 nChanged 63 SP:Iteration 70Q (7212.460836 sec): 3 clusters Score: Raw -4152336.459426 + Penalty 2076.252675 = -4150260.206751 nChanged 69 SP:Iteration 71Q (7212.570778 sec): 3 clusters Score: Raw -4152338.960397 + Penalty 2076.252675 = -4150262.707722 nChanged 54 SP:Iteration 72Q (7212.695049 sec): 3 clusters Score: Raw -4152340.731770 + Penalty 2076.252675 = -4150264.479096 nChanged 60 SP:Iteration 73Q (7212.806978 sec): 3 clusters Score: Raw -4152342.797631 + Penalty 2076.252675 = -4150266.544957 nChanged 59 SP:Iteration 74Q (7212.923346 sec): 3 clusters Score: Raw -4152345.115071 + Penalty 2076.252675 = -4150268.862397 nChanged 53 SP:Iteration 75Q (7213.035267 sec): 3 clusters Score: Raw -4152347.497399 + Penalty 2076.252675 = -4150271.244724 nChanged 73 SP:Iteration 76Q (7213.138899 sec): 3 clusters Score: Raw -4152350.747433 + Penalty 2076.252675 = -4150274.494759 nChanged 58 SP:Iteration 77Q (7213.252531 sec): 3 clusters Score: Raw -4152352.780238 + Penalty 2076.252675 = -4150276.527564 nChanged 59 SP:Iteration 78Q (7213.352767 sec): 3 clusters Score: Raw -4152354.591751 + Penalty 2076.252675 = -4150278.339076 nChanged 44 SP:Iteration 79Q (7213.470984 sec): 3 clusters Score: Raw -4152355.859074 + Penalty 2076.252675 = -4150279.606400 nChanged 39 SP:Iteration 80F (7213.579149 sec): 3 clusters Score: Raw -4152357.019867 + Penalty 2076.252675 = -4150280.767193 nChanged 32 SP:Iteration 81Q (7213.698217 sec): 3 clusters Score: Raw -4152357.777453 + Penalty 2076.252675 = -4150281.524778 nChanged 26 SP:Iteration 82Q (7213.809641 sec): 3 clusters Score: Raw -4152358.521727 + Penalty 2076.252675 = -4150282.269052 nChanged 42 SP:Iteration 83Q (7213.916086 sec): 3 clusters Score: Raw -4152359.819031 + Penalty 2076.252675 = -4150283.566357 nChanged 36 SP:Iteration 84Q (7214.024350 sec): 3 clusters Score: Raw -4152361.111152 + Penalty 2076.252675 = -4150284.858478 nChanged 38 SP:Iteration 85Q (7214.135551 sec): 3 clusters Score: Raw -4152362.026858 + Penalty 2076.252675 = -4150285.774183 nChanged 37 SP:Iteration 86Q (7214.233477 sec): 3 clusters Score: Raw -4152362.768236 + Penalty 2076.252675 = -4150286.515562 nChanged 25 SP:Iteration 87Q (7214.347129 sec): 3 clusters Score: Raw -4152363.197170 + Penalty 2076.252675 = -4150286.944495 nChanged 21 SP:Iteration 88Q (7214.457601 sec): 3 clusters Score: Raw -4152363.651167 + Penalty 2076.252675 = -4150287.398492 nChanged 21 SP:Iteration 89Q (7214.569209 sec): 3 clusters Score: Raw -4152363.966750 + Penalty 2076.252675 = -4150287.714076 nChanged 16 SP:Iteration 90Q (7214.687516 sec): 3 clusters Score: Raw -4152364.148609 + Penalty 2076.252675 = -4150287.895935 nChanged 13 SP:Iteration 91Q (7214.804499 sec): 3 clusters Score: Raw -4152364.347715 + Penalty 2076.252675 = -4150288.095041 nChanged 16 SP:Iteration 92Q (7214.917133 sec): 3 clusters Score: Raw -4152364.683487 + Penalty 2076.252675 = -4150288.430812 nChanged 20 SP:Iteration 93Q (7215.024300 sec): 3 clusters Score: Raw -4152365.069134 + Penalty 2076.252675 = -4150288.816460 nChanged 16 SP:Iteration 94Q (7215.142216 sec): 3 clusters Score: Raw -4152365.418579 + Penalty 2076.252675 = -4150289.165905 nChanged 14 SP:Iteration 95Q (7215.244285 sec): 3 clusters Score: Raw -4152365.638871 + Penalty 2076.252675 = -4150289.386197 nChanged 10 SP:Iteration 96Q (7215.361004 sec): 3 clusters Score: Raw -4152365.785626 + Penalty 2076.252675 = -4150289.532952 nChanged 12 SP:Iteration 97Q (7215.459197 sec): 3 clusters Score: Raw -4152366.204290 + Penalty 2076.252675 = -4150289.951615 nChanged 16 SP:Iteration 98Q (7215.576949 sec): 3 clusters Score: Raw -4152366.622586 + Penalty 2076.252675 = -4150290.369912 nChanged 17 SP:Iteration 99Q (7215.688812 sec): 3 clusters Score: Raw -4152366.890382 + Penalty 2076.252675 = -4150290.637708 nChanged 11 SP:Iteration 100F (7215.804459 sec): 3 clusters Score: Raw -4152367.065029 + Penalty 2076.252675 = -4150290.812354 nChanged 12 SP:Iteration 101Q (7215.911771 sec): 3 clusters Score: Raw -4152367.323019 + Penalty 2076.252675 = -4150291.070345 nChanged 16 SP:Iteration 102Q (7216.030553 sec): 3 clusters Score: Raw -4152367.616380 + Penalty 2076.252675 = -4150291.363705 nChanged 12 SP:Iteration 103Q (7216.143676 sec): 3 clusters Score: Raw -4152367.789598 + Penalty 2076.252675 = -4150291.536924 nChanged 9 SP:Iteration 104Q (7216.249155 sec): 3 clusters Score: Raw -4152367.934432 + Penalty 2076.252675 = -4150291.681758 nChanged 7 SP:Iteration 105Q (7216.358764 sec): 3 clusters Score: Raw -4152368.026035 + Penalty 2076.252675 = -4150291.773361 nChanged 4 SP:Iteration 106Q (7216.470080 sec): 3 clusters Score: Raw -4152368.064465 + Penalty 2076.252675 = -4150291.811791 nChanged 3 SP:Iteration 107Q (7216.583450 sec): 3 clusters Score: Raw -4152368.106180 + Penalty 2076.252675 = -4150291.853505 nChanged 4 SP:Iteration 108Q (7216.688995 sec): 3 clusters Score: Raw -4152368.162302 + Penalty 2076.252675 = -4150291.909628 nChanged 3 SP:Iteration 109Q (7216.805407 sec): 3 clusters Score: Raw -4152368.184086 + Penalty 2076.252675 = -4150291.931411 nChanged 2 SP:Iteration 110Q (7216.916921 sec): 3 clusters Score: Raw -4152368.200472 + Penalty 2076.252675 = -4150291.947798 nChanged 3 SP:Iteration 111Q (7217.021257 sec): 3 clusters Score: Raw -4152368.239726 + Penalty 2076.252675 = -4150291.987051 nChanged 6 SP:Iteration 112Q (7217.121309 sec): 3 clusters Score: Raw -4152368.296516 + Penalty 2076.252675 = -4150292.043842 nChanged 2 SP:Iteration 113Q (7217.234352 sec): 3 clusters Score: Raw -4152368.317772 + Penalty 2076.252675 = -4150292.065098 nChanged 1 SP:Iteration 114Q (7217.343033 sec): 3 clusters Score: Raw -4152368.329400 + Penalty 2076.252675 = -4150292.076725 nChanged 1 SP:Iteration 115Q (7217.457499 sec): 3 clusters Score: Raw -4152368.354618 + Penalty 2076.252675 = -4150292.101943 nChanged 2 SP:Iteration 116Q (7217.568361 sec): 3 clusters Score: Raw -4152368.374592 + Penalty 2076.252675 = -4150292.121918 nChanged 3 SP:Iteration 117Q (7217.677288 sec): 3 clusters Score: Raw -4152368.470885 + Penalty 2076.252675 = -4150292.218211 nChanged 7 SP:Iteration 118Q (7217.800532 sec): 3 clusters Score: Raw -4152368.603652 + Penalty 2076.252675 = -4150292.350977 nChanged 8 SP:Iteration 119Q (7217.907026 sec): 3 clusters Score: Raw -4152368.776001 + Penalty 2076.252675 = -4150292.523327 nChanged 9 SP:Iteration 120F (7218.028847 sec): 3 clusters Score: Raw -4152369.038666 + Penalty 2076.252675 = -4150292.785991 nChanged 12 SP:Iteration 121Q (7218.134400 sec): 3 clusters Score: Raw -4152369.236601 + Penalty 2076.252675 = -4150292.983927 nChanged 3 SP:Iteration 122Q (7218.248505 sec): 3 clusters Score: Raw -4152369.299329 + Penalty 2076.252675 = -4150293.046654 nChanged 6 SP:Iteration 123Q (7218.355616 sec): 3 clusters Score: Raw -4152369.382565 + Penalty 2076.252675 = -4150293.129891 nChanged 7 SP:Iteration 124Q (7218.466801 sec): 3 clusters Score: Raw -4152369.456786 + Penalty 2076.252675 = -4150293.204111 nChanged 4 SP:Iteration 125Q (7218.574822 sec): 3 clusters Score: Raw -4152369.524765 + Penalty 2076.252675 = -4150293.272091 nChanged 3 SP:Iteration 126Q (7218.690675 sec): 3 clusters Score: Raw -4152369.601855 + Penalty 2076.252675 = -4150293.349180 nChanged 4 SP:Iteration 127Q (7218.800829 sec): 3 clusters Score: Raw -4152369.628594 + Penalty 2076.252675 = -4150293.375919 nChanged 2 SP:Iteration 128Q (7218.912966 sec): 3 clusters Score: Raw -4152369.658692 + Penalty 2076.252675 = -4150293.406018 nChanged 4 SP:Iteration 129Q (7219.024258 sec): 3 clusters Score: Raw -4152369.734177 + Penalty 2076.252675 = -4150293.481502 nChanged 10 SP:Iteration 130Q (7219.141965 sec): 3 clusters Score: Raw -4152370.038887 + Penalty 2076.252675 = -4150293.786212 nChanged 13 SP:Iteration 131Q (7219.257622 sec): 3 clusters Score: Raw -4152370.585580 + Penalty 2076.252675 = -4150294.332905 nChanged 17 SP:Iteration 132Q (7219.371110 sec): 3 clusters Score: Raw -4152371.021696 + Penalty 2076.252675 = -4150294.769021 nChanged 12 SP:Iteration 133Q (7219.469594 sec): 3 clusters Score: Raw -4152371.284550 + Penalty 2076.252675 = -4150295.031876 nChanged 12 SP:Iteration 134Q (7219.548868 sec): 3 clusters Score: Raw -4152371.556069 + Penalty 2076.252675 = -4150295.303394 nChanged 12 SP:Iteration 135Q (7219.665118 sec): 3 clusters Score: Raw -4152371.802196 + Penalty 2076.252675 = -4150295.549521 nChanged 14 SP:Iteration 136Q (7219.779333 sec): 3 clusters Score: Raw -4152372.131150 + Penalty 2076.252675 = -4150295.878476 nChanged 16 SP:Iteration 137Q (7219.890933 sec): 3 clusters Score: Raw -4152372.463226 + Penalty 2076.252675 = -4150296.210551 nChanged 20 SP:Iteration 138Q (7219.990765 sec): 3 clusters Score: Raw -4152373.068510 + Penalty 2076.252675 = -4150296.815836 nChanged 33 SP:Iteration 139Q (7220.107900 sec): 3 clusters Score: Raw -4152374.260846 + Penalty 2076.252675 = -4150298.008172 nChanged 34 SP:Iteration 140F (7220.221330 sec): 3 clusters Score: Raw -4152375.251278 + Penalty 2076.252675 = -4150298.998603 nChanged 32 SP:Iteration 141Q (7220.332084 sec): 3 clusters Score: Raw -4152376.270411 + Penalty 2076.252675 = -4150300.017736 nChanged 36 SP:Iteration 142Q (7220.447949 sec): 3 clusters Score: Raw -4152377.628116 + Penalty 2076.252675 = -4150301.375442 nChanged 45 SP:Iteration 143Q (7220.565136 sec): 3 clusters Score: Raw -4152378.955631 + Penalty 2076.252675 = -4150302.702956 nChanged 42 SP:Iteration 144Q (7220.680243 sec): 3 clusters Score: Raw -4152380.021895 + Penalty 2076.252675 = -4150303.769221 nChanged 33 SP:Iteration 145Q (7220.789367 sec): 3 clusters Score: Raw -4152381.030563 + Penalty 2076.252675 = -4150304.777888 nChanged 36 SP:Iteration 146Q (7220.907384 sec): 3 clusters Score: Raw -4152382.096761 + Penalty 2076.252675 = -4150305.844086 nChanged 35 SP:Iteration 147Q (7221.011735 sec): 3 clusters Score: Raw -4152383.123864 + Penalty 2076.252675 = -4150306.871189 nChanged 39 SP:Iteration 148Q (7221.122956 sec): 3 clusters Score: Raw -4152384.219512 + Penalty 2076.252675 = -4150307.966838 nChanged 31 SP:Iteration 149Q (7221.230698 sec): 3 clusters Score: Raw -4152385.003447 + Penalty 2076.252675 = -4150308.750772 nChanged 39 SP:Iteration 150Q (7221.347096 sec): 3 clusters Score: Raw -4152386.008972 + Penalty 2076.252675 = -4150309.756297 nChanged 31 SP:Iteration 151Q (7221.459730 sec): 3 clusters Score: Raw -4152386.766802 + Penalty 2076.252675 = -4150310.514128 nChanged 24 SP:Iteration 152Q (7221.569431 sec): 3 clusters Score: Raw -4152387.413077 + Penalty 2076.252675 = -4150311.160403 nChanged 27 SP:Iteration 153Q (7221.672173 sec): 3 clusters Score: Raw -4152388.188564 + Penalty 2076.252675 = -4150311.935890 nChanged 18 SP:Iteration 154Q (7221.791201 sec): 3 clusters Score: Raw -4152388.528247 + Penalty 2076.252675 = -4150312.275573 nChanged 22 SP:Iteration 155Q (7221.904544 sec): 3 clusters Score: Raw -4152389.160481 + Penalty 2076.252675 = -4150312.907806 nChanged 30 SP:Iteration 156Q (7222.021862 sec): 3 clusters Score: Raw -4152389.870618 + Penalty 2076.252675 = -4150313.617943 nChanged 27 SP:Iteration 157Q (7222.133863 sec): 3 clusters Score: Raw -4152390.518564 + Penalty 2076.252675 = -4150314.265889 nChanged 20 SP:Iteration 158Q (7222.246272 sec): 3 clusters Score: Raw -4152390.852135 + Penalty 2076.252675 = -4150314.599461 nChanged 20 SP:Iteration 159Q (7222.358670 sec): 3 clusters Score: Raw -4152391.310631 + Penalty 2076.252675 = -4150315.057956 nChanged 21 SP:Iteration 160F (7222.474478 sec): 3 clusters Score: Raw -4152391.777420 + Penalty 2076.252675 = -4150315.524746 nChanged 18 SP:Iteration 161Q (7222.589174 sec): 3 clusters Score: Raw -4152392.136879 + Penalty 2076.252675 = -4150315.884204 nChanged 20 SP:Iteration 162Q (7222.694738 sec): 3 clusters Score: Raw -4152392.572256 + Penalty 2076.252675 = -4150316.319581 nChanged 13 SP:Iteration 163Q (7222.797833 sec): 3 clusters Score: Raw -4152392.858384 + Penalty 2076.252675 = -4150316.605710 nChanged 14 SP:Iteration 164Q (7222.911053 sec): 3 clusters Score: Raw -4152393.135550 + Penalty 2076.252675 = -4150316.882875 nChanged 13 SP:Iteration 165Q (7223.020470 sec): 3 clusters Score: Raw -4152393.369139 + Penalty 2076.252675 = -4150317.116464 nChanged 14 SP:Iteration 166Q (7223.132247 sec): 3 clusters Score: Raw -4152393.666493 + Penalty 2076.252675 = -4150317.413819 nChanged 13 SP:Iteration 167Q (7223.223751 sec): 3 clusters Score: Raw -4152393.864020 + Penalty 2076.252675 = -4150317.611346 nChanged 10 SP:Iteration 168Q (7223.337525 sec): 3 clusters Score: Raw -4152394.079538 + Penalty 2076.252675 = -4150317.826864 nChanged 14 SP:Iteration 169Q (7223.440757 sec): 3 clusters Score: Raw -4152394.305286 + Penalty 2076.252675 = -4150318.052612 nChanged 10 SP:Iteration 170Q (7223.543436 sec): 3 clusters Score: Raw -4152394.468125 + Penalty 2076.252675 = -4150318.215451 nChanged 9 SP:Iteration 171Q (7223.663382 sec): 3 clusters Score: Raw -4152394.664919 + Penalty 2076.252675 = -4150318.412244 nChanged 12 SP:Iteration 172Q (7223.772584 sec): 3 clusters Score: Raw -4152394.880569 + Penalty 2076.252675 = -4150318.627895 nChanged 10 SP:Iteration 173Q (7223.881634 sec): 3 clusters Score: Raw -4152395.091319 + Penalty 2076.252675 = -4150318.838644 nChanged 5 SP:Iteration 174Q (7223.996091 sec): 3 clusters Score: Raw -4152395.177124 + Penalty 2076.252675 = -4150318.924450 nChanged 5 SP:Iteration 175Q (7224.106126 sec): 3 clusters Score: Raw -4152395.243647 + Penalty 2076.252675 = -4150318.990972 nChanged 4 SP:Iteration 176Q (7224.218981 sec): 3 clusters Score: Raw -4152395.335259 + Penalty 2076.252675 = -4150319.082584 nChanged 7 SP:Iteration 177Q (7224.320713 sec): 3 clusters Score: Raw -4152395.402367 + Penalty 2076.252675 = -4150319.149692 nChanged 4 SP:Iteration 178Q (7224.428750 sec): 3 clusters Score: Raw -4152395.454228 + Penalty 2076.252675 = -4150319.201553 nChanged 5 SP:Iteration 179Q (7224.531305 sec): 3 clusters Score: Raw -4152395.499036 + Penalty 2076.252675 = -4150319.246361 nChanged 4 SP:Iteration 180F (7224.652243 sec): 3 clusters Score: Raw -4152395.538528 + Penalty 2076.252675 = -4150319.285853 nChanged 1 SP:Iteration 181Q (7224.760308 sec): 3 clusters Score: Raw -4152395.547452 + Penalty 2076.252675 = -4150319.294778 nChanged 1 SP:Iteration 182Q (7224.876640 sec): 3 clusters Score: Raw -4152395.558956 + Penalty 2076.252675 = -4150319.306281 nChanged 0 SP:Iteration 183F (7224.984392 sec): 3 clusters Score: Raw -4152395.558956 + Penalty 2076.252675 = -4150319.306281 nChanged 0 Trying to split cluster 14 (7480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7225.023669 sec): 2 clusters Score: Raw -540962.047523 + Penalty 847.398867 = -540114.648657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7225.076094 sec): 3 clusters Score: Raw -536620.501504 + Penalty 1694.797733 = -534925.703771 nChanged 3327 SP:Iteration 1F (7225.121627 sec): 3 clusters Score: Raw -538580.368729 + Penalty 1694.797733 = -536885.570996 nChanged 523 SP:Iteration 2F (7225.177077 sec): 3 clusters Score: Raw -538958.170405 + Penalty 1694.797733 = -537263.372671 nChanged 528 SP:Iteration 3F (7225.232096 sec): 3 clusters Score: Raw -539323.207495 + Penalty 1694.797733 = -537628.409761 nChanged 500 SP:Iteration 4F (7225.273212 sec): 3 clusters Score: Raw -539683.135202 + Penalty 1694.797733 = -537988.337469 nChanged 444 SP:Iteration 5F (7225.315231 sec): 3 clusters Score: Raw -539979.201859 + Penalty 1694.797733 = -538284.404125 nChanged 392 SP:Iteration 6F (7225.374647 sec): 3 clusters Score: Raw -540204.318329 + Penalty 1694.797733 = -538509.520595 nChanged 320 SP:Iteration 7Q (7225.424595 sec): 3 clusters Score: Raw -540374.540273 + Penalty 1694.797733 = -538679.742540 nChanged 247 SP:Iteration 8Q (7225.470333 sec): 3 clusters Score: Raw -540492.137370 + Penalty 1694.797733 = -538797.339636 nChanged 181 SP:Iteration 9Q (7225.534212 sec): 3 clusters Score: Raw -540558.940762 + Penalty 1694.797733 = -538864.143029 nChanged 139 SP:Iteration 10Q (7225.582872 sec): 3 clusters Score: Raw -540607.905474 + Penalty 1694.797733 = -538913.107741 nChanged 102 SP:Iteration 11Q (7225.631472 sec): 3 clusters Score: Raw -540636.816821 + Penalty 1694.797733 = -538942.019088 nChanged 74 SP:Iteration 12Q (7225.687038 sec): 3 clusters Score: Raw -540653.682475 + Penalty 1694.797733 = -538958.884741 nChanged 54 SP:Iteration 13Q (7225.740389 sec): 3 clusters Score: Raw -540664.974135 + Penalty 1694.797733 = -538970.176402 nChanged 43 SP:Iteration 14Q (7225.802003 sec): 3 clusters Score: Raw -540673.340802 + Penalty 1694.797733 = -538978.543068 nChanged 40 SP:Iteration 15Q (7225.854990 sec): 3 clusters Score: Raw -540678.725097 + Penalty 1694.797733 = -538983.927363 nChanged 20 SP:Iteration 16Q (7225.898216 sec): 3 clusters Score: Raw -540682.375821 + Penalty 1694.797733 = -538987.578088 nChanged 22 SP:Iteration 17Q (7225.949266 sec): 3 clusters Score: Raw -540685.248383 + Penalty 1694.797733 = -538990.450649 nChanged 16 SP:Iteration 18Q (7225.999686 sec): 3 clusters Score: Raw -540687.561240 + Penalty 1694.797733 = -538992.763506 nChanged 16 SP:Iteration 19Q (7226.056511 sec): 3 clusters Score: Raw -540689.068342 + Penalty 1694.797733 = -538994.270609 nChanged 18 SP:Iteration 20F (7226.109062 sec): 3 clusters Score: Raw -540691.150928 + Penalty 1694.797733 = -538996.353194 nChanged 9 SP:Iteration 21Q (7226.158397 sec): 3 clusters Score: Raw -540692.026760 + Penalty 1694.797733 = -538997.229027 nChanged 9 SP:Iteration 22Q (7226.219410 sec): 3 clusters Score: Raw -540692.796620 + Penalty 1694.797733 = -538997.998886 nChanged 11 SP:Iteration 23Q (7226.274707 sec): 3 clusters Score: Raw -540694.051894 + Penalty 1694.797733 = -538999.254160 nChanged 9 SP:Iteration 24Q (7226.333388 sec): 3 clusters Score: Raw -540695.106731 + Penalty 1694.797733 = -539000.308998 nChanged 11 SP:Iteration 25Q (7226.391340 sec): 3 clusters Score: Raw -540696.167244 + Penalty 1694.797733 = -539001.369510 nChanged 10 SP:Iteration 26Q (7226.433538 sec): 3 clusters Score: Raw -540697.169406 + Penalty 1694.797733 = -539002.371672 nChanged 9 SP:Iteration 27Q (7226.487224 sec): 3 clusters Score: Raw -540698.304929 + Penalty 1694.797733 = -539003.507196 nChanged 10 SP:Iteration 28Q (7226.538479 sec): 3 clusters Score: Raw -540699.865692 + Penalty 1694.797733 = -539005.067959 nChanged 12 SP:Iteration 29Q (7226.593104 sec): 3 clusters Score: Raw -540702.360519 + Penalty 1694.797733 = -539007.562785 nChanged 16 SP:Iteration 30Q (7226.635797 sec): 3 clusters Score: Raw -540706.278074 + Penalty 1694.797733 = -539011.480341 nChanged 21 SP:Iteration 31Q (7226.685427 sec): 3 clusters Score: Raw -540711.746968 + Penalty 1694.797733 = -539016.949234 nChanged 33 SP:Iteration 32Q (7226.738465 sec): 3 clusters Score: Raw -540718.248140 + Penalty 1694.797733 = -539023.450406 nChanged 30 SP:Iteration 33Q (7226.797836 sec): 3 clusters Score: Raw -540723.538392 + Penalty 1694.797733 = -539028.740659 nChanged 15 SP:Iteration 34Q (7226.848224 sec): 3 clusters Score: Raw -540726.052193 + Penalty 1694.797733 = -539031.254459 nChanged 14 SP:Iteration 35Q (7226.898534 sec): 3 clusters Score: Raw -540728.032810 + Penalty 1694.797733 = -539033.235077 nChanged 15 SP:Iteration 36Q (7226.947606 sec): 3 clusters Score: Raw -540730.633775 + Penalty 1694.797733 = -539035.836042 nChanged 12 SP:Iteration 37Q (7227.002905 sec): 3 clusters Score: Raw -540732.152738 + Penalty 1694.797733 = -539037.355004 nChanged 12 SP:Iteration 38Q (7227.058371 sec): 3 clusters Score: Raw -540733.570378 + Penalty 1694.797733 = -539038.772644 nChanged 20 SP:Iteration 39Q (7227.106197 sec): 3 clusters Score: Raw -540738.214012 + Penalty 1694.797733 = -539043.416278 nChanged 32 SP:Iteration 40F (7227.163186 sec): 3 clusters Score: Raw -540745.363735 + Penalty 1694.797733 = -539050.566001 nChanged 34 SP:Iteration 41Q (7227.221758 sec): 3 clusters Score: Raw -540753.864097 + Penalty 1694.797733 = -539059.066364 nChanged 53 SP:Iteration 42Q (7227.274836 sec): 3 clusters Score: Raw -540770.369579 + Penalty 1694.797733 = -539075.571845 nChanged 47 SP:Iteration 43Q (7227.329990 sec): 3 clusters Score: Raw -540784.430720 + Penalty 1694.797733 = -539089.632987 nChanged 40 SP:Iteration 44Q (7227.388246 sec): 3 clusters Score: Raw -540798.080272 + Penalty 1694.797733 = -539103.282538 nChanged 51 SP:Iteration 45Q (7227.445794 sec): 3 clusters Score: Raw -540812.172582 + Penalty 1694.797733 = -539117.374848 nChanged 50 SP:Iteration 46Q (7227.487723 sec): 3 clusters Score: Raw -540829.279542 + Penalty 1694.797733 = -539134.481809 nChanged 55 SP:Iteration 47Q (7227.541615 sec): 3 clusters Score: Raw -540851.581808 + Penalty 1694.797733 = -539156.784075 nChanged 62 SP:Iteration 48Q (7227.602551 sec): 3 clusters Score: Raw -540872.863855 + Penalty 1694.797733 = -539178.066122 nChanged 48 SP:Iteration 49Q (7227.652639 sec): 3 clusters Score: Raw -540886.566942 + Penalty 1694.797733 = -539191.769208 nChanged 39 SP:Iteration 50Q (7227.716155 sec): 3 clusters Score: Raw -540893.069230 + Penalty 1694.797733 = -539198.271497 nChanged 23 SP:Iteration 51Q (7227.770934 sec): 3 clusters Score: Raw -540895.489990 + Penalty 1694.797733 = -539200.692256 nChanged 15 SP:Iteration 52Q (7227.822108 sec): 3 clusters Score: Raw -540897.024229 + Penalty 1694.797733 = -539202.226496 nChanged 9 SP:Iteration 53Q (7227.861695 sec): 3 clusters Score: Raw -540897.836331 + Penalty 1694.797733 = -539203.038598 nChanged 6 SP:Iteration 54Q (7227.925367 sec): 3 clusters Score: Raw -540898.558732 + Penalty 1694.797733 = -539203.760998 nChanged 5 SP:Iteration 55Q (7227.982644 sec): 3 clusters Score: Raw -540899.165746 + Penalty 1694.797733 = -539204.368012 nChanged 8 SP:Iteration 56Q (7228.027608 sec): 3 clusters Score: Raw -540900.526276 + Penalty 1694.797733 = -539205.728542 nChanged 14 SP:Iteration 57Q (7228.073568 sec): 3 clusters Score: Raw -540902.943908 + Penalty 1694.797733 = -539208.146175 nChanged 12 SP:Iteration 58Q (7228.131982 sec): 3 clusters Score: Raw -540904.575867 + Penalty 1694.797733 = -539209.778134 nChanged 13 SP:Iteration 59Q (7228.180844 sec): 3 clusters Score: Raw -540906.741996 + Penalty 1694.797733 = -539211.944262 nChanged 15 SP:Iteration 60F (7228.228292 sec): 3 clusters Score: Raw -540909.833895 + Penalty 1694.797733 = -539215.036161 nChanged 21 SP:Iteration 61Q (7228.280579 sec): 3 clusters Score: Raw -540912.898795 + Penalty 1694.797733 = -539218.101061 nChanged 21 SP:Iteration 62Q (7228.343788 sec): 3 clusters Score: Raw -540915.923177 + Penalty 1694.797733 = -539221.125443 nChanged 18 SP:Iteration 63Q (7228.389142 sec): 3 clusters Score: Raw -540918.377442 + Penalty 1694.797733 = -539223.579709 nChanged 13 SP:Iteration 64Q (7228.440062 sec): 3 clusters Score: Raw -540919.822086 + Penalty 1694.797733 = -539225.024352 nChanged 10 SP:Iteration 65Q (7228.489698 sec): 3 clusters Score: Raw -540920.849073 + Penalty 1694.797733 = -539226.051339 nChanged 9 SP:Iteration 66Q (7228.552630 sec): 3 clusters Score: Raw -540922.046474 + Penalty 1694.797733 = -539227.248741 nChanged 9 SP:Iteration 67Q (7228.607270 sec): 3 clusters Score: Raw -540922.845391 + Penalty 1694.797733 = -539228.047657 nChanged 8 SP:Iteration 68Q (7228.653028 sec): 3 clusters Score: Raw -540923.366038 + Penalty 1694.797733 = -539228.568305 nChanged 5 SP:Iteration 69Q (7228.700657 sec): 3 clusters Score: Raw -540923.784733 + Penalty 1694.797733 = -539228.987000 nChanged 4 SP:Iteration 70Q (7228.755410 sec): 3 clusters Score: Raw -540924.093677 + Penalty 1694.797733 = -539229.295943 nChanged 1 SP:Iteration 71Q (7228.811928 sec): 3 clusters Score: Raw -540924.168814 + Penalty 1694.797733 = -539229.371080 nChanged 1 SP:Iteration 72Q (7228.868519 sec): 3 clusters Score: Raw -540924.263364 + Penalty 1694.797733 = -539229.465630 nChanged 0 SP:Iteration 73F (7228.925619 sec): 3 clusters Score: Raw -540924.263364 + Penalty 1694.797733 = -539229.465630 nChanged 0 Trying to split cluster 15 (2968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7228.956478 sec): 2 clusters Score: Raw -205895.615777 + Penalty 759.586142 = -205136.029635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7229.005753 sec): 3 clusters Score: Raw -204338.456632 + Penalty 1519.172285 = -202819.284347 nChanged 1221 SP:Iteration 1F (7229.057292 sec): 3 clusters Score: Raw -205184.815355 + Penalty 1519.172285 = -203665.643070 nChanged 300 SP:Iteration 2F (7229.102748 sec): 3 clusters Score: Raw -205503.989665 + Penalty 1519.172285 = -203984.817381 nChanged 283 SP:Iteration 3F (7229.145526 sec): 3 clusters Score: Raw -205813.849656 + Penalty 1519.172285 = -204294.677372 nChanged 213 SP:Iteration 4F (7229.193084 sec): 3 clusters Score: Raw -206007.375280 + Penalty 1519.172285 = -204488.202995 nChanged 137 SP:Iteration 5Q (7229.240297 sec): 3 clusters Score: Raw -206108.425779 + Penalty 1519.172285 = -204589.253494 nChanged 100 SP:Iteration 6Q (7229.289078 sec): 3 clusters Score: Raw -206196.664188 + Penalty 1519.172285 = -204677.491904 nChanged 91 SP:Iteration 7Q (7229.336404 sec): 3 clusters Score: Raw -206266.222133 + Penalty 1519.172285 = -204747.049848 nChanged 60 SP:Iteration 8Q (7229.371292 sec): 3 clusters Score: Raw -206313.322218 + Penalty 1519.172285 = -204794.149933 nChanged 54 SP:Iteration 9Q (7229.427267 sec): 3 clusters Score: Raw -206359.832666 + Penalty 1519.172285 = -204840.660381 nChanged 39 SP:Iteration 10Q (7229.468966 sec): 3 clusters Score: Raw -206388.736464 + Penalty 1519.172285 = -204869.564180 nChanged 33 SP:Iteration 11Q (7229.520477 sec): 3 clusters Score: Raw -206410.339089 + Penalty 1519.172285 = -204891.166804 nChanged 23 SP:Iteration 12Q (7229.575576 sec): 3 clusters Score: Raw -206425.692752 + Penalty 1519.172285 = -204906.520467 nChanged 16 SP:Iteration 13Q (7229.612741 sec): 3 clusters Score: Raw -206433.282571 + Penalty 1519.172285 = -204914.110287 nChanged 15 SP:Iteration 14Q (7229.671485 sec): 3 clusters Score: Raw -206439.449046 + Penalty 1519.172285 = -204920.276761 nChanged 15 SP:Iteration 15Q (7229.720093 sec): 3 clusters Score: Raw -206448.396990 + Penalty 1519.172285 = -204929.224705 nChanged 18 SP:Iteration 16Q (7229.760567 sec): 3 clusters Score: Raw -206455.776974 + Penalty 1519.172285 = -204936.604689 nChanged 13 SP:Iteration 17Q (7229.808953 sec): 3 clusters Score: Raw -206459.418780 + Penalty 1519.172285 = -204940.246495 nChanged 8 SP:Iteration 18Q (7229.856766 sec): 3 clusters Score: Raw -206464.840974 + Penalty 1519.172285 = -204945.668689 nChanged 7 SP:Iteration 19Q (7229.913408 sec): 3 clusters Score: Raw -206467.849622 + Penalty 1519.172285 = -204948.677337 nChanged 1 SP:Iteration 20F (7229.966492 sec): 3 clusters Score: Raw -206468.058126 + Penalty 1519.172285 = -204948.885842 nChanged 1 SP:Iteration 21Q (7230.003832 sec): 3 clusters Score: Raw -206468.283668 + Penalty 1519.172285 = -204949.111383 nChanged 3 SP:Iteration 22Q (7230.053175 sec): 3 clusters Score: Raw -206468.882205 + Penalty 1519.172285 = -204949.709920 nChanged 1 SP:Iteration 23Q (7230.102243 sec): 3 clusters Score: Raw -206469.182147 + Penalty 1519.172285 = -204950.009862 nChanged 2 SP:Iteration 24Q (7230.155886 sec): 3 clusters Score: Raw -206469.683313 + Penalty 1519.172285 = -204950.511028 nChanged 3 SP:Iteration 25Q (7230.199096 sec): 3 clusters Score: Raw -206470.693009 + Penalty 1519.172285 = -204951.520724 nChanged 2 SP:Iteration 26Q (7230.234612 sec): 3 clusters Score: Raw -206471.013416 + Penalty 1519.172285 = -204951.841131 nChanged 2 SP:Iteration 27Q (7230.288804 sec): 3 clusters Score: Raw -206471.433459 + Penalty 1519.172285 = -204952.261174 nChanged 0 SP:Iteration 28F (7230.336896 sec): 3 clusters Score: Raw -206471.433459 + Penalty 1519.172285 = -204952.261174 nChanged 0 Trying to split cluster 16 (3109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7230.362249 sec): 2 clusters Score: Raw -195123.507114 + Penalty 763.995359 = -194359.511755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7230.400364 sec): 3 clusters Score: Raw -193529.852556 + Penalty 1527.990718 = -192001.861838 nChanged 1290 SP:Iteration 1F (7230.458742 sec): 3 clusters Score: Raw -194368.704396 + Penalty 1527.990718 = -192840.713679 nChanged 213 SP:Iteration 2F (7230.505210 sec): 3 clusters Score: Raw -194496.607842 + Penalty 1527.990718 = -192968.617124 nChanged 158 SP:Iteration 3F (7230.558998 sec): 3 clusters Score: Raw -194606.416268 + Penalty 1527.990718 = -193078.425550 nChanged 156 SP:Iteration 4F (7230.598004 sec): 3 clusters Score: Raw -194700.467581 + Penalty 1527.990718 = -193172.476863 nChanged 133 SP:Iteration 5Q (7230.651276 sec): 3 clusters Score: Raw -194782.327022 + Penalty 1527.990718 = -193254.336304 nChanged 127 SP:Iteration 6Q (7230.695200 sec): 3 clusters Score: Raw -194853.679873 + Penalty 1527.990718 = -193325.689155 nChanged 93 SP:Iteration 7Q (7230.746404 sec): 3 clusters Score: Raw -194895.706756 + Penalty 1527.990718 = -193367.716038 nChanged 75 SP:Iteration 8Q (7230.790958 sec): 3 clusters Score: Raw -194938.811746 + Penalty 1527.990718 = -193410.821028 nChanged 70 SP:Iteration 9Q (7230.843816 sec): 3 clusters Score: Raw -194963.963720 + Penalty 1527.990718 = -193435.973002 nChanged 49 SP:Iteration 10Q (7230.888229 sec): 3 clusters Score: Raw -194984.701061 + Penalty 1527.990718 = -193456.710343 nChanged 46 SP:Iteration 11Q (7230.926932 sec): 3 clusters Score: Raw -194999.257807 + Penalty 1527.990718 = -193471.267090 nChanged 40 SP:Iteration 12Q (7230.973801 sec): 3 clusters Score: Raw -195016.476569 + Penalty 1527.990718 = -193488.485851 nChanged 43 SP:Iteration 13Q (7231.035050 sec): 3 clusters Score: Raw -195030.833929 + Penalty 1527.990718 = -193502.843211 nChanged 35 SP:Iteration 14Q (7231.068941 sec): 3 clusters Score: Raw -195042.348884 + Penalty 1527.990718 = -193514.358166 nChanged 32 SP:Iteration 15Q (7231.118130 sec): 3 clusters Score: Raw -195051.470255 + Penalty 1527.990718 = -193523.479537 nChanged 22 SP:Iteration 16Q (7231.160209 sec): 3 clusters Score: Raw -195058.064092 + Penalty 1527.990718 = -193530.073374 nChanged 21 SP:Iteration 17Q (7231.203443 sec): 3 clusters Score: Raw -195067.700277 + Penalty 1527.990718 = -193539.709559 nChanged 33 SP:Iteration 18Q (7231.247752 sec): 3 clusters Score: Raw -195083.207558 + Penalty 1527.990718 = -193555.216840 nChanged 37 SP:Iteration 19Q (7231.291659 sec): 3 clusters Score: Raw -195098.458370 + Penalty 1527.990718 = -193570.467653 nChanged 40 SP:Iteration 20F (7231.347113 sec): 3 clusters Score: Raw -195112.821625 + Penalty 1527.990718 = -193584.830907 nChanged 36 SP:Iteration 21Q (7231.396769 sec): 3 clusters Score: Raw -195131.350085 + Penalty 1527.990718 = -193603.359367 nChanged 43 SP:Iteration 22Q (7231.444431 sec): 3 clusters Score: Raw -195150.586277 + Penalty 1527.990718 = -193622.595559 nChanged 34 SP:Iteration 23Q (7231.477723 sec): 3 clusters Score: Raw -195170.192439 + Penalty 1527.990718 = -193642.201721 nChanged 40 SP:Iteration 24Q (7231.530318 sec): 3 clusters Score: Raw -195194.550996 + Penalty 1527.990718 = -193666.560278 nChanged 36 SP:Iteration 25Q (7231.582162 sec): 3 clusters Score: Raw -195213.299715 + Penalty 1527.990718 = -193685.308997 nChanged 33 SP:Iteration 26Q (7231.633848 sec): 3 clusters Score: Raw -195227.364657 + Penalty 1527.990718 = -193699.373939 nChanged 28 SP:Iteration 27Q (7231.680886 sec): 3 clusters Score: Raw -195235.612640 + Penalty 1527.990718 = -193707.621922 nChanged 22 SP:Iteration 28Q (7231.732248 sec): 3 clusters Score: Raw -195242.534272 + Penalty 1527.990718 = -193714.543554 nChanged 12 SP:Iteration 29Q (7231.787359 sec): 3 clusters Score: Raw -195246.827360 + Penalty 1527.990718 = -193718.836642 nChanged 12 SP:Iteration 30Q (7231.825528 sec): 3 clusters Score: Raw -195249.377984 + Penalty 1527.990718 = -193721.387266 nChanged 9 SP:Iteration 31Q (7231.882489 sec): 3 clusters Score: Raw -195252.170682 + Penalty 1527.990718 = -193724.179964 nChanged 11 SP:Iteration 32Q (7231.927750 sec): 3 clusters Score: Raw -195255.685501 + Penalty 1527.990718 = -193727.694783 nChanged 9 SP:Iteration 33Q (7231.980754 sec): 3 clusters Score: Raw -195259.398668 + Penalty 1527.990718 = -193731.407951 nChanged 10 SP:Iteration 34Q (7232.019839 sec): 3 clusters Score: Raw -195263.949612 + Penalty 1527.990718 = -193735.958894 nChanged 12 SP:Iteration 35Q (7232.075557 sec): 3 clusters Score: Raw -195266.820994 + Penalty 1527.990718 = -193738.830276 nChanged 8 SP:Iteration 36Q (7232.126948 sec): 3 clusters Score: Raw -195268.549251 + Penalty 1527.990718 = -193740.558533 nChanged 11 SP:Iteration 37Q (7232.175491 sec): 3 clusters Score: Raw -195270.579201 + Penalty 1527.990718 = -193742.588483 nChanged 11 SP:Iteration 38Q (7232.224353 sec): 3 clusters Score: Raw -195273.178379 + Penalty 1527.990718 = -193745.187661 nChanged 10 SP:Iteration 39Q (7232.262443 sec): 3 clusters Score: Raw -195276.047387 + Penalty 1527.990718 = -193748.056669 nChanged 9 SP:Iteration 40F (7232.310799 sec): 3 clusters Score: Raw -195277.351463 + Penalty 1527.990718 = -193749.360745 nChanged 3 SP:Iteration 41Q (7232.364916 sec): 3 clusters Score: Raw -195278.082437 + Penalty 1527.990718 = -193750.091719 nChanged 4 SP:Iteration 42Q (7232.416014 sec): 3 clusters Score: Raw -195278.632330 + Penalty 1527.990718 = -193750.641612 nChanged 4 SP:Iteration 43Q (7232.460050 sec): 3 clusters Score: Raw -195279.885277 + Penalty 1527.990718 = -193751.894559 nChanged 7 SP:Iteration 44Q (7232.506001 sec): 3 clusters Score: Raw -195281.820285 + Penalty 1527.990718 = -193753.829568 nChanged 14 SP:Iteration 45Q (7232.557876 sec): 3 clusters Score: Raw -195284.697724 + Penalty 1527.990718 = -193756.707006 nChanged 6 SP:Iteration 46Q (7232.606808 sec): 3 clusters Score: Raw -195285.731418 + Penalty 1527.990718 = -193757.740700 nChanged 5 SP:Iteration 47Q (7232.654429 sec): 3 clusters Score: Raw -195286.653353 + Penalty 1527.990718 = -193758.662635 nChanged 5 SP:Iteration 48Q (7232.703049 sec): 3 clusters Score: Raw -195287.568836 + Penalty 1527.990718 = -193759.578118 nChanged 5 SP:Iteration 49Q (7232.751723 sec): 3 clusters Score: Raw -195288.605016 + Penalty 1527.990718 = -193760.614298 nChanged 2 SP:Iteration 50Q (7232.803896 sec): 3 clusters Score: Raw -195289.036684 + Penalty 1527.990718 = -193761.045966 nChanged 3 SP:Iteration 51Q (7232.852653 sec): 3 clusters Score: Raw -195289.446727 + Penalty 1527.990718 = -193761.456009 nChanged 1 SP:Iteration 52Q (7232.897123 sec): 3 clusters Score: Raw -195289.536066 + Penalty 1527.990718 = -193761.545348 nChanged 2 SP:Iteration 53Q (7232.947057 sec): 3 clusters Score: Raw -195289.933978 + Penalty 1527.990718 = -193761.943260 nChanged 0 SP:Iteration 54F (7232.995415 sec): 3 clusters Score: Raw -195289.933978 + Penalty 1527.990718 = -193761.943260 nChanged 0 Trying to split cluster 17 (1795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7233.023565 sec): 2 clusters Score: Raw -102238.937281 + Penalty 711.812229 = -101527.125052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7233.065982 sec): 3 clusters Score: Raw -101474.265282 + Penalty 1423.624457 = -100050.640825 nChanged 733 SP:Iteration 1F (7233.104934 sec): 3 clusters Score: Raw -102276.924286 + Penalty 1423.624457 = -100853.299829 nChanged 208 SP:Iteration 2F (7233.158357 sec): 3 clusters Score: Raw -102539.893092 + Penalty 1423.624457 = -101116.268635 nChanged 139 SP:Iteration 3F (7233.202311 sec): 3 clusters Score: Raw -102693.371436 + Penalty 1423.624457 = -101269.746978 nChanged 83 SP:Iteration 4Q (7233.240902 sec): 3 clusters Score: Raw -102814.496054 + Penalty 1423.624457 = -101390.871596 nChanged 73 SP:Iteration 5Q (7233.299927 sec): 3 clusters Score: Raw -102932.782049 + Penalty 1423.624457 = -101509.157592 nChanged 53 SP:Iteration 6Q (7233.341108 sec): 3 clusters Score: Raw -103002.143135 + Penalty 1423.624457 = -101578.518677 nChanged 28 SP:Iteration 7Q (7233.388923 sec): 3 clusters Score: Raw -103025.452136 + Penalty 1423.624457 = -101601.827679 nChanged 17 SP:Iteration 8Q (7233.437460 sec): 3 clusters Score: Raw -103047.112791 + Penalty 1423.624457 = -101623.488334 nChanged 13 SP:Iteration 9Q (7233.484403 sec): 3 clusters Score: Raw -103055.964515 + Penalty 1423.624457 = -101632.340057 nChanged 9 SP:Iteration 10Q (7233.523702 sec): 3 clusters Score: Raw -103060.957609 + Penalty 1423.624457 = -101637.333152 nChanged 6 SP:Iteration 11Q (7233.562770 sec): 3 clusters Score: Raw -103064.255474 + Penalty 1423.624457 = -101640.631017 nChanged 4 SP:Iteration 12Q (7233.612497 sec): 3 clusters Score: Raw -103068.010906 + Penalty 1423.624457 = -101644.386449 nChanged 4 SP:Iteration 13Q (7233.653405 sec): 3 clusters Score: Raw -103069.351186 + Penalty 1423.624457 = -101645.726729 nChanged 2 SP:Iteration 14Q (7233.696735 sec): 3 clusters Score: Raw -103070.633716 + Penalty 1423.624457 = -101647.009259 nChanged 0 SP:Iteration 15F (7233.751559 sec): 3 clusters Score: Raw -103070.633716 + Penalty 1423.624457 = -101647.009259 nChanged 0 Score: Raw -45959325.159384 + Penalty 54623.503038 = -45904701.656346 Splitting cluster 17 changes total score from -45905135.967436 to -45904701.656346 So it's not getting split. Trying to split cluster 18 (13522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7246.752782 sec): 2 clusters Score: Raw -946814.971329 + Penalty 903.646960 = -945911.324369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7246.817428 sec): 3 clusters Score: Raw -938598.697799 + Penalty 1807.293921 = -936791.403878 nChanged 6178 SP:Iteration 1F (7246.875396 sec): 3 clusters Score: Raw -941975.426193 + Penalty 1807.293921 = -940168.132272 nChanged 663 SP:Iteration 2Q (7246.942093 sec): 3 clusters Score: Raw -942225.025877 + Penalty 1807.293921 = -940417.731956 nChanged 669 SP:Iteration 3Q (7247.004375 sec): 3 clusters Score: Raw -942526.190963 + Penalty 1807.293921 = -940718.897042 nChanged 784 SP:Iteration 4F (7247.058574 sec): 3 clusters Score: Raw -942956.432697 + Penalty 1807.293921 = -941149.138776 nChanged 933 SP:Iteration 5F (7247.129593 sec): 3 clusters Score: Raw -943580.377707 + Penalty 1807.293921 = -941773.083786 nChanged 983 SP:Iteration 6F (7247.185864 sec): 3 clusters Score: Raw -944340.492286 + Penalty 1807.293921 = -942533.198365 nChanged 893 SP:Iteration 7F (7247.246088 sec): 3 clusters Score: Raw -945082.176754 + Penalty 1807.293921 = -943274.882834 nChanged 743 SP:Iteration 8F (7247.301767 sec): 3 clusters Score: Raw -945759.724277 + Penalty 1807.293921 = -943952.430356 nChanged 555 SP:Iteration 9Q (7247.366343 sec): 3 clusters Score: Raw -946282.031607 + Penalty 1807.293921 = -944474.737686 nChanged 324 SP:Iteration 10Q (7247.427287 sec): 3 clusters Score: Raw -946558.886961 + Penalty 1807.293921 = -944751.593040 nChanged 168 SP:Iteration 11Q (7247.484769 sec): 3 clusters Score: Raw -946708.231873 + Penalty 1807.293921 = -944900.937952 nChanged 84 SP:Iteration 12Q (7247.547524 sec): 3 clusters Score: Raw -946797.835390 + Penalty 1807.293921 = -944990.541470 nChanged 43 SP:Iteration 13Q (7247.608984 sec): 3 clusters Score: Raw -946842.390789 + Penalty 1807.293921 = -945035.096868 nChanged 33 SP:Iteration 14Q (7247.655201 sec): 3 clusters Score: Raw -946882.958665 + Penalty 1807.293921 = -945075.664745 nChanged 20 SP:Iteration 15Q (7247.712605 sec): 3 clusters Score: Raw -946904.931760 + Penalty 1807.293921 = -945097.637839 nChanged 13 SP:Iteration 16Q (7247.778296 sec): 3 clusters Score: Raw -946923.484670 + Penalty 1807.293921 = -945116.190749 nChanged 7 SP:Iteration 17Q (7247.830675 sec): 3 clusters Score: Raw -946934.647650 + Penalty 1807.293921 = -945127.353729 nChanged 5 SP:Iteration 18Q (7247.890125 sec): 3 clusters Score: Raw -946944.295105 + Penalty 1807.293921 = -945137.001184 nChanged 3 SP:Iteration 19Q (7247.952698 sec): 3 clusters Score: Raw -946947.502960 + Penalty 1807.293921 = -945140.209039 nChanged 2 SP:Iteration 20F (7248.011625 sec): 3 clusters Score: Raw -946948.881305 + Penalty 1807.293921 = -945141.587384 nChanged 1 SP:Iteration 21Q (7248.054420 sec): 3 clusters Score: Raw -946949.453557 + Penalty 1807.293921 = -945142.159636 nChanged 1 SP:Iteration 22Q (7248.120357 sec): 3 clusters Score: Raw -946949.825624 + Penalty 1807.293921 = -945142.531703 nChanged 0 SP:Iteration 23F (7248.175522 sec): 3 clusters Score: Raw -946949.825624 + Penalty 1807.293921 = -945142.531703 nChanged 0 Trying to split cluster 19 (14040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7248.211003 sec): 2 clusters Score: Raw -994262.781550 + Penalty 907.218239 = -993355.563311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7248.269955 sec): 3 clusters Score: Raw -985721.025611 + Penalty 1814.436479 = -983906.589133 nChanged 6389 SP:Iteration 1F (7248.329085 sec): 3 clusters Score: Raw -989499.089196 + Penalty 1814.436479 = -987684.652717 nChanged 883 SP:Iteration 2F (7248.388279 sec): 3 clusters Score: Raw -989994.274141 + Penalty 1814.436479 = -988179.837662 nChanged 882 SP:Iteration 3F (7248.442890 sec): 3 clusters Score: Raw -990482.746785 + Penalty 1814.436479 = -988668.310307 nChanged 769 SP:Iteration 4F (7248.503933 sec): 3 clusters Score: Raw -990952.329844 + Penalty 1814.436479 = -989137.893365 nChanged 759 SP:Iteration 5F (7248.564284 sec): 3 clusters Score: Raw -991416.661660 + Penalty 1814.436479 = -989602.225181 nChanged 696 SP:Iteration 6Q (7248.625141 sec): 3 clusters Score: Raw -991815.631586 + Penalty 1814.436479 = -990001.195107 nChanged 620 SP:Iteration 7Q (7248.693710 sec): 3 clusters Score: Raw -992157.568823 + Penalty 1814.436479 = -990343.132344 nChanged 551 SP:Iteration 8Q (7248.741006 sec): 3 clusters Score: Raw -992477.800154 + Penalty 1814.436479 = -990663.363675 nChanged 481 SP:Iteration 9Q (7248.803146 sec): 3 clusters Score: Raw -992737.117867 + Penalty 1814.436479 = -990922.681389 nChanged 430 SP:Iteration 10Q (7248.862938 sec): 3 clusters Score: Raw -992961.424454 + Penalty 1814.436479 = -991146.987976 nChanged 372 SP:Iteration 11Q (7248.932527 sec): 3 clusters Score: Raw -993139.639649 + Penalty 1814.436479 = -991325.203170 nChanged 317 SP:Iteration 12Q (7248.995522 sec): 3 clusters Score: Raw -993285.450603 + Penalty 1814.436479 = -991471.014124 nChanged 275 SP:Iteration 13Q (7249.059373 sec): 3 clusters Score: Raw -993410.008817 + Penalty 1814.436479 = -991595.572339 nChanged 276 SP:Iteration 14Q (7249.118671 sec): 3 clusters Score: Raw -993532.480213 + Penalty 1814.436479 = -991718.043735 nChanged 255 SP:Iteration 15Q (7249.172070 sec): 3 clusters Score: Raw -993649.467151 + Penalty 1814.436479 = -991835.030672 nChanged 231 SP:Iteration 16Q (7249.234683 sec): 3 clusters Score: Raw -993752.793278 + Penalty 1814.436479 = -991938.356800 nChanged 224 SP:Iteration 17Q (7249.295828 sec): 3 clusters Score: Raw -993865.045863 + Penalty 1814.436479 = -992050.609385 nChanged 216 SP:Iteration 18Q (7249.351853 sec): 3 clusters Score: Raw -993980.964058 + Penalty 1814.436479 = -992166.527579 nChanged 180 SP:Iteration 19Q (7249.420802 sec): 3 clusters Score: Raw -994082.511632 + Penalty 1814.436479 = -992268.075153 nChanged 160 SP:Iteration 20F (7249.471603 sec): 3 clusters Score: Raw -994166.195593 + Penalty 1814.436479 = -992351.759114 nChanged 127 SP:Iteration 21Q (7249.524581 sec): 3 clusters Score: Raw -994232.780184 + Penalty 1814.436479 = -992418.343706 nChanged 98 SP:Iteration 22Q (7249.591877 sec): 3 clusters Score: Raw -994269.191948 + Penalty 1814.436479 = -992454.755470 nChanged 68 SP:Iteration 23Q (7249.645094 sec): 3 clusters Score: Raw -994297.574639 + Penalty 1814.436479 = -992483.138160 nChanged 59 SP:Iteration 24Q (7249.713678 sec): 3 clusters Score: Raw -994320.523895 + Penalty 1814.436479 = -992506.087416 nChanged 43 SP:Iteration 25Q (7249.778603 sec): 3 clusters Score: Raw -994335.282089 + Penalty 1814.436479 = -992520.845611 nChanged 32 SP:Iteration 26Q (7249.840823 sec): 3 clusters Score: Raw -994347.170075 + Penalty 1814.436479 = -992532.733596 nChanged 27 SP:Iteration 27Q (7249.889939 sec): 3 clusters Score: Raw -994355.943563 + Penalty 1814.436479 = -992541.507084 nChanged 20 SP:Iteration 28Q (7249.960444 sec): 3 clusters Score: Raw -994362.691695 + Penalty 1814.436479 = -992548.255217 nChanged 20 SP:Iteration 29Q (7250.014374 sec): 3 clusters Score: Raw -994372.032834 + Penalty 1814.436479 = -992557.596355 nChanged 25 SP:Iteration 30Q (7250.073278 sec): 3 clusters Score: Raw -994382.781893 + Penalty 1814.436479 = -992568.345414 nChanged 23 SP:Iteration 31Q (7250.133404 sec): 3 clusters Score: Raw -994391.350706 + Penalty 1814.436479 = -992576.914227 nChanged 19 SP:Iteration 32Q (7250.188488 sec): 3 clusters Score: Raw -994396.464483 + Penalty 1814.436479 = -992582.028004 nChanged 15 SP:Iteration 33Q (7250.255470 sec): 3 clusters Score: Raw -994402.012755 + Penalty 1814.436479 = -992587.576276 nChanged 17 SP:Iteration 34Q (7250.312866 sec): 3 clusters Score: Raw -994408.848718 + Penalty 1814.436479 = -992594.412239 nChanged 21 SP:Iteration 35Q (7250.360139 sec): 3 clusters Score: Raw -994417.220168 + Penalty 1814.436479 = -992602.783690 nChanged 18 SP:Iteration 36Q (7250.414209 sec): 3 clusters Score: Raw -994424.402359 + Penalty 1814.436479 = -992609.965880 nChanged 12 SP:Iteration 37Q (7250.478708 sec): 3 clusters Score: Raw -994428.155646 + Penalty 1814.436479 = -992613.719167 nChanged 10 SP:Iteration 38Q (7250.541563 sec): 3 clusters Score: Raw -994431.445676 + Penalty 1814.436479 = -992617.009197 nChanged 7 SP:Iteration 39Q (7250.585457 sec): 3 clusters Score: Raw -994434.112511 + Penalty 1814.436479 = -992619.676032 nChanged 7 SP:Iteration 40F (7250.640743 sec): 3 clusters Score: Raw -994436.551491 + Penalty 1814.436479 = -992622.115013 nChanged 11 SP:Iteration 41Q (7250.699849 sec): 3 clusters Score: Raw -994442.125422 + Penalty 1814.436479 = -992627.688943 nChanged 11 SP:Iteration 42Q (7250.757505 sec): 3 clusters Score: Raw -994447.316735 + Penalty 1814.436479 = -992632.880257 nChanged 11 SP:Iteration 43Q (7250.813737 sec): 3 clusters Score: Raw -994454.640258 + Penalty 1814.436479 = -992640.203780 nChanged 8 SP:Iteration 44Q (7250.875324 sec): 3 clusters Score: Raw -994457.502036 + Penalty 1814.436479 = -992643.065558 nChanged 10 SP:Iteration 45Q (7250.942724 sec): 3 clusters Score: Raw -994461.058714 + Penalty 1814.436479 = -992646.622235 nChanged 9 SP:Iteration 46Q (7250.995338 sec): 3 clusters Score: Raw -994466.298455 + Penalty 1814.436479 = -992651.861976 nChanged 8 SP:Iteration 47Q (7251.054833 sec): 3 clusters Score: Raw -994468.875227 + Penalty 1814.436479 = -992654.438749 nChanged 1 SP:Iteration 48Q (7251.115678 sec): 3 clusters Score: Raw -994469.471244 + Penalty 1814.436479 = -992655.034765 nChanged 2 SP:Iteration 49Q (7251.170237 sec): 3 clusters Score: Raw -994470.629492 + Penalty 1814.436479 = -992656.193014 nChanged 4 SP:Iteration 50Q (7251.218109 sec): 3 clusters Score: Raw -994473.041154 + Penalty 1814.436479 = -992658.604676 nChanged 4 SP:Iteration 51Q (7251.279931 sec): 3 clusters Score: Raw -994473.997723 + Penalty 1814.436479 = -992659.561245 nChanged 1 SP:Iteration 52Q (7251.334308 sec): 3 clusters Score: Raw -994474.173218 + Penalty 1814.436479 = -992659.736740 nChanged 0 SP:Iteration 53F (7251.391015 sec): 3 clusters Score: Raw -994474.173218 + Penalty 1814.436479 = -992659.736740 nChanged 0 Trying to split cluster 20 (20556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7251.447541 sec): 2 clusters Score: Raw -1533085.099386 + Penalty 943.436274 = -1532141.663112 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7251.521735 sec): 3 clusters Score: Raw -1520379.205020 + Penalty 1886.872548 = -1518492.332471 nChanged 9450 SP:Iteration 1F (7251.589028 sec): 3 clusters Score: Raw -1525835.079682 + Penalty 1886.872548 = -1523948.207134 nChanged 1154 SP:Iteration 2F (7251.651917 sec): 3 clusters Score: Raw -1526319.987370 + Penalty 1886.872548 = -1524433.114821 nChanged 1149 SP:Iteration 3F (7251.722113 sec): 3 clusters Score: Raw -1526847.690953 + Penalty 1886.872548 = -1524960.818405 nChanged 1187 SP:Iteration 4F (7251.801972 sec): 3 clusters Score: Raw -1527467.379622 + Penalty 1886.872548 = -1525580.507074 nChanged 1203 SP:Iteration 5F (7251.862078 sec): 3 clusters Score: Raw -1528187.299213 + Penalty 1886.872548 = -1526300.426665 nChanged 1223 SP:Iteration 6F (7251.931874 sec): 3 clusters Score: Raw -1529041.564357 + Penalty 1886.872548 = -1527154.691809 nChanged 1124 SP:Iteration 7F (7252.009583 sec): 3 clusters Score: Raw -1529848.338041 + Penalty 1886.872548 = -1527961.465493 nChanged 960 SP:Iteration 8Q (7252.069866 sec): 3 clusters Score: Raw -1530496.735226 + Penalty 1886.872548 = -1528609.862677 nChanged 766 SP:Iteration 9Q (7252.139500 sec): 3 clusters Score: Raw -1530977.751866 + Penalty 1886.872548 = -1529090.879318 nChanged 625 SP:Iteration 10Q (7252.203019 sec): 3 clusters Score: Raw -1531325.737658 + Penalty 1886.872548 = -1529438.865110 nChanged 462 SP:Iteration 11Q (7252.266205 sec): 3 clusters Score: Raw -1531558.087591 + Penalty 1886.872548 = -1529671.215042 nChanged 378 SP:Iteration 12Q (7252.343930 sec): 3 clusters Score: Raw -1531749.770051 + Penalty 1886.872548 = -1529862.897503 nChanged 336 SP:Iteration 13Q (7252.405739 sec): 3 clusters Score: Raw -1531923.219500 + Penalty 1886.872548 = -1530036.346952 nChanged 293 SP:Iteration 14Q (7252.473299 sec): 3 clusters Score: Raw -1532070.354798 + Penalty 1886.872548 = -1530183.482249 nChanged 277 SP:Iteration 15Q (7252.542144 sec): 3 clusters Score: Raw -1532209.087173 + Penalty 1886.872548 = -1530322.214625 nChanged 215 SP:Iteration 16Q (7252.611988 sec): 3 clusters Score: Raw -1532324.040301 + Penalty 1886.872548 = -1530437.167753 nChanged 198 SP:Iteration 17Q (7252.683540 sec): 3 clusters Score: Raw -1532433.322445 + Penalty 1886.872548 = -1530546.449897 nChanged 175 SP:Iteration 18Q (7252.739271 sec): 3 clusters Score: Raw -1532531.303082 + Penalty 1886.872548 = -1530644.430534 nChanged 167 SP:Iteration 19Q (7252.814924 sec): 3 clusters Score: Raw -1532616.461348 + Penalty 1886.872548 = -1530729.588800 nChanged 140 SP:Iteration 20F (7252.869463 sec): 3 clusters Score: Raw -1532696.131795 + Penalty 1886.872548 = -1530809.259247 nChanged 128 SP:Iteration 21Q (7252.933816 sec): 3 clusters Score: Raw -1532766.997728 + Penalty 1886.872548 = -1530880.125180 nChanged 110 SP:Iteration 22Q (7252.996649 sec): 3 clusters Score: Raw -1532827.404124 + Penalty 1886.872548 = -1530940.531575 nChanged 111 SP:Iteration 23Q (7253.063982 sec): 3 clusters Score: Raw -1532893.631893 + Penalty 1886.872548 = -1531006.759345 nChanged 110 SP:Iteration 24Q (7253.130909 sec): 3 clusters Score: Raw -1532955.655088 + Penalty 1886.872548 = -1531068.782540 nChanged 85 SP:Iteration 25Q (7253.198357 sec): 3 clusters Score: Raw -1532997.171111 + Penalty 1886.872548 = -1531110.298563 nChanged 65 SP:Iteration 26Q (7253.261124 sec): 3 clusters Score: Raw -1533030.496033 + Penalty 1886.872548 = -1531143.623485 nChanged 58 SP:Iteration 27Q (7253.336244 sec): 3 clusters Score: Raw -1533060.013834 + Penalty 1886.872548 = -1531173.141286 nChanged 53 SP:Iteration 28Q (7253.398338 sec): 3 clusters Score: Raw -1533091.782980 + Penalty 1886.872548 = -1531204.910432 nChanged 59 SP:Iteration 29Q (7253.472353 sec): 3 clusters Score: Raw -1533128.814043 + Penalty 1886.872548 = -1531241.941495 nChanged 61 SP:Iteration 30Q (7253.540201 sec): 3 clusters Score: Raw -1533165.095545 + Penalty 1886.872548 = -1531278.222996 nChanged 46 SP:Iteration 31Q (7253.593247 sec): 3 clusters Score: Raw -1533186.977037 + Penalty 1886.872548 = -1531300.104489 nChanged 42 SP:Iteration 32Q (7253.666472 sec): 3 clusters Score: Raw -1533206.163876 + Penalty 1886.872548 = -1531319.291328 nChanged 39 SP:Iteration 33Q (7253.726870 sec): 3 clusters Score: Raw -1533221.721808 + Penalty 1886.872548 = -1531334.849260 nChanged 38 SP:Iteration 34Q (7253.798627 sec): 3 clusters Score: Raw -1533234.630353 + Penalty 1886.872548 = -1531347.757805 nChanged 24 SP:Iteration 35Q (7253.862243 sec): 3 clusters Score: Raw -1533247.623304 + Penalty 1886.872548 = -1531360.750756 nChanged 25 SP:Iteration 36Q (7253.926955 sec): 3 clusters Score: Raw -1533261.792410 + Penalty 1886.872548 = -1531374.919862 nChanged 34 SP:Iteration 37Q (7253.983473 sec): 3 clusters Score: Raw -1533277.230145 + Penalty 1886.872548 = -1531390.357597 nChanged 25 SP:Iteration 38Q (7254.040327 sec): 3 clusters Score: Raw -1533288.245905 + Penalty 1886.872548 = -1531401.373357 nChanged 24 SP:Iteration 39Q (7254.114516 sec): 3 clusters Score: Raw -1533295.883114 + Penalty 1886.872548 = -1531409.010566 nChanged 20 SP:Iteration 40F (7254.176680 sec): 3 clusters Score: Raw -1533302.780953 + Penalty 1886.872548 = -1531415.908404 nChanged 24 SP:Iteration 41Q (7254.237375 sec): 3 clusters Score: Raw -1533309.732826 + Penalty 1886.872548 = -1531422.860278 nChanged 17 SP:Iteration 42Q (7254.303388 sec): 3 clusters Score: Raw -1533316.119667 + Penalty 1886.872548 = -1531429.247119 nChanged 19 SP:Iteration 43Q (7254.374091 sec): 3 clusters Score: Raw -1533322.009730 + Penalty 1886.872548 = -1531435.137182 nChanged 14 SP:Iteration 44Q (7254.425222 sec): 3 clusters Score: Raw -1533326.891158 + Penalty 1886.872548 = -1531440.018610 nChanged 17 SP:Iteration 45Q (7254.496869 sec): 3 clusters Score: Raw -1533330.208218 + Penalty 1886.872548 = -1531443.335670 nChanged 7 SP:Iteration 46Q (7254.563382 sec): 3 clusters Score: Raw -1533331.794402 + Penalty 1886.872548 = -1531444.921854 nChanged 4 SP:Iteration 47Q (7254.635282 sec): 3 clusters Score: Raw -1533333.090369 + Penalty 1886.872548 = -1531446.217821 nChanged 7 SP:Iteration 48Q (7254.685522 sec): 3 clusters Score: Raw -1533334.945112 + Penalty 1886.872548 = -1531448.072564 nChanged 7 SP:Iteration 49Q (7254.751481 sec): 3 clusters Score: Raw -1533336.836070 + Penalty 1886.872548 = -1531449.963522 nChanged 8 SP:Iteration 50Q (7254.822245 sec): 3 clusters Score: Raw -1533338.494081 + Penalty 1886.872548 = -1531451.621533 nChanged 5 SP:Iteration 51Q (7254.888199 sec): 3 clusters Score: Raw -1533339.414727 + Penalty 1886.872548 = -1531452.542178 nChanged 6 SP:Iteration 52Q (7254.945368 sec): 3 clusters Score: Raw -1533340.487480 + Penalty 1886.872548 = -1531453.614932 nChanged 1 SP:Iteration 53Q (7255.015815 sec): 3 clusters Score: Raw -1533340.584678 + Penalty 1886.872548 = -1531453.712130 nChanged 1 SP:Iteration 54Q (7255.081959 sec): 3 clusters Score: Raw -1533340.907393 + Penalty 1886.872548 = -1531454.034845 nChanged 3 SP:Iteration 55Q (7255.145871 sec): 3 clusters Score: Raw -1533341.380150 + Penalty 1886.872548 = -1531454.507602 nChanged 6 SP:Iteration 56Q (7255.205920 sec): 3 clusters Score: Raw -1533343.187120 + Penalty 1886.872548 = -1531456.314572 nChanged 6 SP:Iteration 57Q (7255.270205 sec): 3 clusters Score: Raw -1533344.347248 + Penalty 1886.872548 = -1531457.474700 nChanged 5 SP:Iteration 58Q (7255.334361 sec): 3 clusters Score: Raw -1533345.459518 + Penalty 1886.872548 = -1531458.586970 nChanged 4 SP:Iteration 59Q (7255.407472 sec): 3 clusters Score: Raw -1533346.349140 + Penalty 1886.872548 = -1531459.476592 nChanged 3 SP:Iteration 60F (7255.475826 sec): 3 clusters Score: Raw -1533347.329297 + Penalty 1886.872548 = -1531460.456749 nChanged 4 SP:Iteration 61Q (7255.534017 sec): 3 clusters Score: Raw -1533348.511313 + Penalty 1886.872548 = -1531461.638765 nChanged 7 SP:Iteration 62Q (7255.598574 sec): 3 clusters Score: Raw -1533349.844511 + Penalty 1886.872548 = -1531462.971963 nChanged 4 SP:Iteration 63Q (7255.663546 sec): 3 clusters Score: Raw -1533351.327482 + Penalty 1886.872548 = -1531464.454933 nChanged 4 SP:Iteration 64Q (7255.731208 sec): 3 clusters Score: Raw -1533353.083723 + Penalty 1886.872548 = -1531466.211175 nChanged 5 SP:Iteration 65Q (7255.798571 sec): 3 clusters Score: Raw -1533354.740258 + Penalty 1886.872548 = -1531467.867709 nChanged 8 SP:Iteration 66Q (7255.872858 sec): 3 clusters Score: Raw -1533356.972280 + Penalty 1886.872548 = -1531470.099732 nChanged 6 SP:Iteration 67Q (7255.941958 sec): 3 clusters Score: Raw -1533358.723892 + Penalty 1886.872548 = -1531471.851344 nChanged 8 SP:Iteration 68Q (7255.999055 sec): 3 clusters Score: Raw -1533360.462043 + Penalty 1886.872548 = -1531473.589494 nChanged 3 SP:Iteration 69Q (7256.070389 sec): 3 clusters Score: Raw -1533361.131986 + Penalty 1886.872548 = -1531474.259438 nChanged 5 SP:Iteration 70Q (7256.128351 sec): 3 clusters Score: Raw -1533362.475818 + Penalty 1886.872548 = -1531475.603270 nChanged 4 SP:Iteration 71Q (7256.190494 sec): 3 clusters Score: Raw -1533363.321097 + Penalty 1886.872548 = -1531476.448549 nChanged 5 SP:Iteration 72Q (7256.247676 sec): 3 clusters Score: Raw -1533364.267580 + Penalty 1886.872548 = -1531477.395032 nChanged 4 SP:Iteration 73Q (7256.322290 sec): 3 clusters Score: Raw -1533364.960571 + Penalty 1886.872548 = -1531478.088023 nChanged 2 SP:Iteration 74Q (7256.375269 sec): 3 clusters Score: Raw -1533365.542637 + Penalty 1886.872548 = -1531478.670088 nChanged 3 SP:Iteration 75Q (7256.441031 sec): 3 clusters Score: Raw -1533366.333120 + Penalty 1886.872548 = -1531479.460571 nChanged 5 SP:Iteration 76Q (7256.510601 sec): 3 clusters Score: Raw -1533367.312436 + Penalty 1886.872548 = -1531480.439888 nChanged 2 SP:Iteration 77Q (7256.577853 sec): 3 clusters Score: Raw -1533367.529235 + Penalty 1886.872548 = -1531480.656687 nChanged 0 SP:Iteration 78F (7256.646001 sec): 3 clusters Score: Raw -1533367.529235 + Penalty 1886.872548 = -1531480.656687 nChanged 0 Trying to split cluster 21 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7256.658967 sec): 2 clusters Score: Raw -268583.003532 + Penalty 775.276372 = -267807.727160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7256.710945 sec): 3 clusters Score: Raw -266679.419781 + Penalty 1550.552745 = -265128.867036 nChanged 1470 SP:Iteration 1F (7256.764884 sec): 3 clusters Score: Raw -267554.488222 + Penalty 1550.552745 = -266003.935477 nChanged 301 SP:Iteration 2F (7256.811815 sec): 3 clusters Score: Raw -267732.444366 + Penalty 1550.552745 = -266181.891621 nChanged 201 SP:Iteration 3F (7256.855316 sec): 3 clusters Score: Raw -267840.957820 + Penalty 1550.552745 = -266290.405075 nChanged 154 SP:Iteration 4Q (7256.897481 sec): 3 clusters Score: Raw -267912.462965 + Penalty 1550.552745 = -266361.910220 nChanged 131 SP:Iteration 5Q (7256.948715 sec): 3 clusters Score: Raw -267975.962708 + Penalty 1550.552745 = -266425.409963 nChanged 102 SP:Iteration 6Q (7256.981975 sec): 3 clusters Score: Raw -268017.636187 + Penalty 1550.552745 = -266467.083442 nChanged 85 SP:Iteration 7Q (7257.028928 sec): 3 clusters Score: Raw -268052.091433 + Penalty 1550.552745 = -266501.538688 nChanged 81 SP:Iteration 8Q (7257.066836 sec): 3 clusters Score: Raw -268081.868424 + Penalty 1550.552745 = -266531.315679 nChanged 65 SP:Iteration 9Q (7257.124420 sec): 3 clusters Score: Raw -268106.587343 + Penalty 1550.552745 = -266556.034598 nChanged 55 SP:Iteration 10Q (7257.175215 sec): 3 clusters Score: Raw -268127.395445 + Penalty 1550.552745 = -266576.842701 nChanged 56 SP:Iteration 11Q (7257.214155 sec): 3 clusters Score: Raw -268148.539803 + Penalty 1550.552745 = -266597.987058 nChanged 58 SP:Iteration 12Q (7257.260941 sec): 3 clusters Score: Raw -268173.680317 + Penalty 1550.552745 = -266623.127572 nChanged 52 SP:Iteration 13Q (7257.314129 sec): 3 clusters Score: Raw -268192.752374 + Penalty 1550.552745 = -266642.199629 nChanged 51 SP:Iteration 14Q (7257.369300 sec): 3 clusters Score: Raw -268208.701297 + Penalty 1550.552745 = -266658.148552 nChanged 47 SP:Iteration 15Q (7257.416189 sec): 3 clusters Score: Raw -268223.241236 + Penalty 1550.552745 = -266672.688491 nChanged 43 SP:Iteration 16Q (7257.455123 sec): 3 clusters Score: Raw -268237.596727 + Penalty 1550.552745 = -266687.043982 nChanged 41 SP:Iteration 17Q (7257.500549 sec): 3 clusters Score: Raw -268254.376259 + Penalty 1550.552745 = -266703.823514 nChanged 43 SP:Iteration 18Q (7257.543711 sec): 3 clusters Score: Raw -268271.275480 + Penalty 1550.552745 = -266720.722735 nChanged 43 SP:Iteration 19Q (7257.590395 sec): 3 clusters Score: Raw -268286.404569 + Penalty 1550.552745 = -266735.851824 nChanged 32 SP:Iteration 20F (7257.643573 sec): 3 clusters Score: Raw -268301.635054 + Penalty 1550.552745 = -266751.082309 nChanged 46 SP:Iteration 21Q (7257.688951 sec): 3 clusters Score: Raw -268335.564061 + Penalty 1550.552745 = -266785.011316 nChanged 60 SP:Iteration 22Q (7257.743491 sec): 3 clusters Score: Raw -268367.289448 + Penalty 1550.552745 = -266816.736703 nChanged 56 SP:Iteration 23Q (7257.788725 sec): 3 clusters Score: Raw -268392.035056 + Penalty 1550.552745 = -266841.482311 nChanged 53 SP:Iteration 24Q (7257.837428 sec): 3 clusters Score: Raw -268412.952071 + Penalty 1550.552745 = -266862.399326 nChanged 50 SP:Iteration 25Q (7257.882368 sec): 3 clusters Score: Raw -268433.441088 + Penalty 1550.552745 = -266882.888343 nChanged 38 SP:Iteration 26Q (7257.937284 sec): 3 clusters Score: Raw -268446.376296 + Penalty 1550.552745 = -266895.823551 nChanged 27 SP:Iteration 27Q (7257.984550 sec): 3 clusters Score: Raw -268452.050746 + Penalty 1550.552745 = -266901.498002 nChanged 15 SP:Iteration 28Q (7258.035997 sec): 3 clusters Score: Raw -268454.716009 + Penalty 1550.552745 = -266904.163264 nChanged 9 SP:Iteration 29Q (7258.073533 sec): 3 clusters Score: Raw -268457.788064 + Penalty 1550.552745 = -266907.235319 nChanged 11 SP:Iteration 30Q (7258.126672 sec): 3 clusters Score: Raw -268460.288227 + Penalty 1550.552745 = -266909.735482 nChanged 13 SP:Iteration 31Q (7258.175556 sec): 3 clusters Score: Raw -268463.229181 + Penalty 1550.552745 = -266912.676436 nChanged 15 SP:Iteration 32Q (7258.222996 sec): 3 clusters Score: Raw -268467.178517 + Penalty 1550.552745 = -266916.625773 nChanged 13 SP:Iteration 33Q (7258.277117 sec): 3 clusters Score: Raw -268469.960821 + Penalty 1550.552745 = -266919.408076 nChanged 12 SP:Iteration 34Q (7258.327525 sec): 3 clusters Score: Raw -268473.081186 + Penalty 1550.552745 = -266922.528441 nChanged 13 SP:Iteration 35Q (7258.363425 sec): 3 clusters Score: Raw -268476.138736 + Penalty 1550.552745 = -266925.585991 nChanged 10 SP:Iteration 36Q (7258.406884 sec): 3 clusters Score: Raw -268478.838922 + Penalty 1550.552745 = -266928.286177 nChanged 9 SP:Iteration 37Q (7258.463149 sec): 3 clusters Score: Raw -268480.748070 + Penalty 1550.552745 = -266930.195325 nChanged 11 SP:Iteration 38Q (7258.515539 sec): 3 clusters Score: Raw -268484.613153 + Penalty 1550.552745 = -266934.060408 nChanged 8 SP:Iteration 39Q (7258.558596 sec): 3 clusters Score: Raw -268486.383387 + Penalty 1550.552745 = -266935.830642 nChanged 5 SP:Iteration 40F (7258.603082 sec): 3 clusters Score: Raw -268487.008059 + Penalty 1550.552745 = -266936.455314 nChanged 3 SP:Iteration 41Q (7258.659369 sec): 3 clusters Score: Raw -268487.377357 + Penalty 1550.552745 = -266936.824612 nChanged 4 SP:Iteration 42Q (7258.700540 sec): 3 clusters Score: Raw -268487.682386 + Penalty 1550.552745 = -266937.129641 nChanged 4 SP:Iteration 43Q (7258.749087 sec): 3 clusters Score: Raw -268488.543695 + Penalty 1550.552745 = -266937.990950 nChanged 5 SP:Iteration 44Q (7258.797141 sec): 3 clusters Score: Raw -268489.731349 + Penalty 1550.552745 = -266939.178604 nChanged 9 SP:Iteration 45Q (7258.842005 sec): 3 clusters Score: Raw -268492.348831 + Penalty 1550.552745 = -266941.796086 nChanged 12 SP:Iteration 46Q (7258.891367 sec): 3 clusters Score: Raw -268496.763520 + Penalty 1550.552745 = -266946.210775 nChanged 6 SP:Iteration 47Q (7258.938769 sec): 3 clusters Score: Raw -268497.564324 + Penalty 1550.552745 = -266947.011579 nChanged 6 SP:Iteration 48Q (7258.986891 sec): 3 clusters Score: Raw -268498.477689 + Penalty 1550.552745 = -266947.924944 nChanged 6 SP:Iteration 49Q (7259.039331 sec): 3 clusters Score: Raw -268499.772579 + Penalty 1550.552745 = -266949.219834 nChanged 8 SP:Iteration 50Q (7259.092998 sec): 3 clusters Score: Raw -268501.375422 + Penalty 1550.552745 = -266950.822677 nChanged 3 SP:Iteration 51Q (7259.136676 sec): 3 clusters Score: Raw -268501.965595 + Penalty 1550.552745 = -266951.412850 nChanged 2 SP:Iteration 52Q (7259.174583 sec): 3 clusters Score: Raw -268502.356852 + Penalty 1550.552745 = -266951.804107 nChanged 1 SP:Iteration 53Q (7259.219883 sec): 3 clusters Score: Raw -268502.457510 + Penalty 1550.552745 = -266951.904765 nChanged 1 SP:Iteration 54Q (7259.265002 sec): 3 clusters Score: Raw -268502.623014 + Penalty 1550.552745 = -266952.070269 nChanged 0 SP:Iteration 55F (7259.310200 sec): 3 clusters Score: Raw -268502.623014 + Penalty 1550.552745 = -266952.070269 nChanged 0 Trying to split cluster 22 (6657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7259.340329 sec): 2 clusters Score: Raw -440821.704436 + Penalty 836.325300 = -439985.379136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7259.389929 sec): 3 clusters Score: Raw -437055.081573 + Penalty 1672.650600 = -435382.430973 nChanged 2879 SP:Iteration 1F (7259.449942 sec): 3 clusters Score: Raw -438793.640780 + Penalty 1672.650600 = -437120.990180 nChanged 527 SP:Iteration 2F (7259.498621 sec): 3 clusters Score: Raw -439205.055348 + Penalty 1672.650600 = -437532.404748 nChanged 498 SP:Iteration 3F (7259.549883 sec): 3 clusters Score: Raw -439586.894427 + Penalty 1672.650600 = -437914.243827 nChanged 458 SP:Iteration 4F (7259.605170 sec): 3 clusters Score: Raw -439924.293261 + Penalty 1672.650600 = -438251.642661 nChanged 342 SP:Iteration 5F (7259.666719 sec): 3 clusters Score: Raw -440153.281860 + Penalty 1672.650600 = -438480.631260 nChanged 274 SP:Iteration 6Q (7259.713931 sec): 3 clusters Score: Raw -440282.857448 + Penalty 1672.650600 = -438610.206848 nChanged 210 SP:Iteration 7Q (7259.779418 sec): 3 clusters Score: Raw -440365.967258 + Penalty 1672.650600 = -438693.316658 nChanged 159 SP:Iteration 8Q (7259.830361 sec): 3 clusters Score: Raw -440424.030076 + Penalty 1672.650600 = -438751.379476 nChanged 111 SP:Iteration 9Q (7259.889523 sec): 3 clusters Score: Raw -440455.474229 + Penalty 1672.650600 = -438782.823628 nChanged 88 SP:Iteration 10Q (7259.930574 sec): 3 clusters Score: Raw -440478.426331 + Penalty 1672.650600 = -438805.775731 nChanged 87 SP:Iteration 11Q (7259.987076 sec): 3 clusters Score: Raw -440503.959571 + Penalty 1672.650600 = -438831.308971 nChanged 73 SP:Iteration 12Q (7260.052490 sec): 3 clusters Score: Raw -440521.289310 + Penalty 1672.650600 = -438848.638709 nChanged 59 SP:Iteration 13Q (7260.097487 sec): 3 clusters Score: Raw -440536.512923 + Penalty 1672.650600 = -438863.862323 nChanged 41 SP:Iteration 14Q (7260.158946 sec): 3 clusters Score: Raw -440545.291907 + Penalty 1672.650600 = -438872.641307 nChanged 44 SP:Iteration 15Q (7260.216651 sec): 3 clusters Score: Raw -440555.287544 + Penalty 1672.650600 = -438882.636943 nChanged 38 SP:Iteration 16Q (7260.269022 sec): 3 clusters Score: Raw -440563.228276 + Penalty 1672.650600 = -438890.577676 nChanged 32 SP:Iteration 17Q (7260.326987 sec): 3 clusters Score: Raw -440569.762234 + Penalty 1672.650600 = -438897.111634 nChanged 23 SP:Iteration 18Q (7260.371387 sec): 3 clusters Score: Raw -440573.861618 + Penalty 1672.650600 = -438901.211017 nChanged 25 SP:Iteration 19Q (7260.436594 sec): 3 clusters Score: Raw -440577.122371 + Penalty 1672.650600 = -438904.471771 nChanged 15 SP:Iteration 20F (7260.493689 sec): 3 clusters Score: Raw -440579.098537 + Penalty 1672.650600 = -438906.447937 nChanged 20 SP:Iteration 21Q (7260.534375 sec): 3 clusters Score: Raw -440581.685422 + Penalty 1672.650600 = -438909.034821 nChanged 15 SP:Iteration 22Q (7260.599805 sec): 3 clusters Score: Raw -440583.669623 + Penalty 1672.650600 = -438911.019022 nChanged 16 SP:Iteration 23Q (7260.646088 sec): 3 clusters Score: Raw -440585.893586 + Penalty 1672.650600 = -438913.242986 nChanged 12 SP:Iteration 24Q (7260.704232 sec): 3 clusters Score: Raw -440587.801356 + Penalty 1672.650600 = -438915.150755 nChanged 15 SP:Iteration 25Q (7260.746362 sec): 3 clusters Score: Raw -440590.126746 + Penalty 1672.650600 = -438917.476146 nChanged 11 SP:Iteration 26Q (7260.813124 sec): 3 clusters Score: Raw -440591.838330 + Penalty 1672.650600 = -438919.187730 nChanged 10 SP:Iteration 27Q (7260.869815 sec): 3 clusters Score: Raw -440593.179029 + Penalty 1672.650600 = -438920.528429 nChanged 11 SP:Iteration 28Q (7260.926674 sec): 3 clusters Score: Raw -440594.789601 + Penalty 1672.650600 = -438922.139001 nChanged 15 SP:Iteration 29Q (7260.976553 sec): 3 clusters Score: Raw -440596.643458 + Penalty 1672.650600 = -438923.992858 nChanged 11 SP:Iteration 30Q (7261.032576 sec): 3 clusters Score: Raw -440598.287112 + Penalty 1672.650600 = -438925.636511 nChanged 5 SP:Iteration 31Q (7261.080389 sec): 3 clusters Score: Raw -440598.760176 + Penalty 1672.650600 = -438926.109576 nChanged 7 SP:Iteration 32Q (7261.130355 sec): 3 clusters Score: Raw -440599.520258 + Penalty 1672.650600 = -438926.869658 nChanged 5 SP:Iteration 33Q (7261.195854 sec): 3 clusters Score: Raw -440600.328626 + Penalty 1672.650600 = -438927.678026 nChanged 5 SP:Iteration 34Q (7261.251457 sec): 3 clusters Score: Raw -440600.868936 + Penalty 1672.650600 = -438928.218336 nChanged 7 SP:Iteration 35Q (7261.298399 sec): 3 clusters Score: Raw -440601.991448 + Penalty 1672.650600 = -438929.340848 nChanged 6 SP:Iteration 36Q (7261.351392 sec): 3 clusters Score: Raw -440602.934538 + Penalty 1672.650600 = -438930.283938 nChanged 7 SP:Iteration 37Q (7261.409188 sec): 3 clusters Score: Raw -440603.821658 + Penalty 1672.650600 = -438931.171058 nChanged 8 SP:Iteration 38Q (7261.453321 sec): 3 clusters Score: Raw -440605.124760 + Penalty 1672.650600 = -438932.474159 nChanged 10 SP:Iteration 39Q (7261.509042 sec): 3 clusters Score: Raw -440606.789990 + Penalty 1672.650600 = -438934.139390 nChanged 12 SP:Iteration 40F (7261.561659 sec): 3 clusters Score: Raw -440608.948876 + Penalty 1672.650600 = -438936.298275 nChanged 14 SP:Iteration 41Q (7261.613804 sec): 3 clusters Score: Raw -440611.711447 + Penalty 1672.650600 = -438939.060847 nChanged 17 SP:Iteration 42Q (7261.669881 sec): 3 clusters Score: Raw -440615.237527 + Penalty 1672.650600 = -438942.586926 nChanged 19 SP:Iteration 43Q (7261.722235 sec): 3 clusters Score: Raw -440618.260230 + Penalty 1672.650600 = -438945.609630 nChanged 19 SP:Iteration 44Q (7261.776639 sec): 3 clusters Score: Raw -440621.274968 + Penalty 1672.650600 = -438948.624368 nChanged 18 SP:Iteration 45Q (7261.820867 sec): 3 clusters Score: Raw -440623.728873 + Penalty 1672.650600 = -438951.078273 nChanged 16 SP:Iteration 46Q (7261.875579 sec): 3 clusters Score: Raw -440626.538904 + Penalty 1672.650600 = -438953.888304 nChanged 15 SP:Iteration 47Q (7261.927434 sec): 3 clusters Score: Raw -440627.937602 + Penalty 1672.650600 = -438955.287001 nChanged 12 SP:Iteration 48Q (7261.978134 sec): 3 clusters Score: Raw -440628.846057 + Penalty 1672.650600 = -438956.195456 nChanged 5 SP:Iteration 49Q (7262.029141 sec): 3 clusters Score: Raw -440629.692572 + Penalty 1672.650600 = -438957.041971 nChanged 10 SP:Iteration 50Q (7262.089425 sec): 3 clusters Score: Raw -440630.709079 + Penalty 1672.650600 = -438958.058478 nChanged 7 SP:Iteration 51Q (7262.149027 sec): 3 clusters Score: Raw -440631.797246 + Penalty 1672.650600 = -438959.146646 nChanged 9 SP:Iteration 52Q (7262.194914 sec): 3 clusters Score: Raw -440633.254787 + Penalty 1672.650600 = -438960.604187 nChanged 8 SP:Iteration 53Q (7262.255713 sec): 3 clusters Score: Raw -440634.657750 + Penalty 1672.650600 = -438962.007150 nChanged 7 SP:Iteration 54Q (7262.315799 sec): 3 clusters Score: Raw -440635.250062 + Penalty 1672.650600 = -438962.599461 nChanged 3 SP:Iteration 55Q (7262.374175 sec): 3 clusters Score: Raw -440635.717663 + Penalty 1672.650600 = -438963.067063 nChanged 6 SP:Iteration 56Q (7262.414680 sec): 3 clusters Score: Raw -440636.326974 + Penalty 1672.650600 = -438963.676374 nChanged 5 SP:Iteration 57Q (7262.468463 sec): 3 clusters Score: Raw -440637.268492 + Penalty 1672.650600 = -438964.617891 nChanged 6 SP:Iteration 58Q (7262.527789 sec): 3 clusters Score: Raw -440638.100100 + Penalty 1672.650600 = -438965.449500 nChanged 7 SP:Iteration 59Q (7262.575826 sec): 3 clusters Score: Raw -440638.877987 + Penalty 1672.650600 = -438966.227387 nChanged 8 SP:Iteration 60F (7262.632951 sec): 3 clusters Score: Raw -440639.870178 + Penalty 1672.650600 = -438967.219578 nChanged 9 SP:Iteration 61Q (7262.690022 sec): 3 clusters Score: Raw -440640.777223 + Penalty 1672.650600 = -438968.126623 nChanged 7 SP:Iteration 62Q (7262.745837 sec): 3 clusters Score: Raw -440641.827764 + Penalty 1672.650600 = -438969.177163 nChanged 7 SP:Iteration 63Q (7262.799809 sec): 3 clusters Score: Raw -440642.640748 + Penalty 1672.650600 = -438969.990148 nChanged 6 SP:Iteration 64Q (7262.865476 sec): 3 clusters Score: Raw -440643.662250 + Penalty 1672.650600 = -438971.011650 nChanged 7 SP:Iteration 65Q (7262.922882 sec): 3 clusters Score: Raw -440644.699554 + Penalty 1672.650600 = -438972.048953 nChanged 10 SP:Iteration 66Q (7262.977045 sec): 3 clusters Score: Raw -440645.815534 + Penalty 1672.650600 = -438973.164934 nChanged 8 SP:Iteration 67Q (7263.026894 sec): 3 clusters Score: Raw -440646.633819 + Penalty 1672.650600 = -438973.983219 nChanged 7 SP:Iteration 68Q (7263.078947 sec): 3 clusters Score: Raw -440647.180758 + Penalty 1672.650600 = -438974.530157 nChanged 8 SP:Iteration 69Q (7263.135010 sec): 3 clusters Score: Raw -440647.735301 + Penalty 1672.650600 = -438975.084701 nChanged 7 SP:Iteration 70Q (7263.183750 sec): 3 clusters Score: Raw -440648.280004 + Penalty 1672.650600 = -438975.629404 nChanged 4 SP:Iteration 71Q (7263.240605 sec): 3 clusters Score: Raw -440648.716606 + Penalty 1672.650600 = -438976.066005 nChanged 8 SP:Iteration 72Q (7263.308822 sec): 3 clusters Score: Raw -440649.518020 + Penalty 1672.650600 = -438976.867420 nChanged 6 SP:Iteration 73Q (7263.365212 sec): 3 clusters Score: Raw -440649.868235 + Penalty 1672.650600 = -438977.217635 nChanged 3 SP:Iteration 74Q (7263.412393 sec): 3 clusters Score: Raw -440650.061526 + Penalty 1672.650600 = -438977.410925 nChanged 2 SP:Iteration 75Q (7263.480930 sec): 3 clusters Score: Raw -440650.202352 + Penalty 1672.650600 = -438977.551752 nChanged 0 SP:Iteration 76F (7263.527018 sec): 3 clusters Score: Raw -440650.202352 + Penalty 1672.650600 = -438977.551752 nChanged 0 Trying to split cluster 23 (4178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7263.566797 sec): 2 clusters Score: Raw -314505.954988 + Penalty 792.070855 = -313713.884133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7263.621168 sec): 3 clusters Score: Raw -312287.495721 + Penalty 1584.141709 = -310703.354012 nChanged 1731 SP:Iteration 1F (7263.675336 sec): 3 clusters Score: Raw -313518.768357 + Penalty 1584.141709 = -311934.626648 nChanged 401 SP:Iteration 2F (7263.724221 sec): 3 clusters Score: Raw -313942.139861 + Penalty 1584.141709 = -312357.998152 nChanged 410 SP:Iteration 3F (7263.762708 sec): 3 clusters Score: Raw -314303.466255 + Penalty 1584.141709 = -312719.324546 nChanged 352 SP:Iteration 4F (7263.809160 sec): 3 clusters Score: Raw -314598.533784 + Penalty 1584.141709 = -313014.392075 nChanged 260 SP:Iteration 5F (7263.863531 sec): 3 clusters Score: Raw -314803.300895 + Penalty 1584.141709 = -313219.159186 nChanged 180 SP:Iteration 6Q (7263.915463 sec): 3 clusters Score: Raw -314925.484170 + Penalty 1584.141709 = -313341.342461 nChanged 127 SP:Iteration 7Q (7263.958673 sec): 3 clusters Score: Raw -314992.063013 + Penalty 1584.141709 = -313407.921304 nChanged 78 SP:Iteration 8Q (7263.993591 sec): 3 clusters Score: Raw -315042.031393 + Penalty 1584.141709 = -313457.889684 nChanged 68 SP:Iteration 9Q (7264.051097 sec): 3 clusters Score: Raw -315073.909714 + Penalty 1584.141709 = -313489.768005 nChanged 51 SP:Iteration 10Q (7264.107454 sec): 3 clusters Score: Raw -315098.776476 + Penalty 1584.141709 = -313514.634767 nChanged 54 SP:Iteration 11Q (7264.160469 sec): 3 clusters Score: Raw -315125.476828 + Penalty 1584.141709 = -313541.335119 nChanged 47 SP:Iteration 12Q (7264.209842 sec): 3 clusters Score: Raw -315145.854198 + Penalty 1584.141709 = -313561.712489 nChanged 40 SP:Iteration 13Q (7264.253545 sec): 3 clusters Score: Raw -315159.492860 + Penalty 1584.141709 = -313575.351151 nChanged 31 SP:Iteration 14Q (7264.311347 sec): 3 clusters Score: Raw -315170.707761 + Penalty 1584.141709 = -313586.566052 nChanged 23 SP:Iteration 15Q (7264.371110 sec): 3 clusters Score: Raw -315180.588552 + Penalty 1584.141709 = -313596.446843 nChanged 27 SP:Iteration 16Q (7264.425793 sec): 3 clusters Score: Raw -315191.638140 + Penalty 1584.141709 = -313607.496431 nChanged 21 SP:Iteration 17Q (7264.467911 sec): 3 clusters Score: Raw -315197.987792 + Penalty 1584.141709 = -313613.846083 nChanged 10 SP:Iteration 18Q (7264.526263 sec): 3 clusters Score: Raw -315200.319581 + Penalty 1584.141709 = -313616.177872 nChanged 11 SP:Iteration 19Q (7264.573093 sec): 3 clusters Score: Raw -315203.448530 + Penalty 1584.141709 = -313619.306821 nChanged 13 SP:Iteration 20F (7264.630292 sec): 3 clusters Score: Raw -315206.329784 + Penalty 1584.141709 = -313622.188075 nChanged 9 SP:Iteration 21Q (7264.689184 sec): 3 clusters Score: Raw -315207.842952 + Penalty 1584.141709 = -313623.701243 nChanged 8 SP:Iteration 22Q (7264.735635 sec): 3 clusters Score: Raw -315209.398101 + Penalty 1584.141709 = -313625.256392 nChanged 6 SP:Iteration 23Q (7264.783669 sec): 3 clusters Score: Raw -315211.046717 + Penalty 1584.141709 = -313626.905008 nChanged 7 SP:Iteration 24Q (7264.824492 sec): 3 clusters Score: Raw -315212.687638 + Penalty 1584.141709 = -313628.545929 nChanged 5 SP:Iteration 25Q (7264.883752 sec): 3 clusters Score: Raw -315213.838777 + Penalty 1584.141709 = -313629.697068 nChanged 3 SP:Iteration 26Q (7264.927711 sec): 3 clusters Score: Raw -315215.210126 + Penalty 1584.141709 = -313631.068417 nChanged 2 SP:Iteration 27Q (7264.970850 sec): 3 clusters Score: Raw -315215.625953 + Penalty 1584.141709 = -313631.484244 nChanged 1 SP:Iteration 28Q (7265.014946 sec): 3 clusters Score: Raw -315215.746435 + Penalty 1584.141709 = -313631.604726 nChanged 0 SP:Iteration 29F (7265.062775 sec): 3 clusters Score: Raw -315215.746435 + Penalty 1584.141709 = -313631.604726 nChanged 0 Trying to split cluster 24 (3087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7265.101455 sec): 2 clusters Score: Raw -201510.048471 + Penalty 763.320727 = -200746.727743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7265.154087 sec): 3 clusters Score: Raw -199917.343151 + Penalty 1526.641455 = -198390.701696 nChanged 1275 SP:Iteration 1F (7265.206143 sec): 3 clusters Score: Raw -200623.323375 + Penalty 1526.641455 = -199096.681920 nChanged 214 SP:Iteration 2F (7265.257256 sec): 3 clusters Score: Raw -200750.523641 + Penalty 1526.641455 = -199223.882187 nChanged 183 SP:Iteration 3F (7265.302400 sec): 3 clusters Score: Raw -200860.272815 + Penalty 1526.641455 = -199333.631361 nChanged 166 SP:Iteration 4F (7265.338187 sec): 3 clusters Score: Raw -200980.507413 + Penalty 1526.641455 = -199453.865958 nChanged 170 SP:Iteration 5F (7265.400779 sec): 3 clusters Score: Raw -201136.718157 + Penalty 1526.641455 = -199610.076702 nChanged 176 SP:Iteration 6F (7265.446910 sec): 3 clusters Score: Raw -201284.889063 + Penalty 1526.641455 = -199758.247609 nChanged 179 SP:Iteration 7F (7265.494439 sec): 3 clusters Score: Raw -201410.054756 + Penalty 1526.641455 = -199883.413301 nChanged 153 SP:Iteration 8Q (7265.538420 sec): 3 clusters Score: Raw -201514.762550 + Penalty 1526.641455 = -199988.121095 nChanged 130 SP:Iteration 9Q (7265.590619 sec): 3 clusters Score: Raw -201582.988092 + Penalty 1526.641455 = -200056.346637 nChanged 102 SP:Iteration 10Q (7265.642270 sec): 3 clusters Score: Raw -201635.431958 + Penalty 1526.641455 = -200108.790503 nChanged 65 SP:Iteration 11Q (7265.691916 sec): 3 clusters Score: Raw -201664.817950 + Penalty 1526.641455 = -200138.176495 nChanged 47 SP:Iteration 12Q (7265.728000 sec): 3 clusters Score: Raw -201681.012883 + Penalty 1526.641455 = -200154.371428 nChanged 38 SP:Iteration 13Q (7265.777844 sec): 3 clusters Score: Raw -201693.966348 + Penalty 1526.641455 = -200167.324893 nChanged 36 SP:Iteration 14Q (7265.834128 sec): 3 clusters Score: Raw -201707.225936 + Penalty 1526.641455 = -200180.584481 nChanged 42 SP:Iteration 15Q (7265.886502 sec): 3 clusters Score: Raw -201726.796006 + Penalty 1526.641455 = -200200.154552 nChanged 34 SP:Iteration 16Q (7265.933430 sec): 3 clusters Score: Raw -201742.071340 + Penalty 1526.641455 = -200215.429886 nChanged 36 SP:Iteration 17Q (7265.981648 sec): 3 clusters Score: Raw -201759.500131 + Penalty 1526.641455 = -200232.858676 nChanged 29 SP:Iteration 18Q (7266.031924 sec): 3 clusters Score: Raw -201771.923817 + Penalty 1526.641455 = -200245.282362 nChanged 28 SP:Iteration 19Q (7266.081727 sec): 3 clusters Score: Raw -201782.627149 + Penalty 1526.641455 = -200255.985695 nChanged 25 SP:Iteration 20F (7266.134294 sec): 3 clusters Score: Raw -201791.533043 + Penalty 1526.641455 = -200264.891588 nChanged 26 SP:Iteration 21Q (7266.184738 sec): 3 clusters Score: Raw -201797.816183 + Penalty 1526.641455 = -200271.174729 nChanged 18 SP:Iteration 22Q (7266.230473 sec): 3 clusters Score: Raw -201803.188871 + Penalty 1526.641455 = -200276.547416 nChanged 17 SP:Iteration 23Q (7266.288455 sec): 3 clusters Score: Raw -201808.572282 + Penalty 1526.641455 = -200281.930827 nChanged 19 SP:Iteration 24Q (7266.329957 sec): 3 clusters Score: Raw -201817.579750 + Penalty 1526.641455 = -200290.938295 nChanged 20 SP:Iteration 25Q (7266.372013 sec): 3 clusters Score: Raw -201829.960683 + Penalty 1526.641455 = -200303.319228 nChanged 19 SP:Iteration 26Q (7266.418462 sec): 3 clusters Score: Raw -201842.990053 + Penalty 1526.641455 = -200316.348598 nChanged 23 SP:Iteration 27Q (7266.478712 sec): 3 clusters Score: Raw -201856.503064 + Penalty 1526.641455 = -200329.861609 nChanged 19 SP:Iteration 28Q (7266.529879 sec): 3 clusters Score: Raw -201865.169088 + Penalty 1526.641455 = -200338.527633 nChanged 19 SP:Iteration 29Q (7266.568886 sec): 3 clusters Score: Raw -201873.691579 + Penalty 1526.641455 = -200347.050125 nChanged 13 SP:Iteration 30Q (7266.629168 sec): 3 clusters Score: Raw -201878.435512 + Penalty 1526.641455 = -200351.794057 nChanged 7 SP:Iteration 31Q (7266.674529 sec): 3 clusters Score: Raw -201880.358862 + Penalty 1526.641455 = -200353.717408 nChanged 6 SP:Iteration 32Q (7266.716267 sec): 3 clusters Score: Raw -201881.734721 + Penalty 1526.641455 = -200355.093266 nChanged 3 SP:Iteration 33Q (7266.764748 sec): 3 clusters Score: Raw -201882.263061 + Penalty 1526.641455 = -200355.621606 nChanged 4 SP:Iteration 34Q (7266.819255 sec): 3 clusters Score: Raw -201883.115889 + Penalty 1526.641455 = -200356.474434 nChanged 3 SP:Iteration 35Q (7266.869302 sec): 3 clusters Score: Raw -201883.894384 + Penalty 1526.641455 = -200357.252929 nChanged 5 SP:Iteration 36Q (7266.909271 sec): 3 clusters Score: Raw -201887.131739 + Penalty 1526.641455 = -200360.490285 nChanged 7 SP:Iteration 37Q (7266.967707 sec): 3 clusters Score: Raw -201891.544513 + Penalty 1526.641455 = -200364.903058 nChanged 7 SP:Iteration 38Q (7267.013581 sec): 3 clusters Score: Raw -201894.763053 + Penalty 1526.641455 = -200368.121598 nChanged 4 SP:Iteration 39Q (7267.061725 sec): 3 clusters Score: Raw -201896.634966 + Penalty 1526.641455 = -200369.993511 nChanged 3 SP:Iteration 40F (7267.109026 sec): 3 clusters Score: Raw -201897.765206 + Penalty 1526.641455 = -200371.123751 nChanged 2 SP:Iteration 41Q (7267.148722 sec): 3 clusters Score: Raw -201898.266575 + Penalty 1526.641455 = -200371.625120 nChanged 2 SP:Iteration 42Q (7267.205481 sec): 3 clusters Score: Raw -201898.692277 + Penalty 1526.641455 = -200372.050823 nChanged 2 SP:Iteration 43Q (7267.254876 sec): 3 clusters Score: Raw -201899.400812 + Penalty 1526.641455 = -200372.759358 nChanged 1 SP:Iteration 44Q (7267.300697 sec): 3 clusters Score: Raw -201899.592227 + Penalty 1526.641455 = -200372.950773 nChanged 1 SP:Iteration 45Q (7267.345145 sec): 3 clusters Score: Raw -201899.799878 + Penalty 1526.641455 = -200373.158424 nChanged 0 SP:Iteration 46F (7267.377131 sec): 3 clusters Score: Raw -201899.799878 + Penalty 1526.641455 = -200373.158424 nChanged 0 Trying to split cluster 25 (149118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7267.567093 sec): 2 clusters Score: Raw -11602801.268020 + Penalty 1131.686856 = -11601669.581164 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7267.798013 sec): 3 clusters Score: Raw -11503471.161848 + Penalty 2263.373711 = -11501207.788136 nChanged 72577 SP:Iteration 1F (7268.030845 sec): 3 clusters Score: Raw -11548653.630545 + Penalty 2263.373711 = -11546390.256834 nChanged 7591 SP:Iteration 2F (7268.261773 sec): 3 clusters Score: Raw -11552353.122900 + Penalty 2263.373711 = -11550089.749188 nChanged 9689 SP:Iteration 3F (7268.480765 sec): 3 clusters Score: Raw -11558726.370844 + Penalty 2263.373711 = -11556462.997133 nChanged 11694 SP:Iteration 4F (7268.696425 sec): 3 clusters Score: Raw -11568273.796692 + Penalty 2263.373711 = -11566010.422981 nChanged 11940 SP:Iteration 5F (7268.931848 sec): 3 clusters Score: Raw -11579394.923319 + Penalty 2263.373711 = -11577131.549608 nChanged 10097 SP:Iteration 6F (7269.164095 sec): 3 clusters Score: Raw -11589077.390497 + Penalty 2263.373711 = -11586814.016786 nChanged 6832 SP:Iteration 7Q (7269.385963 sec): 3 clusters Score: Raw -11595365.152706 + Penalty 2263.373711 = -11593101.778995 nChanged 4223 SP:Iteration 8Q (7269.604938 sec): 3 clusters Score: Raw -11598949.430375 + Penalty 2263.373711 = -11596686.056664 nChanged 2483 SP:Iteration 9Q (7269.812730 sec): 3 clusters Score: Raw -11600915.582862 + Penalty 2263.373711 = -11598652.209151 nChanged 1383 SP:Iteration 10Q (7269.997051 sec): 3 clusters Score: Raw -11601907.902766 + Penalty 2263.373711 = -11599644.529054 nChanged 736 SP:Iteration 11Q (7270.200685 sec): 3 clusters Score: Raw -11602376.382984 + Penalty 2263.373711 = -11600113.009272 nChanged 381 SP:Iteration 12Q (7270.385636 sec): 3 clusters Score: Raw -11602600.486851 + Penalty 2263.373711 = -11600337.113140 nChanged 215 SP:Iteration 13Q (7270.581987 sec): 3 clusters Score: Raw -11602722.444621 + Penalty 2263.373711 = -11600459.070909 nChanged 145 SP:Iteration 14Q (7270.784467 sec): 3 clusters Score: Raw -11602822.155478 + Penalty 2263.373711 = -11600558.781767 nChanged 96 SP:Iteration 15Q (7270.975628 sec): 3 clusters Score: Raw -11602889.935216 + Penalty 2263.373711 = -11600626.561505 nChanged 55 SP:Iteration 16Q (7271.172384 sec): 3 clusters Score: Raw -11602923.692624 + Penalty 2263.373711 = -11600660.318913 nChanged 37 SP:Iteration 17Q (7271.363336 sec): 3 clusters Score: Raw -11602947.557899 + Penalty 2263.373711 = -11600684.184188 nChanged 28 SP:Iteration 18Q (7271.546766 sec): 3 clusters Score: Raw -11602965.304664 + Penalty 2263.373711 = -11600701.930952 nChanged 17 SP:Iteration 19Q (7271.729828 sec): 3 clusters Score: Raw -11602978.350097 + Penalty 2263.373711 = -11600714.976386 nChanged 14 SP:Iteration 20F (7271.946009 sec): 3 clusters Score: Raw -11602990.042867 + Penalty 2263.373711 = -11600726.669156 nChanged 13 SP:Iteration 21Q (7272.129444 sec): 3 clusters Score: Raw -11603001.212891 + Penalty 2263.373711 = -11600737.839179 nChanged 12 SP:Iteration 22Q (7272.316667 sec): 3 clusters Score: Raw -11603007.124867 + Penalty 2263.373711 = -11600743.751156 nChanged 7 SP:Iteration 23Q (7272.500340 sec): 3 clusters Score: Raw -11603010.576732 + Penalty 2263.373711 = -11600747.203020 nChanged 7 SP:Iteration 24Q (7272.698181 sec): 3 clusters Score: Raw -11603014.878951 + Penalty 2263.373711 = -11600751.505240 nChanged 1 SP:Iteration 25Q (7272.890494 sec): 3 clusters Score: Raw -11603015.757667 + Penalty 2263.373711 = -11600752.383956 nChanged 2 SP:Iteration 26Q (7273.107635 sec): 3 clusters Score: Raw -11603016.310959 + Penalty 2263.373711 = -11600752.937248 nChanged 0 SP:Iteration 27F (7273.321567 sec): 3 clusters Score: Raw -11603016.310959 + Penalty 2263.373711 = -11600752.937248 nChanged 0 Trying to split cluster 26 (106843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7273.452955 sec): 2 clusters Score: Raw -8359469.797675 + Penalty 1100.015996 = -8358369.781680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7273.639766 sec): 3 clusters Score: Raw -8288698.139816 + Penalty 2200.031992 = -8286498.107824 nChanged 51605 SP:Iteration 1F (7273.821209 sec): 3 clusters Score: Raw -8320016.892499 + Penalty 2200.031992 = -8317816.860507 nChanged 5099 SP:Iteration 2Q (7274.006049 sec): 3 clusters Score: Raw -8322059.892642 + Penalty 2200.031992 = -8319859.860650 nChanged 6656 SP:Iteration 3F (7274.178462 sec): 3 clusters Score: Raw -8325580.923401 + Penalty 2200.031992 = -8323380.891409 nChanged 8139 SP:Iteration 4F (7274.361207 sec): 3 clusters Score: Raw -8330910.631296 + Penalty 2200.031992 = -8328710.599304 nChanged 8845 SP:Iteration 5F (7274.533735 sec): 3 clusters Score: Raw -8337611.190717 + Penalty 2200.031992 = -8335411.158726 nChanged 8310 SP:Iteration 6F (7274.710134 sec): 3 clusters Score: Raw -8344728.421601 + Penalty 2200.031992 = -8342528.389609 nChanged 6815 SP:Iteration 7F (7274.886893 sec): 3 clusters Score: Raw -8351028.569427 + Penalty 2200.031992 = -8348828.537435 nChanged 4770 SP:Iteration 8Q (7275.077771 sec): 3 clusters Score: Raw -8355679.978252 + Penalty 2200.031992 = -8353479.946261 nChanged 2603 SP:Iteration 9Q (7275.273922 sec): 3 clusters Score: Raw -8358228.537682 + Penalty 2200.031992 = -8356028.505690 nChanged 1014 SP:Iteration 10Q (7275.446325 sec): 3 clusters Score: Raw -8359151.350912 + Penalty 2200.031992 = -8356951.318920 nChanged 339 SP:Iteration 11Q (7275.599403 sec): 3 clusters Score: Raw -8359446.587062 + Penalty 2200.031992 = -8357246.555071 nChanged 119 SP:Iteration 12Q (7275.751568 sec): 3 clusters Score: Raw -8359560.102862 + Penalty 2200.031992 = -8357360.070870 nChanged 54 SP:Iteration 13Q (7275.910460 sec): 3 clusters Score: Raw -8359614.888836 + Penalty 2200.031992 = -8357414.856844 nChanged 27 SP:Iteration 14Q (7276.061710 sec): 3 clusters Score: Raw -8359636.956989 + Penalty 2200.031992 = -8357436.924997 nChanged 10 SP:Iteration 15Q (7276.211828 sec): 3 clusters Score: Raw -8359645.678374 + Penalty 2200.031992 = -8357445.646382 nChanged 6 SP:Iteration 16Q (7276.358900 sec): 3 clusters Score: Raw -8359650.667676 + Penalty 2200.031992 = -8357450.635684 nChanged 1 SP:Iteration 17Q (7276.507150 sec): 3 clusters Score: Raw -8359651.310919 + Penalty 2200.031992 = -8357451.278927 nChanged 1 SP:Iteration 18Q (7276.664466 sec): 3 clusters Score: Raw -8359651.503083 + Penalty 2200.031992 = -8357451.471092 nChanged 0 SP:Iteration 19F (7276.830406 sec): 3 clusters Score: Raw -8359651.503083 + Penalty 2200.031992 = -8357451.471092 nChanged 0 Trying to split cluster 27 (8076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7276.873331 sec): 2 clusters Score: Raw -518452.923924 + Penalty 854.681938 = -517598.241986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7276.929394 sec): 3 clusters Score: Raw -513738.817900 + Penalty 1709.363876 = -512029.454024 nChanged 3599 SP:Iteration 1F (7276.987283 sec): 3 clusters Score: Raw -515701.821515 + Penalty 1709.363876 = -513992.457639 nChanged 477 SP:Iteration 2F (7277.031689 sec): 3 clusters Score: Raw -515927.018985 + Penalty 1709.363876 = -514217.655109 nChanged 450 SP:Iteration 3F (7277.085747 sec): 3 clusters Score: Raw -516156.951352 + Penalty 1709.363876 = -514447.587475 nChanged 439 SP:Iteration 4F (7277.141090 sec): 3 clusters Score: Raw -516390.569970 + Penalty 1709.363876 = -514681.206094 nChanged 439 SP:Iteration 5F (7277.189682 sec): 3 clusters Score: Raw -516653.651740 + Penalty 1709.363876 = -514944.287863 nChanged 472 SP:Iteration 6F (7277.243983 sec): 3 clusters Score: Raw -516950.816056 + Penalty 1709.363876 = -515241.452180 nChanged 443 SP:Iteration 7F (7277.305151 sec): 3 clusters Score: Raw -517236.149045 + Penalty 1709.363876 = -515526.785169 nChanged 395 SP:Iteration 8Q (7277.360737 sec): 3 clusters Score: Raw -517531.385726 + Penalty 1709.363876 = -515822.021850 nChanged 347 SP:Iteration 9Q (7277.411143 sec): 3 clusters Score: Raw -517819.068324 + Penalty 1709.363876 = -516109.704448 nChanged 269 SP:Iteration 10Q (7277.469684 sec): 3 clusters Score: Raw -518028.123198 + Penalty 1709.363876 = -516318.759322 nChanged 234 SP:Iteration 11Q (7277.518766 sec): 3 clusters Score: Raw -518194.847399 + Penalty 1709.363876 = -516485.483523 nChanged 153 SP:Iteration 12Q (7277.562830 sec): 3 clusters Score: Raw -518278.485986 + Penalty 1709.363876 = -516569.122110 nChanged 106 SP:Iteration 13Q (7277.616697 sec): 3 clusters Score: Raw -518329.588116 + Penalty 1709.363876 = -516620.224240 nChanged 78 SP:Iteration 14Q (7277.679830 sec): 3 clusters Score: Raw -518367.816417 + Penalty 1709.363876 = -516658.452540 nChanged 73 SP:Iteration 15Q (7277.727857 sec): 3 clusters Score: Raw -518397.094599 + Penalty 1709.363876 = -516687.730723 nChanged 63 SP:Iteration 16Q (7277.786107 sec): 3 clusters Score: Raw -518420.180975 + Penalty 1709.363876 = -516710.817099 nChanged 59 SP:Iteration 17Q (7277.840214 sec): 3 clusters Score: Raw -518443.858682 + Penalty 1709.363876 = -516734.494806 nChanged 47 SP:Iteration 18Q (7277.885878 sec): 3 clusters Score: Raw -518461.463466 + Penalty 1709.363876 = -516752.099590 nChanged 35 SP:Iteration 19Q (7277.936834 sec): 3 clusters Score: Raw -518470.040625 + Penalty 1709.363876 = -516760.676749 nChanged 28 SP:Iteration 20F (7278.001657 sec): 3 clusters Score: Raw -518477.145331 + Penalty 1709.363876 = -516767.781455 nChanged 27 SP:Iteration 21Q (7278.052750 sec): 3 clusters Score: Raw -518484.213695 + Penalty 1709.363876 = -516774.849819 nChanged 31 SP:Iteration 22Q (7278.112504 sec): 3 clusters Score: Raw -518494.785309 + Penalty 1709.363876 = -516785.421432 nChanged 33 SP:Iteration 23Q (7278.163432 sec): 3 clusters Score: Raw -518504.462893 + Penalty 1709.363876 = -516795.099017 nChanged 22 SP:Iteration 24Q (7278.208540 sec): 3 clusters Score: Raw -518509.497873 + Penalty 1709.363876 = -516800.133997 nChanged 19 SP:Iteration 25Q (7278.265162 sec): 3 clusters Score: Raw -518513.568742 + Penalty 1709.363876 = -516804.204866 nChanged 20 SP:Iteration 26Q (7278.319335 sec): 3 clusters Score: Raw -518519.192595 + Penalty 1709.363876 = -516809.828719 nChanged 20 SP:Iteration 27Q (7278.375953 sec): 3 clusters Score: Raw -518523.657496 + Penalty 1709.363876 = -516814.293620 nChanged 17 SP:Iteration 28Q (7278.435860 sec): 3 clusters Score: Raw -518528.161739 + Penalty 1709.363876 = -516818.797863 nChanged 13 SP:Iteration 29Q (7278.493814 sec): 3 clusters Score: Raw -518531.373574 + Penalty 1709.363876 = -516822.009698 nChanged 18 SP:Iteration 30Q (7278.538048 sec): 3 clusters Score: Raw -518535.530321 + Penalty 1709.363876 = -516826.166445 nChanged 12 SP:Iteration 31Q (7278.594510 sec): 3 clusters Score: Raw -518540.317244 + Penalty 1709.363876 = -516830.953368 nChanged 17 SP:Iteration 32Q (7278.645834 sec): 3 clusters Score: Raw -518548.513900 + Penalty 1709.363876 = -516839.150023 nChanged 17 SP:Iteration 33Q (7278.690723 sec): 3 clusters Score: Raw -518554.002526 + Penalty 1709.363876 = -516844.638650 nChanged 20 SP:Iteration 34Q (7278.759758 sec): 3 clusters Score: Raw -518560.154499 + Penalty 1709.363876 = -516850.790623 nChanged 17 SP:Iteration 35Q (7278.803125 sec): 3 clusters Score: Raw -518565.690187 + Penalty 1709.363876 = -516856.326311 nChanged 15 SP:Iteration 36Q (7278.860719 sec): 3 clusters Score: Raw -518568.446552 + Penalty 1709.363876 = -516859.082676 nChanged 9 SP:Iteration 37Q (7278.921669 sec): 3 clusters Score: Raw -518571.688842 + Penalty 1709.363876 = -516862.324966 nChanged 13 SP:Iteration 38Q (7278.979519 sec): 3 clusters Score: Raw -518576.337122 + Penalty 1709.363876 = -516866.973246 nChanged 15 SP:Iteration 39Q (7279.034335 sec): 3 clusters Score: Raw -518581.733264 + Penalty 1709.363876 = -516872.369388 nChanged 11 SP:Iteration 40F (7279.093522 sec): 3 clusters Score: Raw -518585.357065 + Penalty 1709.363876 = -516875.993189 nChanged 7 SP:Iteration 41Q (7279.147098 sec): 3 clusters Score: Raw -518587.544248 + Penalty 1709.363876 = -516878.180372 nChanged 7 SP:Iteration 42Q (7279.204985 sec): 3 clusters Score: Raw -518589.501693 + Penalty 1709.363876 = -516880.137817 nChanged 7 SP:Iteration 43Q (7279.260630 sec): 3 clusters Score: Raw -518591.382867 + Penalty 1709.363876 = -516882.018991 nChanged 5 SP:Iteration 44Q (7279.313913 sec): 3 clusters Score: Raw -518592.916273 + Penalty 1709.363876 = -516883.552397 nChanged 5 SP:Iteration 45Q (7279.366611 sec): 3 clusters Score: Raw -518594.143620 + Penalty 1709.363876 = -516884.779744 nChanged 5 SP:Iteration 46Q (7279.424098 sec): 3 clusters Score: Raw -518597.226534 + Penalty 1709.363876 = -516887.862658 nChanged 4 SP:Iteration 47Q (7279.473601 sec): 3 clusters Score: Raw -518598.606309 + Penalty 1709.363876 = -516889.242433 nChanged 3 SP:Iteration 48Q (7279.528896 sec): 3 clusters Score: Raw -518600.281897 + Penalty 1709.363876 = -516890.918021 nChanged 2 SP:Iteration 49Q (7279.580643 sec): 3 clusters Score: Raw -518601.155839 + Penalty 1709.363876 = -516891.791963 nChanged 2 SP:Iteration 50Q (7279.632908 sec): 3 clusters Score: Raw -518601.938205 + Penalty 1709.363876 = -516892.574329 nChanged 4 SP:Iteration 51Q (7279.687119 sec): 3 clusters Score: Raw -518602.888383 + Penalty 1709.363876 = -516893.524507 nChanged 1 SP:Iteration 52Q (7279.735189 sec): 3 clusters Score: Raw -518603.768269 + Penalty 1709.363876 = -516894.404393 nChanged 3 SP:Iteration 53Q (7279.787458 sec): 3 clusters Score: Raw -518604.372429 + Penalty 1709.363876 = -516895.008553 nChanged 1 SP:Iteration 54Q (7279.842166 sec): 3 clusters Score: Raw -518604.934777 + Penalty 1709.363876 = -516895.570901 nChanged 1 SP:Iteration 55Q (7279.894008 sec): 3 clusters Score: Raw -518605.549617 + Penalty 1709.363876 = -516896.185740 nChanged 4 SP:Iteration 56Q (7279.951571 sec): 3 clusters Score: Raw -518606.728756 + Penalty 1709.363876 = -516897.364880 nChanged 2 SP:Iteration 57Q (7280.005831 sec): 3 clusters Score: Raw -518607.018199 + Penalty 1709.363876 = -516897.654323 nChanged 2 SP:Iteration 58Q (7280.064342 sec): 3 clusters Score: Raw -518607.976843 + Penalty 1709.363876 = -516898.612966 nChanged 2 SP:Iteration 59Q (7280.120233 sec): 3 clusters Score: Raw -518608.619486 + Penalty 1709.363876 = -516899.255610 nChanged 2 SP:Iteration 60F (7280.176359 sec): 3 clusters Score: Raw -518609.142811 + Penalty 1709.363876 = -516899.778935 nChanged 1 SP:Iteration 61Q (7280.228225 sec): 3 clusters Score: Raw -518609.247143 + Penalty 1709.363876 = -516899.883267 nChanged 0 SP:Iteration 62F (7280.286365 sec): 3 clusters Score: Raw -518609.247143 + Penalty 1709.363876 = -516899.883267 nChanged 0 Trying to split cluster 28 (9759 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7280.320839 sec): 2 clusters Score: Raw -644346.753416 + Penalty 872.664795 = -643474.088621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7280.387353 sec): 3 clusters Score: Raw -638592.611815 + Penalty 1745.329591 = -636847.282225 nChanged 4419 SP:Iteration 1F (7280.442971 sec): 3 clusters Score: Raw -641193.693454 + Penalty 1745.329591 = -639448.363863 nChanged 742 SP:Iteration 2F (7280.500879 sec): 3 clusters Score: Raw -641626.420388 + Penalty 1745.329591 = -639881.090798 nChanged 704 SP:Iteration 3F (7280.564627 sec): 3 clusters Score: Raw -642115.253143 + Penalty 1745.329591 = -640369.923552 nChanged 685 SP:Iteration 4F (7280.623562 sec): 3 clusters Score: Raw -642656.134960 + Penalty 1745.329591 = -640910.805369 nChanged 702 SP:Iteration 5F (7280.676490 sec): 3 clusters Score: Raw -643209.522310 + Penalty 1745.329591 = -641464.192719 nChanged 570 SP:Iteration 6F (7280.733768 sec): 3 clusters Score: Raw -643614.727344 + Penalty 1745.329591 = -641869.397753 nChanged 477 SP:Iteration 7Q (7280.790918 sec): 3 clusters Score: Raw -643921.806225 + Penalty 1745.329591 = -642176.476634 nChanged 401 SP:Iteration 8Q (7280.852448 sec): 3 clusters Score: Raw -644152.656595 + Penalty 1745.329591 = -642407.327004 nChanged 336 SP:Iteration 9Q (7280.908548 sec): 3 clusters Score: Raw -644301.075676 + Penalty 1745.329591 = -642555.746085 nChanged 249 SP:Iteration 10Q (7280.963009 sec): 3 clusters Score: Raw -644379.899057 + Penalty 1745.329591 = -642634.569466 nChanged 141 SP:Iteration 11Q (7281.023797 sec): 3 clusters Score: Raw -644415.720756 + Penalty 1745.329591 = -642670.391166 nChanged 106 SP:Iteration 12Q (7281.091124 sec): 3 clusters Score: Raw -644441.118314 + Penalty 1745.329591 = -642695.788724 nChanged 93 SP:Iteration 13Q (7281.154930 sec): 3 clusters Score: Raw -644461.417811 + Penalty 1745.329591 = -642716.088220 nChanged 76 SP:Iteration 14Q (7281.212122 sec): 3 clusters Score: Raw -644477.603996 + Penalty 1745.329591 = -642732.274405 nChanged 60 SP:Iteration 15Q (7281.259823 sec): 3 clusters Score: Raw -644486.937593 + Penalty 1745.329591 = -642741.608002 nChanged 37 SP:Iteration 16Q (7281.320966 sec): 3 clusters Score: Raw -644491.775093 + Penalty 1745.329591 = -642746.445502 nChanged 28 SP:Iteration 17Q (7281.374605 sec): 3 clusters Score: Raw -644495.565060 + Penalty 1745.329591 = -642750.235469 nChanged 25 SP:Iteration 18Q (7281.437773 sec): 3 clusters Score: Raw -644498.210762 + Penalty 1745.329591 = -642752.881171 nChanged 24 SP:Iteration 19Q (7281.497172 sec): 3 clusters Score: Raw -644501.048558 + Penalty 1745.329591 = -642755.718967 nChanged 25 SP:Iteration 20F (7281.541509 sec): 3 clusters Score: Raw -644503.787835 + Penalty 1745.329591 = -642758.458244 nChanged 21 SP:Iteration 21Q (7281.607686 sec): 3 clusters Score: Raw -644505.550027 + Penalty 1745.329591 = -642760.220436 nChanged 17 SP:Iteration 22Q (7281.667237 sec): 3 clusters Score: Raw -644507.060404 + Penalty 1745.329591 = -642761.730813 nChanged 9 SP:Iteration 23Q (7281.723059 sec): 3 clusters Score: Raw -644508.006051 + Penalty 1745.329591 = -642762.676460 nChanged 8 SP:Iteration 24Q (7281.776136 sec): 3 clusters Score: Raw -644508.881395 + Penalty 1745.329591 = -642763.551805 nChanged 9 SP:Iteration 25Q (7281.833655 sec): 3 clusters Score: Raw -644509.467834 + Penalty 1745.329591 = -642764.138243 nChanged 4 SP:Iteration 26Q (7281.892022 sec): 3 clusters Score: Raw -644509.635577 + Penalty 1745.329591 = -642764.305986 nChanged 0 SP:Iteration 27F (7281.951053 sec): 3 clusters Score: Raw -644509.635577 + Penalty 1745.329591 = -642764.305986 nChanged 0 Trying to split cluster 29 (8517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7281.983010 sec): 2 clusters Score: Raw -622049.613849 + Penalty 859.732847 = -621189.881002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7282.040293 sec): 3 clusters Score: Raw -617116.207276 + Penalty 1719.465695 = -615396.741582 nChanged 3766 SP:Iteration 1F (7282.096909 sec): 3 clusters Score: Raw -619126.957547 + Penalty 1719.465695 = -617407.491852 nChanged 512 SP:Iteration 2F (7282.155485 sec): 3 clusters Score: Raw -619349.233870 + Penalty 1719.465695 = -617629.768175 nChanged 491 SP:Iteration 3F (7282.200300 sec): 3 clusters Score: Raw -619572.240035 + Penalty 1719.465695 = -617852.774341 nChanged 447 SP:Iteration 4F (7282.264595 sec): 3 clusters Score: Raw -619804.924104 + Penalty 1719.465695 = -618085.458409 nChanged 467 SP:Iteration 5F (7282.318184 sec): 3 clusters Score: Raw -620113.758760 + Penalty 1719.465695 = -618394.293065 nChanged 585 SP:Iteration 6F (7282.375395 sec): 3 clusters Score: Raw -620549.649419 + Penalty 1719.465695 = -618830.183725 nChanged 576 SP:Iteration 7F (7282.430416 sec): 3 clusters Score: Raw -621028.268500 + Penalty 1719.465695 = -619308.802806 nChanged 484 SP:Iteration 8F (7282.473678 sec): 3 clusters Score: Raw -621459.036740 + Penalty 1719.465695 = -619739.571045 nChanged 369 SP:Iteration 9Q (7282.536101 sec): 3 clusters Score: Raw -621779.659556 + Penalty 1719.465695 = -620060.193861 nChanged 231 SP:Iteration 10Q (7282.597217 sec): 3 clusters Score: Raw -621992.376496 + Penalty 1719.465695 = -620272.910802 nChanged 155 SP:Iteration 11Q (7282.639900 sec): 3 clusters Score: Raw -622134.441787 + Penalty 1719.465695 = -620414.976092 nChanged 133 SP:Iteration 12Q (7282.689075 sec): 3 clusters Score: Raw -622255.666865 + Penalty 1719.465695 = -620536.201171 nChanged 98 SP:Iteration 13Q (7282.750429 sec): 3 clusters Score: Raw -622321.314604 + Penalty 1719.465695 = -620601.848910 nChanged 78 SP:Iteration 14Q (7282.809625 sec): 3 clusters Score: Raw -622369.980436 + Penalty 1719.465695 = -620650.514741 nChanged 63 SP:Iteration 15Q (7282.865433 sec): 3 clusters Score: Raw -622410.991952 + Penalty 1719.465695 = -620691.526258 nChanged 47 SP:Iteration 16Q (7282.923126 sec): 3 clusters Score: Raw -622438.431369 + Penalty 1719.465695 = -620718.965675 nChanged 40 SP:Iteration 17Q (7282.975821 sec): 3 clusters Score: Raw -622460.973390 + Penalty 1719.465695 = -620741.507696 nChanged 45 SP:Iteration 18Q (7283.028293 sec): 3 clusters Score: Raw -622482.560437 + Penalty 1719.465695 = -620763.094742 nChanged 40 SP:Iteration 19Q (7283.069941 sec): 3 clusters Score: Raw -622502.416468 + Penalty 1719.465695 = -620782.950773 nChanged 31 SP:Iteration 20F (7283.132796 sec): 3 clusters Score: Raw -622517.343089 + Penalty 1719.465695 = -620797.877395 nChanged 26 SP:Iteration 21Q (7283.184365 sec): 3 clusters Score: Raw -622526.308116 + Penalty 1719.465695 = -620806.842421 nChanged 24 SP:Iteration 22Q (7283.230795 sec): 3 clusters Score: Raw -622534.483458 + Penalty 1719.465695 = -620815.017763 nChanged 20 SP:Iteration 23Q (7283.298987 sec): 3 clusters Score: Raw -622538.981421 + Penalty 1719.465695 = -620819.515726 nChanged 15 SP:Iteration 24Q (7283.345450 sec): 3 clusters Score: Raw -622542.760498 + Penalty 1719.465695 = -620823.294803 nChanged 15 SP:Iteration 25Q (7283.403527 sec): 3 clusters Score: Raw -622547.565309 + Penalty 1719.465695 = -620828.099615 nChanged 6 SP:Iteration 26Q (7283.452677 sec): 3 clusters Score: Raw -622549.584969 + Penalty 1719.465695 = -620830.119274 nChanged 9 SP:Iteration 27Q (7283.509473 sec): 3 clusters Score: Raw -622551.036955 + Penalty 1719.465695 = -620831.571260 nChanged 4 SP:Iteration 28Q (7283.566335 sec): 3 clusters Score: Raw -622551.620872 + Penalty 1719.465695 = -620832.155178 nChanged 5 SP:Iteration 29Q (7283.609002 sec): 3 clusters Score: Raw -622552.251449 + Penalty 1719.465695 = -620832.785755 nChanged 4 SP:Iteration 30Q (7283.663130 sec): 3 clusters Score: Raw -622552.774289 + Penalty 1719.465695 = -620833.308594 nChanged 4 SP:Iteration 31Q (7283.716670 sec): 3 clusters Score: Raw -622553.441286 + Penalty 1719.465695 = -620833.975592 nChanged 4 SP:Iteration 32Q (7283.772324 sec): 3 clusters Score: Raw -622554.084733 + Penalty 1719.465695 = -620834.619039 nChanged 5 SP:Iteration 33Q (7283.833809 sec): 3 clusters Score: Raw -622556.082026 + Penalty 1719.465695 = -620836.616332 nChanged 9 SP:Iteration 34Q (7283.876777 sec): 3 clusters Score: Raw -622557.814715 + Penalty 1719.465695 = -620838.349021 nChanged 7 SP:Iteration 35Q (7283.929412 sec): 3 clusters Score: Raw -622559.144808 + Penalty 1719.465695 = -620839.679114 nChanged 6 SP:Iteration 36Q (7283.977174 sec): 3 clusters Score: Raw -622560.169277 + Penalty 1719.465695 = -620840.703583 nChanged 8 SP:Iteration 37Q (7284.029568 sec): 3 clusters Score: Raw -622561.599530 + Penalty 1719.465695 = -620842.133836 nChanged 10 SP:Iteration 38Q (7284.079559 sec): 3 clusters Score: Raw -622563.627722 + Penalty 1719.465695 = -620844.162028 nChanged 11 SP:Iteration 39Q (7284.121089 sec): 3 clusters Score: Raw -622565.610366 + Penalty 1719.465695 = -620846.144671 nChanged 6 SP:Iteration 40F (7284.175830 sec): 3 clusters Score: Raw -622566.487872 + Penalty 1719.465695 = -620847.022177 nChanged 4 SP:Iteration 41Q (7284.227361 sec): 3 clusters Score: Raw -622567.071335 + Penalty 1719.465695 = -620847.605641 nChanged 6 SP:Iteration 42Q (7284.279474 sec): 3 clusters Score: Raw -622568.194381 + Penalty 1719.465695 = -620848.728686 nChanged 7 SP:Iteration 43Q (7284.332078 sec): 3 clusters Score: Raw -622569.896247 + Penalty 1719.465695 = -620850.430553 nChanged 10 SP:Iteration 44Q (7284.386971 sec): 3 clusters Score: Raw -622571.858136 + Penalty 1719.465695 = -620852.392442 nChanged 11 SP:Iteration 45Q (7284.429235 sec): 3 clusters Score: Raw -622575.407551 + Penalty 1719.465695 = -620855.941856 nChanged 16 SP:Iteration 46Q (7284.483648 sec): 3 clusters Score: Raw -622579.250881 + Penalty 1719.465695 = -620859.785187 nChanged 8 SP:Iteration 47Q (7284.519677 sec): 3 clusters Score: Raw -622581.019582 + Penalty 1719.465695 = -620861.553887 nChanged 10 SP:Iteration 48Q (7284.566312 sec): 3 clusters Score: Raw -622584.002835 + Penalty 1719.465695 = -620864.537140 nChanged 14 SP:Iteration 49Q (7284.621955 sec): 3 clusters Score: Raw -622587.376698 + Penalty 1719.465695 = -620867.911004 nChanged 14 SP:Iteration 50Q (7284.665201 sec): 3 clusters Score: Raw -622589.075999 + Penalty 1719.465695 = -620869.610304 nChanged 7 SP:Iteration 51Q (7284.712323 sec): 3 clusters Score: Raw -622590.198905 + Penalty 1719.465695 = -620870.733210 nChanged 6 SP:Iteration 52Q (7284.758952 sec): 3 clusters Score: Raw -622591.437465 + Penalty 1719.465695 = -620871.971771 nChanged 4 SP:Iteration 53Q (7284.811144 sec): 3 clusters Score: Raw -622591.783354 + Penalty 1719.465695 = -620872.317659 nChanged 2 SP:Iteration 54Q (7284.867575 sec): 3 clusters Score: Raw -622592.145899 + Penalty 1719.465695 = -620872.680205 nChanged 1 SP:Iteration 55Q (7284.930673 sec): 3 clusters Score: Raw -622592.388278 + Penalty 1719.465695 = -620872.922584 nChanged 0 SP:Iteration 56F (7284.969329 sec): 3 clusters Score: Raw -622592.388278 + Penalty 1719.465695 = -620872.922584 nChanged 0 Trying to split cluster 30 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7284.996294 sec): 2 clusters Score: Raw -85247.397986 + Penalty 702.535217 = -84544.862769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7285.041078 sec): 3 clusters Score: Raw -84497.801003 + Penalty 1405.070434 = -83092.730569 nChanged 601 SP:Iteration 1F (7285.076227 sec): 3 clusters Score: Raw -84869.148764 + Penalty 1405.070434 = -83464.078330 nChanged 159 SP:Iteration 2F (7285.134184 sec): 3 clusters Score: Raw -85010.412710 + Penalty 1405.070434 = -83605.342276 nChanged 123 SP:Iteration 3F (7285.172170 sec): 3 clusters Score: Raw -85107.629593 + Penalty 1405.070434 = -83702.559159 nChanged 91 SP:Iteration 4F (7285.216943 sec): 3 clusters Score: Raw -85183.390798 + Penalty 1405.070434 = -83778.320364 nChanged 72 SP:Iteration 5Q (7285.258735 sec): 3 clusters Score: Raw -85243.285541 + Penalty 1405.070434 = -83838.215107 nChanged 52 SP:Iteration 6Q (7285.313230 sec): 3 clusters Score: Raw -85285.482138 + Penalty 1405.070434 = -83880.411705 nChanged 55 SP:Iteration 7Q (7285.356167 sec): 3 clusters Score: Raw -85328.536722 + Penalty 1405.070434 = -83923.466289 nChanged 54 SP:Iteration 8Q (7285.400901 sec): 3 clusters Score: Raw -85369.509369 + Penalty 1405.070434 = -83964.438935 nChanged 53 SP:Iteration 9Q (7285.441187 sec): 3 clusters Score: Raw -85408.397194 + Penalty 1405.070434 = -84003.326760 nChanged 40 SP:Iteration 10Q (7285.491588 sec): 3 clusters Score: Raw -85440.616832 + Penalty 1405.070434 = -84035.546399 nChanged 33 SP:Iteration 11Q (7285.541186 sec): 3 clusters Score: Raw -85459.749077 + Penalty 1405.070434 = -84054.678643 nChanged 23 SP:Iteration 12Q (7285.590597 sec): 3 clusters Score: Raw -85472.352785 + Penalty 1405.070434 = -84067.282352 nChanged 23 SP:Iteration 13Q (7285.638322 sec): 3 clusters Score: Raw -85486.312634 + Penalty 1405.070434 = -84081.242200 nChanged 19 SP:Iteration 14Q (7285.695498 sec): 3 clusters Score: Raw -85498.406265 + Penalty 1405.070434 = -84093.335831 nChanged 19 SP:Iteration 15Q (7285.727705 sec): 3 clusters Score: Raw -85509.122784 + Penalty 1405.070434 = -84104.052350 nChanged 10 SP:Iteration 16Q (7285.769099 sec): 3 clusters Score: Raw -85514.927150 + Penalty 1405.070434 = -84109.856716 nChanged 11 SP:Iteration 17Q (7285.816164 sec): 3 clusters Score: Raw -85521.111202 + Penalty 1405.070434 = -84116.040768 nChanged 8 SP:Iteration 18Q (7285.872521 sec): 3 clusters Score: Raw -85524.499563 + Penalty 1405.070434 = -84119.429129 nChanged 7 SP:Iteration 19Q (7285.915396 sec): 3 clusters Score: Raw -85527.305148 + Penalty 1405.070434 = -84122.234714 nChanged 5 SP:Iteration 20F (7285.959583 sec): 3 clusters Score: Raw -85533.793768 + Penalty 1405.070434 = -84128.723334 nChanged 4 SP:Iteration 21Q (7286.004461 sec): 3 clusters Score: Raw -85540.702902 + Penalty 1405.070434 = -84135.632468 nChanged 6 SP:Iteration 22Q (7286.054016 sec): 3 clusters Score: Raw -85543.759019 + Penalty 1405.070434 = -84138.688585 nChanged 6 SP:Iteration 23Q (7286.102073 sec): 3 clusters Score: Raw -85548.275066 + Penalty 1405.070434 = -84143.204632 nChanged 1 SP:Iteration 24Q (7286.153094 sec): 3 clusters Score: Raw -85551.237352 + Penalty 1405.070434 = -84146.166918 nChanged 0 SP:Iteration 25F (7286.185615 sec): 3 clusters Score: Raw -85551.237352 + Penalty 1405.070434 = -84146.166918 nChanged 0 Trying to split cluster 31 (3160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7286.211557 sec): 2 clusters Score: Raw -224011.026328 + Penalty 765.541094 = -223245.485233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7286.258337 sec): 3 clusters Score: Raw -222377.028914 + Penalty 1531.082188 = -220845.946726 nChanged 1279 SP:Iteration 1F (7286.305174 sec): 3 clusters Score: Raw -223163.209983 + Penalty 1531.082188 = -221632.127795 nChanged 266 SP:Iteration 2F (7286.353393 sec): 3 clusters Score: Raw -223342.251644 + Penalty 1531.082188 = -221811.169456 nChanged 206 SP:Iteration 3F (7286.402780 sec): 3 clusters Score: Raw -223452.689446 + Penalty 1531.082188 = -221921.607257 nChanged 140 SP:Iteration 4Q (7286.436991 sec): 3 clusters Score: Raw -223521.515273 + Penalty 1531.082188 = -221990.433084 nChanged 123 SP:Iteration 5Q (7286.486420 sec): 3 clusters Score: Raw -223573.818844 + Penalty 1531.082188 = -222042.736656 nChanged 103 SP:Iteration 6Q (7286.542362 sec): 3 clusters Score: Raw -223621.498511 + Penalty 1531.082188 = -222090.416323 nChanged 93 SP:Iteration 7Q (7286.585960 sec): 3 clusters Score: Raw -223674.645621 + Penalty 1531.082188 = -222143.563432 nChanged 111 SP:Iteration 8Q (7286.635283 sec): 3 clusters Score: Raw -223739.566401 + Penalty 1531.082188 = -222208.484213 nChanged 110 SP:Iteration 9Q (7286.679201 sec): 3 clusters Score: Raw -223805.385949 + Penalty 1531.082188 = -222274.303761 nChanged 103 SP:Iteration 10Q (7286.728551 sec): 3 clusters Score: Raw -223882.433991 + Penalty 1531.082188 = -222351.351803 nChanged 106 SP:Iteration 11Q (7286.788939 sec): 3 clusters Score: Raw -223980.760642 + Penalty 1531.082188 = -222449.678454 nChanged 108 SP:Iteration 12Q (7286.841330 sec): 3 clusters Score: Raw -224072.221413 + Penalty 1531.082188 = -222541.139224 nChanged 101 SP:Iteration 13Q (7286.880930 sec): 3 clusters Score: Raw -224136.381888 + Penalty 1531.082188 = -222605.299700 nChanged 86 SP:Iteration 14Q (7286.931039 sec): 3 clusters Score: Raw -224188.507353 + Penalty 1531.082188 = -222657.425165 nChanged 85 SP:Iteration 15Q (7286.965827 sec): 3 clusters Score: Raw -224242.210691 + Penalty 1531.082188 = -222711.128503 nChanged 67 SP:Iteration 16Q (7287.014003 sec): 3 clusters Score: Raw -224281.168307 + Penalty 1531.082188 = -222750.086119 nChanged 68 SP:Iteration 17Q (7287.065481 sec): 3 clusters Score: Raw -224320.024195 + Penalty 1531.082188 = -222788.942007 nChanged 61 SP:Iteration 18Q (7287.113200 sec): 3 clusters Score: Raw -224358.387073 + Penalty 1531.082188 = -222827.304885 nChanged 45 SP:Iteration 19Q (7287.164791 sec): 3 clusters Score: Raw -224381.463966 + Penalty 1531.082188 = -222850.381777 nChanged 38 SP:Iteration 20F (7287.215706 sec): 3 clusters Score: Raw -224402.250425 + Penalty 1531.082188 = -222871.168237 nChanged 41 SP:Iteration 21Q (7287.248640 sec): 3 clusters Score: Raw -224426.115435 + Penalty 1531.082188 = -222895.033247 nChanged 37 SP:Iteration 22Q (7287.295124 sec): 3 clusters Score: Raw -224445.628728 + Penalty 1531.082188 = -222914.546540 nChanged 26 SP:Iteration 23Q (7287.338182 sec): 3 clusters Score: Raw -224453.738449 + Penalty 1531.082188 = -222922.656261 nChanged 14 SP:Iteration 24Q (7287.396828 sec): 3 clusters Score: Raw -224457.647660 + Penalty 1531.082188 = -222926.565472 nChanged 10 SP:Iteration 25Q (7287.441228 sec): 3 clusters Score: Raw -224459.713077 + Penalty 1531.082188 = -222928.630888 nChanged 9 SP:Iteration 26Q (7287.487661 sec): 3 clusters Score: Raw -224461.827053 + Penalty 1531.082188 = -222930.744865 nChanged 6 SP:Iteration 27Q (7287.533829 sec): 3 clusters Score: Raw -224463.913928 + Penalty 1531.082188 = -222932.831740 nChanged 10 SP:Iteration 28Q (7287.588445 sec): 3 clusters Score: Raw -224466.930003 + Penalty 1531.082188 = -222935.847815 nChanged 6 SP:Iteration 29Q (7287.639640 sec): 3 clusters Score: Raw -224468.318027 + Penalty 1531.082188 = -222937.235839 nChanged 3 SP:Iteration 30Q (7287.679037 sec): 3 clusters Score: Raw -224468.876412 + Penalty 1531.082188 = -222937.794224 nChanged 3 SP:Iteration 31Q (7287.724058 sec): 3 clusters Score: Raw -224469.179031 + Penalty 1531.082188 = -222938.096843 nChanged 1 SP:Iteration 32Q (7287.781528 sec): 3 clusters Score: Raw -224469.283407 + Penalty 1531.082188 = -222938.201219 nChanged 0 SP:Iteration 33F (7287.816384 sec): 3 clusters Score: Raw -224469.283407 + Penalty 1531.082188 = -222938.201219 nChanged 0 Trying to split cluster 32 (3467 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7287.842503 sec): 2 clusters Score: Raw -194214.984597 + Penalty 774.349270 = -193440.635327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7287.899286 sec): 3 clusters Score: Raw -192351.363234 + Penalty 1548.698540 = -190802.664694 nChanged 1464 SP:Iteration 1F (7287.947821 sec): 3 clusters Score: Raw -193286.235129 + Penalty 1548.698540 = -191737.536589 nChanged 322 SP:Iteration 2F (7287.995969 sec): 3 clusters Score: Raw -193564.996827 + Penalty 1548.698540 = -192016.298288 nChanged 259 SP:Iteration 3F (7288.033549 sec): 3 clusters Score: Raw -193777.152833 + Penalty 1548.698540 = -192228.454293 nChanged 213 SP:Iteration 4F (7288.081977 sec): 3 clusters Score: Raw -193911.719657 + Penalty 1548.698540 = -192363.021117 nChanged 173 SP:Iteration 5Q (7288.130828 sec): 3 clusters Score: Raw -194018.939889 + Penalty 1548.698540 = -192470.241349 nChanged 140 SP:Iteration 6Q (7288.168852 sec): 3 clusters Score: Raw -194106.609260 + Penalty 1548.698540 = -192557.910720 nChanged 135 SP:Iteration 7Q (7288.217839 sec): 3 clusters Score: Raw -194167.315920 + Penalty 1548.698540 = -192618.617380 nChanged 95 SP:Iteration 8Q (7288.255798 sec): 3 clusters Score: Raw -194203.712251 + Penalty 1548.698540 = -192655.013712 nChanged 72 SP:Iteration 9Q (7288.301237 sec): 3 clusters Score: Raw -194230.550481 + Penalty 1548.698540 = -192681.851941 nChanged 49 SP:Iteration 10Q (7288.344669 sec): 3 clusters Score: Raw -194244.427360 + Penalty 1548.698540 = -192695.728820 nChanged 38 SP:Iteration 11Q (7288.383429 sec): 3 clusters Score: Raw -194256.375498 + Penalty 1548.698540 = -192707.676958 nChanged 24 SP:Iteration 12Q (7288.429077 sec): 3 clusters Score: Raw -194262.946442 + Penalty 1548.698540 = -192714.247902 nChanged 19 SP:Iteration 13Q (7288.473422 sec): 3 clusters Score: Raw -194268.310138 + Penalty 1548.698540 = -192719.611599 nChanged 17 SP:Iteration 14Q (7288.519514 sec): 3 clusters Score: Raw -194271.660310 + Penalty 1548.698540 = -192722.961771 nChanged 15 SP:Iteration 15Q (7288.571976 sec): 3 clusters Score: Raw -194274.116143 + Penalty 1548.698540 = -192725.417603 nChanged 7 SP:Iteration 16Q (7288.615067 sec): 3 clusters Score: Raw -194275.600254 + Penalty 1548.698540 = -192726.901714 nChanged 6 SP:Iteration 17Q (7288.663548 sec): 3 clusters Score: Raw -194277.915565 + Penalty 1548.698540 = -192729.217025 nChanged 7 SP:Iteration 18Q (7288.701685 sec): 3 clusters Score: Raw -194279.634103 + Penalty 1548.698540 = -192730.935563 nChanged 10 SP:Iteration 19Q (7288.743723 sec): 3 clusters Score: Raw -194281.916567 + Penalty 1548.698540 = -192733.218027 nChanged 9 SP:Iteration 20F (7288.788674 sec): 3 clusters Score: Raw -194283.648055 + Penalty 1548.698540 = -192734.949516 nChanged 10 SP:Iteration 21Q (7288.830590 sec): 3 clusters Score: Raw -194285.155291 + Penalty 1548.698540 = -192736.456751 nChanged 9 SP:Iteration 22Q (7288.877241 sec): 3 clusters Score: Raw -194286.310384 + Penalty 1548.698540 = -192737.611844 nChanged 2 SP:Iteration 23Q (7288.923733 sec): 3 clusters Score: Raw -194286.627812 + Penalty 1548.698540 = -192737.929272 nChanged 1 SP:Iteration 24Q (7288.976424 sec): 3 clusters Score: Raw -194286.830118 + Penalty 1548.698540 = -192738.131578 nChanged 2 SP:Iteration 25Q (7289.016451 sec): 3 clusters Score: Raw -194287.113459 + Penalty 1548.698540 = -192738.414920 nChanged 2 SP:Iteration 26Q (7289.076629 sec): 3 clusters Score: Raw -194287.315570 + Penalty 1548.698540 = -192738.617030 nChanged 0 SP:Iteration 27F (7289.124497 sec): 3 clusters Score: Raw -194287.315570 + Penalty 1548.698540 = -192738.617030 nChanged 0 Trying to split cluster 33 (17689 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7289.173175 sec): 2 clusters Score: Raw -1320692.204341 + Penalty 929.166334 = -1319763.038007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7289.240933 sec): 3 clusters Score: Raw -1309697.921179 + Penalty 1858.332669 = -1307839.588510 nChanged 8110 SP:Iteration 1F (7289.307667 sec): 3 clusters Score: Raw -1314335.180622 + Penalty 1858.332669 = -1312476.847954 nChanged 1003 SP:Iteration 2F (7289.367881 sec): 3 clusters Score: Raw -1314815.121397 + Penalty 1858.332669 = -1312956.788728 nChanged 1071 SP:Iteration 3F (7289.429283 sec): 3 clusters Score: Raw -1315435.482458 + Penalty 1858.332669 = -1313577.149789 nChanged 1176 SP:Iteration 4F (7289.501614 sec): 3 clusters Score: Raw -1316257.174407 + Penalty 1858.332669 = -1314398.841739 nChanged 1197 SP:Iteration 5F (7289.567684 sec): 3 clusters Score: Raw -1317247.333035 + Penalty 1858.332669 = -1315389.000366 nChanged 1134 SP:Iteration 6F (7289.625029 sec): 3 clusters Score: Raw -1318251.971410 + Penalty 1858.332669 = -1316393.638742 nChanged 897 SP:Iteration 7F (7289.692148 sec): 3 clusters Score: Raw -1319057.136999 + Penalty 1858.332669 = -1317198.804330 nChanged 655 SP:Iteration 8Q (7289.768581 sec): 3 clusters Score: Raw -1319609.818150 + Penalty 1858.332669 = -1317751.485482 nChanged 465 SP:Iteration 9Q (7289.825460 sec): 3 clusters Score: Raw -1319992.821372 + Penalty 1858.332669 = -1318134.488703 nChanged 330 SP:Iteration 10Q (7289.900094 sec): 3 clusters Score: Raw -1320261.648388 + Penalty 1858.332669 = -1318403.315719 nChanged 256 SP:Iteration 11Q (7289.960794 sec): 3 clusters Score: Raw -1320453.216492 + Penalty 1858.332669 = -1318594.883823 nChanged 171 SP:Iteration 12Q (7290.016714 sec): 3 clusters Score: Raw -1320568.530080 + Penalty 1858.332669 = -1318710.197411 nChanged 119 SP:Iteration 13Q (7290.077986 sec): 3 clusters Score: Raw -1320644.867540 + Penalty 1858.332669 = -1318786.534871 nChanged 96 SP:Iteration 14Q (7290.142083 sec): 3 clusters Score: Raw -1320703.101941 + Penalty 1858.332669 = -1318844.769272 nChanged 66 SP:Iteration 15Q (7290.207918 sec): 3 clusters Score: Raw -1320743.433560 + Penalty 1858.332669 = -1318885.100891 nChanged 53 SP:Iteration 16Q (7290.271591 sec): 3 clusters Score: Raw -1320780.234143 + Penalty 1858.332669 = -1318921.901475 nChanged 40 SP:Iteration 17Q (7290.326832 sec): 3 clusters Score: Raw -1320802.276470 + Penalty 1858.332669 = -1318943.943802 nChanged 25 SP:Iteration 18Q (7290.386511 sec): 3 clusters Score: Raw -1320812.763474 + Penalty 1858.332669 = -1318954.430805 nChanged 18 SP:Iteration 19Q (7290.460073 sec): 3 clusters Score: Raw -1320823.964343 + Penalty 1858.332669 = -1318965.631674 nChanged 16 SP:Iteration 20F (7290.528451 sec): 3 clusters Score: Raw -1320833.094992 + Penalty 1858.332669 = -1318974.762323 nChanged 12 SP:Iteration 21Q (7290.581098 sec): 3 clusters Score: Raw -1320840.075956 + Penalty 1858.332669 = -1318981.743288 nChanged 15 SP:Iteration 22Q (7290.654334 sec): 3 clusters Score: Raw -1320852.141149 + Penalty 1858.332669 = -1318993.808480 nChanged 12 SP:Iteration 23Q (7290.708690 sec): 3 clusters Score: Raw -1320858.845701 + Penalty 1858.332669 = -1319000.513033 nChanged 8 SP:Iteration 24Q (7290.779486 sec): 3 clusters Score: Raw -1320862.623878 + Penalty 1858.332669 = -1319004.291209 nChanged 9 SP:Iteration 25Q (7290.833319 sec): 3 clusters Score: Raw -1320866.645799 + Penalty 1858.332669 = -1319008.313131 nChanged 9 SP:Iteration 26Q (7290.900439 sec): 3 clusters Score: Raw -1320870.800654 + Penalty 1858.332669 = -1319012.467985 nChanged 7 SP:Iteration 27Q (7290.968675 sec): 3 clusters Score: Raw -1320873.257015 + Penalty 1858.332669 = -1319014.924347 nChanged 1 SP:Iteration 28Q (7291.029221 sec): 3 clusters Score: Raw -1320874.281510 + Penalty 1858.332669 = -1319015.948841 nChanged 2 SP:Iteration 29Q (7291.087068 sec): 3 clusters Score: Raw -1320875.550650 + Penalty 1858.332669 = -1319017.217981 nChanged 4 SP:Iteration 30Q (7291.153746 sec): 3 clusters Score: Raw -1320878.239494 + Penalty 1858.332669 = -1319019.906825 nChanged 6 SP:Iteration 31Q (7291.219896 sec): 3 clusters Score: Raw -1320881.664798 + Penalty 1858.332669 = -1319023.332130 nChanged 5 SP:Iteration 32Q (7291.285137 sec): 3 clusters Score: Raw -1320884.694673 + Penalty 1858.332669 = -1319026.362004 nChanged 3 SP:Iteration 33Q (7291.346726 sec): 3 clusters Score: Raw -1320885.878531 + Penalty 1858.332669 = -1319027.545863 nChanged 1 SP:Iteration 34Q (7291.413246 sec): 3 clusters Score: Raw -1320886.077472 + Penalty 1858.332669 = -1319027.744804 nChanged 0 SP:Iteration 35F (7291.478037 sec): 3 clusters Score: Raw -1320886.077472 + Penalty 1858.332669 = -1319027.744804 nChanged 0 Trying to split cluster 34 (1128 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7291.505722 sec): 2 clusters Score: Raw -70127.914924 + Penalty 667.679136 = -69460.235788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7291.554065 sec): 3 clusters Score: Raw -69668.262882 + Penalty 1335.358272 = -68332.904609 nChanged 409 SP:Iteration 1F (7291.591415 sec): 3 clusters Score: Raw -70007.645997 + Penalty 1335.358272 = -68672.287725 nChanged 95 SP:Iteration 2F (7291.649162 sec): 3 clusters Score: Raw -70085.550985 + Penalty 1335.358272 = -68750.192713 nChanged 62 SP:Iteration 3F (7291.681327 sec): 3 clusters Score: Raw -70148.540636 + Penalty 1335.358272 = -68813.182364 nChanged 58 SP:Iteration 4F (7291.737035 sec): 3 clusters Score: Raw -70215.263285 + Penalty 1335.358272 = -68879.905013 nChanged 52 SP:Iteration 5Q (7291.789445 sec): 3 clusters Score: Raw -70287.881086 + Penalty 1335.358272 = -68952.522814 nChanged 51 SP:Iteration 6Q (7291.836054 sec): 3 clusters Score: Raw -70371.357106 + Penalty 1335.358272 = -69035.998834 nChanged 44 SP:Iteration 7Q (7291.874277 sec): 3 clusters Score: Raw -70443.022270 + Penalty 1335.358272 = -69107.663998 nChanged 51 SP:Iteration 8Q (7291.920492 sec): 3 clusters Score: Raw -70553.648024 + Penalty 1335.358272 = -69218.289752 nChanged 56 SP:Iteration 9Q (7291.964729 sec): 3 clusters Score: Raw -70694.859343 + Penalty 1335.358272 = -69359.501071 nChanged 38 SP:Iteration 10Q (7292.004234 sec): 3 clusters Score: Raw -70807.805337 + Penalty 1335.358272 = -69472.447065 nChanged 26 SP:Iteration 11Q (7292.040354 sec): 3 clusters Score: Raw -70846.708401 + Penalty 1335.358272 = -69511.350129 nChanged 13 SP:Iteration 12Q (7292.085414 sec): 3 clusters Score: Raw -70856.377586 + Penalty 1335.358272 = -69521.019314 nChanged 5 SP:Iteration 13Q (7292.133692 sec): 3 clusters Score: Raw -70862.635187 + Penalty 1335.358272 = -69527.276915 nChanged 5 SP:Iteration 14Q (7292.174223 sec): 3 clusters Score: Raw -70867.630685 + Penalty 1335.358272 = -69532.272413 nChanged 0 SP:Iteration 15F (7292.225003 sec): 3 clusters Score: Raw -70867.824137 + Penalty 1335.358272 = -69532.465865 nChanged 1 SP:Iteration 16Q (7292.261487 sec): 3 clusters Score: Raw -70869.002042 + Penalty 1335.358272 = -69533.643770 nChanged 1 SP:Iteration 17Q (7292.310429 sec): 3 clusters Score: Raw -70869.435355 + Penalty 1335.358272 = -69534.077083 nChanged 1 SP:Iteration 18Q (7292.347981 sec): 3 clusters Score: Raw -70870.347210 + Penalty 1335.358272 = -69534.988938 nChanged 0 SP:Iteration 19F (7292.394818 sec): 3 clusters Score: Raw -70870.347210 + Penalty 1335.358272 = -69534.988938 nChanged 0 Score: Raw -45959235.895236 + Penalty 54623.503038 = -45904612.392197 Splitting cluster 34 changes total score from -45905135.967436 to -45904612.392197 So it's not getting split. Trying to split cluster 35 (5025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7305.437385 sec): 2 clusters Score: Raw -327563.008600 + Penalty 809.607170 = -326753.401430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7305.489370 sec): 3 clusters Score: Raw -324797.789600 + Penalty 1619.214339 = -323178.575261 nChanged 2104 SP:Iteration 1F (7305.526269 sec): 3 clusters Score: Raw -325971.889297 + Penalty 1619.214339 = -324352.674957 nChanged 348 SP:Iteration 2F (7305.575073 sec): 3 clusters Score: Raw -326192.650161 + Penalty 1619.214339 = -324573.435822 nChanged 345 SP:Iteration 3F (7305.624392 sec): 3 clusters Score: Raw -326393.157063 + Penalty 1619.214339 = -324773.942724 nChanged 306 SP:Iteration 4F (7305.667726 sec): 3 clusters Score: Raw -326572.001208 + Penalty 1619.214339 = -324952.786869 nChanged 262 SP:Iteration 5F (7305.708034 sec): 3 clusters Score: Raw -326718.516024 + Penalty 1619.214339 = -325099.301685 nChanged 242 SP:Iteration 6Q (7305.769085 sec): 3 clusters Score: Raw -326850.138732 + Penalty 1619.214339 = -325230.924393 nChanged 211 SP:Iteration 7Q (7305.809975 sec): 3 clusters Score: Raw -326943.606105 + Penalty 1619.214339 = -325324.391766 nChanged 155 SP:Iteration 8Q (7305.856974 sec): 3 clusters Score: Raw -327016.020010 + Penalty 1619.214339 = -325396.805671 nChanged 169 SP:Iteration 9Q (7305.905071 sec): 3 clusters Score: Raw -327099.293874 + Penalty 1619.214339 = -325480.079535 nChanged 144 SP:Iteration 10Q (7305.952080 sec): 3 clusters Score: Raw -327169.912295 + Penalty 1619.214339 = -325550.697956 nChanged 113 SP:Iteration 11Q (7305.998383 sec): 3 clusters Score: Raw -327235.534021 + Penalty 1619.214339 = -325616.319682 nChanged 111 SP:Iteration 12Q (7306.042149 sec): 3 clusters Score: Raw -327306.013985 + Penalty 1619.214339 = -325686.799645 nChanged 96 SP:Iteration 13Q (7306.084100 sec): 3 clusters Score: Raw -327369.157494 + Penalty 1619.214339 = -325749.943155 nChanged 95 SP:Iteration 14Q (7306.122015 sec): 3 clusters Score: Raw -327435.044217 + Penalty 1619.214339 = -325815.829878 nChanged 85 SP:Iteration 15Q (7306.176621 sec): 3 clusters Score: Raw -327479.549346 + Penalty 1619.214339 = -325860.335007 nChanged 73 SP:Iteration 16Q (7306.224124 sec): 3 clusters Score: Raw -327519.158379 + Penalty 1619.214339 = -325899.944039 nChanged 64 SP:Iteration 17Q (7306.272513 sec): 3 clusters Score: Raw -327547.770510 + Penalty 1619.214339 = -325928.556170 nChanged 57 SP:Iteration 18Q (7306.315047 sec): 3 clusters Score: Raw -327570.280590 + Penalty 1619.214339 = -325951.066251 nChanged 49 SP:Iteration 19Q (7306.372287 sec): 3 clusters Score: Raw -327591.465820 + Penalty 1619.214339 = -325972.251481 nChanged 42 SP:Iteration 20F (7306.407761 sec): 3 clusters Score: Raw -327610.342376 + Penalty 1619.214339 = -325991.128037 nChanged 36 SP:Iteration 21Q (7306.459452 sec): 3 clusters Score: Raw -327621.657284 + Penalty 1619.214339 = -326002.442945 nChanged 27 SP:Iteration 22Q (7306.497021 sec): 3 clusters Score: Raw -327631.141716 + Penalty 1619.214339 = -326011.927377 nChanged 26 SP:Iteration 23Q (7306.545128 sec): 3 clusters Score: Raw -327639.366365 + Penalty 1619.214339 = -326020.152025 nChanged 24 SP:Iteration 24Q (7306.592737 sec): 3 clusters Score: Raw -327645.783155 + Penalty 1619.214339 = -326026.568816 nChanged 15 SP:Iteration 25Q (7306.651833 sec): 3 clusters Score: Raw -327648.879225 + Penalty 1619.214339 = -326029.664885 nChanged 10 SP:Iteration 26Q (7306.698688 sec): 3 clusters Score: Raw -327650.932523 + Penalty 1619.214339 = -326031.718184 nChanged 12 SP:Iteration 27Q (7306.742938 sec): 3 clusters Score: Raw -327652.931263 + Penalty 1619.214339 = -326033.716924 nChanged 8 SP:Iteration 28Q (7306.797198 sec): 3 clusters Score: Raw -327654.319576 + Penalty 1619.214339 = -326035.105237 nChanged 8 SP:Iteration 29Q (7306.853693 sec): 3 clusters Score: Raw -327655.609378 + Penalty 1619.214339 = -326036.395039 nChanged 7 SP:Iteration 30Q (7306.910955 sec): 3 clusters Score: Raw -327657.014034 + Penalty 1619.214339 = -326037.799695 nChanged 8 SP:Iteration 31Q (7306.959838 sec): 3 clusters Score: Raw -327658.142584 + Penalty 1619.214339 = -326038.928244 nChanged 10 SP:Iteration 32Q (7307.001148 sec): 3 clusters Score: Raw -327660.890874 + Penalty 1619.214339 = -326041.676535 nChanged 11 SP:Iteration 33Q (7307.054385 sec): 3 clusters Score: Raw -327663.093684 + Penalty 1619.214339 = -326043.879344 nChanged 5 SP:Iteration 34Q (7307.104152 sec): 3 clusters Score: Raw -327664.382944 + Penalty 1619.214339 = -326045.168605 nChanged 5 SP:Iteration 35Q (7307.162172 sec): 3 clusters Score: Raw -327666.300276 + Penalty 1619.214339 = -326047.085936 nChanged 8 SP:Iteration 36Q (7307.203476 sec): 3 clusters Score: Raw -327669.313136 + Penalty 1619.214339 = -326050.098797 nChanged 11 SP:Iteration 37Q (7307.251018 sec): 3 clusters Score: Raw -327673.210527 + Penalty 1619.214339 = -326053.996188 nChanged 16 SP:Iteration 38Q (7307.311543 sec): 3 clusters Score: Raw -327677.934465 + Penalty 1619.214339 = -326058.720126 nChanged 12 SP:Iteration 39Q (7307.361874 sec): 3 clusters Score: Raw -327680.432100 + Penalty 1619.214339 = -326061.217761 nChanged 10 SP:Iteration 40F (7307.405605 sec): 3 clusters Score: Raw -327683.126700 + Penalty 1619.214339 = -326063.912360 nChanged 7 SP:Iteration 41Q (7307.453789 sec): 3 clusters Score: Raw -327685.102939 + Penalty 1619.214339 = -326065.888599 nChanged 8 SP:Iteration 42Q (7307.507135 sec): 3 clusters Score: Raw -327687.998317 + Penalty 1619.214339 = -326068.783978 nChanged 5 SP:Iteration 43Q (7307.556381 sec): 3 clusters Score: Raw -327688.993977 + Penalty 1619.214339 = -326069.779638 nChanged 8 SP:Iteration 44Q (7307.611862 sec): 3 clusters Score: Raw -327691.218841 + Penalty 1619.214339 = -326072.004502 nChanged 6 SP:Iteration 45Q (7307.665354 sec): 3 clusters Score: Raw -327692.576719 + Penalty 1619.214339 = -326073.362380 nChanged 6 SP:Iteration 46Q (7307.713247 sec): 3 clusters Score: Raw -327694.800475 + Penalty 1619.214339 = -326075.586136 nChanged 7 SP:Iteration 47Q (7307.756369 sec): 3 clusters Score: Raw -327696.027807 + Penalty 1619.214339 = -326076.813468 nChanged 7 SP:Iteration 48Q (7307.807765 sec): 3 clusters Score: Raw -327698.309561 + Penalty 1619.214339 = -326079.095222 nChanged 9 SP:Iteration 49Q (7307.854550 sec): 3 clusters Score: Raw -327701.347763 + Penalty 1619.214339 = -326082.133424 nChanged 6 SP:Iteration 50Q (7307.901026 sec): 3 clusters Score: Raw -327702.272696 + Penalty 1619.214339 = -326083.058357 nChanged 5 SP:Iteration 51Q (7307.950942 sec): 3 clusters Score: Raw -327703.204205 + Penalty 1619.214339 = -326083.989865 nChanged 2 SP:Iteration 52Q (7307.991146 sec): 3 clusters Score: Raw -327703.715139 + Penalty 1619.214339 = -326084.500800 nChanged 2 SP:Iteration 53Q (7308.051166 sec): 3 clusters Score: Raw -327704.114101 + Penalty 1619.214339 = -326084.899761 nChanged 1 SP:Iteration 54Q (7308.091957 sec): 3 clusters Score: Raw -327704.316378 + Penalty 1619.214339 = -326085.102039 nChanged 0 SP:Iteration 55F (7308.143006 sec): 3 clusters Score: Raw -327704.316378 + Penalty 1619.214339 = -326085.102039 nChanged 0 Trying to split cluster 36 (5445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7308.169858 sec): 2 clusters Score: Raw -381350.551730 + Penalty 817.233038 = -380533.318692 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7308.222010 sec): 3 clusters Score: Raw -378300.595878 + Penalty 1634.466077 = -376666.129801 nChanged 2383 SP:Iteration 1F (7308.272230 sec): 3 clusters Score: Raw -379699.920139 + Penalty 1634.466077 = -378065.454062 nChanged 437 SP:Iteration 2F (7308.334371 sec): 3 clusters Score: Raw -379998.011618 + Penalty 1634.466077 = -378363.545542 nChanged 359 SP:Iteration 3F (7308.387790 sec): 3 clusters Score: Raw -380239.488910 + Penalty 1634.466077 = -378605.022834 nChanged 337 SP:Iteration 4F (7308.433837 sec): 3 clusters Score: Raw -380461.390928 + Penalty 1634.466077 = -378826.924851 nChanged 294 SP:Iteration 5F (7308.490792 sec): 3 clusters Score: Raw -380642.973761 + Penalty 1634.466077 = -379008.507685 nChanged 254 SP:Iteration 6Q (7308.534136 sec): 3 clusters Score: Raw -380784.937021 + Penalty 1634.466077 = -379150.470944 nChanged 232 SP:Iteration 7Q (7308.584544 sec): 3 clusters Score: Raw -380919.125222 + Penalty 1634.466077 = -379284.659145 nChanged 183 SP:Iteration 8Q (7308.639866 sec): 3 clusters Score: Raw -381041.421240 + Penalty 1634.466077 = -379406.955164 nChanged 175 SP:Iteration 9Q (7308.681420 sec): 3 clusters Score: Raw -381194.833096 + Penalty 1634.466077 = -379560.367019 nChanged 169 SP:Iteration 10Q (7308.736007 sec): 3 clusters Score: Raw -381304.638634 + Penalty 1634.466077 = -379670.172558 nChanged 152 SP:Iteration 11Q (7308.793409 sec): 3 clusters Score: Raw -381386.289588 + Penalty 1634.466077 = -379751.823512 nChanged 105 SP:Iteration 12Q (7308.844822 sec): 3 clusters Score: Raw -381438.160163 + Penalty 1634.466077 = -379803.694086 nChanged 95 SP:Iteration 13Q (7308.899077 sec): 3 clusters Score: Raw -381476.997730 + Penalty 1634.466077 = -379842.531653 nChanged 96 SP:Iteration 14Q (7308.949914 sec): 3 clusters Score: Raw -381505.745235 + Penalty 1634.466077 = -379871.279158 nChanged 60 SP:Iteration 15Q (7309.005025 sec): 3 clusters Score: Raw -381528.216840 + Penalty 1634.466077 = -379893.750764 nChanged 63 SP:Iteration 16Q (7309.058104 sec): 3 clusters Score: Raw -381551.330998 + Penalty 1634.466077 = -379916.864921 nChanged 67 SP:Iteration 17Q (7309.109613 sec): 3 clusters Score: Raw -381569.524798 + Penalty 1634.466077 = -379935.058721 nChanged 55 SP:Iteration 18Q (7309.164660 sec): 3 clusters Score: Raw -381585.138457 + Penalty 1634.466077 = -379950.672380 nChanged 46 SP:Iteration 19Q (7309.215385 sec): 3 clusters Score: Raw -381597.563325 + Penalty 1634.466077 = -379963.097248 nChanged 48 SP:Iteration 20F (7309.270559 sec): 3 clusters Score: Raw -381606.462274 + Penalty 1634.466077 = -379971.996197 nChanged 27 SP:Iteration 21Q (7309.319491 sec): 3 clusters Score: Raw -381611.560408 + Penalty 1634.466077 = -379977.094332 nChanged 25 SP:Iteration 22Q (7309.374286 sec): 3 clusters Score: Raw -381615.210848 + Penalty 1634.466077 = -379980.744771 nChanged 21 SP:Iteration 23Q (7309.421939 sec): 3 clusters Score: Raw -381619.696680 + Penalty 1634.466077 = -379985.230603 nChanged 36 SP:Iteration 24Q (7309.473950 sec): 3 clusters Score: Raw -381628.860652 + Penalty 1634.466077 = -379994.394576 nChanged 32 SP:Iteration 25Q (7309.521206 sec): 3 clusters Score: Raw -381636.117162 + Penalty 1634.466077 = -380001.651086 nChanged 32 SP:Iteration 26Q (7309.572417 sec): 3 clusters Score: Raw -381645.522949 + Penalty 1634.466077 = -380011.056872 nChanged 29 SP:Iteration 27Q (7309.634815 sec): 3 clusters Score: Raw -381653.410165 + Penalty 1634.466077 = -380018.944088 nChanged 25 SP:Iteration 28Q (7309.686860 sec): 3 clusters Score: Raw -381658.997161 + Penalty 1634.466077 = -380024.531084 nChanged 31 SP:Iteration 29Q (7309.729809 sec): 3 clusters Score: Raw -381666.754363 + Penalty 1634.466077 = -380032.288286 nChanged 31 SP:Iteration 30Q (7309.786132 sec): 3 clusters Score: Raw -381673.209207 + Penalty 1634.466077 = -380038.743130 nChanged 25 SP:Iteration 31Q (7309.834914 sec): 3 clusters Score: Raw -381678.644368 + Penalty 1634.466077 = -380044.178291 nChanged 34 SP:Iteration 32Q (7309.884265 sec): 3 clusters Score: Raw -381687.970466 + Penalty 1634.466077 = -380053.504389 nChanged 32 SP:Iteration 33Q (7309.941926 sec): 3 clusters Score: Raw -381694.847984 + Penalty 1634.466077 = -380060.381907 nChanged 29 SP:Iteration 34Q (7309.974824 sec): 3 clusters Score: Raw -381703.465586 + Penalty 1634.466077 = -380068.999510 nChanged 37 SP:Iteration 35Q (7310.023167 sec): 3 clusters Score: Raw -381719.410938 + Penalty 1634.466077 = -380084.944861 nChanged 38 SP:Iteration 36Q (7310.063793 sec): 3 clusters Score: Raw -381739.013150 + Penalty 1634.466077 = -380104.547074 nChanged 38 SP:Iteration 37Q (7310.118742 sec): 3 clusters Score: Raw -381752.273169 + Penalty 1634.466077 = -380117.807092 nChanged 41 SP:Iteration 38Q (7310.154922 sec): 3 clusters Score: Raw -381769.230965 + Penalty 1634.466077 = -380134.764888 nChanged 52 SP:Iteration 39Q (7310.212271 sec): 3 clusters Score: Raw -381791.957552 + Penalty 1634.466077 = -380157.491475 nChanged 40 SP:Iteration 40F (7310.263940 sec): 3 clusters Score: Raw -381805.216826 + Penalty 1634.466077 = -380170.750749 nChanged 39 SP:Iteration 41Q (7310.304702 sec): 3 clusters Score: Raw -381819.595278 + Penalty 1634.466077 = -380185.129201 nChanged 38 SP:Iteration 42Q (7310.367286 sec): 3 clusters Score: Raw -381830.620997 + Penalty 1634.466077 = -380196.154921 nChanged 25 SP:Iteration 43Q (7310.417297 sec): 3 clusters Score: Raw -381838.280587 + Penalty 1634.466077 = -380203.814510 nChanged 26 SP:Iteration 44Q (7310.472705 sec): 3 clusters Score: Raw -381843.076853 + Penalty 1634.466077 = -380208.610776 nChanged 12 SP:Iteration 45Q (7310.517291 sec): 3 clusters Score: Raw -381844.859512 + Penalty 1634.466077 = -380210.393436 nChanged 12 SP:Iteration 46Q (7310.571573 sec): 3 clusters Score: Raw -381846.273588 + Penalty 1634.466077 = -380211.807511 nChanged 8 SP:Iteration 47Q (7310.621881 sec): 3 clusters Score: Raw -381847.796361 + Penalty 1634.466077 = -380213.330284 nChanged 11 SP:Iteration 48Q (7310.670699 sec): 3 clusters Score: Raw -381849.716161 + Penalty 1634.466077 = -380215.250085 nChanged 3 SP:Iteration 49Q (7310.722682 sec): 3 clusters Score: Raw -381849.890084 + Penalty 1634.466077 = -380215.424007 nChanged 2 SP:Iteration 50Q (7310.772684 sec): 3 clusters Score: Raw -381850.112259 + Penalty 1634.466077 = -380215.646183 nChanged 2 SP:Iteration 51Q (7310.825209 sec): 3 clusters Score: Raw -381850.237806 + Penalty 1634.466077 = -380215.771729 nChanged 1 SP:Iteration 52Q (7310.870019 sec): 3 clusters Score: Raw -381850.287609 + Penalty 1634.466077 = -380215.821532 nChanged 1 SP:Iteration 53Q (7310.931521 sec): 3 clusters Score: Raw -381850.346538 + Penalty 1634.466077 = -380215.880461 nChanged 2 SP:Iteration 54Q (7310.983979 sec): 3 clusters Score: Raw -381850.558770 + Penalty 1634.466077 = -380216.092693 nChanged 2 SP:Iteration 55Q (7311.040528 sec): 3 clusters Score: Raw -381850.760864 + Penalty 1634.466077 = -380216.294787 nChanged 0 SP:Iteration 56F (7311.092764 sec): 3 clusters Score: Raw -381850.760864 + Penalty 1634.466077 = -380216.294787 nChanged 0 Trying to split cluster 37 (4080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7311.121477 sec): 2 clusters Score: Raw -293506.937276 + Penalty 789.815965 = -292717.121310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7311.176580 sec): 3 clusters Score: Raw -291330.630503 + Penalty 1579.631931 = -289750.998573 nChanged 1748 SP:Iteration 1F (7311.223806 sec): 3 clusters Score: Raw -292434.565514 + Penalty 1579.631931 = -290854.933583 nChanged 378 SP:Iteration 2F (7311.268703 sec): 3 clusters Score: Raw -292697.211376 + Penalty 1579.631931 = -291117.579445 nChanged 305 SP:Iteration 3F (7311.320376 sec): 3 clusters Score: Raw -292901.309830 + Penalty 1579.631931 = -291321.677900 nChanged 238 SP:Iteration 4F (7311.368959 sec): 3 clusters Score: Raw -293056.883407 + Penalty 1579.631931 = -291477.251477 nChanged 181 SP:Iteration 5Q (7311.409076 sec): 3 clusters Score: Raw -293164.485464 + Penalty 1579.631931 = -291584.853533 nChanged 145 SP:Iteration 6Q (7311.457522 sec): 3 clusters Score: Raw -293260.684463 + Penalty 1579.631931 = -291681.052532 nChanged 104 SP:Iteration 7Q (7311.501266 sec): 3 clusters Score: Raw -293326.387034 + Penalty 1579.631931 = -291746.755103 nChanged 95 SP:Iteration 8Q (7311.555233 sec): 3 clusters Score: Raw -293379.880846 + Penalty 1579.631931 = -291800.248915 nChanged 79 SP:Iteration 9Q (7311.607328 sec): 3 clusters Score: Raw -293420.989211 + Penalty 1579.631931 = -291841.357280 nChanged 57 SP:Iteration 10Q (7311.669701 sec): 3 clusters Score: Raw -293445.847430 + Penalty 1579.631931 = -291866.215500 nChanged 39 SP:Iteration 11Q (7311.709885 sec): 3 clusters Score: Raw -293462.990749 + Penalty 1579.631931 = -291883.358818 nChanged 36 SP:Iteration 12Q (7311.759283 sec): 3 clusters Score: Raw -293478.198350 + Penalty 1579.631931 = -291898.566420 nChanged 36 SP:Iteration 13Q (7311.812903 sec): 3 clusters Score: Raw -293491.388281 + Penalty 1579.631931 = -291911.756350 nChanged 28 SP:Iteration 14Q (7311.862729 sec): 3 clusters Score: Raw -293502.274693 + Penalty 1579.631931 = -291922.642763 nChanged 31 SP:Iteration 15Q (7311.919550 sec): 3 clusters Score: Raw -293514.557051 + Penalty 1579.631931 = -291934.925120 nChanged 28 SP:Iteration 16Q (7311.969101 sec): 3 clusters Score: Raw -293523.726950 + Penalty 1579.631931 = -291944.095019 nChanged 24 SP:Iteration 17Q (7312.010425 sec): 3 clusters Score: Raw -293533.682724 + Penalty 1579.631931 = -291954.050794 nChanged 25 SP:Iteration 18Q (7312.061559 sec): 3 clusters Score: Raw -293542.971209 + Penalty 1579.631931 = -291963.339278 nChanged 19 SP:Iteration 19Q (7312.123446 sec): 3 clusters Score: Raw -293550.396515 + Penalty 1579.631931 = -291970.764584 nChanged 9 SP:Iteration 20F (7312.169873 sec): 3 clusters Score: Raw -293554.620822 + Penalty 1579.631931 = -291974.988891 nChanged 17 SP:Iteration 21Q (7312.206921 sec): 3 clusters Score: Raw -293561.367772 + Penalty 1579.631931 = -291981.735841 nChanged 16 SP:Iteration 22Q (7312.263098 sec): 3 clusters Score: Raw -293569.329026 + Penalty 1579.631931 = -291989.697095 nChanged 20 SP:Iteration 23Q (7312.309284 sec): 3 clusters Score: Raw -293582.271734 + Penalty 1579.631931 = -292002.639803 nChanged 29 SP:Iteration 24Q (7312.359711 sec): 3 clusters Score: Raw -293598.904384 + Penalty 1579.631931 = -292019.272453 nChanged 24 SP:Iteration 25Q (7312.411753 sec): 3 clusters Score: Raw -293611.257471 + Penalty 1579.631931 = -292031.625540 nChanged 18 SP:Iteration 26Q (7312.455264 sec): 3 clusters Score: Raw -293617.182866 + Penalty 1579.631931 = -292037.550935 nChanged 19 SP:Iteration 27Q (7312.503865 sec): 3 clusters Score: Raw -293626.080427 + Penalty 1579.631931 = -292046.448496 nChanged 21 SP:Iteration 28Q (7312.546009 sec): 3 clusters Score: Raw -293635.909389 + Penalty 1579.631931 = -292056.277458 nChanged 19 SP:Iteration 29Q (7312.593966 sec): 3 clusters Score: Raw -293643.815470 + Penalty 1579.631931 = -292064.183539 nChanged 17 SP:Iteration 30Q (7312.648050 sec): 3 clusters Score: Raw -293649.941790 + Penalty 1579.631931 = -292070.309859 nChanged 9 SP:Iteration 31Q (7312.688607 sec): 3 clusters Score: Raw -293654.482242 + Penalty 1579.631931 = -292074.850311 nChanged 9 SP:Iteration 32Q (7312.749291 sec): 3 clusters Score: Raw -293657.108770 + Penalty 1579.631931 = -292077.476840 nChanged 8 SP:Iteration 33Q (7312.800126 sec): 3 clusters Score: Raw -293661.067763 + Penalty 1579.631931 = -292081.435832 nChanged 10 SP:Iteration 34Q (7312.842867 sec): 3 clusters Score: Raw -293666.055780 + Penalty 1579.631931 = -292086.423849 nChanged 10 SP:Iteration 35Q (7312.885093 sec): 3 clusters Score: Raw -293671.712386 + Penalty 1579.631931 = -292092.080455 nChanged 12 SP:Iteration 36Q (7312.929247 sec): 3 clusters Score: Raw -293678.267506 + Penalty 1579.631931 = -292098.635575 nChanged 8 SP:Iteration 37Q (7312.975941 sec): 3 clusters Score: Raw -293681.343289 + Penalty 1579.631931 = -292101.711358 nChanged 6 SP:Iteration 38Q (7313.029084 sec): 3 clusters Score: Raw -293683.874953 + Penalty 1579.631931 = -292104.243022 nChanged 5 SP:Iteration 39Q (7313.082011 sec): 3 clusters Score: Raw -293687.136170 + Penalty 1579.631931 = -292107.504239 nChanged 8 SP:Iteration 40F (7313.135512 sec): 3 clusters Score: Raw -293690.734455 + Penalty 1579.631931 = -292111.102524 nChanged 10 SP:Iteration 41Q (7313.181554 sec): 3 clusters Score: Raw -293695.699009 + Penalty 1579.631931 = -292116.067078 nChanged 11 SP:Iteration 42Q (7313.223190 sec): 3 clusters Score: Raw -293699.724809 + Penalty 1579.631931 = -292120.092878 nChanged 7 SP:Iteration 43Q (7313.267969 sec): 3 clusters Score: Raw -293701.709072 + Penalty 1579.631931 = -292122.077141 nChanged 5 SP:Iteration 44Q (7313.317193 sec): 3 clusters Score: Raw -293703.084272 + Penalty 1579.631931 = -292123.452341 nChanged 6 SP:Iteration 45Q (7313.364144 sec): 3 clusters Score: Raw -293706.722439 + Penalty 1579.631931 = -292127.090508 nChanged 7 SP:Iteration 46Q (7313.403064 sec): 3 clusters Score: Raw -293709.264813 + Penalty 1579.631931 = -292129.632883 nChanged 4 SP:Iteration 47Q (7313.436616 sec): 3 clusters Score: Raw -293710.728182 + Penalty 1579.631931 = -292131.096251 nChanged 2 SP:Iteration 48Q (7313.480065 sec): 3 clusters Score: Raw -293712.534262 + Penalty 1579.631931 = -292132.902331 nChanged 4 SP:Iteration 49Q (7313.538029 sec): 3 clusters Score: Raw -293713.979432 + Penalty 1579.631931 = -292134.347501 nChanged 4 SP:Iteration 50Q (7313.574964 sec): 3 clusters Score: Raw -293715.252338 + Penalty 1579.631931 = -292135.620407 nChanged 1 SP:Iteration 51Q (7313.619782 sec): 3 clusters Score: Raw -293715.364239 + Penalty 1579.631931 = -292135.732309 nChanged 0 SP:Iteration 52F (7313.657401 sec): 3 clusters Score: Raw -293715.364239 + Penalty 1579.631931 = -292135.732309 nChanged 0 Trying to split cluster 38 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7313.681290 sec): 2 clusters Score: Raw -131436.460797 + Penalty 704.212582 = -130732.248216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7313.723881 sec): 3 clusters Score: Raw -130680.480819 + Penalty 1408.425163 = -129272.055656 nChanged 658 SP:Iteration 1F (7313.776612 sec): 3 clusters Score: Raw -131068.952985 + Penalty 1408.425163 = -129660.527822 nChanged 140 SP:Iteration 2F (7313.812423 sec): 3 clusters Score: Raw -131185.615794 + Penalty 1408.425163 = -129777.190631 nChanged 109 SP:Iteration 3F (7313.852578 sec): 3 clusters Score: Raw -131272.331624 + Penalty 1408.425163 = -129863.906461 nChanged 86 SP:Iteration 4F (7313.893663 sec): 3 clusters Score: Raw -131356.269013 + Penalty 1408.425163 = -129947.843850 nChanged 65 SP:Iteration 5Q (7313.944343 sec): 3 clusters Score: Raw -131405.083222 + Penalty 1408.425163 = -129996.658059 nChanged 54 SP:Iteration 6Q (7313.981368 sec): 3 clusters Score: Raw -131447.378311 + Penalty 1408.425163 = -130038.953148 nChanged 37 SP:Iteration 7Q (7314.023953 sec): 3 clusters Score: Raw -131472.406901 + Penalty 1408.425163 = -130063.981738 nChanged 34 SP:Iteration 8Q (7314.054673 sec): 3 clusters Score: Raw -131497.846841 + Penalty 1408.425163 = -130089.421678 nChanged 24 SP:Iteration 9Q (7314.104527 sec): 3 clusters Score: Raw -131518.459443 + Penalty 1408.425163 = -130110.034280 nChanged 26 SP:Iteration 10Q (7314.131110 sec): 3 clusters Score: Raw -131541.067649 + Penalty 1408.425163 = -130132.642485 nChanged 17 SP:Iteration 11Q (7314.168635 sec): 3 clusters Score: Raw -131554.780601 + Penalty 1408.425163 = -130146.355438 nChanged 13 SP:Iteration 12Q (7314.212764 sec): 3 clusters Score: Raw -131564.759217 + Penalty 1408.425163 = -130156.334054 nChanged 15 SP:Iteration 13Q (7314.250614 sec): 3 clusters Score: Raw -131580.829667 + Penalty 1408.425163 = -130172.404503 nChanged 14 SP:Iteration 14Q (7314.296527 sec): 3 clusters Score: Raw -131590.230110 + Penalty 1408.425163 = -130181.804947 nChanged 9 SP:Iteration 15Q (7314.349198 sec): 3 clusters Score: Raw -131595.899715 + Penalty 1408.425163 = -130187.474552 nChanged 7 SP:Iteration 16Q (7314.392416 sec): 3 clusters Score: Raw -131602.806521 + Penalty 1408.425163 = -130194.381358 nChanged 3 SP:Iteration 17Q (7314.443188 sec): 3 clusters Score: Raw -131603.885963 + Penalty 1408.425163 = -130195.460800 nChanged 1 SP:Iteration 18Q (7314.477878 sec): 3 clusters Score: Raw -131604.095404 + Penalty 1408.425163 = -130195.670240 nChanged 0 SP:Iteration 19F (7314.523561 sec): 3 clusters Score: Raw -131604.095404 + Penalty 1408.425163 = -130195.670240 nChanged 0 Trying to split cluster 39 (2824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7314.556276 sec): 2 clusters Score: Raw -220160.262535 + Penalty 754.861412 = -219405.401123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7314.598992 sec): 3 clusters Score: Raw -218701.836941 + Penalty 1509.722824 = -217192.114117 nChanged 1135 SP:Iteration 1F (7314.642016 sec): 3 clusters Score: Raw -219304.729438 + Penalty 1509.722824 = -217795.006614 nChanged 234 SP:Iteration 2F (7314.691776 sec): 3 clusters Score: Raw -219439.434805 + Penalty 1509.722824 = -217929.711981 nChanged 164 SP:Iteration 3F (7314.737769 sec): 3 clusters Score: Raw -219539.723422 + Penalty 1509.722824 = -218030.000598 nChanged 144 SP:Iteration 4F (7314.780403 sec): 3 clusters Score: Raw -219625.293530 + Penalty 1509.722824 = -218115.570706 nChanged 125 SP:Iteration 5Q (7314.830670 sec): 3 clusters Score: Raw -219700.064551 + Penalty 1509.722824 = -218190.341727 nChanged 107 SP:Iteration 6Q (7314.874759 sec): 3 clusters Score: Raw -219769.699372 + Penalty 1509.722824 = -218259.976549 nChanged 121 SP:Iteration 7Q (7314.919399 sec): 3 clusters Score: Raw -219837.803838 + Penalty 1509.722824 = -218328.081015 nChanged 107 SP:Iteration 8Q (7314.969404 sec): 3 clusters Score: Raw -219897.196779 + Penalty 1509.722824 = -218387.473955 nChanged 104 SP:Iteration 9Q (7315.030022 sec): 3 clusters Score: Raw -219961.103244 + Penalty 1509.722824 = -218451.380421 nChanged 93 SP:Iteration 10Q (7315.072565 sec): 3 clusters Score: Raw -220029.354300 + Penalty 1509.722824 = -218519.631477 nChanged 91 SP:Iteration 11Q (7315.121368 sec): 3 clusters Score: Raw -220079.966961 + Penalty 1509.722824 = -218570.244138 nChanged 64 SP:Iteration 12Q (7315.164695 sec): 3 clusters Score: Raw -220117.650293 + Penalty 1509.722824 = -218607.927470 nChanged 58 SP:Iteration 13Q (7315.206506 sec): 3 clusters Score: Raw -220151.957690 + Penalty 1509.722824 = -218642.234866 nChanged 62 SP:Iteration 14Q (7315.268070 sec): 3 clusters Score: Raw -220188.941855 + Penalty 1509.722824 = -218679.219031 nChanged 55 SP:Iteration 15Q (7315.312448 sec): 3 clusters Score: Raw -220220.555219 + Penalty 1509.722824 = -218710.832395 nChanged 42 SP:Iteration 16Q (7315.359535 sec): 3 clusters Score: Raw -220242.990585 + Penalty 1509.722824 = -218733.267761 nChanged 40 SP:Iteration 17Q (7315.395629 sec): 3 clusters Score: Raw -220261.514376 + Penalty 1509.722824 = -218751.791553 nChanged 31 SP:Iteration 18Q (7315.439400 sec): 3 clusters Score: Raw -220271.716856 + Penalty 1509.722824 = -218761.994032 nChanged 23 SP:Iteration 19Q (7315.497055 sec): 3 clusters Score: Raw -220280.056474 + Penalty 1509.722824 = -218770.333651 nChanged 23 SP:Iteration 20F (7315.533668 sec): 3 clusters Score: Raw -220287.985306 + Penalty 1509.722824 = -218778.262482 nChanged 19 SP:Iteration 21Q (7315.582734 sec): 3 clusters Score: Raw -220294.673000 + Penalty 1509.722824 = -218784.950176 nChanged 21 SP:Iteration 22Q (7315.624735 sec): 3 clusters Score: Raw -220301.294894 + Penalty 1509.722824 = -218791.572070 nChanged 18 SP:Iteration 23Q (7315.677075 sec): 3 clusters Score: Raw -220305.916458 + Penalty 1509.722824 = -218796.193634 nChanged 11 SP:Iteration 24Q (7315.717441 sec): 3 clusters Score: Raw -220307.870468 + Penalty 1509.722824 = -218798.147644 nChanged 5 SP:Iteration 25Q (7315.763343 sec): 3 clusters Score: Raw -220309.749833 + Penalty 1509.722824 = -218800.027009 nChanged 7 SP:Iteration 26Q (7315.815005 sec): 3 clusters Score: Raw -220312.391429 + Penalty 1509.722824 = -218802.668606 nChanged 8 SP:Iteration 27Q (7315.867373 sec): 3 clusters Score: Raw -220315.402304 + Penalty 1509.722824 = -218805.679481 nChanged 8 SP:Iteration 28Q (7315.911032 sec): 3 clusters Score: Raw -220317.865869 + Penalty 1509.722824 = -218808.143046 nChanged 8 SP:Iteration 29Q (7315.957991 sec): 3 clusters Score: Raw -220320.560585 + Penalty 1509.722824 = -218810.837761 nChanged 7 SP:Iteration 30Q (7316.004575 sec): 3 clusters Score: Raw -220321.569609 + Penalty 1509.722824 = -218811.846785 nChanged 2 SP:Iteration 31Q (7316.049484 sec): 3 clusters Score: Raw -220321.715787 + Penalty 1509.722824 = -218811.992963 nChanged 1 SP:Iteration 32Q (7316.095526 sec): 3 clusters Score: Raw -220321.971888 + Penalty 1509.722824 = -218812.249064 nChanged 2 SP:Iteration 33Q (7316.141022 sec): 3 clusters Score: Raw -220322.250274 + Penalty 1509.722824 = -218812.527450 nChanged 0 SP:Iteration 34F (7316.177743 sec): 3 clusters Score: Raw -220322.250274 + Penalty 1509.722824 = -218812.527450 nChanged 0 Trying to split cluster 40 (5072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7316.209100 sec): 2 clusters Score: Raw -362150.344365 + Penalty 810.491597 = -361339.852767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7316.267063 sec): 3 clusters Score: Raw -359336.079143 + Penalty 1620.983194 = -357715.095948 nChanged 2162 SP:Iteration 1F (7316.315038 sec): 3 clusters Score: Raw -360602.261778 + Penalty 1620.983194 = -358981.278584 nChanged 353 SP:Iteration 2F (7316.363895 sec): 3 clusters Score: Raw -360787.557792 + Penalty 1620.983194 = -359166.574598 nChanged 292 SP:Iteration 3F (7316.414912 sec): 3 clusters Score: Raw -360941.015884 + Penalty 1620.983194 = -359320.032690 nChanged 247 SP:Iteration 4Q (7316.453861 sec): 3 clusters Score: Raw -361061.746876 + Penalty 1620.983194 = -359440.763681 nChanged 234 SP:Iteration 5Q (7316.513412 sec): 3 clusters Score: Raw -361196.457044 + Penalty 1620.983194 = -359575.473850 nChanged 237 SP:Iteration 6Q (7316.569953 sec): 3 clusters Score: Raw -361367.617084 + Penalty 1620.983194 = -359746.633889 nChanged 241 SP:Iteration 7Q (7316.619416 sec): 3 clusters Score: Raw -361548.775009 + Penalty 1620.983194 = -359927.791815 nChanged 244 SP:Iteration 8Q (7316.671625 sec): 3 clusters Score: Raw -361708.217628 + Penalty 1620.983194 = -360087.234434 nChanged 201 SP:Iteration 9Q (7316.725448 sec): 3 clusters Score: Raw -361829.160023 + Penalty 1620.983194 = -360208.176828 nChanged 169 SP:Iteration 10Q (7316.779301 sec): 3 clusters Score: Raw -361930.872099 + Penalty 1620.983194 = -360309.888904 nChanged 140 SP:Iteration 11Q (7316.829364 sec): 3 clusters Score: Raw -362000.718378 + Penalty 1620.983194 = -360379.735184 nChanged 113 SP:Iteration 12Q (7316.874440 sec): 3 clusters Score: Raw -362043.992911 + Penalty 1620.983194 = -360423.009716 nChanged 85 SP:Iteration 13Q (7316.925445 sec): 3 clusters Score: Raw -362077.450870 + Penalty 1620.983194 = -360456.467676 nChanged 72 SP:Iteration 14Q (7316.975534 sec): 3 clusters Score: Raw -362105.070585 + Penalty 1620.983194 = -360484.087390 nChanged 68 SP:Iteration 15Q (7317.021871 sec): 3 clusters Score: Raw -362128.410734 + Penalty 1620.983194 = -360507.427540 nChanged 62 SP:Iteration 16Q (7317.074933 sec): 3 clusters Score: Raw -362150.251695 + Penalty 1620.983194 = -360529.268500 nChanged 66 SP:Iteration 17Q (7317.129758 sec): 3 clusters Score: Raw -362174.991773 + Penalty 1620.983194 = -360554.008579 nChanged 59 SP:Iteration 18Q (7317.188002 sec): 3 clusters Score: Raw -362192.590331 + Penalty 1620.983194 = -360571.607136 nChanged 49 SP:Iteration 19Q (7317.232376 sec): 3 clusters Score: Raw -362207.120148 + Penalty 1620.983194 = -360586.136953 nChanged 33 SP:Iteration 20F (7317.284258 sec): 3 clusters Score: Raw -362215.872478 + Penalty 1620.983194 = -360594.889284 nChanged 32 SP:Iteration 21Q (7317.342322 sec): 3 clusters Score: Raw -362224.633600 + Penalty 1620.983194 = -360603.650406 nChanged 33 SP:Iteration 22Q (7317.386240 sec): 3 clusters Score: Raw -362234.850752 + Penalty 1620.983194 = -360613.867558 nChanged 32 SP:Iteration 23Q (7317.445969 sec): 3 clusters Score: Raw -362245.079238 + Penalty 1620.983194 = -360624.096043 nChanged 37 SP:Iteration 24Q (7317.506759 sec): 3 clusters Score: Raw -362256.730604 + Penalty 1620.983194 = -360635.747410 nChanged 37 SP:Iteration 25Q (7317.552012 sec): 3 clusters Score: Raw -362269.641581 + Penalty 1620.983194 = -360648.658387 nChanged 38 SP:Iteration 26Q (7317.615904 sec): 3 clusters Score: Raw -362279.945624 + Penalty 1620.983194 = -360658.962430 nChanged 32 SP:Iteration 27Q (7317.671802 sec): 3 clusters Score: Raw -362287.080608 + Penalty 1620.983194 = -360666.097414 nChanged 30 SP:Iteration 28Q (7317.714987 sec): 3 clusters Score: Raw -362297.186023 + Penalty 1620.983194 = -360676.202829 nChanged 38 SP:Iteration 29Q (7317.765920 sec): 3 clusters Score: Raw -362310.689234 + Penalty 1620.983194 = -360689.706040 nChanged 42 SP:Iteration 30Q (7317.811382 sec): 3 clusters Score: Raw -362322.426205 + Penalty 1620.983194 = -360701.443010 nChanged 36 SP:Iteration 31Q (7317.858865 sec): 3 clusters Score: Raw -362333.157765 + Penalty 1620.983194 = -360712.174571 nChanged 36 SP:Iteration 32Q (7317.905013 sec): 3 clusters Score: Raw -362346.226158 + Penalty 1620.983194 = -360725.242964 nChanged 33 SP:Iteration 33Q (7317.964013 sec): 3 clusters Score: Raw -362356.179993 + Penalty 1620.983194 = -360735.196798 nChanged 32 SP:Iteration 34Q (7318.013152 sec): 3 clusters Score: Raw -362365.344579 + Penalty 1620.983194 = -360744.361385 nChanged 33 SP:Iteration 35Q (7318.054601 sec): 3 clusters Score: Raw -362375.585311 + Penalty 1620.983194 = -360754.602117 nChanged 37 SP:Iteration 36Q (7318.112303 sec): 3 clusters Score: Raw -362385.697876 + Penalty 1620.983194 = -360764.714682 nChanged 25 SP:Iteration 37Q (7318.156392 sec): 3 clusters Score: Raw -362392.242252 + Penalty 1620.983194 = -360771.259058 nChanged 16 SP:Iteration 38Q (7318.215129 sec): 3 clusters Score: Raw -362396.133145 + Penalty 1620.983194 = -360775.149950 nChanged 16 SP:Iteration 39Q (7318.261235 sec): 3 clusters Score: Raw -362398.916078 + Penalty 1620.983194 = -360777.932883 nChanged 8 SP:Iteration 40F (7318.305266 sec): 3 clusters Score: Raw -362400.645515 + Penalty 1620.983194 = -360779.662320 nChanged 5 SP:Iteration 41Q (7318.356374 sec): 3 clusters Score: Raw -362401.308666 + Penalty 1620.983194 = -360780.325471 nChanged 3 SP:Iteration 42Q (7318.411434 sec): 3 clusters Score: Raw -362402.225622 + Penalty 1620.983194 = -360781.242427 nChanged 8 SP:Iteration 43Q (7318.474212 sec): 3 clusters Score: Raw -362404.088384 + Penalty 1620.983194 = -360783.105190 nChanged 11 SP:Iteration 44Q (7318.531130 sec): 3 clusters Score: Raw -362405.878630 + Penalty 1620.983194 = -360784.895436 nChanged 6 SP:Iteration 45Q (7318.563755 sec): 3 clusters Score: Raw -362406.347831 + Penalty 1620.983194 = -360785.364637 nChanged 4 SP:Iteration 46Q (7318.615773 sec): 3 clusters Score: Raw -362406.921539 + Penalty 1620.983194 = -360785.938345 nChanged 5 SP:Iteration 47Q (7318.657292 sec): 3 clusters Score: Raw -362407.861986 + Penalty 1620.983194 = -360786.878791 nChanged 5 SP:Iteration 48Q (7318.719427 sec): 3 clusters Score: Raw -362408.720684 + Penalty 1620.983194 = -360787.737489 nChanged 6 SP:Iteration 49Q (7318.754575 sec): 3 clusters Score: Raw -362409.809894 + Penalty 1620.983194 = -360788.826699 nChanged 3 SP:Iteration 50Q (7318.808351 sec): 3 clusters Score: Raw -362409.944613 + Penalty 1620.983194 = -360788.961419 nChanged 0 SP:Iteration 51F (7318.850213 sec): 3 clusters Score: Raw -362409.944613 + Penalty 1620.983194 = -360788.961419 nChanged 0 Trying to split cluster 41 (3009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7318.881172 sec): 2 clusters Score: Raw -227521.683209 + Penalty 760.889492 = -226760.793717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7318.929900 sec): 3 clusters Score: Raw -225949.271142 + Penalty 1521.778985 = -224427.492158 nChanged 1232 SP:Iteration 1F (7318.967623 sec): 3 clusters Score: Raw -226728.672704 + Penalty 1521.778985 = -225206.893720 nChanged 276 SP:Iteration 2F (7319.014986 sec): 3 clusters Score: Raw -226994.084121 + Penalty 1521.778985 = -225472.305136 nChanged 243 SP:Iteration 3F (7319.061760 sec): 3 clusters Score: Raw -227198.162881 + Penalty 1521.778985 = -225676.383896 nChanged 192 SP:Iteration 4F (7319.108440 sec): 3 clusters Score: Raw -227368.011102 + Penalty 1521.778985 = -225846.232117 nChanged 154 SP:Iteration 5F (7319.163843 sec): 3 clusters Score: Raw -227467.931784 + Penalty 1521.778985 = -225946.152800 nChanged 104 SP:Iteration 6Q (7319.212769 sec): 3 clusters Score: Raw -227535.149501 + Penalty 1521.778985 = -226013.370517 nChanged 83 SP:Iteration 7Q (7319.263510 sec): 3 clusters Score: Raw -227585.274751 + Penalty 1521.778985 = -226063.495767 nChanged 66 SP:Iteration 8Q (7319.309758 sec): 3 clusters Score: Raw -227629.555035 + Penalty 1521.778985 = -226107.776051 nChanged 61 SP:Iteration 9Q (7319.353729 sec): 3 clusters Score: Raw -227666.516699 + Penalty 1521.778985 = -226144.737714 nChanged 51 SP:Iteration 10Q (7319.412674 sec): 3 clusters Score: Raw -227696.056217 + Penalty 1521.778985 = -226174.277232 nChanged 39 SP:Iteration 11Q (7319.465819 sec): 3 clusters Score: Raw -227726.269413 + Penalty 1521.778985 = -226204.490429 nChanged 45 SP:Iteration 12Q (7319.512037 sec): 3 clusters Score: Raw -227745.784407 + Penalty 1521.778985 = -226224.005422 nChanged 29 SP:Iteration 13Q (7319.564197 sec): 3 clusters Score: Raw -227756.339450 + Penalty 1521.778985 = -226234.560466 nChanged 29 SP:Iteration 14Q (7319.612557 sec): 3 clusters Score: Raw -227766.629277 + Penalty 1521.778985 = -226244.850292 nChanged 16 SP:Iteration 15Q (7319.663164 sec): 3 clusters Score: Raw -227773.384622 + Penalty 1521.778985 = -226251.605637 nChanged 20 SP:Iteration 16Q (7319.710230 sec): 3 clusters Score: Raw -227781.008158 + Penalty 1521.778985 = -226259.229174 nChanged 25 SP:Iteration 17Q (7319.757641 sec): 3 clusters Score: Raw -227794.498169 + Penalty 1521.778985 = -226272.719185 nChanged 33 SP:Iteration 18Q (7319.792420 sec): 3 clusters Score: Raw -227810.479921 + Penalty 1521.778985 = -226288.700936 nChanged 25 SP:Iteration 19Q (7319.845142 sec): 3 clusters Score: Raw -227820.171757 + Penalty 1521.778985 = -226298.392772 nChanged 14 SP:Iteration 20F (7319.881563 sec): 3 clusters Score: Raw -227824.999139 + Penalty 1521.778985 = -226303.220154 nChanged 11 SP:Iteration 21Q (7319.929799 sec): 3 clusters Score: Raw -227828.042106 + Penalty 1521.778985 = -226306.263122 nChanged 10 SP:Iteration 22Q (7319.974282 sec): 3 clusters Score: Raw -227831.379730 + Penalty 1521.778985 = -226309.600745 nChanged 9 SP:Iteration 23Q (7320.020869 sec): 3 clusters Score: Raw -227835.755220 + Penalty 1521.778985 = -226313.976235 nChanged 13 SP:Iteration 24Q (7320.080789 sec): 3 clusters Score: Raw -227842.734494 + Penalty 1521.778985 = -226320.955510 nChanged 11 SP:Iteration 25Q (7320.126876 sec): 3 clusters Score: Raw -227845.562977 + Penalty 1521.778985 = -226323.783993 nChanged 8 SP:Iteration 26Q (7320.172614 sec): 3 clusters Score: Raw -227847.021384 + Penalty 1521.778985 = -226325.242400 nChanged 2 SP:Iteration 27Q (7320.218550 sec): 3 clusters Score: Raw -227847.316597 + Penalty 1521.778985 = -226325.537613 nChanged 3 SP:Iteration 28Q (7320.266891 sec): 3 clusters Score: Raw -227847.993860 + Penalty 1521.778985 = -226326.214876 nChanged 5 SP:Iteration 29Q (7320.316193 sec): 3 clusters Score: Raw -227850.027944 + Penalty 1521.778985 = -226328.248960 nChanged 8 SP:Iteration 30Q (7320.363151 sec): 3 clusters Score: Raw -227851.708595 + Penalty 1521.778985 = -226329.929611 nChanged 2 SP:Iteration 31Q (7320.400725 sec): 3 clusters Score: Raw -227851.929946 + Penalty 1521.778985 = -226330.150961 nChanged 3 SP:Iteration 32Q (7320.457242 sec): 3 clusters Score: Raw -227852.431238 + Penalty 1521.778985 = -226330.652253 nChanged 0 SP:Iteration 33F (7320.508593 sec): 3 clusters Score: Raw -227852.431238 + Penalty 1521.778985 = -226330.652253 nChanged 0 Trying to split cluster 42 (6454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7320.538237 sec): 2 clusters Score: Raw -532236.711144 + Penalty 833.383260 = -531403.327884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7320.584739 sec): 3 clusters Score: Raw -528504.078450 + Penalty 1666.766521 = -526837.311929 nChanged 2842 SP:Iteration 1F (7320.644968 sec): 3 clusters Score: Raw -530001.691077 + Penalty 1666.766521 = -528334.924556 nChanged 391 SP:Iteration 2F (7320.694980 sec): 3 clusters Score: Raw -530173.947516 + Penalty 1666.766521 = -528507.180995 nChanged 331 SP:Iteration 3F (7320.740720 sec): 3 clusters Score: Raw -530330.720084 + Penalty 1666.766521 = -528663.953563 nChanged 293 SP:Iteration 4Q (7320.791401 sec): 3 clusters Score: Raw -530472.370140 + Penalty 1666.766521 = -528805.603619 nChanged 285 SP:Iteration 5Q (7320.841185 sec): 3 clusters Score: Raw -530619.346007 + Penalty 1666.766521 = -528952.579486 nChanged 284 SP:Iteration 6Q (7320.900712 sec): 3 clusters Score: Raw -530778.217028 + Penalty 1666.766521 = -529111.450507 nChanged 294 SP:Iteration 7Q (7320.956119 sec): 3 clusters Score: Raw -530952.942379 + Penalty 1666.766521 = -529286.175858 nChanged 271 SP:Iteration 8Q (7321.008769 sec): 3 clusters Score: Raw -531150.867659 + Penalty 1666.766521 = -529484.101139 nChanged 284 SP:Iteration 9Q (7321.053390 sec): 3 clusters Score: Raw -531385.643515 + Penalty 1666.766521 = -529718.876994 nChanged 264 SP:Iteration 10Q (7321.111489 sec): 3 clusters Score: Raw -531609.898348 + Penalty 1666.766521 = -529943.131827 nChanged 231 SP:Iteration 11Q (7321.162241 sec): 3 clusters Score: Raw -531796.530317 + Penalty 1666.766521 = -530129.763796 nChanged 161 SP:Iteration 12Q (7321.217811 sec): 3 clusters Score: Raw -531910.164382 + Penalty 1666.766521 = -530243.397861 nChanged 120 SP:Iteration 13Q (7321.268307 sec): 3 clusters Score: Raw -531982.190000 + Penalty 1666.766521 = -530315.423480 nChanged 102 SP:Iteration 14Q (7321.310137 sec): 3 clusters Score: Raw -532044.913843 + Penalty 1666.766521 = -530378.147322 nChanged 97 SP:Iteration 15Q (7321.357711 sec): 3 clusters Score: Raw -532108.018130 + Penalty 1666.766521 = -530441.251609 nChanged 79 SP:Iteration 16Q (7321.417249 sec): 3 clusters Score: Raw -532156.524852 + Penalty 1666.766521 = -530489.758332 nChanged 49 SP:Iteration 17Q (7321.466682 sec): 3 clusters Score: Raw -532184.688482 + Penalty 1666.766521 = -530517.921961 nChanged 37 SP:Iteration 18Q (7321.509688 sec): 3 clusters Score: Raw -532205.373746 + Penalty 1666.766521 = -530538.607225 nChanged 33 SP:Iteration 19Q (7321.563793 sec): 3 clusters Score: Raw -532225.645890 + Penalty 1666.766521 = -530558.879369 nChanged 30 SP:Iteration 20F (7321.602221 sec): 3 clusters Score: Raw -532245.661495 + Penalty 1666.766521 = -530578.894975 nChanged 34 SP:Iteration 21Q (7321.651285 sec): 3 clusters Score: Raw -532268.966587 + Penalty 1666.766521 = -530602.200066 nChanged 31 SP:Iteration 22Q (7321.707316 sec): 3 clusters Score: Raw -532291.276065 + Penalty 1666.766521 = -530624.509544 nChanged 28 SP:Iteration 23Q (7321.753390 sec): 3 clusters Score: Raw -532311.900358 + Penalty 1666.766521 = -530645.133837 nChanged 19 SP:Iteration 24Q (7321.801589 sec): 3 clusters Score: Raw -532327.041449 + Penalty 1666.766521 = -530660.274928 nChanged 19 SP:Iteration 25Q (7321.860798 sec): 3 clusters Score: Raw -532345.027870 + Penalty 1666.766521 = -530678.261349 nChanged 12 SP:Iteration 26Q (7321.904051 sec): 3 clusters Score: Raw -532355.305400 + Penalty 1666.766521 = -530688.538879 nChanged 7 SP:Iteration 27Q (7321.955683 sec): 3 clusters Score: Raw -532359.824572 + Penalty 1666.766521 = -530693.058052 nChanged 7 SP:Iteration 28Q (7322.006267 sec): 3 clusters Score: Raw -532365.999517 + Penalty 1666.766521 = -530699.232996 nChanged 7 SP:Iteration 29Q (7322.049173 sec): 3 clusters Score: Raw -532369.969068 + Penalty 1666.766521 = -530703.202548 nChanged 3 SP:Iteration 30Q (7322.111016 sec): 3 clusters Score: Raw -532371.914558 + Penalty 1666.766521 = -530705.148037 nChanged 1 SP:Iteration 31Q (7322.150181 sec): 3 clusters Score: Raw -532372.207915 + Penalty 1666.766521 = -530705.441394 nChanged 0 SP:Iteration 32F (7322.199677 sec): 3 clusters Score: Raw -532372.207915 + Penalty 1666.766521 = -530705.441394 nChanged 0 Iteration 339Q (7328.709238 sec): 43 clusters Score: Raw -45958495.281223 + Penalty 53353.189014 = -45905142.092209 nChanged 80 Iteration 340F (7341.551368 sec): 43 clusters Score: Raw -45958500.449001 + Penalty 53353.189014 = -45905147.259987 nChanged 86 Iteration 341Q (7347.823965 sec): 43 clusters Score: Raw -45958507.260853 + Penalty 53353.189014 = -45905154.071839 nChanged 83 Iteration 342Q (7354.442575 sec): 43 clusters Score: Raw -45958513.797784 + Penalty 53353.189014 = -45905160.608770 nChanged 88 Iteration 343Q (7360.958757 sec): 43 clusters Score: Raw -45958519.393810 + Penalty 53353.189014 = -45905166.204796 nChanged 76 Iteration 344Q (7367.486957 sec): 43 clusters Score: Raw -45958523.846606 + Penalty 53353.189014 = -45905170.657592 nChanged 79 Iteration 345Q (7373.834361 sec): 43 clusters Score: Raw -45958528.559019 + Penalty 53353.189014 = -45905175.370005 nChanged 60 Iteration 346Q (7380.450888 sec): 43 clusters Score: Raw -45958531.295260 + Penalty 53353.189014 = -45905178.106246 nChanged 55 Iteration 347Q (7387.239291 sec): 43 clusters Score: Raw -45958534.001530 + Penalty 53353.189014 = -45905180.812516 nChanged 55 Iteration 348Q (7393.897983 sec): 43 clusters Score: Raw -45958536.363045 + Penalty 53353.189014 = -45905183.174031 nChanged 57 Iteration 349Q (7400.627597 sec): 43 clusters Score: Raw -45958538.611570 + Penalty 53353.189014 = -45905185.422556 nChanged 45 Iteration 350Q (7407.330567 sec): 43 clusters Score: Raw -45958540.301376 + Penalty 53353.189014 = -45905187.112362 nChanged 52 Iteration 351Q (7414.162406 sec): 43 clusters Score: Raw -45958542.648524 + Penalty 53353.189014 = -45905189.459510 nChanged 41 Iteration 352Q (7420.766850 sec): 43 clusters Score: Raw -45958545.534078 + Penalty 53353.189014 = -45905192.345064 nChanged 43 Iteration 353Q (7427.398673 sec): 43 clusters Score: Raw -45958548.177459 + Penalty 53353.189014 = -45905194.988445 nChanged 28 Iteration 354Q (7434.204972 sec): 43 clusters Score: Raw -45958549.664234 + Penalty 53353.189014 = -45905196.475220 nChanged 33 Iteration 355Q (7440.904351 sec): 43 clusters Score: Raw -45958551.403323 + Penalty 53353.189014 = -45905198.214309 nChanged 35 Iteration 356Q (7447.617456 sec): 43 clusters Score: Raw -45958552.933849 + Penalty 53353.189014 = -45905199.744835 nChanged 30 Iteration 357Q (7454.301003 sec): 43 clusters Score: Raw -45958554.145703 + Penalty 53353.189014 = -45905200.956689 nChanged 37 Iteration 358Q (7461.143868 sec): 43 clusters Score: Raw -45958555.493568 + Penalty 53353.189014 = -45905202.304554 nChanged 40 Iteration 359Q (7467.890666 sec): 43 clusters Score: Raw -45958556.894943 + Penalty 53353.189014 = -45905203.705929 nChanged 46 Iteration 360F (7480.696784 sec): 43 clusters Score: Raw -45958558.530777 + Penalty 53353.189014 = -45905205.341763 nChanged 55 Iteration 361Q (7487.610796 sec): 43 clusters Score: Raw -45958560.336923 + Penalty 53353.189014 = -45905207.147909 nChanged 50 Iteration 362Q (7494.208105 sec): 43 clusters Score: Raw -45958561.607523 + Penalty 53353.189014 = -45905208.418509 nChanged 56 Iteration 363Q (7500.855870 sec): 43 clusters Score: Raw -45958563.297707 + Penalty 53353.189014 = -45905210.108693 nChanged 57 Iteration 364Q (7507.466064 sec): 43 clusters Score: Raw -45958565.287470 + Penalty 53353.189014 = -45905212.098456 nChanged 61 Iteration 365Q (7513.940794 sec): 43 clusters Score: Raw -45958567.258564 + Penalty 53353.189014 = -45905214.069550 nChanged 71 Iteration 366Q (7520.432074 sec): 43 clusters Score: Raw -45958569.559968 + Penalty 53353.189014 = -45905216.370954 nChanged 60 Iteration 367Q (7527.026892 sec): 43 clusters Score: Raw -45958571.084306 + Penalty 53353.189014 = -45905217.895292 nChanged 55 Iteration 368Q (7533.921400 sec): 43 clusters Score: Raw -45958573.187959 + Penalty 53353.189014 = -45905219.998945 nChanged 58 Iteration 369Q (7540.772778 sec): 43 clusters Score: Raw -45958574.747667 + Penalty 53353.189014 = -45905221.558653 nChanged 58 Iteration 370Q (7547.793013 sec): 43 clusters Score: Raw -45958576.014823 + Penalty 53353.189014 = -45905222.825809 nChanged 43 Iteration 371Q (7554.663132 sec): 43 clusters Score: Raw -45958578.269845 + Penalty 53353.189014 = -45905225.080831 nChanged 39 Iteration 372Q (7561.395733 sec): 43 clusters Score: Raw -45958579.373317 + Penalty 53353.189014 = -45905226.184303 nChanged 38 Iteration 373Q (7567.989281 sec): 43 clusters Score: Raw -45958580.162876 + Penalty 53353.189014 = -45905226.973862 nChanged 33 Iteration 374Q (7574.175488 sec): 43 clusters Score: Raw -45958580.945909 + Penalty 53353.189014 = -45905227.756895 nChanged 15 Iteration 375Q (7580.807362 sec): 43 clusters Score: Raw -45958581.355635 + Penalty 53353.189014 = -45905228.166621 nChanged 11 Iteration 376Q (7587.397212 sec): 43 clusters Score: Raw -45958581.580048 + Penalty 53353.189014 = -45905228.391034 nChanged 13 Iteration 377Q (7593.912402 sec): 43 clusters Score: Raw -45958581.910477 + Penalty 53353.189014 = -45905228.721463 nChanged 20 Iteration 378Q (7600.438549 sec): 43 clusters Score: Raw -45958582.409184 + Penalty 53353.189014 = -45905229.220170 nChanged 24 Writing temp clu file Because OldScore, -45905228.721463, is greater than current (better) Score,-45905229.220170 Compute initial score before splitting: Score: Raw -45958582.409184 + Penalty 53353.189014 = -45905229.220170 Trying to split cluster 1 (7877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7600.652401 sec): 2 clusters Score: Raw -594119.458290 + Penalty 852.311728 = -593267.146562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7600.710568 sec): 3 clusters Score: Raw -589551.912310 + Penalty 1704.623456 = -587847.288854 nChanged 3490 SP:Iteration 1F (7600.753530 sec): 3 clusters Score: Raw -591411.665640 + Penalty 1704.623456 = -589707.042184 nChanged 426 SP:Iteration 2F (7600.801726 sec): 3 clusters Score: Raw -591556.376134 + Penalty 1704.623456 = -589851.752678 nChanged 349 SP:Iteration 3Q (7600.854209 sec): 3 clusters Score: Raw -591667.646220 + Penalty 1704.623456 = -589963.022764 nChanged 291 SP:Iteration 4Q (7600.915765 sec): 3 clusters Score: Raw -591770.768093 + Penalty 1704.623456 = -590066.144637 nChanged 288 SP:Iteration 5Q (7600.975682 sec): 3 clusters Score: Raw -591891.118877 + Penalty 1704.623456 = -590186.495421 nChanged 305 SP:Iteration 6Q (7601.025243 sec): 3 clusters Score: Raw -592010.272585 + Penalty 1704.623456 = -590305.649129 nChanged 324 SP:Iteration 7Q (7601.074938 sec): 3 clusters Score: Raw -592151.809307 + Penalty 1704.623456 = -590447.185851 nChanged 348 SP:Iteration 8Q (7601.124716 sec): 3 clusters Score: Raw -592344.395763 + Penalty 1704.623456 = -590639.772307 nChanged 417 SP:Iteration 9F (7601.172560 sec): 3 clusters Score: Raw -592616.546368 + Penalty 1704.623456 = -590911.922912 nChanged 470 SP:Iteration 10F (7601.222428 sec): 3 clusters Score: Raw -592968.256298 + Penalty 1704.623456 = -591263.632842 nChanged 396 SP:Iteration 11F (7601.277214 sec): 3 clusters Score: Raw -593225.966898 + Penalty 1704.623456 = -591521.343442 nChanged 320 SP:Iteration 12Q (7601.343740 sec): 3 clusters Score: Raw -593419.872023 + Penalty 1704.623456 = -591715.248567 nChanged 248 SP:Iteration 13Q (7601.396421 sec): 3 clusters Score: Raw -593552.664507 + Penalty 1704.623456 = -591848.041051 nChanged 209 SP:Iteration 14Q (7601.436681 sec): 3 clusters Score: Raw -593642.655695 + Penalty 1704.623456 = -591938.032240 nChanged 167 SP:Iteration 15Q (7601.498100 sec): 3 clusters Score: Raw -593712.179379 + Penalty 1704.623456 = -592007.555923 nChanged 132 SP:Iteration 16Q (7601.542329 sec): 3 clusters Score: Raw -593759.464032 + Penalty 1704.623456 = -592054.840576 nChanged 93 SP:Iteration 17Q (7601.599019 sec): 3 clusters Score: Raw -593785.844451 + Penalty 1704.623456 = -592081.220995 nChanged 77 SP:Iteration 18Q (7601.656395 sec): 3 clusters Score: Raw -593808.623199 + Penalty 1704.623456 = -592103.999743 nChanged 62 SP:Iteration 19Q (7601.710489 sec): 3 clusters Score: Raw -593823.132712 + Penalty 1704.623456 = -592118.509256 nChanged 52 SP:Iteration 20F (7601.754047 sec): 3 clusters Score: Raw -593838.464380 + Penalty 1704.623456 = -592133.840924 nChanged 54 SP:Iteration 21Q (7601.812262 sec): 3 clusters Score: Raw -593853.640129 + Penalty 1704.623456 = -592149.016673 nChanged 39 SP:Iteration 22Q (7601.853435 sec): 3 clusters Score: Raw -593864.377587 + Penalty 1704.623456 = -592159.754131 nChanged 39 SP:Iteration 23Q (7601.912914 sec): 3 clusters Score: Raw -593875.931461 + Penalty 1704.623456 = -592171.308005 nChanged 38 SP:Iteration 24Q (7601.958478 sec): 3 clusters Score: Raw -593887.353196 + Penalty 1704.623456 = -592182.729740 nChanged 39 SP:Iteration 25Q (7602.024678 sec): 3 clusters Score: Raw -593895.441229 + Penalty 1704.623456 = -592190.817773 nChanged 32 SP:Iteration 26Q (7602.079038 sec): 3 clusters Score: Raw -593902.866979 + Penalty 1704.623456 = -592198.243523 nChanged 26 SP:Iteration 27Q (7602.137513 sec): 3 clusters Score: Raw -593908.280966 + Penalty 1704.623456 = -592203.657510 nChanged 22 SP:Iteration 28Q (7602.180392 sec): 3 clusters Score: Raw -593912.017297 + Penalty 1704.623456 = -592207.393841 nChanged 20 SP:Iteration 29Q (7602.232217 sec): 3 clusters Score: Raw -593916.294619 + Penalty 1704.623456 = -592211.671163 nChanged 21 SP:Iteration 30Q (7602.281967 sec): 3 clusters Score: Raw -593919.628242 + Penalty 1704.623456 = -592215.004786 nChanged 15 SP:Iteration 31Q (7602.336561 sec): 3 clusters Score: Raw -593922.062562 + Penalty 1704.623456 = -592217.439107 nChanged 8 SP:Iteration 32Q (7602.385888 sec): 3 clusters Score: Raw -593923.303777 + Penalty 1704.623456 = -592218.680321 nChanged 6 SP:Iteration 33Q (7602.445065 sec): 3 clusters Score: Raw -593923.864131 + Penalty 1704.623456 = -592219.240675 nChanged 6 SP:Iteration 34Q (7602.496762 sec): 3 clusters Score: Raw -593924.445957 + Penalty 1704.623456 = -592219.822501 nChanged 5 SP:Iteration 35Q (7602.552946 sec): 3 clusters Score: Raw -593924.916540 + Penalty 1704.623456 = -592220.293084 nChanged 4 SP:Iteration 36Q (7602.596474 sec): 3 clusters Score: Raw -593925.483457 + Penalty 1704.623456 = -592220.860001 nChanged 3 SP:Iteration 37Q (7602.646455 sec): 3 clusters Score: Raw -593925.668770 + Penalty 1704.623456 = -592221.045314 nChanged 5 SP:Iteration 38Q (7602.699242 sec): 3 clusters Score: Raw -593926.240476 + Penalty 1704.623456 = -592221.617020 nChanged 6 SP:Iteration 39Q (7602.763189 sec): 3 clusters Score: Raw -593926.712483 + Penalty 1704.623456 = -592222.089027 nChanged 2 SP:Iteration 40F (7602.809601 sec): 3 clusters Score: Raw -593926.936884 + Penalty 1704.623456 = -592222.313428 nChanged 4 SP:Iteration 41Q (7602.861909 sec): 3 clusters Score: Raw -593927.485910 + Penalty 1704.623456 = -592222.862454 nChanged 5 SP:Iteration 42Q (7602.926201 sec): 3 clusters Score: Raw -593928.023879 + Penalty 1704.623456 = -592223.400423 nChanged 3 SP:Iteration 43Q (7602.967650 sec): 3 clusters Score: Raw -593928.411053 + Penalty 1704.623456 = -592223.787597 nChanged 3 SP:Iteration 44Q (7603.025400 sec): 3 clusters Score: Raw -593928.880769 + Penalty 1704.623456 = -592224.257313 nChanged 5 SP:Iteration 45Q (7603.072080 sec): 3 clusters Score: Raw -593929.745302 + Penalty 1704.623456 = -592225.121846 nChanged 5 SP:Iteration 46Q (7603.130193 sec): 3 clusters Score: Raw -593930.216084 + Penalty 1704.623456 = -592225.592628 nChanged 7 SP:Iteration 47Q (7603.186803 sec): 3 clusters Score: Raw -593930.814561 + Penalty 1704.623456 = -592226.191105 nChanged 2 SP:Iteration 48Q (7603.231940 sec): 3 clusters Score: Raw -593931.143536 + Penalty 1704.623456 = -592226.520080 nChanged 4 SP:Iteration 49Q (7603.280089 sec): 3 clusters Score: Raw -593931.764512 + Penalty 1704.623456 = -592227.141056 nChanged 1 SP:Iteration 50Q (7603.337321 sec): 3 clusters Score: Raw -593931.876437 + Penalty 1704.623456 = -592227.252981 nChanged 1 SP:Iteration 51Q (7603.389959 sec): 3 clusters Score: Raw -593932.067246 + Penalty 1704.623456 = -592227.443790 nChanged 5 SP:Iteration 52Q (7603.448199 sec): 3 clusters Score: Raw -593932.984456 + Penalty 1704.623456 = -592228.361000 nChanged 6 SP:Iteration 53Q (7603.496433 sec): 3 clusters Score: Raw -593933.914988 + Penalty 1704.623456 = -592229.291532 nChanged 8 SP:Iteration 54Q (7603.545731 sec): 3 clusters Score: Raw -593935.354320 + Penalty 1704.623456 = -592230.730864 nChanged 10 SP:Iteration 55Q (7603.606236 sec): 3 clusters Score: Raw -593937.189898 + Penalty 1704.623456 = -592232.566442 nChanged 12 SP:Iteration 56Q (7603.652233 sec): 3 clusters Score: Raw -593939.117982 + Penalty 1704.623456 = -592234.494526 nChanged 16 SP:Iteration 57Q (7603.705274 sec): 3 clusters Score: Raw -593942.207688 + Penalty 1704.623456 = -592237.584232 nChanged 16 SP:Iteration 58Q (7603.766363 sec): 3 clusters Score: Raw -593945.811418 + Penalty 1704.623456 = -592241.187962 nChanged 18 SP:Iteration 59Q (7603.817401 sec): 3 clusters Score: Raw -593948.655794 + Penalty 1704.623456 = -592244.032338 nChanged 11 SP:Iteration 60F (7603.865500 sec): 3 clusters Score: Raw -593950.648481 + Penalty 1704.623456 = -592246.025025 nChanged 7 SP:Iteration 61Q (7603.932734 sec): 3 clusters Score: Raw -593951.267262 + Penalty 1704.623456 = -592246.643806 nChanged 6 SP:Iteration 62Q (7603.967879 sec): 3 clusters Score: Raw -593952.282460 + Penalty 1704.623456 = -592247.659004 nChanged 9 SP:Iteration 63Q (7604.017668 sec): 3 clusters Score: Raw -593953.856667 + Penalty 1704.623456 = -592249.233211 nChanged 10 SP:Iteration 64Q (7604.073993 sec): 3 clusters Score: Raw -593954.906595 + Penalty 1704.623456 = -592250.283139 nChanged 3 SP:Iteration 65Q (7604.125911 sec): 3 clusters Score: Raw -593955.560703 + Penalty 1704.623456 = -592250.937247 nChanged 4 SP:Iteration 66Q (7604.187184 sec): 3 clusters Score: Raw -593956.470813 + Penalty 1704.623456 = -592251.847357 nChanged 6 SP:Iteration 67Q (7604.238989 sec): 3 clusters Score: Raw -593957.209708 + Penalty 1704.623456 = -592252.586252 nChanged 4 SP:Iteration 68Q (7604.293068 sec): 3 clusters Score: Raw -593957.637706 + Penalty 1704.623456 = -592253.014250 nChanged 3 SP:Iteration 69Q (7604.348486 sec): 3 clusters Score: Raw -593957.975280 + Penalty 1704.623456 = -592253.351824 nChanged 4 SP:Iteration 70Q (7604.402503 sec): 3 clusters Score: Raw -593958.268153 + Penalty 1704.623456 = -592253.644697 nChanged 3 SP:Iteration 71Q (7604.460088 sec): 3 clusters Score: Raw -593958.397434 + Penalty 1704.623456 = -592253.773978 nChanged 1 SP:Iteration 72Q (7604.509227 sec): 3 clusters Score: Raw -593958.694477 + Penalty 1704.623456 = -592254.071021 nChanged 3 SP:Iteration 73Q (7604.552897 sec): 3 clusters Score: Raw -593959.147452 + Penalty 1704.623456 = -592254.523996 nChanged 6 SP:Iteration 74Q (7604.608333 sec): 3 clusters Score: Raw -593960.261892 + Penalty 1704.623456 = -592255.638436 nChanged 10 SP:Iteration 75Q (7604.664984 sec): 3 clusters Score: Raw -593961.351890 + Penalty 1704.623456 = -592256.728435 nChanged 7 SP:Iteration 76Q (7604.719576 sec): 3 clusters Score: Raw -593962.139887 + Penalty 1704.623456 = -592257.516431 nChanged 7 SP:Iteration 77Q (7604.762876 sec): 3 clusters Score: Raw -593963.134317 + Penalty 1704.623456 = -592258.510861 nChanged 7 SP:Iteration 78Q (7604.812985 sec): 3 clusters Score: Raw -593964.049115 + Penalty 1704.623456 = -592259.425659 nChanged 4 SP:Iteration 79Q (7604.867069 sec): 3 clusters Score: Raw -593964.434521 + Penalty 1704.623456 = -592259.811065 nChanged 1 SP:Iteration 80F (7604.931515 sec): 3 clusters Score: Raw -593964.572432 + Penalty 1704.623456 = -592259.948976 nChanged 1 SP:Iteration 81Q (7604.985292 sec): 3 clusters Score: Raw -593964.662829 + Penalty 1704.623456 = -592260.039373 nChanged 1 SP:Iteration 82Q (7605.027329 sec): 3 clusters Score: Raw -593964.725385 + Penalty 1704.623456 = -592260.101929 nChanged 0 SP:Iteration 83F (7605.092791 sec): 3 clusters Score: Raw -593964.725385 + Penalty 1704.623456 = -592260.101929 nChanged 0 Trying to split cluster 2 (7393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7605.113995 sec): 2 clusters Score: Raw -457055.092046 + Penalty 846.287444 = -456208.804601 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7605.173131 sec): 3 clusters Score: Raw -452760.693002 + Penalty 1692.574888 = -451068.118113 nChanged 3285 SP:Iteration 1F (7605.228967 sec): 3 clusters Score: Raw -454741.518227 + Penalty 1692.574888 = -453048.943339 nChanged 524 SP:Iteration 2F (7605.270455 sec): 3 clusters Score: Raw -455045.725116 + Penalty 1692.574888 = -453353.150227 nChanged 477 SP:Iteration 3F (7605.320039 sec): 3 clusters Score: Raw -455288.429085 + Penalty 1692.574888 = -453595.854197 nChanged 347 SP:Iteration 4Q (7605.384270 sec): 3 clusters Score: Raw -455457.334941 + Penalty 1692.574888 = -453764.760053 nChanged 293 SP:Iteration 5Q (7605.430631 sec): 3 clusters Score: Raw -455609.346892 + Penalty 1692.574888 = -453916.772004 nChanged 293 SP:Iteration 6Q (7605.480073 sec): 3 clusters Score: Raw -455720.426326 + Penalty 1692.574888 = -454027.851438 nChanged 193 SP:Iteration 7Q (7605.526332 sec): 3 clusters Score: Raw -455793.158692 + Penalty 1692.574888 = -454100.583804 nChanged 198 SP:Iteration 8Q (7605.593848 sec): 3 clusters Score: Raw -455866.080531 + Penalty 1692.574888 = -454173.505643 nChanged 200 SP:Iteration 9Q (7605.642286 sec): 3 clusters Score: Raw -455937.750852 + Penalty 1692.574888 = -454245.175964 nChanged 177 SP:Iteration 10Q (7605.681863 sec): 3 clusters Score: Raw -456003.190825 + Penalty 1692.574888 = -454310.615937 nChanged 153 SP:Iteration 11Q (7605.738350 sec): 3 clusters Score: Raw -456055.926423 + Penalty 1692.574888 = -454363.351534 nChanged 151 SP:Iteration 12Q (7605.795174 sec): 3 clusters Score: Raw -456112.585897 + Penalty 1692.574888 = -454420.011009 nChanged 147 SP:Iteration 13Q (7605.853197 sec): 3 clusters Score: Raw -456164.663108 + Penalty 1692.574888 = -454472.088220 nChanged 145 SP:Iteration 14Q (7605.899742 sec): 3 clusters Score: Raw -456212.055396 + Penalty 1692.574888 = -454519.480508 nChanged 136 SP:Iteration 15Q (7605.959815 sec): 3 clusters Score: Raw -456252.506217 + Penalty 1692.574888 = -454559.931329 nChanged 139 SP:Iteration 16Q (7606.011846 sec): 3 clusters Score: Raw -456292.102769 + Penalty 1692.574888 = -454599.527881 nChanged 119 SP:Iteration 17Q (7606.063731 sec): 3 clusters Score: Raw -456331.575876 + Penalty 1692.574888 = -454639.000987 nChanged 127 SP:Iteration 18Q (7606.120272 sec): 3 clusters Score: Raw -456389.539967 + Penalty 1692.574888 = -454696.965079 nChanged 145 SP:Iteration 19Q (7606.165087 sec): 3 clusters Score: Raw -456462.582055 + Penalty 1692.574888 = -454770.007167 nChanged 157 SP:Iteration 20F (7606.231755 sec): 3 clusters Score: Raw -456549.958389 + Penalty 1692.574888 = -454857.383501 nChanged 156 SP:Iteration 21Q (7606.287534 sec): 3 clusters Score: Raw -456646.541659 + Penalty 1692.574888 = -454953.966771 nChanged 166 SP:Iteration 22Q (7606.331164 sec): 3 clusters Score: Raw -456766.924533 + Penalty 1692.574888 = -455074.349645 nChanged 155 SP:Iteration 23Q (7606.383605 sec): 3 clusters Score: Raw -456879.554449 + Penalty 1692.574888 = -455186.979561 nChanged 122 SP:Iteration 24Q (7606.433040 sec): 3 clusters Score: Raw -456957.876329 + Penalty 1692.574888 = -455265.301441 nChanged 110 SP:Iteration 25Q (7606.492733 sec): 3 clusters Score: Raw -457028.350004 + Penalty 1692.574888 = -455335.775116 nChanged 106 SP:Iteration 26Q (7606.541702 sec): 3 clusters Score: Raw -457095.682222 + Penalty 1692.574888 = -455403.107334 nChanged 91 SP:Iteration 27Q (7606.600759 sec): 3 clusters Score: Raw -457143.995774 + Penalty 1692.574888 = -455451.420886 nChanged 76 SP:Iteration 28Q (7606.637918 sec): 3 clusters Score: Raw -457186.569038 + Penalty 1692.574888 = -455493.994150 nChanged 75 SP:Iteration 29Q (7606.689518 sec): 3 clusters Score: Raw -457218.110760 + Penalty 1692.574888 = -455525.535872 nChanged 42 SP:Iteration 30Q (7606.732486 sec): 3 clusters Score: Raw -457234.855896 + Penalty 1692.574888 = -455542.281008 nChanged 38 SP:Iteration 31Q (7606.791760 sec): 3 clusters Score: Raw -457248.837865 + Penalty 1692.574888 = -455556.262977 nChanged 35 SP:Iteration 32Q (7606.831265 sec): 3 clusters Score: Raw -457261.983536 + Penalty 1692.574888 = -455569.408648 nChanged 26 SP:Iteration 33Q (7606.886756 sec): 3 clusters Score: Raw -457272.984914 + Penalty 1692.574888 = -455580.410026 nChanged 26 SP:Iteration 34Q (7606.943396 sec): 3 clusters Score: Raw -457282.720737 + Penalty 1692.574888 = -455590.145849 nChanged 22 SP:Iteration 35Q (7606.988577 sec): 3 clusters Score: Raw -457291.743836 + Penalty 1692.574888 = -455599.168947 nChanged 22 SP:Iteration 36Q (7607.037311 sec): 3 clusters Score: Raw -457299.995491 + Penalty 1692.574888 = -455607.420602 nChanged 21 SP:Iteration 37Q (7607.076787 sec): 3 clusters Score: Raw -457308.193003 + Penalty 1692.574888 = -455615.618115 nChanged 21 SP:Iteration 38Q (7607.138149 sec): 3 clusters Score: Raw -457315.181874 + Penalty 1692.574888 = -455622.606986 nChanged 16 SP:Iteration 39Q (7607.188902 sec): 3 clusters Score: Raw -457319.180717 + Penalty 1692.574888 = -455626.605829 nChanged 10 SP:Iteration 40F (7607.228063 sec): 3 clusters Score: Raw -457323.765978 + Penalty 1692.574888 = -455631.191090 nChanged 9 SP:Iteration 41Q (7607.280371 sec): 3 clusters Score: Raw -457326.411925 + Penalty 1692.574888 = -455633.837036 nChanged 4 SP:Iteration 42Q (7607.325613 sec): 3 clusters Score: Raw -457328.225256 + Penalty 1692.574888 = -455635.650368 nChanged 6 SP:Iteration 43Q (7607.380856 sec): 3 clusters Score: Raw -457330.113679 + Penalty 1692.574888 = -455637.538791 nChanged 4 SP:Iteration 44Q (7607.432055 sec): 3 clusters Score: Raw -457331.230772 + Penalty 1692.574888 = -455638.655884 nChanged 3 SP:Iteration 45Q (7607.482753 sec): 3 clusters Score: Raw -457331.562409 + Penalty 1692.574888 = -455638.987521 nChanged 1 SP:Iteration 46Q (7607.544476 sec): 3 clusters Score: Raw -457331.834763 + Penalty 1692.574888 = -455639.259875 nChanged 2 SP:Iteration 47Q (7607.581709 sec): 3 clusters Score: Raw -457332.518780 + Penalty 1692.574888 = -455639.943892 nChanged 1 SP:Iteration 48Q (7607.632438 sec): 3 clusters Score: Raw -457333.030198 + Penalty 1692.574888 = -455640.455310 nChanged 5 SP:Iteration 49Q (7607.674175 sec): 3 clusters Score: Raw -457334.008440 + Penalty 1692.574888 = -455641.433552 nChanged 3 SP:Iteration 50Q (7607.727434 sec): 3 clusters Score: Raw -457334.513391 + Penalty 1692.574888 = -455641.938503 nChanged 1 SP:Iteration 51Q (7607.772058 sec): 3 clusters Score: Raw -457334.626582 + Penalty 1692.574888 = -455642.051694 nChanged 2 SP:Iteration 52Q (7607.814814 sec): 3 clusters Score: Raw -457335.078119 + Penalty 1692.574888 = -455642.503231 nChanged 0 SP:Iteration 53F (7607.871103 sec): 3 clusters Score: Raw -457335.078119 + Penalty 1692.574888 = -455642.503231 nChanged 0 Trying to split cluster 3 (948 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7607.908253 sec): 2 clusters Score: Raw -65971.668897 + Penalty 651.163678 = -65320.505219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7607.952896 sec): 3 clusters Score: Raw -65592.551714 + Penalty 1302.327355 = -64290.224359 nChanged 338 SP:Iteration 1F (7608.005889 sec): 3 clusters Score: Raw -65856.005880 + Penalty 1302.327355 = -64553.678524 nChanged 92 SP:Iteration 2F (7608.051778 sec): 3 clusters Score: Raw -65956.179324 + Penalty 1302.327355 = -64653.851969 nChanged 71 SP:Iteration 3F (7608.090269 sec): 3 clusters Score: Raw -66048.461686 + Penalty 1302.327355 = -64746.134330 nChanged 45 SP:Iteration 4Q (7608.140424 sec): 3 clusters Score: Raw -66120.864882 + Penalty 1302.327355 = -64818.537527 nChanged 40 SP:Iteration 5Q (7608.194781 sec): 3 clusters Score: Raw -66174.986176 + Penalty 1302.327355 = -64872.658820 nChanged 35 SP:Iteration 6Q (7608.233340 sec): 3 clusters Score: Raw -66258.472864 + Penalty 1302.327355 = -64956.145508 nChanged 39 SP:Iteration 7Q (7608.291041 sec): 3 clusters Score: Raw -66338.267166 + Penalty 1302.327355 = -65035.939811 nChanged 46 SP:Iteration 8Q (7608.336626 sec): 3 clusters Score: Raw -66447.411051 + Penalty 1302.327355 = -65145.083695 nChanged 40 SP:Iteration 9Q (7608.388183 sec): 3 clusters Score: Raw -66489.108768 + Penalty 1302.327355 = -65186.781413 nChanged 20 SP:Iteration 10Q (7608.440305 sec): 3 clusters Score: Raw -66508.571105 + Penalty 1302.327355 = -65206.243750 nChanged 13 SP:Iteration 11Q (7608.475586 sec): 3 clusters Score: Raw -66519.145122 + Penalty 1302.327355 = -65216.817766 nChanged 7 SP:Iteration 12Q (7608.525335 sec): 3 clusters Score: Raw -66524.686700 + Penalty 1302.327355 = -65222.359344 nChanged 4 SP:Iteration 13Q (7608.576199 sec): 3 clusters Score: Raw -66528.168261 + Penalty 1302.327355 = -65225.840906 nChanged 1 SP:Iteration 14Q (7608.625422 sec): 3 clusters Score: Raw -66529.386267 + Penalty 1302.327355 = -65227.058912 nChanged 2 SP:Iteration 15Q (7608.676799 sec): 3 clusters Score: Raw -66531.140152 + Penalty 1302.327355 = -65228.812796 nChanged 1 SP:Iteration 16Q (7608.720692 sec): 3 clusters Score: Raw -66531.519038 + Penalty 1302.327355 = -65229.191683 nChanged 0 SP:Iteration 17F (7608.769998 sec): 3 clusters Score: Raw -66531.519038 + Penalty 1302.327355 = -65229.191683 nChanged 0 Trying to split cluster 4 (14649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7608.809007 sec): 2 clusters Score: Raw -1146800.393051 + Penalty 911.252099 = -1145889.140953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7608.871709 sec): 3 clusters Score: Raw -1137751.778884 + Penalty 1822.504197 = -1135929.274687 nChanged 6812 SP:Iteration 1F (7608.928978 sec): 3 clusters Score: Raw -1141547.561068 + Penalty 1822.504197 = -1139725.056871 nChanged 665 SP:Iteration 2Q (7608.999548 sec): 3 clusters Score: Raw -1141769.416478 + Penalty 1822.504197 = -1139946.912281 nChanged 634 SP:Iteration 3Q (7609.068934 sec): 3 clusters Score: Raw -1142004.558088 + Penalty 1822.504197 = -1140182.053891 nChanged 697 SP:Iteration 4Q (7609.133055 sec): 3 clusters Score: Raw -1142326.279098 + Penalty 1822.504197 = -1140503.774901 nChanged 816 SP:Iteration 5F (7609.192406 sec): 3 clusters Score: Raw -1142785.820059 + Penalty 1822.504197 = -1140963.315862 nChanged 885 SP:Iteration 6F (7609.267840 sec): 3 clusters Score: Raw -1143401.044705 + Penalty 1822.504197 = -1141578.540508 nChanged 918 SP:Iteration 7F (7609.331476 sec): 3 clusters Score: Raw -1144160.004083 + Penalty 1822.504197 = -1142337.499886 nChanged 924 SP:Iteration 8F (7609.394653 sec): 3 clusters Score: Raw -1144982.936066 + Penalty 1822.504197 = -1143160.431869 nChanged 744 SP:Iteration 9F (7609.451401 sec): 3 clusters Score: Raw -1145661.878098 + Penalty 1822.504197 = -1143839.373900 nChanged 546 SP:Iteration 10Q (7609.516060 sec): 3 clusters Score: Raw -1146112.402780 + Penalty 1822.504197 = -1144289.898583 nChanged 354 SP:Iteration 11Q (7609.577194 sec): 3 clusters Score: Raw -1146416.454593 + Penalty 1822.504197 = -1144593.950396 nChanged 225 SP:Iteration 12Q (7609.641382 sec): 3 clusters Score: Raw -1146591.505159 + Penalty 1822.504197 = -1144769.000962 nChanged 149 SP:Iteration 13Q (7609.714877 sec): 3 clusters Score: Raw -1146689.445768 + Penalty 1822.504197 = -1144866.941571 nChanged 108 SP:Iteration 14Q (7609.773481 sec): 3 clusters Score: Raw -1146763.580576 + Penalty 1822.504197 = -1144941.076379 nChanged 64 SP:Iteration 15Q (7609.829972 sec): 3 clusters Score: Raw -1146802.922745 + Penalty 1822.504197 = -1144980.418548 nChanged 45 SP:Iteration 16Q (7609.894633 sec): 3 clusters Score: Raw -1146831.616534 + Penalty 1822.504197 = -1145009.112337 nChanged 26 SP:Iteration 17Q (7609.960233 sec): 3 clusters Score: Raw -1146847.518796 + Penalty 1822.504197 = -1145025.014599 nChanged 22 SP:Iteration 18Q (7610.011551 sec): 3 clusters Score: Raw -1146861.924738 + Penalty 1822.504197 = -1145039.420541 nChanged 29 SP:Iteration 19Q (7610.077772 sec): 3 clusters Score: Raw -1146877.453411 + Penalty 1822.504197 = -1145054.949214 nChanged 20 SP:Iteration 20F (7610.131296 sec): 3 clusters Score: Raw -1146887.475689 + Penalty 1822.504197 = -1145064.971492 nChanged 18 SP:Iteration 21Q (7610.197930 sec): 3 clusters Score: Raw -1146899.026517 + Penalty 1822.504197 = -1145076.522320 nChanged 15 SP:Iteration 22Q (7610.253630 sec): 3 clusters Score: Raw -1146906.735914 + Penalty 1822.504197 = -1145084.231717 nChanged 10 SP:Iteration 23Q (7610.305153 sec): 3 clusters Score: Raw -1146911.300826 + Penalty 1822.504197 = -1145088.796629 nChanged 5 SP:Iteration 24Q (7610.376145 sec): 3 clusters Score: Raw -1146915.367855 + Penalty 1822.504197 = -1145092.863658 nChanged 5 SP:Iteration 25Q (7610.430476 sec): 3 clusters Score: Raw -1146918.640849 + Penalty 1822.504197 = -1145096.136652 nChanged 0 SP:Iteration 26F (7610.484366 sec): 3 clusters Score: Raw -1146918.640849 + Penalty 1822.504197 = -1145096.136652 nChanged 0 Trying to split cluster 5 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7610.516618 sec): 2 clusters Score: Raw -99934.346677 + Penalty 696.761288 = -99237.585389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7610.563741 sec): 3 clusters Score: Raw -99266.877249 + Penalty 1393.522577 = -97873.354673 nChanged 558 SP:Iteration 1F (7610.609805 sec): 3 clusters Score: Raw -99691.011967 + Penalty 1393.522577 = -98297.489391 nChanged 160 SP:Iteration 2F (7610.659897 sec): 3 clusters Score: Raw -99824.964929 + Penalty 1393.522577 = -98431.442353 nChanged 94 SP:Iteration 3F (7610.708614 sec): 3 clusters Score: Raw -99890.414248 + Penalty 1393.522577 = -98496.891672 nChanged 69 SP:Iteration 4Q (7610.767520 sec): 3 clusters Score: Raw -99956.911946 + Penalty 1393.522577 = -98563.389369 nChanged 56 SP:Iteration 5Q (7610.816473 sec): 3 clusters Score: Raw -100003.545913 + Penalty 1393.522577 = -98610.023337 nChanged 44 SP:Iteration 6Q (7610.866003 sec): 3 clusters Score: Raw -100037.876810 + Penalty 1393.522577 = -98644.354234 nChanged 38 SP:Iteration 7Q (7610.917297 sec): 3 clusters Score: Raw -100068.785324 + Penalty 1393.522577 = -98675.262748 nChanged 31 SP:Iteration 8Q (7610.964523 sec): 3 clusters Score: Raw -100088.939888 + Penalty 1393.522577 = -98695.417312 nChanged 18 SP:Iteration 9Q (7611.004501 sec): 3 clusters Score: Raw -100103.684119 + Penalty 1393.522577 = -98710.161543 nChanged 18 SP:Iteration 10Q (7611.053454 sec): 3 clusters Score: Raw -100118.793819 + Penalty 1393.522577 = -98725.271243 nChanged 25 SP:Iteration 11Q (7611.092848 sec): 3 clusters Score: Raw -100138.660528 + Penalty 1393.522577 = -98745.137951 nChanged 27 SP:Iteration 12Q (7611.132978 sec): 3 clusters Score: Raw -100159.260407 + Penalty 1393.522577 = -98765.737830 nChanged 23 SP:Iteration 13Q (7611.173948 sec): 3 clusters Score: Raw -100176.131882 + Penalty 1393.522577 = -98782.609305 nChanged 22 SP:Iteration 14Q (7611.222708 sec): 3 clusters Score: Raw -100190.681789 + Penalty 1393.522577 = -98797.159212 nChanged 17 SP:Iteration 15Q (7611.269899 sec): 3 clusters Score: Raw -100203.406041 + Penalty 1393.522577 = -98809.883464 nChanged 30 SP:Iteration 16Q (7611.310473 sec): 3 clusters Score: Raw -100231.213199 + Penalty 1393.522577 = -98837.690623 nChanged 32 SP:Iteration 17Q (7611.361753 sec): 3 clusters Score: Raw -100264.315630 + Penalty 1393.522577 = -98870.793054 nChanged 34 SP:Iteration 18Q (7611.412673 sec): 3 clusters Score: Raw -100304.902756 + Penalty 1393.522577 = -98911.380180 nChanged 36 SP:Iteration 19Q (7611.462691 sec): 3 clusters Score: Raw -100341.889788 + Penalty 1393.522577 = -98948.367212 nChanged 39 SP:Iteration 20F (7611.510318 sec): 3 clusters Score: Raw -100387.109533 + Penalty 1393.522577 = -98993.586957 nChanged 44 SP:Iteration 21Q (7611.566277 sec): 3 clusters Score: Raw -100434.848142 + Penalty 1393.522577 = -99041.325565 nChanged 35 SP:Iteration 22Q (7611.612103 sec): 3 clusters Score: Raw -100464.160341 + Penalty 1393.522577 = -99070.637764 nChanged 24 SP:Iteration 23Q (7611.653677 sec): 3 clusters Score: Raw -100484.273745 + Penalty 1393.522577 = -99090.751169 nChanged 25 SP:Iteration 24Q (7611.705445 sec): 3 clusters Score: Raw -100507.618022 + Penalty 1393.522577 = -99114.095445 nChanged 17 SP:Iteration 25Q (7611.758468 sec): 3 clusters Score: Raw -100522.054890 + Penalty 1393.522577 = -99128.532313 nChanged 10 SP:Iteration 26Q (7611.799931 sec): 3 clusters Score: Raw -100531.372765 + Penalty 1393.522577 = -99137.850189 nChanged 11 SP:Iteration 27Q (7611.849668 sec): 3 clusters Score: Raw -100538.627816 + Penalty 1393.522577 = -99145.105239 nChanged 5 SP:Iteration 28Q (7611.898055 sec): 3 clusters Score: Raw -100543.499251 + Penalty 1393.522577 = -99149.976674 nChanged 10 SP:Iteration 29Q (7611.941855 sec): 3 clusters Score: Raw -100550.409662 + Penalty 1393.522577 = -99156.887085 nChanged 9 SP:Iteration 30Q (7611.978478 sec): 3 clusters Score: Raw -100557.391170 + Penalty 1393.522577 = -99163.868593 nChanged 5 SP:Iteration 31Q (7612.036886 sec): 3 clusters Score: Raw -100560.385302 + Penalty 1393.522577 = -99166.862726 nChanged 4 SP:Iteration 32Q (7612.083993 sec): 3 clusters Score: Raw -100562.867194 + Penalty 1393.522577 = -99169.344617 nChanged 3 SP:Iteration 33Q (7612.133010 sec): 3 clusters Score: Raw -100564.330776 + Penalty 1393.522577 = -99170.808199 nChanged 2 SP:Iteration 34Q (7612.178377 sec): 3 clusters Score: Raw -100565.099005 + Penalty 1393.522577 = -99171.576428 nChanged 1 SP:Iteration 35Q (7612.218513 sec): 3 clusters Score: Raw -100565.639419 + Penalty 1393.522577 = -99172.116842 nChanged 1 SP:Iteration 36Q (7612.274388 sec): 3 clusters Score: Raw -100566.496880 + Penalty 1393.522577 = -99172.974303 nChanged 0 SP:Iteration 37F (7612.322548 sec): 3 clusters Score: Raw -100566.496880 + Penalty 1393.522577 = -99172.974303 nChanged 0 Trying to split cluster 6 (12959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7612.365800 sec): 2 clusters Score: Raw -958150.996358 + Penalty 899.606852 = -957251.389507 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7612.415454 sec): 3 clusters Score: Raw -950173.535808 + Penalty 1799.213703 = -948374.322105 nChanged 5960 SP:Iteration 1F (7612.479564 sec): 3 clusters Score: Raw -953510.630305 + Penalty 1799.213703 = -951711.416602 nChanged 765 SP:Iteration 2F (7612.533556 sec): 3 clusters Score: Raw -953854.973873 + Penalty 1799.213703 = -952055.760170 nChanged 744 SP:Iteration 3F (7612.607751 sec): 3 clusters Score: Raw -954249.940035 + Penalty 1799.213703 = -952450.726331 nChanged 753 SP:Iteration 4F (7612.666520 sec): 3 clusters Score: Raw -954752.818108 + Penalty 1799.213703 = -952953.604405 nChanged 763 SP:Iteration 5F (7612.721970 sec): 3 clusters Score: Raw -955379.213108 + Penalty 1799.213703 = -953579.999404 nChanged 813 SP:Iteration 6F (7612.791678 sec): 3 clusters Score: Raw -956047.589119 + Penalty 1799.213703 = -954248.375416 nChanged 775 SP:Iteration 7F (7612.850895 sec): 3 clusters Score: Raw -956599.467191 + Penalty 1799.213703 = -954800.253488 nChanged 629 SP:Iteration 8Q (7612.897200 sec): 3 clusters Score: Raw -956993.308447 + Penalty 1799.213703 = -955194.094743 nChanged 510 SP:Iteration 9Q (7612.965288 sec): 3 clusters Score: Raw -957241.984063 + Penalty 1799.213703 = -955442.770360 nChanged 323 SP:Iteration 10Q (7613.023078 sec): 3 clusters Score: Raw -957346.903094 + Penalty 1799.213703 = -955547.689391 nChanged 210 SP:Iteration 11Q (7613.079019 sec): 3 clusters Score: Raw -957400.207076 + Penalty 1799.213703 = -955600.993373 nChanged 146 SP:Iteration 12Q (7613.144783 sec): 3 clusters Score: Raw -957432.806303 + Penalty 1799.213703 = -955633.592600 nChanged 131 SP:Iteration 13Q (7613.204127 sec): 3 clusters Score: Raw -957464.462005 + Penalty 1799.213703 = -955665.248301 nChanged 119 SP:Iteration 14Q (7613.274153 sec): 3 clusters Score: Raw -957492.867514 + Penalty 1799.213703 = -955693.653810 nChanged 107 SP:Iteration 15Q (7613.339429 sec): 3 clusters Score: Raw -957515.273293 + Penalty 1799.213703 = -955716.059590 nChanged 94 SP:Iteration 16Q (7613.402888 sec): 3 clusters Score: Raw -957533.774861 + Penalty 1799.213703 = -955734.561158 nChanged 82 SP:Iteration 17Q (7613.451415 sec): 3 clusters Score: Raw -957548.916847 + Penalty 1799.213703 = -955749.703144 nChanged 72 SP:Iteration 18Q (7613.512387 sec): 3 clusters Score: Raw -957560.745465 + Penalty 1799.213703 = -955761.531762 nChanged 66 SP:Iteration 19Q (7613.569643 sec): 3 clusters Score: Raw -957570.721136 + Penalty 1799.213703 = -955771.507433 nChanged 63 SP:Iteration 20F (7613.630637 sec): 3 clusters Score: Raw -957582.355921 + Penalty 1799.213703 = -955783.142218 nChanged 53 SP:Iteration 21Q (7613.698393 sec): 3 clusters Score: Raw -957592.278069 + Penalty 1799.213703 = -955793.064366 nChanged 58 SP:Iteration 22Q (7613.759761 sec): 3 clusters Score: Raw -957602.861802 + Penalty 1799.213703 = -955803.648099 nChanged 57 SP:Iteration 23Q (7613.808264 sec): 3 clusters Score: Raw -957611.974877 + Penalty 1799.213703 = -955812.761174 nChanged 49 SP:Iteration 24Q (7613.861371 sec): 3 clusters Score: Raw -957619.098329 + Penalty 1799.213703 = -955819.884626 nChanged 47 SP:Iteration 25Q (7613.927911 sec): 3 clusters Score: Raw -957625.083122 + Penalty 1799.213703 = -955825.869419 nChanged 48 SP:Iteration 26Q (7613.976134 sec): 3 clusters Score: Raw -957632.977800 + Penalty 1799.213703 = -955833.764096 nChanged 42 SP:Iteration 27Q (7614.042705 sec): 3 clusters Score: Raw -957639.282848 + Penalty 1799.213703 = -955840.069144 nChanged 55 SP:Iteration 28Q (7614.095443 sec): 3 clusters Score: Raw -957646.792127 + Penalty 1799.213703 = -955847.578424 nChanged 40 SP:Iteration 29Q (7614.166635 sec): 3 clusters Score: Raw -957652.458463 + Penalty 1799.213703 = -955853.244760 nChanged 38 SP:Iteration 30Q (7614.213722 sec): 3 clusters Score: Raw -957657.739476 + Penalty 1799.213703 = -955858.525773 nChanged 35 SP:Iteration 31Q (7614.276304 sec): 3 clusters Score: Raw -957662.923912 + Penalty 1799.213703 = -955863.710209 nChanged 40 SP:Iteration 32Q (7614.341861 sec): 3 clusters Score: Raw -957670.075983 + Penalty 1799.213703 = -955870.862279 nChanged 43 SP:Iteration 33Q (7614.404887 sec): 3 clusters Score: Raw -957675.444053 + Penalty 1799.213703 = -955876.230350 nChanged 43 SP:Iteration 34Q (7614.453942 sec): 3 clusters Score: Raw -957680.869974 + Penalty 1799.213703 = -955881.656270 nChanged 44 SP:Iteration 35Q (7614.501312 sec): 3 clusters Score: Raw -957686.156765 + Penalty 1799.213703 = -955886.943061 nChanged 44 SP:Iteration 36Q (7614.558303 sec): 3 clusters Score: Raw -957692.537672 + Penalty 1799.213703 = -955893.323969 nChanged 53 SP:Iteration 37Q (7614.610173 sec): 3 clusters Score: Raw -957700.345544 + Penalty 1799.213703 = -955901.131840 nChanged 48 SP:Iteration 38Q (7614.669202 sec): 3 clusters Score: Raw -957706.999345 + Penalty 1799.213703 = -955907.785642 nChanged 46 SP:Iteration 39Q (7614.731590 sec): 3 clusters Score: Raw -957712.802937 + Penalty 1799.213703 = -955913.589233 nChanged 52 SP:Iteration 40F (7614.790734 sec): 3 clusters Score: Raw -957719.619559 + Penalty 1799.213703 = -955920.405856 nChanged 56 SP:Iteration 41Q (7614.860616 sec): 3 clusters Score: Raw -957728.829763 + Penalty 1799.213703 = -955929.616060 nChanged 53 SP:Iteration 42Q (7614.922436 sec): 3 clusters Score: Raw -957737.821348 + Penalty 1799.213703 = -955938.607645 nChanged 62 SP:Iteration 43Q (7614.972105 sec): 3 clusters Score: Raw -957747.624775 + Penalty 1799.213703 = -955948.411072 nChanged 57 SP:Iteration 44Q (7615.028422 sec): 3 clusters Score: Raw -957755.731608 + Penalty 1799.213703 = -955956.517905 nChanged 63 SP:Iteration 45Q (7615.095441 sec): 3 clusters Score: Raw -957764.244933 + Penalty 1799.213703 = -955965.031230 nChanged 58 SP:Iteration 46Q (7615.149928 sec): 3 clusters Score: Raw -957773.303172 + Penalty 1799.213703 = -955974.089469 nChanged 59 SP:Iteration 47Q (7615.217746 sec): 3 clusters Score: Raw -957781.626469 + Penalty 1799.213703 = -955982.412765 nChanged 64 SP:Iteration 48Q (7615.276616 sec): 3 clusters Score: Raw -957791.474966 + Penalty 1799.213703 = -955992.261263 nChanged 62 SP:Iteration 49Q (7615.333645 sec): 3 clusters Score: Raw -957802.463788 + Penalty 1799.213703 = -956003.250084 nChanged 58 SP:Iteration 50Q (7615.378403 sec): 3 clusters Score: Raw -957811.959062 + Penalty 1799.213703 = -956012.745358 nChanged 47 SP:Iteration 51Q (7615.449783 sec): 3 clusters Score: Raw -957819.974375 + Penalty 1799.213703 = -956020.760672 nChanged 50 SP:Iteration 52Q (7615.495388 sec): 3 clusters Score: Raw -957828.502344 + Penalty 1799.213703 = -956029.288641 nChanged 48 SP:Iteration 53Q (7615.552904 sec): 3 clusters Score: Raw -957835.307931 + Penalty 1799.213703 = -956036.094228 nChanged 43 SP:Iteration 54Q (7615.607444 sec): 3 clusters Score: Raw -957841.663952 + Penalty 1799.213703 = -956042.450249 nChanged 34 SP:Iteration 55Q (7615.664527 sec): 3 clusters Score: Raw -957846.115002 + Penalty 1799.213703 = -956046.901299 nChanged 36 SP:Iteration 56Q (7615.725130 sec): 3 clusters Score: Raw -957851.374289 + Penalty 1799.213703 = -956052.160585 nChanged 29 SP:Iteration 57Q (7615.778629 sec): 3 clusters Score: Raw -957855.642329 + Penalty 1799.213703 = -956056.428626 nChanged 32 SP:Iteration 58Q (7615.832341 sec): 3 clusters Score: Raw -957860.398872 + Penalty 1799.213703 = -956061.185169 nChanged 36 SP:Iteration 59Q (7615.894192 sec): 3 clusters Score: Raw -957864.980009 + Penalty 1799.213703 = -956065.766306 nChanged 38 SP:Iteration 60F (7615.958487 sec): 3 clusters Score: Raw -957869.568795 + Penalty 1799.213703 = -956070.355092 nChanged 43 SP:Iteration 61Q (7616.020895 sec): 3 clusters Score: Raw -957875.946775 + Penalty 1799.213703 = -956076.733072 nChanged 39 SP:Iteration 62Q (7616.075188 sec): 3 clusters Score: Raw -957881.973697 + Penalty 1799.213703 = -956082.759993 nChanged 38 SP:Iteration 63Q (7616.132939 sec): 3 clusters Score: Raw -957890.022713 + Penalty 1799.213703 = -956090.809010 nChanged 62 SP:Iteration 64Q (7616.194250 sec): 3 clusters Score: Raw -957901.934514 + Penalty 1799.213703 = -956102.720811 nChanged 60 SP:Iteration 65Q (7616.248779 sec): 3 clusters Score: Raw -957914.126510 + Penalty 1799.213703 = -956114.912806 nChanged 72 SP:Iteration 66Q (7616.309173 sec): 3 clusters Score: Raw -957929.345903 + Penalty 1799.213703 = -956130.132200 nChanged 78 SP:Iteration 67Q (7616.368450 sec): 3 clusters Score: Raw -957948.353220 + Penalty 1799.213703 = -956149.139517 nChanged 76 SP:Iteration 68Q (7616.420868 sec): 3 clusters Score: Raw -957969.118584 + Penalty 1799.213703 = -956169.904881 nChanged 62 SP:Iteration 69Q (7616.470025 sec): 3 clusters Score: Raw -957981.244340 + Penalty 1799.213703 = -956182.030637 nChanged 47 SP:Iteration 70Q (7616.529625 sec): 3 clusters Score: Raw -957988.750880 + Penalty 1799.213703 = -956189.537177 nChanged 37 SP:Iteration 71Q (7616.583289 sec): 3 clusters Score: Raw -957993.918144 + Penalty 1799.213703 = -956194.704440 nChanged 29 SP:Iteration 72Q (7616.652775 sec): 3 clusters Score: Raw -957999.967608 + Penalty 1799.213703 = -956200.753905 nChanged 36 SP:Iteration 73Q (7616.700043 sec): 3 clusters Score: Raw -958008.356324 + Penalty 1799.213703 = -956209.142621 nChanged 40 SP:Iteration 74Q (7616.763384 sec): 3 clusters Score: Raw -958017.753087 + Penalty 1799.213703 = -956218.539384 nChanged 48 SP:Iteration 75Q (7616.812659 sec): 3 clusters Score: Raw -958026.908544 + Penalty 1799.213703 = -956227.694840 nChanged 52 SP:Iteration 76Q (7616.876453 sec): 3 clusters Score: Raw -958037.354976 + Penalty 1799.213703 = -956238.141273 nChanged 47 SP:Iteration 77Q (7616.927300 sec): 3 clusters Score: Raw -958047.124862 + Penalty 1799.213703 = -956247.911158 nChanged 53 SP:Iteration 78Q (7616.985919 sec): 3 clusters Score: Raw -958059.913077 + Penalty 1799.213703 = -956260.699374 nChanged 48 SP:Iteration 79Q (7617.046016 sec): 3 clusters Score: Raw -958075.545462 + Penalty 1799.213703 = -956276.331759 nChanged 59 SP:Iteration 80F (7617.096970 sec): 3 clusters Score: Raw -958098.718405 + Penalty 1799.213703 = -956299.504702 nChanged 83 SP:Iteration 81Q (7617.151750 sec): 3 clusters Score: Raw -958130.988353 + Penalty 1799.213703 = -956331.774649 nChanged 89 SP:Iteration 82Q (7617.214551 sec): 3 clusters Score: Raw -958166.251619 + Penalty 1799.213703 = -956367.037916 nChanged 88 SP:Iteration 83Q (7617.279606 sec): 3 clusters Score: Raw -958201.361878 + Penalty 1799.213703 = -956402.148175 nChanged 82 SP:Iteration 84Q (7617.324327 sec): 3 clusters Score: Raw -958228.494202 + Penalty 1799.213703 = -956429.280498 nChanged 72 SP:Iteration 85Q (7617.379570 sec): 3 clusters Score: Raw -958252.963354 + Penalty 1799.213703 = -956453.749651 nChanged 71 SP:Iteration 86Q (7617.434384 sec): 3 clusters Score: Raw -958276.953796 + Penalty 1799.213703 = -956477.740093 nChanged 68 SP:Iteration 87Q (7617.503258 sec): 3 clusters Score: Raw -958303.566396 + Penalty 1799.213703 = -956504.352693 nChanged 64 SP:Iteration 88Q (7617.549958 sec): 3 clusters Score: Raw -958332.922606 + Penalty 1799.213703 = -956533.708903 nChanged 56 SP:Iteration 89Q (7617.611042 sec): 3 clusters Score: Raw -958359.658641 + Penalty 1799.213703 = -956560.444938 nChanged 60 SP:Iteration 90Q (7617.667044 sec): 3 clusters Score: Raw -958383.429110 + Penalty 1799.213703 = -956584.215407 nChanged 55 SP:Iteration 91Q (7617.734593 sec): 3 clusters Score: Raw -958402.790425 + Penalty 1799.213703 = -956603.576722 nChanged 45 SP:Iteration 92Q (7617.780823 sec): 3 clusters Score: Raw -958419.195438 + Penalty 1799.213703 = -956619.981734 nChanged 49 SP:Iteration 93Q (7617.832745 sec): 3 clusters Score: Raw -958439.441548 + Penalty 1799.213703 = -956640.227845 nChanged 47 SP:Iteration 94Q (7617.889445 sec): 3 clusters Score: Raw -958462.506628 + Penalty 1799.213703 = -956663.292924 nChanged 41 SP:Iteration 95Q (7617.942820 sec): 3 clusters Score: Raw -958479.244709 + Penalty 1799.213703 = -956680.031005 nChanged 24 SP:Iteration 96Q (7618.007976 sec): 3 clusters Score: Raw -958489.255716 + Penalty 1799.213703 = -956690.042013 nChanged 24 SP:Iteration 97Q (7618.055068 sec): 3 clusters Score: Raw -958497.637490 + Penalty 1799.213703 = -956698.423787 nChanged 20 SP:Iteration 98Q (7618.123050 sec): 3 clusters Score: Raw -958503.774602 + Penalty 1799.213703 = -956704.560899 nChanged 21 SP:Iteration 99Q (7618.179016 sec): 3 clusters Score: Raw -958511.277036 + Penalty 1799.213703 = -956712.063332 nChanged 15 SP:Iteration 100F (7618.227125 sec): 3 clusters Score: Raw -958516.660095 + Penalty 1799.213703 = -956717.446392 nChanged 22 SP:Iteration 101Q (7618.284475 sec): 3 clusters Score: Raw -958521.728215 + Penalty 1799.213703 = -956722.514512 nChanged 8 SP:Iteration 102Q (7618.353678 sec): 3 clusters Score: Raw -958523.487959 + Penalty 1799.213703 = -956724.274256 nChanged 6 SP:Iteration 103Q (7618.390053 sec): 3 clusters Score: Raw -958524.851134 + Penalty 1799.213703 = -956725.637431 nChanged 6 SP:Iteration 104Q (7618.451825 sec): 3 clusters Score: Raw -958526.209870 + Penalty 1799.213703 = -956726.996167 nChanged 6 SP:Iteration 105Q (7618.500538 sec): 3 clusters Score: Raw -958527.702145 + Penalty 1799.213703 = -956728.488442 nChanged 5 SP:Iteration 106Q (7618.563310 sec): 3 clusters Score: Raw -958528.768635 + Penalty 1799.213703 = -956729.554932 nChanged 3 SP:Iteration 107Q (7618.613631 sec): 3 clusters Score: Raw -958529.738383 + Penalty 1799.213703 = -956730.524680 nChanged 2 SP:Iteration 108Q (7618.678294 sec): 3 clusters Score: Raw -958530.134059 + Penalty 1799.213703 = -956730.920356 nChanged 3 SP:Iteration 109Q (7618.734209 sec): 3 clusters Score: Raw -958530.874202 + Penalty 1799.213703 = -956731.660499 nChanged 2 SP:Iteration 110Q (7618.797143 sec): 3 clusters Score: Raw -958531.493960 + Penalty 1799.213703 = -956732.280256 nChanged 2 SP:Iteration 111Q (7618.840082 sec): 3 clusters Score: Raw -958532.355622 + Penalty 1799.213703 = -956733.141919 nChanged 3 SP:Iteration 112Q (7618.897640 sec): 3 clusters Score: Raw -958533.551034 + Penalty 1799.213703 = -956734.337331 nChanged 2 SP:Iteration 113Q (7618.950422 sec): 3 clusters Score: Raw -958534.036799 + Penalty 1799.213703 = -956734.823095 nChanged 3 SP:Iteration 114Q (7619.016968 sec): 3 clusters Score: Raw -958534.853325 + Penalty 1799.213703 = -956735.639622 nChanged 5 SP:Iteration 115Q (7619.071417 sec): 3 clusters Score: Raw -958536.670060 + Penalty 1799.213703 = -956737.456357 nChanged 2 SP:Iteration 116Q (7619.121314 sec): 3 clusters Score: Raw -958537.487713 + Penalty 1799.213703 = -956738.274009 nChanged 2 SP:Iteration 117Q (7619.170495 sec): 3 clusters Score: Raw -958537.844644 + Penalty 1799.213703 = -956738.630941 nChanged 2 SP:Iteration 118Q (7619.229729 sec): 3 clusters Score: Raw -958538.411643 + Penalty 1799.213703 = -956739.197940 nChanged 0 SP:Iteration 119F (7619.288281 sec): 3 clusters Score: Raw -958538.411643 + Penalty 1799.213703 = -956739.197940 nChanged 0 Trying to split cluster 7 (16132 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7619.323769 sec): 2 clusters Score: Raw -1250744.703663 + Penalty 920.413215 = -1249824.290448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7619.387078 sec): 3 clusters Score: Raw -1240828.485063 + Penalty 1840.826430 = -1238987.658633 nChanged 7383 SP:Iteration 1F (7619.450618 sec): 3 clusters Score: Raw -1245063.754402 + Penalty 1840.826430 = -1243222.927972 nChanged 849 SP:Iteration 2F (7619.522082 sec): 3 clusters Score: Raw -1245393.550658 + Penalty 1840.826430 = -1243552.724228 nChanged 798 SP:Iteration 3Q (7619.580879 sec): 3 clusters Score: Raw -1245748.179387 + Penalty 1840.826430 = -1243907.352958 nChanged 829 SP:Iteration 4F (7619.646205 sec): 3 clusters Score: Raw -1246162.071119 + Penalty 1840.826430 = -1244321.244689 nChanged 852 SP:Iteration 5F (7619.718858 sec): 3 clusters Score: Raw -1246656.257969 + Penalty 1840.826430 = -1244815.431539 nChanged 927 SP:Iteration 6F (7619.776139 sec): 3 clusters Score: Raw -1247287.390635 + Penalty 1840.826430 = -1245446.564205 nChanged 1014 SP:Iteration 7F (7619.845083 sec): 3 clusters Score: Raw -1248073.169854 + Penalty 1840.826430 = -1246232.343425 nChanged 979 SP:Iteration 8F (7619.908078 sec): 3 clusters Score: Raw -1248890.125120 + Penalty 1840.826430 = -1247049.298690 nChanged 797 SP:Iteration 9Q (7619.978290 sec): 3 clusters Score: Raw -1249572.133446 + Penalty 1840.826430 = -1247731.307017 nChanged 612 SP:Iteration 10Q (7620.041965 sec): 3 clusters Score: Raw -1250120.877191 + Penalty 1840.826430 = -1248280.050761 nChanged 415 SP:Iteration 11Q (7620.103144 sec): 3 clusters Score: Raw -1250453.357661 + Penalty 1840.826430 = -1248612.531231 nChanged 241 SP:Iteration 12Q (7620.149839 sec): 3 clusters Score: Raw -1250631.679850 + Penalty 1840.826430 = -1248790.853420 nChanged 142 SP:Iteration 13Q (7620.212366 sec): 3 clusters Score: Raw -1250734.056409 + Penalty 1840.826430 = -1248893.229979 nChanged 87 SP:Iteration 14Q (7620.268167 sec): 3 clusters Score: Raw -1250788.364792 + Penalty 1840.826430 = -1248947.538363 nChanged 46 SP:Iteration 15Q (7620.329391 sec): 3 clusters Score: Raw -1250812.488093 + Penalty 1840.826430 = -1248971.661663 nChanged 33 SP:Iteration 16Q (7620.389877 sec): 3 clusters Score: Raw -1250831.293543 + Penalty 1840.826430 = -1248990.467113 nChanged 21 SP:Iteration 17Q (7620.454170 sec): 3 clusters Score: Raw -1250841.692200 + Penalty 1840.826430 = -1249000.865771 nChanged 17 SP:Iteration 18Q (7620.509060 sec): 3 clusters Score: Raw -1250852.918494 + Penalty 1840.826430 = -1249012.092065 nChanged 17 SP:Iteration 19Q (7620.566767 sec): 3 clusters Score: Raw -1250863.142311 + Penalty 1840.826430 = -1249022.315881 nChanged 17 SP:Iteration 20F (7620.633949 sec): 3 clusters Score: Raw -1250875.562659 + Penalty 1840.826430 = -1249034.736229 nChanged 12 SP:Iteration 21Q (7620.683148 sec): 3 clusters Score: Raw -1250885.042481 + Penalty 1840.826430 = -1249044.216051 nChanged 18 SP:Iteration 22Q (7620.743243 sec): 3 clusters Score: Raw -1250899.032502 + Penalty 1840.826430 = -1249058.206072 nChanged 13 SP:Iteration 23Q (7620.816069 sec): 3 clusters Score: Raw -1250907.549707 + Penalty 1840.826430 = -1249066.723277 nChanged 15 SP:Iteration 24Q (7620.875206 sec): 3 clusters Score: Raw -1250914.607102 + Penalty 1840.826430 = -1249073.780672 nChanged 9 SP:Iteration 25Q (7620.928826 sec): 3 clusters Score: Raw -1250918.159479 + Penalty 1840.826430 = -1249077.333050 nChanged 4 SP:Iteration 26Q (7620.996828 sec): 3 clusters Score: Raw -1250919.841274 + Penalty 1840.826430 = -1249079.014844 nChanged 2 SP:Iteration 27Q (7621.061649 sec): 3 clusters Score: Raw -1250920.711187 + Penalty 1840.826430 = -1249079.884757 nChanged 4 SP:Iteration 28Q (7621.114966 sec): 3 clusters Score: Raw -1250922.861055 + Penalty 1840.826430 = -1249082.034625 nChanged 7 SP:Iteration 29Q (7621.187991 sec): 3 clusters Score: Raw -1250924.811274 + Penalty 1840.826430 = -1249083.984844 nChanged 3 SP:Iteration 30Q (7621.251564 sec): 3 clusters Score: Raw -1250927.132786 + Penalty 1840.826430 = -1249086.306357 nChanged 3 SP:Iteration 31Q (7621.305055 sec): 3 clusters Score: Raw -1250929.244740 + Penalty 1840.826430 = -1249088.418310 nChanged 7 SP:Iteration 32Q (7621.379058 sec): 3 clusters Score: Raw -1250932.089878 + Penalty 1840.826430 = -1249091.263449 nChanged 2 SP:Iteration 33Q (7621.433033 sec): 3 clusters Score: Raw -1250933.004903 + Penalty 1840.826430 = -1249092.178473 nChanged 1 SP:Iteration 34Q (7621.497757 sec): 3 clusters Score: Raw -1250933.997595 + Penalty 1840.826430 = -1249093.171165 nChanged 2 SP:Iteration 35Q (7621.562516 sec): 3 clusters Score: Raw -1250935.054009 + Penalty 1840.826430 = -1249094.227579 nChanged 0 SP:Iteration 36F (7621.629541 sec): 3 clusters Score: Raw -1250935.054009 + Penalty 1840.826430 = -1249094.227579 nChanged 0 Trying to split cluster 8 (44563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7621.697408 sec): 2 clusters Score: Raw -3150273.302386 + Penalty 1016.942624 = -3149256.359762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7621.787948 sec): 3 clusters Score: Raw -3121599.158412 + Penalty 2033.885247 = -3119565.273165 nChanged 21251 SP:Iteration 1F (7621.893231 sec): 3 clusters Score: Raw -3133815.987886 + Penalty 2033.885247 = -3131782.102639 nChanged 2174 SP:Iteration 2Q (7621.990365 sec): 3 clusters Score: Raw -3134543.857619 + Penalty 2033.885247 = -3132509.972372 nChanged 2193 SP:Iteration 3Q (7622.097160 sec): 3 clusters Score: Raw -3135316.785183 + Penalty 2033.885247 = -3133282.899936 nChanged 2213 SP:Iteration 4Q (7622.193338 sec): 3 clusters Score: Raw -3136147.334190 + Penalty 2033.885247 = -3134113.448942 nChanged 2202 SP:Iteration 5Q (7622.296522 sec): 3 clusters Score: Raw -3137026.818378 + Penalty 2033.885247 = -3134992.933130 nChanged 2147 SP:Iteration 6Q (7622.401822 sec): 3 clusters Score: Raw -3137940.964241 + Penalty 2033.885247 = -3135907.078994 nChanged 2115 SP:Iteration 7Q (7622.501612 sec): 3 clusters Score: Raw -3138955.758822 + Penalty 2033.885247 = -3136921.873574 nChanged 2171 SP:Iteration 8Q (7622.613807 sec): 3 clusters Score: Raw -3140273.758972 + Penalty 2033.885247 = -3138239.873725 nChanged 2220 SP:Iteration 9Q (7622.715499 sec): 3 clusters Score: Raw -3141904.390813 + Penalty 2033.885247 = -3139870.505565 nChanged 2185 SP:Iteration 10Q (7622.823476 sec): 3 clusters Score: Raw -3143602.456208 + Penalty 2033.885247 = -3141568.570961 nChanged 1971 SP:Iteration 11Q (7622.927429 sec): 3 clusters Score: Raw -3144850.775728 + Penalty 2033.885247 = -3142816.890480 nChanged 1424 SP:Iteration 12Q (7623.024065 sec): 3 clusters Score: Raw -3145513.826953 + Penalty 2033.885247 = -3143479.941706 nChanged 950 SP:Iteration 13Q (7623.128048 sec): 3 clusters Score: Raw -3145865.900084 + Penalty 2033.885247 = -3143832.014836 nChanged 710 SP:Iteration 14Q (7623.229770 sec): 3 clusters Score: Raw -3146116.384522 + Penalty 2033.885247 = -3144082.499275 nChanged 715 SP:Iteration 15Q (7623.333407 sec): 3 clusters Score: Raw -3146355.063087 + Penalty 2033.885247 = -3144321.177840 nChanged 641 SP:Iteration 16Q (7623.437957 sec): 3 clusters Score: Raw -3146571.742756 + Penalty 2033.885247 = -3144537.857509 nChanged 669 SP:Iteration 17Q (7623.536181 sec): 3 clusters Score: Raw -3146804.145964 + Penalty 2033.885247 = -3144770.260716 nChanged 675 SP:Iteration 18Q (7623.632745 sec): 3 clusters Score: Raw -3147045.917445 + Penalty 2033.885247 = -3145012.032198 nChanged 652 SP:Iteration 19Q (7623.734024 sec): 3 clusters Score: Raw -3147277.241741 + Penalty 2033.885247 = -3145243.356493 nChanged 672 SP:Iteration 20F (7623.837209 sec): 3 clusters Score: Raw -3147524.267914 + Penalty 2033.885247 = -3145490.382667 nChanged 660 SP:Iteration 21Q (7623.931582 sec): 3 clusters Score: Raw -3147788.369779 + Penalty 2033.885247 = -3145754.484532 nChanged 642 SP:Iteration 22Q (7624.027269 sec): 3 clusters Score: Raw -3148026.423433 + Penalty 2033.885247 = -3145992.538186 nChanged 589 SP:Iteration 23Q (7624.122590 sec): 3 clusters Score: Raw -3148252.481505 + Penalty 2033.885247 = -3146218.596258 nChanged 560 SP:Iteration 24Q (7624.223994 sec): 3 clusters Score: Raw -3148468.639409 + Penalty 2033.885247 = -3146434.754161 nChanged 548 SP:Iteration 25Q (7624.316097 sec): 3 clusters Score: Raw -3148680.438557 + Penalty 2033.885247 = -3146646.553309 nChanged 490 SP:Iteration 26Q (7624.414773 sec): 3 clusters Score: Raw -3148878.580616 + Penalty 2033.885247 = -3146844.695369 nChanged 441 SP:Iteration 27Q (7624.501395 sec): 3 clusters Score: Raw -3149056.277050 + Penalty 2033.885247 = -3147022.391802 nChanged 441 SP:Iteration 28Q (7624.603578 sec): 3 clusters Score: Raw -3149237.551116 + Penalty 2033.885247 = -3147203.665869 nChanged 400 SP:Iteration 29Q (7624.700616 sec): 3 clusters Score: Raw -3149393.567998 + Penalty 2033.885247 = -3147359.682751 nChanged 365 SP:Iteration 30Q (7624.791187 sec): 3 clusters Score: Raw -3149544.824715 + Penalty 2033.885247 = -3147510.939467 nChanged 316 SP:Iteration 31Q (7624.870994 sec): 3 clusters Score: Raw -3149668.957452 + Penalty 2033.885247 = -3147635.072204 nChanged 286 SP:Iteration 32Q (7624.968620 sec): 3 clusters Score: Raw -3149779.394585 + Penalty 2033.885247 = -3147745.509338 nChanged 272 SP:Iteration 33Q (7625.063647 sec): 3 clusters Score: Raw -3149896.044530 + Penalty 2033.885247 = -3147862.159283 nChanged 249 SP:Iteration 34Q (7625.157989 sec): 3 clusters Score: Raw -3150006.887606 + Penalty 2033.885247 = -3147973.002359 nChanged 213 SP:Iteration 35Q (7625.240949 sec): 3 clusters Score: Raw -3150111.818776 + Penalty 2033.885247 = -3148077.933529 nChanged 211 SP:Iteration 36Q (7625.335156 sec): 3 clusters Score: Raw -3150217.796547 + Penalty 2033.885247 = -3148183.911300 nChanged 141 SP:Iteration 37Q (7625.434356 sec): 3 clusters Score: Raw -3150284.311492 + Penalty 2033.885247 = -3148250.426245 nChanged 125 SP:Iteration 38Q (7625.524724 sec): 3 clusters Score: Raw -3150343.139592 + Penalty 2033.885247 = -3148309.254344 nChanged 96 SP:Iteration 39Q (7625.600734 sec): 3 clusters Score: Raw -3150391.370563 + Penalty 2033.885247 = -3148357.485315 nChanged 83 SP:Iteration 40F (7625.702778 sec): 3 clusters Score: Raw -3150429.819152 + Penalty 2033.885247 = -3148395.933905 nChanged 50 SP:Iteration 41Q (7625.794972 sec): 3 clusters Score: Raw -3150455.392184 + Penalty 2033.885247 = -3148421.506936 nChanged 47 SP:Iteration 42Q (7625.888784 sec): 3 clusters Score: Raw -3150478.575351 + Penalty 2033.885247 = -3148444.690103 nChanged 38 SP:Iteration 43Q (7625.983320 sec): 3 clusters Score: Raw -3150498.687667 + Penalty 2033.885247 = -3148464.802420 nChanged 34 SP:Iteration 44Q (7626.075914 sec): 3 clusters Score: Raw -3150512.530837 + Penalty 2033.885247 = -3148478.645590 nChanged 23 SP:Iteration 45Q (7626.161588 sec): 3 clusters Score: Raw -3150524.668755 + Penalty 2033.885247 = -3148490.783507 nChanged 24 SP:Iteration 46Q (7626.248532 sec): 3 clusters Score: Raw -3150536.847033 + Penalty 2033.885247 = -3148502.961786 nChanged 28 SP:Iteration 47Q (7626.336476 sec): 3 clusters Score: Raw -3150548.802689 + Penalty 2033.885247 = -3148514.917442 nChanged 25 SP:Iteration 48Q (7626.426472 sec): 3 clusters Score: Raw -3150555.889811 + Penalty 2033.885247 = -3148522.004564 nChanged 12 SP:Iteration 49Q (7626.519477 sec): 3 clusters Score: Raw -3150558.577566 + Penalty 2033.885247 = -3148524.692319 nChanged 3 SP:Iteration 50Q (7626.594184 sec): 3 clusters Score: Raw -3150560.505626 + Penalty 2033.885247 = -3148526.620379 nChanged 6 SP:Iteration 51Q (7626.694680 sec): 3 clusters Score: Raw -3150563.726965 + Penalty 2033.885247 = -3148529.841717 nChanged 8 SP:Iteration 52Q (7626.790512 sec): 3 clusters Score: Raw -3150567.314808 + Penalty 2033.885247 = -3148533.429561 nChanged 6 SP:Iteration 53Q (7626.882298 sec): 3 clusters Score: Raw -3150568.952553 + Penalty 2033.885247 = -3148535.067305 nChanged 4 SP:Iteration 54Q (7626.974906 sec): 3 clusters Score: Raw -3150569.657308 + Penalty 2033.885247 = -3148535.772060 nChanged 3 SP:Iteration 55Q (7627.060057 sec): 3 clusters Score: Raw -3150570.491387 + Penalty 2033.885247 = -3148536.606140 nChanged 0 SP:Iteration 56F (7627.168181 sec): 3 clusters Score: Raw -3150570.491387 + Penalty 2033.885247 = -3148536.606140 nChanged 0 Trying to split cluster 9 (32110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7627.227252 sec): 2 clusters Score: Raw -2420124.417982 + Penalty 985.807665 = -2419138.610317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7627.315955 sec): 3 clusters Score: Raw -2399533.041325 + Penalty 1971.615330 = -2397561.425995 nChanged 15251 SP:Iteration 1F (7627.399787 sec): 3 clusters Score: Raw -2408351.394790 + Penalty 1971.615330 = -2406379.779460 nChanged 1453 SP:Iteration 2Q (7627.477340 sec): 3 clusters Score: Raw -2408830.199458 + Penalty 1971.615330 = -2406858.584129 nChanged 1439 SP:Iteration 3Q (7627.572812 sec): 3 clusters Score: Raw -2409322.237575 + Penalty 1971.615330 = -2407350.622245 nChanged 1414 SP:Iteration 4Q (7627.659736 sec): 3 clusters Score: Raw -2409828.867127 + Penalty 1971.615330 = -2407857.251797 nChanged 1387 SP:Iteration 5Q (7627.745259 sec): 3 clusters Score: Raw -2410346.171185 + Penalty 1971.615330 = -2408374.555856 nChanged 1396 SP:Iteration 6Q (7627.846148 sec): 3 clusters Score: Raw -2410889.999130 + Penalty 1971.615330 = -2408918.383801 nChanged 1391 SP:Iteration 7Q (7627.925798 sec): 3 clusters Score: Raw -2411484.099931 + Penalty 1971.615330 = -2409512.484602 nChanged 1475 SP:Iteration 8Q (7628.021896 sec): 3 clusters Score: Raw -2412280.572120 + Penalty 1971.615330 = -2410308.956791 nChanged 1627 SP:Iteration 9F (7628.105366 sec): 3 clusters Score: Raw -2413293.621296 + Penalty 1971.615330 = -2411322.005966 nChanged 1678 SP:Iteration 10F (7628.186352 sec): 3 clusters Score: Raw -2414388.486948 + Penalty 1971.615330 = -2412416.871619 nChanged 1625 SP:Iteration 11F (7628.269187 sec): 3 clusters Score: Raw -2415253.556315 + Penalty 1971.615330 = -2413281.940986 nChanged 1318 SP:Iteration 12Q (7628.359755 sec): 3 clusters Score: Raw -2415771.620304 + Penalty 1971.615330 = -2413800.004974 nChanged 894 SP:Iteration 13Q (7628.445871 sec): 3 clusters Score: Raw -2416027.053307 + Penalty 1971.615330 = -2414055.437977 nChanged 612 SP:Iteration 14Q (7628.538198 sec): 3 clusters Score: Raw -2416185.028072 + Penalty 1971.615330 = -2414213.412743 nChanged 523 SP:Iteration 15Q (7628.625430 sec): 3 clusters Score: Raw -2416326.504385 + Penalty 1971.615330 = -2414354.889056 nChanged 496 SP:Iteration 16Q (7628.722659 sec): 3 clusters Score: Raw -2416467.466150 + Penalty 1971.615330 = -2414495.850820 nChanged 537 SP:Iteration 17Q (7628.795855 sec): 3 clusters Score: Raw -2416615.726110 + Penalty 1971.615330 = -2414644.110781 nChanged 516 SP:Iteration 18Q (7628.880987 sec): 3 clusters Score: Raw -2416761.205766 + Penalty 1971.615330 = -2414789.590436 nChanged 529 SP:Iteration 19Q (7628.976579 sec): 3 clusters Score: Raw -2416914.846139 + Penalty 1971.615330 = -2414943.230810 nChanged 504 SP:Iteration 20F (7629.065131 sec): 3 clusters Score: Raw -2417072.382841 + Penalty 1971.615330 = -2415100.767511 nChanged 536 SP:Iteration 21Q (7629.152280 sec): 3 clusters Score: Raw -2417267.895360 + Penalty 1971.615330 = -2415296.280030 nChanged 593 SP:Iteration 22Q (7629.229313 sec): 3 clusters Score: Raw -2417478.888015 + Penalty 1971.615330 = -2415507.272685 nChanged 589 SP:Iteration 23Q (7629.322565 sec): 3 clusters Score: Raw -2417702.866635 + Penalty 1971.615330 = -2415731.251305 nChanged 629 SP:Iteration 24Q (7629.411672 sec): 3 clusters Score: Raw -2417956.270879 + Penalty 1971.615330 = -2415984.655549 nChanged 579 SP:Iteration 25Q (7629.488945 sec): 3 clusters Score: Raw -2418208.621352 + Penalty 1971.615330 = -2416237.006022 nChanged 573 SP:Iteration 26Q (7629.575544 sec): 3 clusters Score: Raw -2418479.217144 + Penalty 1971.615330 = -2416507.601815 nChanged 560 SP:Iteration 27Q (7629.661953 sec): 3 clusters Score: Raw -2418749.481254 + Penalty 1971.615330 = -2416777.865925 nChanged 524 SP:Iteration 28Q (7629.750178 sec): 3 clusters Score: Raw -2418980.856287 + Penalty 1971.615330 = -2417009.240957 nChanged 458 SP:Iteration 29Q (7629.837365 sec): 3 clusters Score: Raw -2419165.999514 + Penalty 1971.615330 = -2417194.384185 nChanged 417 SP:Iteration 30Q (7629.922403 sec): 3 clusters Score: Raw -2419306.723296 + Penalty 1971.615330 = -2417335.107966 nChanged 353 SP:Iteration 31Q (7630.002420 sec): 3 clusters Score: Raw -2419410.200829 + Penalty 1971.615330 = -2417438.585499 nChanged 330 SP:Iteration 32Q (7630.070820 sec): 3 clusters Score: Raw -2419500.104063 + Penalty 1971.615330 = -2417528.488734 nChanged 313 SP:Iteration 33Q (7630.159161 sec): 3 clusters Score: Raw -2419583.678156 + Penalty 1971.615330 = -2417612.062826 nChanged 290 SP:Iteration 34Q (7630.239563 sec): 3 clusters Score: Raw -2419662.973420 + Penalty 1971.615330 = -2417691.358090 nChanged 273 SP:Iteration 35Q (7630.313994 sec): 3 clusters Score: Raw -2419731.159348 + Penalty 1971.615330 = -2417759.544018 nChanged 239 SP:Iteration 36Q (7630.392795 sec): 3 clusters Score: Raw -2419784.195332 + Penalty 1971.615330 = -2417812.580003 nChanged 219 SP:Iteration 37Q (7630.479425 sec): 3 clusters Score: Raw -2419829.360975 + Penalty 1971.615330 = -2417857.745646 nChanged 195 SP:Iteration 38Q (7630.551232 sec): 3 clusters Score: Raw -2419863.089867 + Penalty 1971.615330 = -2417891.474538 nChanged 168 SP:Iteration 39Q (7630.644292 sec): 3 clusters Score: Raw -2419890.014548 + Penalty 1971.615330 = -2417918.399219 nChanged 158 SP:Iteration 40F (7630.735196 sec): 3 clusters Score: Raw -2419929.338360 + Penalty 1971.615330 = -2417957.723031 nChanged 159 SP:Iteration 41Q (7630.818222 sec): 3 clusters Score: Raw -2419957.355821 + Penalty 1971.615330 = -2417985.740492 nChanged 145 SP:Iteration 42Q (7630.888155 sec): 3 clusters Score: Raw -2419981.456623 + Penalty 1971.615330 = -2418009.841294 nChanged 121 SP:Iteration 43Q (7630.971199 sec): 3 clusters Score: Raw -2419998.301315 + Penalty 1971.615330 = -2418026.685986 nChanged 114 SP:Iteration 44Q (7631.053286 sec): 3 clusters Score: Raw -2420015.975067 + Penalty 1971.615330 = -2418044.359738 nChanged 125 SP:Iteration 45Q (7631.135561 sec): 3 clusters Score: Raw -2420035.877184 + Penalty 1971.615330 = -2418064.261854 nChanged 115 SP:Iteration 46Q (7631.219402 sec): 3 clusters Score: Raw -2420055.383333 + Penalty 1971.615330 = -2418083.768003 nChanged 129 SP:Iteration 47Q (7631.288015 sec): 3 clusters Score: Raw -2420079.957583 + Penalty 1971.615330 = -2418108.342253 nChanged 124 SP:Iteration 48Q (7631.369072 sec): 3 clusters Score: Raw -2420100.150856 + Penalty 1971.615330 = -2418128.535526 nChanged 109 SP:Iteration 49Q (7631.448870 sec): 3 clusters Score: Raw -2420117.024187 + Penalty 1971.615330 = -2418145.408858 nChanged 109 SP:Iteration 50Q (7631.532735 sec): 3 clusters Score: Raw -2420134.430996 + Penalty 1971.615330 = -2418162.815667 nChanged 109 SP:Iteration 51Q (7631.607406 sec): 3 clusters Score: Raw -2420153.600909 + Penalty 1971.615330 = -2418181.985579 nChanged 123 SP:Iteration 52Q (7631.683952 sec): 3 clusters Score: Raw -2420175.189968 + Penalty 1971.615330 = -2418203.574638 nChanged 100 SP:Iteration 53Q (7631.761267 sec): 3 clusters Score: Raw -2420194.743756 + Penalty 1971.615330 = -2418223.128427 nChanged 111 SP:Iteration 54Q (7631.841018 sec): 3 clusters Score: Raw -2420214.089453 + Penalty 1971.615330 = -2418242.474123 nChanged 101 SP:Iteration 55Q (7631.914884 sec): 3 clusters Score: Raw -2420231.084990 + Penalty 1971.615330 = -2418259.469660 nChanged 101 SP:Iteration 56Q (7631.995693 sec): 3 clusters Score: Raw -2420247.974774 + Penalty 1971.615330 = -2418276.359444 nChanged 96 SP:Iteration 57Q (7632.086263 sec): 3 clusters Score: Raw -2420263.981423 + Penalty 1971.615330 = -2418292.366093 nChanged 96 SP:Iteration 58Q (7632.167877 sec): 3 clusters Score: Raw -2420281.057209 + Penalty 1971.615330 = -2418309.441879 nChanged 103 SP:Iteration 59Q (7632.243473 sec): 3 clusters Score: Raw -2420301.612199 + Penalty 1971.615330 = -2418329.996869 nChanged 111 SP:Iteration 60F (7632.314982 sec): 3 clusters Score: Raw -2420323.794802 + Penalty 1971.615330 = -2418352.179472 nChanged 94 SP:Iteration 61Q (7632.395564 sec): 3 clusters Score: Raw -2420339.005258 + Penalty 1971.615330 = -2418367.389928 nChanged 84 SP:Iteration 62Q (7632.472817 sec): 3 clusters Score: Raw -2420353.197546 + Penalty 1971.615330 = -2418381.582217 nChanged 87 SP:Iteration 63Q (7632.539626 sec): 3 clusters Score: Raw -2420366.898370 + Penalty 1971.615330 = -2418395.283040 nChanged 73 SP:Iteration 64Q (7632.613290 sec): 3 clusters Score: Raw -2420378.940045 + Penalty 1971.615330 = -2418407.324715 nChanged 74 SP:Iteration 65Q (7632.685450 sec): 3 clusters Score: Raw -2420391.522458 + Penalty 1971.615330 = -2418419.907129 nChanged 65 SP:Iteration 66Q (7632.762643 sec): 3 clusters Score: Raw -2420400.258846 + Penalty 1971.615330 = -2418428.643517 nChanged 61 SP:Iteration 67Q (7632.841828 sec): 3 clusters Score: Raw -2420408.328066 + Penalty 1971.615330 = -2418436.712737 nChanged 54 SP:Iteration 68Q (7632.914442 sec): 3 clusters Score: Raw -2420417.062041 + Penalty 1971.615330 = -2418445.446711 nChanged 56 SP:Iteration 69Q (7632.999529 sec): 3 clusters Score: Raw -2420425.837274 + Penalty 1971.615330 = -2418454.221945 nChanged 63 SP:Iteration 70Q (7633.077443 sec): 3 clusters Score: Raw -2420436.852274 + Penalty 1971.615330 = -2418465.236945 nChanged 56 SP:Iteration 71Q (7633.157966 sec): 3 clusters Score: Raw -2420445.907363 + Penalty 1971.615330 = -2418474.292034 nChanged 57 SP:Iteration 72Q (7633.239197 sec): 3 clusters Score: Raw -2420455.203922 + Penalty 1971.615330 = -2418483.588592 nChanged 48 SP:Iteration 73Q (7633.309863 sec): 3 clusters Score: Raw -2420464.210278 + Penalty 1971.615330 = -2418492.594948 nChanged 58 SP:Iteration 74Q (7633.392534 sec): 3 clusters Score: Raw -2420475.317881 + Penalty 1971.615330 = -2418503.702551 nChanged 60 SP:Iteration 75Q (7633.472018 sec): 3 clusters Score: Raw -2420487.584151 + Penalty 1971.615330 = -2418515.968821 nChanged 52 SP:Iteration 76Q (7633.553028 sec): 3 clusters Score: Raw -2420498.768825 + Penalty 1971.615330 = -2418527.153496 nChanged 50 SP:Iteration 77Q (7633.624503 sec): 3 clusters Score: Raw -2420508.421313 + Penalty 1971.615330 = -2418536.805983 nChanged 40 SP:Iteration 78Q (7633.698101 sec): 3 clusters Score: Raw -2420515.110930 + Penalty 1971.615330 = -2418543.495601 nChanged 40 SP:Iteration 79Q (7633.779339 sec): 3 clusters Score: Raw -2420520.913086 + Penalty 1971.615330 = -2418549.297756 nChanged 33 SP:Iteration 80F (7633.867868 sec): 3 clusters Score: Raw -2420525.879400 + Penalty 1971.615330 = -2418554.264071 nChanged 28 SP:Iteration 81Q (7633.930917 sec): 3 clusters Score: Raw -2420529.952196 + Penalty 1971.615330 = -2418558.336867 nChanged 25 SP:Iteration 82Q (7634.009836 sec): 3 clusters Score: Raw -2420533.095470 + Penalty 1971.615330 = -2418561.480140 nChanged 27 SP:Iteration 83Q (7634.081961 sec): 3 clusters Score: Raw -2420536.643443 + Penalty 1971.615330 = -2418565.028113 nChanged 26 SP:Iteration 84Q (7634.163803 sec): 3 clusters Score: Raw -2420541.225555 + Penalty 1971.615330 = -2418569.610226 nChanged 21 SP:Iteration 85Q (7634.236128 sec): 3 clusters Score: Raw -2420543.611491 + Penalty 1971.615330 = -2418571.996161 nChanged 11 SP:Iteration 86Q (7634.310921 sec): 3 clusters Score: Raw -2420544.608191 + Penalty 1971.615330 = -2418572.992862 nChanged 7 SP:Iteration 87Q (7634.380282 sec): 3 clusters Score: Raw -2420545.011448 + Penalty 1971.615330 = -2418573.396119 nChanged 2 SP:Iteration 88Q (7634.469724 sec): 3 clusters Score: Raw -2420545.110547 + Penalty 1971.615330 = -2418573.495217 nChanged 1 SP:Iteration 89Q (7634.538038 sec): 3 clusters Score: Raw -2420545.163848 + Penalty 1971.615330 = -2418573.548518 nChanged 0 SP:Iteration 90F (7634.619852 sec): 3 clusters Score: Raw -2420545.163848 + Penalty 1971.615330 = -2418573.548518 nChanged 0 Trying to split cluster 10 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7634.642238 sec): 2 clusters Score: Raw -21845.388022 + Penalty 586.904691 = -21258.483332 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7634.696604 sec): 3 clusters Score: Raw -21762.964680 + Penalty 1173.809382 = -20589.155299 nChanged 152 SP:Iteration 1F (7634.739023 sec): 3 clusters Score: Raw -21945.431648 + Penalty 1173.809382 = -20771.622266 nChanged 34 SP:Iteration 2F (7634.770924 sec): 3 clusters Score: Raw -21980.615712 + Penalty 1173.809382 = -20806.806331 nChanged 18 SP:Iteration 3Q (7634.823870 sec): 3 clusters Score: Raw -22000.608079 + Penalty 1173.809382 = -20826.798697 nChanged 10 SP:Iteration 4Q (7634.851500 sec): 3 clusters Score: Raw -22015.862329 + Penalty 1173.809382 = -20842.052947 nChanged 8 SP:Iteration 5Q (7634.897649 sec): 3 clusters Score: Raw -22028.616453 + Penalty 1173.809382 = -20854.807071 nChanged 13 SP:Iteration 6Q (7634.927693 sec): 3 clusters Score: Raw -22039.092767 + Penalty 1173.809382 = -20865.283386 nChanged 9 SP:Iteration 7Q (7634.967328 sec): 3 clusters Score: Raw -22047.305207 + Penalty 1173.809382 = -20873.495825 nChanged 6 SP:Iteration 8Q (7635.023851 sec): 3 clusters Score: Raw -22051.892689 + Penalty 1173.809382 = -20878.083308 nChanged 4 SP:Iteration 9Q (7635.056793 sec): 3 clusters Score: Raw -22054.747999 + Penalty 1173.809382 = -20880.938617 nChanged 5 SP:Iteration 10Q (7635.097589 sec): 3 clusters Score: Raw -22059.515216 + Penalty 1173.809382 = -20885.705835 nChanged 3 SP:Iteration 11Q (7635.146590 sec): 3 clusters Score: Raw -22061.799028 + Penalty 1173.809382 = -20887.989646 nChanged 1 SP:Iteration 12Q (7635.176688 sec): 3 clusters Score: Raw -22062.101044 + Penalty 1173.809382 = -20888.291663 nChanged 0 SP:Iteration 13F (7635.227382 sec): 3 clusters Score: Raw -22062.101044 + Penalty 1173.809382 = -20888.291663 nChanged 0 Trying to split cluster 11 (15764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7635.257234 sec): 2 clusters Score: Raw -1074016.111432 + Penalty 918.220993 = -1073097.890439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7635.324384 sec): 3 clusters Score: Raw -1064367.435753 + Penalty 1836.441986 = -1062530.993766 nChanged 7202 SP:Iteration 1F (7635.394428 sec): 3 clusters Score: Raw -1068350.554647 + Penalty 1836.441986 = -1066514.112661 nChanged 800 SP:Iteration 2F (7635.447896 sec): 3 clusters Score: Raw -1068679.577807 + Penalty 1836.441986 = -1066843.135821 nChanged 877 SP:Iteration 3F (7635.518199 sec): 3 clusters Score: Raw -1069057.500723 + Penalty 1836.441986 = -1067221.058737 nChanged 874 SP:Iteration 4F (7635.575439 sec): 3 clusters Score: Raw -1069469.583826 + Penalty 1836.441986 = -1067633.141840 nChanged 849 SP:Iteration 5F (7635.644972 sec): 3 clusters Score: Raw -1069912.192947 + Penalty 1836.441986 = -1068075.750961 nChanged 932 SP:Iteration 6F (7635.703240 sec): 3 clusters Score: Raw -1070463.054233 + Penalty 1836.441986 = -1068626.612247 nChanged 951 SP:Iteration 7F (7635.761896 sec): 3 clusters Score: Raw -1071061.925838 + Penalty 1836.441986 = -1069225.483852 nChanged 868 SP:Iteration 8F (7635.823015 sec): 3 clusters Score: Raw -1071644.484039 + Penalty 1836.441986 = -1069808.042053 nChanged 773 SP:Iteration 9Q (7635.900194 sec): 3 clusters Score: Raw -1072191.746206 + Penalty 1836.441986 = -1070355.304220 nChanged 686 SP:Iteration 10Q (7635.959791 sec): 3 clusters Score: Raw -1072689.347008 + Penalty 1836.441986 = -1070852.905021 nChanged 559 SP:Iteration 11Q (7636.028056 sec): 3 clusters Score: Raw -1073097.740059 + Penalty 1836.441986 = -1071261.298073 nChanged 458 SP:Iteration 12Q (7636.088274 sec): 3 clusters Score: Raw -1073435.195070 + Penalty 1836.441986 = -1071598.753084 nChanged 362 SP:Iteration 13Q (7636.151088 sec): 3 clusters Score: Raw -1073709.908220 + Penalty 1836.441986 = -1071873.466233 nChanged 276 SP:Iteration 14Q (7636.205121 sec): 3 clusters Score: Raw -1073905.604293 + Penalty 1836.441986 = -1072069.162306 nChanged 197 SP:Iteration 15Q (7636.268300 sec): 3 clusters Score: Raw -1074045.602710 + Penalty 1836.441986 = -1072209.160724 nChanged 130 SP:Iteration 16Q (7636.325541 sec): 3 clusters Score: Raw -1074116.270871 + Penalty 1836.441986 = -1072279.828885 nChanged 68 SP:Iteration 17Q (7636.401540 sec): 3 clusters Score: Raw -1074147.903955 + Penalty 1836.441986 = -1072311.461969 nChanged 45 SP:Iteration 18Q (7636.460572 sec): 3 clusters Score: Raw -1074167.376990 + Penalty 1836.441986 = -1072330.935003 nChanged 36 SP:Iteration 19Q (7636.524344 sec): 3 clusters Score: Raw -1074188.955857 + Penalty 1836.441986 = -1072352.513871 nChanged 25 SP:Iteration 20F (7636.584988 sec): 3 clusters Score: Raw -1074202.268409 + Penalty 1836.441986 = -1072365.826422 nChanged 19 SP:Iteration 21Q (7636.629444 sec): 3 clusters Score: Raw -1074210.459792 + Penalty 1836.441986 = -1072374.017806 nChanged 20 SP:Iteration 22Q (7636.692761 sec): 3 clusters Score: Raw -1074221.551261 + Penalty 1836.441986 = -1072385.109274 nChanged 17 SP:Iteration 23Q (7636.752128 sec): 3 clusters Score: Raw -1074229.903157 + Penalty 1836.441986 = -1072393.461170 nChanged 16 SP:Iteration 24Q (7636.819067 sec): 3 clusters Score: Raw -1074235.778160 + Penalty 1836.441986 = -1072399.336174 nChanged 13 SP:Iteration 25Q (7636.869148 sec): 3 clusters Score: Raw -1074241.290967 + Penalty 1836.441986 = -1072404.848981 nChanged 14 SP:Iteration 26Q (7636.925533 sec): 3 clusters Score: Raw -1074246.207783 + Penalty 1836.441986 = -1072409.765796 nChanged 9 SP:Iteration 27Q (7636.980331 sec): 3 clusters Score: Raw -1074249.613245 + Penalty 1836.441986 = -1072413.171258 nChanged 6 SP:Iteration 28Q (7637.042484 sec): 3 clusters Score: Raw -1074252.175835 + Penalty 1836.441986 = -1072415.733849 nChanged 4 SP:Iteration 29Q (7637.095118 sec): 3 clusters Score: Raw -1074253.283226 + Penalty 1836.441986 = -1072416.841240 nChanged 5 SP:Iteration 30Q (7637.152035 sec): 3 clusters Score: Raw -1074254.785091 + Penalty 1836.441986 = -1072418.343104 nChanged 9 SP:Iteration 31Q (7637.209596 sec): 3 clusters Score: Raw -1074259.997829 + Penalty 1836.441986 = -1072423.555843 nChanged 9 SP:Iteration 32Q (7637.274214 sec): 3 clusters Score: Raw -1074263.272166 + Penalty 1836.441986 = -1072426.830180 nChanged 6 SP:Iteration 33Q (7637.329657 sec): 3 clusters Score: Raw -1074265.295866 + Penalty 1836.441986 = -1072428.853879 nChanged 4 SP:Iteration 34Q (7637.389605 sec): 3 clusters Score: Raw -1074266.462067 + Penalty 1836.441986 = -1072430.020081 nChanged 1 SP:Iteration 35Q (7637.439100 sec): 3 clusters Score: Raw -1074266.816377 + Penalty 1836.441986 = -1072430.374391 nChanged 2 SP:Iteration 36Q (7637.496778 sec): 3 clusters Score: Raw -1074267.293402 + Penalty 1836.441986 = -1072430.851415 nChanged 1 SP:Iteration 37Q (7637.567160 sec): 3 clusters Score: Raw -1074267.537831 + Penalty 1836.441986 = -1072431.095845 nChanged 1 SP:Iteration 38Q (7637.624590 sec): 3 clusters Score: Raw -1074267.676940 + Penalty 1836.441986 = -1072431.234954 nChanged 0 SP:Iteration 39F (7637.682048 sec): 3 clusters Score: Raw -1074267.676940 + Penalty 1836.441986 = -1072431.234954 nChanged 0 Trying to split cluster 12 (7374 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7637.720153 sec): 2 clusters Score: Raw -520594.052787 + Penalty 846.042980 = -519748.009807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7637.760859 sec): 3 clusters Score: Raw -516325.975782 + Penalty 1692.085960 = -514633.889822 nChanged 3271 SP:Iteration 1F (7637.814693 sec): 3 clusters Score: Raw -518176.075192 + Penalty 1692.085960 = -516483.989232 nChanged 494 SP:Iteration 2F (7637.865587 sec): 3 clusters Score: Raw -518481.479711 + Penalty 1692.085960 = -516789.393751 nChanged 504 SP:Iteration 3F (7637.920355 sec): 3 clusters Score: Raw -518814.117299 + Penalty 1692.085960 = -517122.031339 nChanged 467 SP:Iteration 4F (7637.977780 sec): 3 clusters Score: Raw -519141.747665 + Penalty 1692.085960 = -517449.661705 nChanged 412 SP:Iteration 5F (7638.024127 sec): 3 clusters Score: Raw -519430.214763 + Penalty 1692.085960 = -517738.128803 nChanged 339 SP:Iteration 6Q (7638.085535 sec): 3 clusters Score: Raw -519670.875766 + Penalty 1692.085960 = -517978.789806 nChanged 290 SP:Iteration 7Q (7638.139247 sec): 3 clusters Score: Raw -519902.412378 + Penalty 1692.085960 = -518210.326418 nChanged 239 SP:Iteration 8Q (7638.196119 sec): 3 clusters Score: Raw -520116.442732 + Penalty 1692.085960 = -518424.356772 nChanged 176 SP:Iteration 9Q (7638.254400 sec): 3 clusters Score: Raw -520241.440579 + Penalty 1692.085960 = -518549.354619 nChanged 132 SP:Iteration 10Q (7638.296349 sec): 3 clusters Score: Raw -520323.281155 + Penalty 1692.085960 = -518631.195195 nChanged 107 SP:Iteration 11Q (7638.353832 sec): 3 clusters Score: Raw -520392.172375 + Penalty 1692.085960 = -518700.086415 nChanged 77 SP:Iteration 12Q (7638.398265 sec): 3 clusters Score: Raw -520442.040980 + Penalty 1692.085960 = -518749.955020 nChanged 80 SP:Iteration 13Q (7638.448458 sec): 3 clusters Score: Raw -520489.474405 + Penalty 1692.085960 = -518797.388445 nChanged 62 SP:Iteration 14Q (7638.497239 sec): 3 clusters Score: Raw -520522.077081 + Penalty 1692.085960 = -518829.991121 nChanged 56 SP:Iteration 15Q (7638.556274 sec): 3 clusters Score: Raw -520549.639060 + Penalty 1692.085960 = -518857.553100 nChanged 43 SP:Iteration 16Q (7638.600548 sec): 3 clusters Score: Raw -520574.966735 + Penalty 1692.085960 = -518882.880775 nChanged 41 SP:Iteration 17Q (7638.655483 sec): 3 clusters Score: Raw -520596.149779 + Penalty 1692.085960 = -518904.063819 nChanged 32 SP:Iteration 18Q (7638.697984 sec): 3 clusters Score: Raw -520608.968025 + Penalty 1692.085960 = -518916.882065 nChanged 29 SP:Iteration 19Q (7638.738843 sec): 3 clusters Score: Raw -520625.038540 + Penalty 1692.085960 = -518932.952580 nChanged 32 SP:Iteration 20F (7638.789130 sec): 3 clusters Score: Raw -520642.515217 + Penalty 1692.085960 = -518950.429257 nChanged 27 SP:Iteration 21Q (7638.836368 sec): 3 clusters Score: Raw -520658.116086 + Penalty 1692.085960 = -518966.030126 nChanged 25 SP:Iteration 22Q (7638.880643 sec): 3 clusters Score: Raw -520671.495946 + Penalty 1692.085960 = -518979.409986 nChanged 27 SP:Iteration 23Q (7638.927295 sec): 3 clusters Score: Raw -520691.431278 + Penalty 1692.085960 = -518999.345318 nChanged 30 SP:Iteration 24Q (7638.988335 sec): 3 clusters Score: Raw -520709.635932 + Penalty 1692.085960 = -519017.549972 nChanged 17 SP:Iteration 25Q (7639.026576 sec): 3 clusters Score: Raw -520720.070405 + Penalty 1692.085960 = -519027.984445 nChanged 24 SP:Iteration 26Q (7639.070845 sec): 3 clusters Score: Raw -520736.346693 + Penalty 1692.085960 = -519044.260733 nChanged 25 SP:Iteration 27Q (7639.126446 sec): 3 clusters Score: Raw -520755.284505 + Penalty 1692.085960 = -519063.198545 nChanged 20 SP:Iteration 28Q (7639.176799 sec): 3 clusters Score: Raw -520767.857353 + Penalty 1692.085960 = -519075.771394 nChanged 15 SP:Iteration 29Q (7639.218414 sec): 3 clusters Score: Raw -520777.395705 + Penalty 1692.085960 = -519085.309745 nChanged 14 SP:Iteration 30Q (7639.274795 sec): 3 clusters Score: Raw -520785.828121 + Penalty 1692.085960 = -519093.742161 nChanged 14 SP:Iteration 31Q (7639.322503 sec): 3 clusters Score: Raw -520795.457298 + Penalty 1692.085960 = -519103.371338 nChanged 9 SP:Iteration 32Q (7639.379000 sec): 3 clusters Score: Raw -520799.885576 + Penalty 1692.085960 = -519107.799616 nChanged 14 SP:Iteration 33Q (7639.419716 sec): 3 clusters Score: Raw -520805.064961 + Penalty 1692.085960 = -519112.979001 nChanged 8 SP:Iteration 34Q (7639.479891 sec): 3 clusters Score: Raw -520810.112379 + Penalty 1692.085960 = -519118.026419 nChanged 12 SP:Iteration 35Q (7639.528961 sec): 3 clusters Score: Raw -520815.413014 + Penalty 1692.085960 = -519123.327054 nChanged 8 SP:Iteration 36Q (7639.581374 sec): 3 clusters Score: Raw -520818.022652 + Penalty 1692.085960 = -519125.936693 nChanged 4 SP:Iteration 37Q (7639.628300 sec): 3 clusters Score: Raw -520819.484169 + Penalty 1692.085960 = -519127.398209 nChanged 3 SP:Iteration 38Q (7639.669434 sec): 3 clusters Score: Raw -520820.517397 + Penalty 1692.085960 = -519128.431437 nChanged 4 SP:Iteration 39Q (7639.724980 sec): 3 clusters Score: Raw -520822.016874 + Penalty 1692.085960 = -519129.930914 nChanged 4 SP:Iteration 40F (7639.770780 sec): 3 clusters Score: Raw -520823.425368 + Penalty 1692.085960 = -519131.339408 nChanged 3 SP:Iteration 41Q (7639.828693 sec): 3 clusters Score: Raw -520824.511457 + Penalty 1692.085960 = -519132.425497 nChanged 0 SP:Iteration 42F (7639.887032 sec): 3 clusters Score: Raw -520824.511457 + Penalty 1692.085960 = -519132.425497 nChanged 0 Trying to split cluster 13 (55609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7639.964714 sec): 2 clusters Score: Raw -4148925.935302 + Penalty 1037.979532 = -4147887.955770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7640.067115 sec): 3 clusters Score: Raw -4112792.627272 + Penalty 2075.959064 = -4110716.668208 nChanged 26500 SP:Iteration 1F (7640.181067 sec): 3 clusters Score: Raw -4128425.553728 + Penalty 2075.959064 = -4126349.594664 nChanged 2673 SP:Iteration 2Q (7640.290353 sec): 3 clusters Score: Raw -4129399.214388 + Penalty 2075.959064 = -4127323.255324 nChanged 3089 SP:Iteration 3F (7640.408788 sec): 3 clusters Score: Raw -4130802.524649 + Penalty 2075.959064 = -4128726.565585 nChanged 3543 SP:Iteration 4F (7640.509442 sec): 3 clusters Score: Raw -4132802.484729 + Penalty 2075.959064 = -4130726.525665 nChanged 4023 SP:Iteration 5F (7640.622467 sec): 3 clusters Score: Raw -4135628.469112 + Penalty 2075.959064 = -4133552.510048 nChanged 4216 SP:Iteration 6F (7640.732970 sec): 3 clusters Score: Raw -4139240.405921 + Penalty 2075.959064 = -4137164.446857 nChanged 3840 SP:Iteration 7F (7640.846781 sec): 3 clusters Score: Raw -4142872.475958 + Penalty 2075.959064 = -4140796.516894 nChanged 2860 SP:Iteration 8F (7640.951658 sec): 3 clusters Score: Raw -4145549.347368 + Penalty 2075.959064 = -4143473.388304 nChanged 1817 SP:Iteration 9Q (7641.062513 sec): 3 clusters Score: Raw -4147188.199511 + Penalty 2075.959064 = -4145112.240447 nChanged 1069 SP:Iteration 10Q (7641.171617 sec): 3 clusters Score: Raw -4148098.559454 + Penalty 2075.959064 = -4146022.600390 nChanged 587 SP:Iteration 11Q (7641.276930 sec): 3 clusters Score: Raw -4148558.339530 + Penalty 2075.959064 = -4146482.380465 nChanged 359 SP:Iteration 12Q (7641.380550 sec): 3 clusters Score: Raw -4148810.619950 + Penalty 2075.959064 = -4146734.660886 nChanged 210 SP:Iteration 13Q (7641.479222 sec): 3 clusters Score: Raw -4148940.237649 + Penalty 2075.959064 = -4146864.278585 nChanged 139 SP:Iteration 14Q (7641.573169 sec): 3 clusters Score: Raw -4149025.636430 + Penalty 2075.959064 = -4146949.677365 nChanged 88 SP:Iteration 15Q (7641.675814 sec): 3 clusters Score: Raw -4149078.370117 + Penalty 2075.959064 = -4147002.411053 nChanged 71 SP:Iteration 16Q (7641.768503 sec): 3 clusters Score: Raw -4149117.438818 + Penalty 2075.959064 = -4147041.479754 nChanged 58 SP:Iteration 17Q (7641.871412 sec): 3 clusters Score: Raw -4149153.385319 + Penalty 2075.959064 = -4147077.426255 nChanged 57 SP:Iteration 18Q (7641.963933 sec): 3 clusters Score: Raw -4149185.547753 + Penalty 2075.959064 = -4147109.588689 nChanged 40 SP:Iteration 19Q (7642.070401 sec): 3 clusters Score: Raw -4149203.656462 + Penalty 2075.959064 = -4147127.697398 nChanged 33 SP:Iteration 20F (7642.169954 sec): 3 clusters Score: Raw -4149219.879251 + Penalty 2075.959064 = -4147143.920186 nChanged 27 SP:Iteration 21Q (7642.269798 sec): 3 clusters Score: Raw -4149229.900741 + Penalty 2075.959064 = -4147153.941677 nChanged 24 SP:Iteration 22Q (7642.372126 sec): 3 clusters Score: Raw -4149239.626632 + Penalty 2075.959064 = -4147163.667568 nChanged 18 SP:Iteration 23Q (7642.467431 sec): 3 clusters Score: Raw -4149246.805059 + Penalty 2075.959064 = -4147170.845995 nChanged 22 SP:Iteration 24Q (7642.571715 sec): 3 clusters Score: Raw -4149254.732796 + Penalty 2075.959064 = -4147178.773732 nChanged 10 SP:Iteration 25Q (7642.671084 sec): 3 clusters Score: Raw -4149258.324617 + Penalty 2075.959064 = -4147182.365552 nChanged 5 SP:Iteration 26Q (7642.775241 sec): 3 clusters Score: Raw -4149260.030600 + Penalty 2075.959064 = -4147184.071536 nChanged 4 SP:Iteration 27Q (7642.872683 sec): 3 clusters Score: Raw -4149261.682742 + Penalty 2075.959064 = -4147185.723678 nChanged 5 SP:Iteration 28Q (7642.970324 sec): 3 clusters Score: Raw -4149262.849167 + Penalty 2075.959064 = -4147186.890102 nChanged 3 SP:Iteration 29Q (7643.060495 sec): 3 clusters Score: Raw -4149263.908276 + Penalty 2075.959064 = -4147187.949212 nChanged 3 SP:Iteration 30Q (7643.154524 sec): 3 clusters Score: Raw -4149265.063153 + Penalty 2075.959064 = -4147189.104089 nChanged 3 SP:Iteration 31Q (7643.253399 sec): 3 clusters Score: Raw -4149265.934545 + Penalty 2075.959064 = -4147189.975481 nChanged 4 SP:Iteration 32Q (7643.346478 sec): 3 clusters Score: Raw -4149267.483900 + Penalty 2075.959064 = -4147191.524835 nChanged 4 SP:Iteration 33Q (7643.449582 sec): 3 clusters Score: Raw -4149268.743405 + Penalty 2075.959064 = -4147192.784341 nChanged 2 SP:Iteration 34Q (7643.548243 sec): 3 clusters Score: Raw -4149269.054749 + Penalty 2075.959064 = -4147193.095685 nChanged 1 SP:Iteration 35Q (7643.646971 sec): 3 clusters Score: Raw -4149269.189868 + Penalty 2075.959064 = -4147193.230804 nChanged 2 SP:Iteration 36Q (7643.746715 sec): 3 clusters Score: Raw -4149269.401571 + Penalty 2075.959064 = -4147193.442507 nChanged 1 SP:Iteration 37Q (7643.845307 sec): 3 clusters Score: Raw -4149269.553339 + Penalty 2075.959064 = -4147193.594275 nChanged 0 SP:Iteration 38F (7643.962063 sec): 3 clusters Score: Raw -4149269.553339 + Penalty 2075.959064 = -4147193.594275 nChanged 0 Trying to split cluster 14 (7445 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7643.983182 sec): 2 clusters Score: Raw -538340.248271 + Penalty 846.953305 = -537493.294967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7644.048795 sec): 3 clusters Score: Raw -534057.686137 + Penalty 1693.906610 = -532363.779527 nChanged 3229 SP:Iteration 1F (7644.091127 sec): 3 clusters Score: Raw -535918.125904 + Penalty 1693.906610 = -534224.219294 nChanged 527 SP:Iteration 2F (7644.155098 sec): 3 clusters Score: Raw -536235.986881 + Penalty 1693.906610 = -534542.080272 nChanged 529 SP:Iteration 3F (7644.201132 sec): 3 clusters Score: Raw -536598.123944 + Penalty 1693.906610 = -534904.217335 nChanged 521 SP:Iteration 4F (7644.250254 sec): 3 clusters Score: Raw -536992.735547 + Penalty 1693.906610 = -535298.828937 nChanged 483 SP:Iteration 5F (7644.302178 sec): 3 clusters Score: Raw -537402.195435 + Penalty 1693.906610 = -535708.288826 nChanged 400 SP:Iteration 6F (7644.366350 sec): 3 clusters Score: Raw -537757.223798 + Penalty 1693.906610 = -536063.317188 nChanged 308 SP:Iteration 7Q (7644.412087 sec): 3 clusters Score: Raw -538025.528407 + Penalty 1693.906610 = -536331.621798 nChanged 181 SP:Iteration 8Q (7644.459706 sec): 3 clusters Score: Raw -538165.988855 + Penalty 1693.906610 = -536472.082246 nChanged 126 SP:Iteration 9Q (7644.521908 sec): 3 clusters Score: Raw -538276.714255 + Penalty 1693.906610 = -536582.807645 nChanged 96 SP:Iteration 10Q (7644.574535 sec): 3 clusters Score: Raw -538373.119676 + Penalty 1693.906610 = -536679.213067 nChanged 61 SP:Iteration 11Q (7644.616626 sec): 3 clusters Score: Raw -538426.521246 + Penalty 1693.906610 = -536732.614636 nChanged 52 SP:Iteration 12Q (7644.671603 sec): 3 clusters Score: Raw -538473.862471 + Penalty 1693.906610 = -536779.955862 nChanged 46 SP:Iteration 13Q (7644.727985 sec): 3 clusters Score: Raw -538520.245279 + Penalty 1693.906610 = -536826.338670 nChanged 58 SP:Iteration 14Q (7644.776556 sec): 3 clusters Score: Raw -538583.715225 + Penalty 1693.906610 = -536889.808616 nChanged 48 SP:Iteration 15Q (7644.826698 sec): 3 clusters Score: Raw -538624.785057 + Penalty 1693.906610 = -536930.878447 nChanged 39 SP:Iteration 16Q (7644.879327 sec): 3 clusters Score: Raw -538654.575871 + Penalty 1693.906610 = -536960.669262 nChanged 33 SP:Iteration 17Q (7644.933526 sec): 3 clusters Score: Raw -538679.440568 + Penalty 1693.906610 = -536985.533958 nChanged 28 SP:Iteration 18Q (7644.973814 sec): 3 clusters Score: Raw -538695.323761 + Penalty 1693.906610 = -537001.417151 nChanged 19 SP:Iteration 19Q (7645.032320 sec): 3 clusters Score: Raw -538704.144978 + Penalty 1693.906610 = -537010.238368 nChanged 17 SP:Iteration 20F (7645.078751 sec): 3 clusters Score: Raw -538714.645554 + Penalty 1693.906610 = -537020.738945 nChanged 21 SP:Iteration 21Q (7645.123945 sec): 3 clusters Score: Raw -538723.157393 + Penalty 1693.906610 = -537029.250784 nChanged 9 SP:Iteration 22Q (7645.171917 sec): 3 clusters Score: Raw -538727.284188 + Penalty 1693.906610 = -537033.377578 nChanged 12 SP:Iteration 23Q (7645.228842 sec): 3 clusters Score: Raw -538732.181198 + Penalty 1693.906610 = -537038.274588 nChanged 11 SP:Iteration 24Q (7645.288836 sec): 3 clusters Score: Raw -538735.828450 + Penalty 1693.906610 = -537041.921840 nChanged 3 SP:Iteration 25Q (7645.338916 sec): 3 clusters Score: Raw -538737.135558 + Penalty 1693.906610 = -537043.228948 nChanged 3 SP:Iteration 26Q (7645.388561 sec): 3 clusters Score: Raw -538737.927805 + Penalty 1693.906610 = -537044.021195 nChanged 4 SP:Iteration 27Q (7645.444952 sec): 3 clusters Score: Raw -538739.541756 + Penalty 1693.906610 = -537045.635146 nChanged 2 SP:Iteration 28Q (7645.492275 sec): 3 clusters Score: Raw -538740.491074 + Penalty 1693.906610 = -537046.584464 nChanged 1 SP:Iteration 29Q (7645.542026 sec): 3 clusters Score: Raw -538740.617080 + Penalty 1693.906610 = -537046.710470 nChanged 0 SP:Iteration 30F (7645.596572 sec): 3 clusters Score: Raw -538740.617080 + Penalty 1693.906610 = -537046.710470 nChanged 0 Trying to split cluster 15 (2968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7645.621330 sec): 2 clusters Score: Raw -205895.615777 + Penalty 759.586142 = -205136.029635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7645.678471 sec): 3 clusters Score: Raw -204339.594624 + Penalty 1519.172285 = -202820.422339 nChanged 1250 SP:Iteration 1F (7645.722445 sec): 3 clusters Score: Raw -205085.720936 + Penalty 1519.172285 = -203566.548651 nChanged 228 SP:Iteration 2F (7645.765461 sec): 3 clusters Score: Raw -205233.512892 + Penalty 1519.172285 = -203714.340607 nChanged 190 SP:Iteration 3F (7645.810678 sec): 3 clusters Score: Raw -205410.378930 + Penalty 1519.172285 = -203891.206646 nChanged 200 SP:Iteration 4F (7645.856287 sec): 3 clusters Score: Raw -205586.447150 + Penalty 1519.172285 = -204067.274865 nChanged 198 SP:Iteration 5F (7645.896999 sec): 3 clusters Score: Raw -205771.463550 + Penalty 1519.172285 = -204252.291265 nChanged 206 SP:Iteration 6F (7645.937651 sec): 3 clusters Score: Raw -205981.666092 + Penalty 1519.172285 = -204462.493807 nChanged 172 SP:Iteration 7F (7645.987983 sec): 3 clusters Score: Raw -206145.399004 + Penalty 1519.172285 = -204626.226719 nChanged 125 SP:Iteration 8Q (7646.031323 sec): 3 clusters Score: Raw -206256.288757 + Penalty 1519.172285 = -204737.116472 nChanged 86 SP:Iteration 9Q (7646.073288 sec): 3 clusters Score: Raw -206324.438080 + Penalty 1519.172285 = -204805.265795 nChanged 62 SP:Iteration 10Q (7646.115957 sec): 3 clusters Score: Raw -206361.176501 + Penalty 1519.172285 = -204842.004216 nChanged 42 SP:Iteration 11Q (7646.156050 sec): 3 clusters Score: Raw -206382.865601 + Penalty 1519.172285 = -204863.693316 nChanged 33 SP:Iteration 12Q (7646.217292 sec): 3 clusters Score: Raw -206397.528390 + Penalty 1519.172285 = -204878.356105 nChanged 26 SP:Iteration 13Q (7646.250736 sec): 3 clusters Score: Raw -206408.523810 + Penalty 1519.172285 = -204889.351526 nChanged 15 SP:Iteration 14Q (7646.305430 sec): 3 clusters Score: Raw -206414.501532 + Penalty 1519.172285 = -204895.329247 nChanged 15 SP:Iteration 15Q (7646.357270 sec): 3 clusters Score: Raw -206422.623731 + Penalty 1519.172285 = -204903.451446 nChanged 12 SP:Iteration 16Q (7646.408948 sec): 3 clusters Score: Raw -206430.665492 + Penalty 1519.172285 = -204911.493207 nChanged 18 SP:Iteration 17Q (7646.454017 sec): 3 clusters Score: Raw -206439.231281 + Penalty 1519.172285 = -204920.058996 nChanged 11 SP:Iteration 18Q (7646.508542 sec): 3 clusters Score: Raw -206443.304902 + Penalty 1519.172285 = -204924.132617 nChanged 10 SP:Iteration 19Q (7646.552544 sec): 3 clusters Score: Raw -206447.462424 + Penalty 1519.172285 = -204928.290139 nChanged 3 SP:Iteration 20F (7646.596386 sec): 3 clusters Score: Raw -206448.348002 + Penalty 1519.172285 = -204929.175717 nChanged 1 SP:Iteration 21Q (7646.653101 sec): 3 clusters Score: Raw -206448.513923 + Penalty 1519.172285 = -204929.341638 nChanged 2 SP:Iteration 22Q (7646.697994 sec): 3 clusters Score: Raw -206449.364362 + Penalty 1519.172285 = -204930.192077 nChanged 4 SP:Iteration 23Q (7646.738333 sec): 3 clusters Score: Raw -206450.452042 + Penalty 1519.172285 = -204931.279757 nChanged 4 SP:Iteration 24Q (7646.781064 sec): 3 clusters Score: Raw -206452.050827 + Penalty 1519.172285 = -204932.878542 nChanged 6 SP:Iteration 25Q (7646.828726 sec): 3 clusters Score: Raw -206456.078351 + Penalty 1519.172285 = -204936.906067 nChanged 6 SP:Iteration 26Q (7646.873410 sec): 3 clusters Score: Raw -206459.662128 + Penalty 1519.172285 = -204940.489843 nChanged 4 SP:Iteration 27Q (7646.924154 sec): 3 clusters Score: Raw -206461.119259 + Penalty 1519.172285 = -204941.946975 nChanged 6 SP:Iteration 28Q (7646.973255 sec): 3 clusters Score: Raw -206463.216296 + Penalty 1519.172285 = -204944.044011 nChanged 3 SP:Iteration 29Q (7647.019151 sec): 3 clusters Score: Raw -206463.750618 + Penalty 1519.172285 = -204944.578333 nChanged 1 SP:Iteration 30Q (7647.061220 sec): 3 clusters Score: Raw -206463.830649 + Penalty 1519.172285 = -204944.658365 nChanged 0 SP:Iteration 31F (7647.105110 sec): 3 clusters Score: Raw -206463.830649 + Penalty 1519.172285 = -204944.658365 nChanged 0 Trying to split cluster 16 (3103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7647.133173 sec): 2 clusters Score: Raw -194708.676614 + Penalty 763.811843 = -193944.864771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7647.195038 sec): 3 clusters Score: Raw -193092.102765 + Penalty 1527.623686 = -191564.479079 nChanged 1261 SP:Iteration 1F (7647.244647 sec): 3 clusters Score: Raw -193904.926937 + Penalty 1527.623686 = -192377.303250 nChanged 230 SP:Iteration 2F (7647.291056 sec): 3 clusters Score: Raw -194075.326087 + Penalty 1527.623686 = -192547.702401 nChanged 192 SP:Iteration 3F (7647.330409 sec): 3 clusters Score: Raw -194198.955883 + Penalty 1527.623686 = -192671.332196 nChanged 159 SP:Iteration 4F (7647.378426 sec): 3 clusters Score: Raw -194303.920866 + Penalty 1527.623686 = -192776.297180 nChanged 107 SP:Iteration 5Q (7647.429073 sec): 3 clusters Score: Raw -194380.852957 + Penalty 1527.623686 = -192853.229271 nChanged 113 SP:Iteration 6Q (7647.479006 sec): 3 clusters Score: Raw -194464.574863 + Penalty 1527.623686 = -192936.951176 nChanged 89 SP:Iteration 7Q (7647.530917 sec): 3 clusters Score: Raw -194533.639925 + Penalty 1527.623686 = -193006.016239 nChanged 97 SP:Iteration 8Q (7647.583598 sec): 3 clusters Score: Raw -194589.240906 + Penalty 1527.623686 = -193061.617220 nChanged 63 SP:Iteration 9Q (7647.645041 sec): 3 clusters Score: Raw -194624.306462 + Penalty 1527.623686 = -193096.682776 nChanged 49 SP:Iteration 10Q (7647.696758 sec): 3 clusters Score: Raw -194648.042235 + Penalty 1527.623686 = -193120.418549 nChanged 42 SP:Iteration 11Q (7647.738109 sec): 3 clusters Score: Raw -194673.842349 + Penalty 1527.623686 = -193146.218663 nChanged 46 SP:Iteration 12Q (7647.783877 sec): 3 clusters Score: Raw -194702.114844 + Penalty 1527.623686 = -193174.491158 nChanged 44 SP:Iteration 13Q (7647.824379 sec): 3 clusters Score: Raw -194725.731804 + Penalty 1527.623686 = -193198.108117 nChanged 42 SP:Iteration 14Q (7647.878122 sec): 3 clusters Score: Raw -194752.704342 + Penalty 1527.623686 = -193225.080656 nChanged 39 SP:Iteration 15Q (7647.933512 sec): 3 clusters Score: Raw -194776.017547 + Penalty 1527.623686 = -193248.393861 nChanged 39 SP:Iteration 16Q (7647.974373 sec): 3 clusters Score: Raw -194805.467064 + Penalty 1527.623686 = -193277.843378 nChanged 36 SP:Iteration 17Q (7648.034744 sec): 3 clusters Score: Raw -194829.092166 + Penalty 1527.623686 = -193301.468480 nChanged 43 SP:Iteration 18Q (7648.090061 sec): 3 clusters Score: Raw -194875.872750 + Penalty 1527.623686 = -193348.249064 nChanged 52 SP:Iteration 19Q (7648.128873 sec): 3 clusters Score: Raw -194968.609328 + Penalty 1527.623686 = -193440.985641 nChanged 55 SP:Iteration 20F (7648.184868 sec): 3 clusters Score: Raw -195091.615116 + Penalty 1527.623686 = -193563.991430 nChanged 51 SP:Iteration 21Q (7648.242930 sec): 3 clusters Score: Raw -195147.065047 + Penalty 1527.623686 = -193619.441361 nChanged 38 SP:Iteration 22Q (7648.291984 sec): 3 clusters Score: Raw -195165.781477 + Penalty 1527.623686 = -193638.157791 nChanged 22 SP:Iteration 23Q (7648.341720 sec): 3 clusters Score: Raw -195177.000532 + Penalty 1527.623686 = -193649.376846 nChanged 22 SP:Iteration 24Q (7648.391500 sec): 3 clusters Score: Raw -195187.370102 + Penalty 1527.623686 = -193659.746416 nChanged 20 SP:Iteration 25Q (7648.430903 sec): 3 clusters Score: Raw -195198.147294 + Penalty 1527.623686 = -193670.523608 nChanged 12 SP:Iteration 26Q (7648.485142 sec): 3 clusters Score: Raw -195204.617181 + Penalty 1527.623686 = -193676.993495 nChanged 13 SP:Iteration 27Q (7648.533708 sec): 3 clusters Score: Raw -195211.100593 + Penalty 1527.623686 = -193683.476907 nChanged 9 SP:Iteration 28Q (7648.592066 sec): 3 clusters Score: Raw -195213.880065 + Penalty 1527.623686 = -193686.256378 nChanged 9 SP:Iteration 29Q (7648.629658 sec): 3 clusters Score: Raw -195216.179637 + Penalty 1527.623686 = -193688.555951 nChanged 5 SP:Iteration 30Q (7648.692785 sec): 3 clusters Score: Raw -195217.756560 + Penalty 1527.623686 = -193690.132873 nChanged 7 SP:Iteration 31Q (7648.741449 sec): 3 clusters Score: Raw -195221.248612 + Penalty 1527.623686 = -193693.624926 nChanged 11 SP:Iteration 32Q (7648.789345 sec): 3 clusters Score: Raw -195225.508980 + Penalty 1527.623686 = -193697.885294 nChanged 12 SP:Iteration 33Q (7648.827408 sec): 3 clusters Score: Raw -195231.269805 + Penalty 1527.623686 = -193703.646119 nChanged 14 SP:Iteration 34Q (7648.879997 sec): 3 clusters Score: Raw -195237.750140 + Penalty 1527.623686 = -193710.126454 nChanged 19 SP:Iteration 35Q (7648.924786 sec): 3 clusters Score: Raw -195247.029289 + Penalty 1527.623686 = -193719.405603 nChanged 19 SP:Iteration 36Q (7648.972063 sec): 3 clusters Score: Raw -195257.188780 + Penalty 1527.623686 = -193729.565094 nChanged 21 SP:Iteration 37Q (7649.011027 sec): 3 clusters Score: Raw -195269.027447 + Penalty 1527.623686 = -193741.403761 nChanged 24 SP:Iteration 38Q (7649.055429 sec): 3 clusters Score: Raw -195282.609748 + Penalty 1527.623686 = -193754.986062 nChanged 35 SP:Iteration 39Q (7649.111853 sec): 3 clusters Score: Raw -195304.018589 + Penalty 1527.623686 = -193776.394903 nChanged 32 SP:Iteration 40F (7649.165142 sec): 3 clusters Score: Raw -195333.668091 + Penalty 1527.623686 = -193806.044405 nChanged 41 SP:Iteration 41Q (7649.216271 sec): 3 clusters Score: Raw -195378.351575 + Penalty 1527.623686 = -193850.727889 nChanged 40 SP:Iteration 42Q (7649.251924 sec): 3 clusters Score: Raw -195410.386264 + Penalty 1527.623686 = -193882.762578 nChanged 37 SP:Iteration 43Q (7649.309661 sec): 3 clusters Score: Raw -195440.300062 + Penalty 1527.623686 = -193912.676376 nChanged 36 SP:Iteration 44Q (7649.347348 sec): 3 clusters Score: Raw -195464.939942 + Penalty 1527.623686 = -193937.316256 nChanged 26 SP:Iteration 45Q (7649.397700 sec): 3 clusters Score: Raw -195482.816885 + Penalty 1527.623686 = -193955.193199 nChanged 18 SP:Iteration 46Q (7649.434625 sec): 3 clusters Score: Raw -195495.281288 + Penalty 1527.623686 = -193967.657602 nChanged 12 SP:Iteration 47Q (7649.485638 sec): 3 clusters Score: Raw -195502.028111 + Penalty 1527.623686 = -193974.404424 nChanged 7 SP:Iteration 48Q (7649.536950 sec): 3 clusters Score: Raw -195506.522938 + Penalty 1527.623686 = -193978.899252 nChanged 7 SP:Iteration 49Q (7649.594916 sec): 3 clusters Score: Raw -195510.151851 + Penalty 1527.623686 = -193982.528165 nChanged 9 SP:Iteration 50Q (7649.634077 sec): 3 clusters Score: Raw -195513.201131 + Penalty 1527.623686 = -193985.577445 nChanged 1 SP:Iteration 51Q (7649.679655 sec): 3 clusters Score: Raw -195513.312514 + Penalty 1527.623686 = -193985.688827 nChanged 0 SP:Iteration 52F (7649.725724 sec): 3 clusters Score: Raw -195513.312514 + Penalty 1527.623686 = -193985.688827 nChanged 0 Score: Raw -45959388.045444 + Penalty 54623.503038 = -45904764.542406 Splitting cluster 16 changes total score from -45905229.220170 to -45904764.542406 So it's not getting split. Trying to split cluster 17 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7662.331562 sec): 2 clusters Score: Raw -102294.969229 + Penalty 711.865139 = -101583.104090 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7662.363212 sec): 3 clusters Score: Raw -101567.708719 + Penalty 1423.730277 = -100143.978441 nChanged 695 SP:Iteration 1F (7662.412210 sec): 3 clusters Score: Raw -102308.753030 + Penalty 1423.730277 = -100885.022752 nChanged 197 SP:Iteration 2F (7662.449115 sec): 3 clusters Score: Raw -102500.811038 + Penalty 1423.730277 = -101077.080761 nChanged 117 SP:Iteration 3F (7662.505858 sec): 3 clusters Score: Raw -102613.182881 + Penalty 1423.730277 = -101189.452604 nChanged 72 SP:Iteration 4Q (7662.544733 sec): 3 clusters Score: Raw -102673.653376 + Penalty 1423.730277 = -101249.923098 nChanged 50 SP:Iteration 5Q (7662.592561 sec): 3 clusters Score: Raw -102723.381653 + Penalty 1423.730277 = -101299.651376 nChanged 49 SP:Iteration 6Q (7662.633486 sec): 3 clusters Score: Raw -102772.636115 + Penalty 1423.730277 = -101348.905838 nChanged 49 SP:Iteration 7Q (7662.682338 sec): 3 clusters Score: Raw -102822.032338 + Penalty 1423.730277 = -101398.302061 nChanged 44 SP:Iteration 8Q (7662.728280 sec): 3 clusters Score: Raw -102868.890467 + Penalty 1423.730277 = -101445.160190 nChanged 34 SP:Iteration 9Q (7662.785050 sec): 3 clusters Score: Raw -102918.114603 + Penalty 1423.730277 = -101494.384326 nChanged 30 SP:Iteration 10Q (7662.830091 sec): 3 clusters Score: Raw -102973.780334 + Penalty 1423.730277 = -101550.050057 nChanged 33 SP:Iteration 11Q (7662.871700 sec): 3 clusters Score: Raw -103021.867580 + Penalty 1423.730277 = -101598.137303 nChanged 23 SP:Iteration 12Q (7662.913966 sec): 3 clusters Score: Raw -103038.161309 + Penalty 1423.730277 = -101614.431032 nChanged 10 SP:Iteration 13Q (7662.952852 sec): 3 clusters Score: Raw -103047.252025 + Penalty 1423.730277 = -101623.521748 nChanged 3 SP:Iteration 14Q (7663.009281 sec): 3 clusters Score: Raw -103050.215182 + Penalty 1423.730277 = -101626.484905 nChanged 4 SP:Iteration 15Q (7663.060516 sec): 3 clusters Score: Raw -103057.730830 + Penalty 1423.730277 = -101634.000553 nChanged 4 SP:Iteration 16Q (7663.107761 sec): 3 clusters Score: Raw -103060.206297 + Penalty 1423.730277 = -101636.476019 nChanged 1 SP:Iteration 17Q (7663.147904 sec): 3 clusters Score: Raw -103060.397934 + Penalty 1423.730277 = -101636.667656 nChanged 0 SP:Iteration 18F (7663.194521 sec): 3 clusters Score: Raw -103060.397934 + Penalty 1423.730277 = -101636.667656 nChanged 0 Score: Raw -45959348.838250 + Penalty 54623.503038 = -45904725.335211 Splitting cluster 17 changes total score from -45905229.220170 to -45904725.335211 So it's not getting split. Trying to split cluster 18 (13522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7675.856719 sec): 2 clusters Score: Raw -946814.971329 + Penalty 903.646960 = -945911.324369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7675.919443 sec): 3 clusters Score: Raw -938587.896534 + Penalty 1807.293921 = -936780.602614 nChanged 6185 SP:Iteration 1F (7675.979591 sec): 3 clusters Score: Raw -941906.154805 + Penalty 1807.293921 = -940098.860884 nChanged 658 SP:Iteration 2Q (7676.041356 sec): 3 clusters Score: Raw -942149.192324 + Penalty 1807.293921 = -940341.898403 nChanged 662 SP:Iteration 3Q (7676.114949 sec): 3 clusters Score: Raw -942382.786476 + Penalty 1807.293921 = -940575.492555 nChanged 623 SP:Iteration 4Q (7676.183288 sec): 3 clusters Score: Raw -942614.290010 + Penalty 1807.293921 = -940806.996089 nChanged 614 SP:Iteration 5Q (7676.250085 sec): 3 clusters Score: Raw -942878.013332 + Penalty 1807.293921 = -941070.719411 nChanged 656 SP:Iteration 6Q (7676.302430 sec): 3 clusters Score: Raw -943180.079296 + Penalty 1807.293921 = -941372.785375 nChanged 656 SP:Iteration 7Q (7676.374596 sec): 3 clusters Score: Raw -943491.119988 + Penalty 1807.293921 = -941683.826067 nChanged 646 SP:Iteration 8Q (7676.440436 sec): 3 clusters Score: Raw -943810.683971 + Penalty 1807.293921 = -942003.390050 nChanged 680 SP:Iteration 9F (7676.505294 sec): 3 clusters Score: Raw -944180.299558 + Penalty 1807.293921 = -942373.005637 nChanged 604 SP:Iteration 10Q (7676.570981 sec): 3 clusters Score: Raw -944545.665278 + Penalty 1807.293921 = -942738.371357 nChanged 553 SP:Iteration 11Q (7676.623891 sec): 3 clusters Score: Raw -944887.298195 + Penalty 1807.293921 = -943080.004274 nChanged 481 SP:Iteration 12Q (7676.699701 sec): 3 clusters Score: Raw -945200.236353 + Penalty 1807.293921 = -943392.942432 nChanged 427 SP:Iteration 13Q (7676.763374 sec): 3 clusters Score: Raw -945496.574609 + Penalty 1807.293921 = -943689.280688 nChanged 389 SP:Iteration 14Q (7676.832610 sec): 3 clusters Score: Raw -945787.653872 + Penalty 1807.293921 = -943980.359952 nChanged 322 SP:Iteration 15Q (7676.887502 sec): 3 clusters Score: Raw -946059.918287 + Penalty 1807.293921 = -944252.624366 nChanged 256 SP:Iteration 16Q (7676.964200 sec): 3 clusters Score: Raw -946288.306355 + Penalty 1807.293921 = -944481.012434 nChanged 211 SP:Iteration 17Q (7677.016888 sec): 3 clusters Score: Raw -946468.811178 + Penalty 1807.293921 = -944661.517257 nChanged 163 SP:Iteration 18Q (7677.080232 sec): 3 clusters Score: Raw -946574.751497 + Penalty 1807.293921 = -944767.457576 nChanged 113 SP:Iteration 19Q (7677.148662 sec): 3 clusters Score: Raw -946635.039720 + Penalty 1807.293921 = -944827.745800 nChanged 105 SP:Iteration 20F (7677.198633 sec): 3 clusters Score: Raw -946688.863654 + Penalty 1807.293921 = -944881.569733 nChanged 83 SP:Iteration 21Q (7677.259649 sec): 3 clusters Score: Raw -946725.182349 + Penalty 1807.293921 = -944917.888428 nChanged 61 SP:Iteration 22Q (7677.314521 sec): 3 clusters Score: Raw -946747.484900 + Penalty 1807.293921 = -944940.190979 nChanged 48 SP:Iteration 23Q (7677.374557 sec): 3 clusters Score: Raw -946763.564777 + Penalty 1807.293921 = -944956.270856 nChanged 33 SP:Iteration 24Q (7677.430561 sec): 3 clusters Score: Raw -946776.056960 + Penalty 1807.293921 = -944968.763040 nChanged 36 SP:Iteration 25Q (7677.497013 sec): 3 clusters Score: Raw -946787.939743 + Penalty 1807.293921 = -944980.645822 nChanged 29 SP:Iteration 26Q (7677.557532 sec): 3 clusters Score: Raw -946796.443531 + Penalty 1807.293921 = -944989.149610 nChanged 20 SP:Iteration 27Q (7677.618441 sec): 3 clusters Score: Raw -946802.408786 + Penalty 1807.293921 = -944995.114865 nChanged 21 SP:Iteration 28Q (7677.680988 sec): 3 clusters Score: Raw -946807.179797 + Penalty 1807.293921 = -944999.885876 nChanged 15 SP:Iteration 29Q (7677.738307 sec): 3 clusters Score: Raw -946811.154453 + Penalty 1807.293921 = -945003.860532 nChanged 16 SP:Iteration 30Q (7677.789354 sec): 3 clusters Score: Raw -946816.737731 + Penalty 1807.293921 = -945009.443810 nChanged 21 SP:Iteration 31Q (7677.863539 sec): 3 clusters Score: Raw -946822.776581 + Penalty 1807.293921 = -945015.482661 nChanged 21 SP:Iteration 32Q (7677.908901 sec): 3 clusters Score: Raw -946830.627706 + Penalty 1807.293921 = -945023.333785 nChanged 20 SP:Iteration 33Q (7677.965969 sec): 3 clusters Score: Raw -946837.853480 + Penalty 1807.293921 = -945030.559559 nChanged 19 SP:Iteration 34Q (7678.018547 sec): 3 clusters Score: Raw -946842.854541 + Penalty 1807.293921 = -945035.560620 nChanged 13 SP:Iteration 35Q (7678.078964 sec): 3 clusters Score: Raw -946846.626942 + Penalty 1807.293921 = -945039.333021 nChanged 5 SP:Iteration 36Q (7678.135657 sec): 3 clusters Score: Raw -946847.264616 + Penalty 1807.293921 = -945039.970695 nChanged 3 SP:Iteration 37Q (7678.207371 sec): 3 clusters Score: Raw -946847.599636 + Penalty 1807.293921 = -945040.305715 nChanged 5 SP:Iteration 38Q (7678.264092 sec): 3 clusters Score: Raw -946848.926299 + Penalty 1807.293921 = -945041.632378 nChanged 5 SP:Iteration 39Q (7678.313886 sec): 3 clusters Score: Raw -946850.145037 + Penalty 1807.293921 = -945042.851116 nChanged 5 SP:Iteration 40F (7678.391168 sec): 3 clusters Score: Raw -946850.855966 + Penalty 1807.293921 = -945043.562046 nChanged 5 SP:Iteration 41Q (7678.452426 sec): 3 clusters Score: Raw -946851.965429 + Penalty 1807.293921 = -945044.671509 nChanged 6 SP:Iteration 42Q (7678.512619 sec): 3 clusters Score: Raw -946853.604394 + Penalty 1807.293921 = -945046.310473 nChanged 5 SP:Iteration 43Q (7678.577461 sec): 3 clusters Score: Raw -946854.824333 + Penalty 1807.293921 = -945047.530412 nChanged 1 SP:Iteration 44Q (7678.634129 sec): 3 clusters Score: Raw -946855.206572 + Penalty 1807.293921 = -945047.912652 nChanged 3 SP:Iteration 45Q (7678.695961 sec): 3 clusters Score: Raw -946856.073148 + Penalty 1807.293921 = -945048.779228 nChanged 5 SP:Iteration 46Q (7678.749411 sec): 3 clusters Score: Raw -946857.230696 + Penalty 1807.293921 = -945049.936775 nChanged 5 SP:Iteration 47Q (7678.802635 sec): 3 clusters Score: Raw -946858.346402 + Penalty 1807.293921 = -945051.052482 nChanged 1 SP:Iteration 48Q (7678.874822 sec): 3 clusters Score: Raw -946858.440341 + Penalty 1807.293921 = -945051.146421 nChanged 0 SP:Iteration 49F (7678.928714 sec): 3 clusters Score: Raw -946858.440341 + Penalty 1807.293921 = -945051.146421 nChanged 0 Trying to split cluster 19 (14046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7678.968964 sec): 2 clusters Score: Raw -994709.587315 + Penalty 907.258829 = -993802.328486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7679.021000 sec): 3 clusters Score: Raw -986211.935515 + Penalty 1814.517658 = -984397.417857 nChanged 6346 SP:Iteration 1F (7679.086171 sec): 3 clusters Score: Raw -989811.785062 + Penalty 1814.517658 = -987997.267404 nChanged 816 SP:Iteration 2F (7679.142489 sec): 3 clusters Score: Raw -990132.988457 + Penalty 1814.517658 = -988318.470799 nChanged 706 SP:Iteration 3F (7679.204850 sec): 3 clusters Score: Raw -990437.928788 + Penalty 1814.517658 = -988623.411130 nChanged 664 SP:Iteration 4Q (7679.275535 sec): 3 clusters Score: Raw -990729.040211 + Penalty 1814.517658 = -988914.522553 nChanged 605 SP:Iteration 5Q (7679.337805 sec): 3 clusters Score: Raw -991026.608227 + Penalty 1814.517658 = -989212.090569 nChanged 639 SP:Iteration 6Q (7679.392217 sec): 3 clusters Score: Raw -991368.924515 + Penalty 1814.517658 = -989554.406857 nChanged 676 SP:Iteration 7Q (7679.444181 sec): 3 clusters Score: Raw -991803.399352 + Penalty 1814.517658 = -989988.881694 nChanged 743 SP:Iteration 8F (7679.503394 sec): 3 clusters Score: Raw -992313.996329 + Penalty 1814.517658 = -990499.478671 nChanged 725 SP:Iteration 9F (7679.570210 sec): 3 clusters Score: Raw -992860.665385 + Penalty 1814.517658 = -991046.147727 nChanged 672 SP:Iteration 10Q (7679.628383 sec): 3 clusters Score: Raw -993382.500253 + Penalty 1814.517658 = -991567.982595 nChanged 527 SP:Iteration 11Q (7679.682911 sec): 3 clusters Score: Raw -993799.109709 + Penalty 1814.517658 = -991984.592051 nChanged 446 SP:Iteration 12Q (7679.748013 sec): 3 clusters Score: Raw -994159.995894 + Penalty 1814.517658 = -992345.478236 nChanged 320 SP:Iteration 13Q (7679.809651 sec): 3 clusters Score: Raw -994425.535380 + Penalty 1814.517658 = -992611.017722 nChanged 187 SP:Iteration 14Q (7679.860315 sec): 3 clusters Score: Raw -994575.073490 + Penalty 1814.517658 = -992760.555832 nChanged 136 SP:Iteration 15Q (7679.912701 sec): 3 clusters Score: Raw -994687.053186 + Penalty 1814.517658 = -992872.535528 nChanged 79 SP:Iteration 16Q (7679.972109 sec): 3 clusters Score: Raw -994746.666093 + Penalty 1814.517658 = -992932.148435 nChanged 53 SP:Iteration 17Q (7680.020788 sec): 3 clusters Score: Raw -994783.043289 + Penalty 1814.517658 = -992968.525631 nChanged 37 SP:Iteration 18Q (7680.076611 sec): 3 clusters Score: Raw -994813.445979 + Penalty 1814.517658 = -992998.928321 nChanged 34 SP:Iteration 19Q (7680.145780 sec): 3 clusters Score: Raw -994832.916173 + Penalty 1814.517658 = -993018.398515 nChanged 17 SP:Iteration 20F (7680.201502 sec): 3 clusters Score: Raw -994845.381495 + Penalty 1814.517658 = -993030.863837 nChanged 21 SP:Iteration 21Q (7680.253493 sec): 3 clusters Score: Raw -994860.420752 + Penalty 1814.517658 = -993045.903094 nChanged 14 SP:Iteration 22Q (7680.314543 sec): 3 clusters Score: Raw -994869.528456 + Penalty 1814.517658 = -993055.010798 nChanged 15 SP:Iteration 23Q (7680.371620 sec): 3 clusters Score: Raw -994877.651695 + Penalty 1814.517658 = -993063.134037 nChanged 7 SP:Iteration 24Q (7680.431071 sec): 3 clusters Score: Raw -994883.449019 + Penalty 1814.517658 = -993068.931361 nChanged 6 SP:Iteration 25Q (7680.487044 sec): 3 clusters Score: Raw -994887.131826 + Penalty 1814.517658 = -993072.614168 nChanged 5 SP:Iteration 26Q (7680.547230 sec): 3 clusters Score: Raw -994891.870291 + Penalty 1814.517658 = -993077.352633 nChanged 6 SP:Iteration 27Q (7680.596336 sec): 3 clusters Score: Raw -994894.731822 + Penalty 1814.517658 = -993080.214164 nChanged 4 SP:Iteration 28Q (7680.660583 sec): 3 clusters Score: Raw -994896.708453 + Penalty 1814.517658 = -993082.190795 nChanged 5 SP:Iteration 29Q (7680.715341 sec): 3 clusters Score: Raw -994900.465518 + Penalty 1814.517658 = -993085.947860 nChanged 4 SP:Iteration 30Q (7680.768048 sec): 3 clusters Score: Raw -994902.232171 + Penalty 1814.517658 = -993087.714513 nChanged 2 SP:Iteration 31Q (7680.815134 sec): 3 clusters Score: Raw -994903.543601 + Penalty 1814.517658 = -993089.025943 nChanged 2 SP:Iteration 32Q (7680.871536 sec): 3 clusters Score: Raw -994904.587335 + Penalty 1814.517658 = -993090.069677 nChanged 1 SP:Iteration 33Q (7680.932418 sec): 3 clusters Score: Raw -994905.307180 + Penalty 1814.517658 = -993090.789522 nChanged 1 SP:Iteration 34Q (7680.980936 sec): 3 clusters Score: Raw -994905.616539 + Penalty 1814.517658 = -993091.098881 nChanged 0 SP:Iteration 35F (7681.050812 sec): 3 clusters Score: Raw -994905.616539 + Penalty 1814.517658 = -993091.098881 nChanged 0 Trying to split cluster 20 (20498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7681.091120 sec): 2 clusters Score: Raw -1529737.178816 + Penalty 943.167847 = -1528794.010969 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7681.163551 sec): 3 clusters Score: Raw -1517097.679552 + Penalty 1886.335694 = -1515211.343858 nChanged 9463 SP:Iteration 1F (7681.229472 sec): 3 clusters Score: Raw -1522969.638045 + Penalty 1886.335694 = -1521083.302351 nChanged 1255 SP:Iteration 2F (7681.294889 sec): 3 clusters Score: Raw -1523641.282680 + Penalty 1886.335694 = -1521754.946986 nChanged 1294 SP:Iteration 3F (7681.367114 sec): 3 clusters Score: Raw -1524485.839321 + Penalty 1886.335694 = -1522599.503627 nChanged 1351 SP:Iteration 4F (7681.447223 sec): 3 clusters Score: Raw -1525428.926682 + Penalty 1886.335694 = -1523542.590988 nChanged 1322 SP:Iteration 5F (7681.513774 sec): 3 clusters Score: Raw -1526407.170783 + Penalty 1886.335694 = -1524520.835089 nChanged 1185 SP:Iteration 6F (7681.574305 sec): 3 clusters Score: Raw -1527205.507849 + Penalty 1886.335694 = -1525319.172155 nChanged 897 SP:Iteration 7Q (7681.655248 sec): 3 clusters Score: Raw -1527622.210968 + Penalty 1886.335694 = -1525735.875274 nChanged 578 SP:Iteration 8Q (7681.717207 sec): 3 clusters Score: Raw -1527810.701565 + Penalty 1886.335694 = -1525924.365871 nChanged 366 SP:Iteration 9Q (7681.784654 sec): 3 clusters Score: Raw -1527926.974569 + Penalty 1886.335694 = -1526040.638875 nChanged 328 SP:Iteration 10Q (7681.852204 sec): 3 clusters Score: Raw -1528025.115074 + Penalty 1886.335694 = -1526138.779380 nChanged 272 SP:Iteration 11Q (7681.931167 sec): 3 clusters Score: Raw -1528101.899704 + Penalty 1886.335694 = -1526215.564010 nChanged 260 SP:Iteration 12Q (7681.989173 sec): 3 clusters Score: Raw -1528177.435734 + Penalty 1886.335694 = -1526291.100040 nChanged 226 SP:Iteration 13Q (7682.056528 sec): 3 clusters Score: Raw -1528238.633166 + Penalty 1886.335694 = -1526352.297472 nChanged 218 SP:Iteration 14Q (7682.117874 sec): 3 clusters Score: Raw -1528288.015082 + Penalty 1886.335694 = -1526401.679388 nChanged 195 SP:Iteration 15Q (7682.178947 sec): 3 clusters Score: Raw -1528327.953917 + Penalty 1886.335694 = -1526441.618223 nChanged 168 SP:Iteration 16Q (7682.255582 sec): 3 clusters Score: Raw -1528357.833666 + Penalty 1886.335694 = -1526471.497972 nChanged 155 SP:Iteration 17Q (7682.315154 sec): 3 clusters Score: Raw -1528386.669214 + Penalty 1886.335694 = -1526500.333521 nChanged 173 SP:Iteration 18Q (7682.382999 sec): 3 clusters Score: Raw -1528417.021749 + Penalty 1886.335694 = -1526530.686055 nChanged 155 SP:Iteration 19Q (7682.463549 sec): 3 clusters Score: Raw -1528445.677398 + Penalty 1886.335694 = -1526559.341704 nChanged 159 SP:Iteration 20F (7682.530935 sec): 3 clusters Score: Raw -1528477.013573 + Penalty 1886.335694 = -1526590.677879 nChanged 148 SP:Iteration 21Q (7682.582743 sec): 3 clusters Score: Raw -1528504.588719 + Penalty 1886.335694 = -1526618.253025 nChanged 158 SP:Iteration 22Q (7682.660141 sec): 3 clusters Score: Raw -1528532.460214 + Penalty 1886.335694 = -1526646.124520 nChanged 144 SP:Iteration 23Q (7682.726993 sec): 3 clusters Score: Raw -1528554.395429 + Penalty 1886.335694 = -1526668.059735 nChanged 121 SP:Iteration 24Q (7682.783581 sec): 3 clusters Score: Raw -1528573.950284 + Penalty 1886.335694 = -1526687.614591 nChanged 129 SP:Iteration 25Q (7682.859220 sec): 3 clusters Score: Raw -1528593.463207 + Penalty 1886.335694 = -1526707.127513 nChanged 117 SP:Iteration 26Q (7682.918193 sec): 3 clusters Score: Raw -1528609.249313 + Penalty 1886.335694 = -1526722.913619 nChanged 118 SP:Iteration 27Q (7682.997282 sec): 3 clusters Score: Raw -1528625.426669 + Penalty 1886.335694 = -1526739.090975 nChanged 115 SP:Iteration 28Q (7683.064660 sec): 3 clusters Score: Raw -1528641.831651 + Penalty 1886.335694 = -1526755.495957 nChanged 115 SP:Iteration 29Q (7683.126537 sec): 3 clusters Score: Raw -1528658.738620 + Penalty 1886.335694 = -1526772.402926 nChanged 118 SP:Iteration 30Q (7683.191326 sec): 3 clusters Score: Raw -1528678.832235 + Penalty 1886.335694 = -1526792.496541 nChanged 100 SP:Iteration 31Q (7683.265564 sec): 3 clusters Score: Raw -1528692.878679 + Penalty 1886.335694 = -1526806.542986 nChanged 103 SP:Iteration 32Q (7683.321824 sec): 3 clusters Score: Raw -1528707.640065 + Penalty 1886.335694 = -1526821.304371 nChanged 110 SP:Iteration 33Q (7683.387050 sec): 3 clusters Score: Raw -1528723.795128 + Penalty 1886.335694 = -1526837.459434 nChanged 117 SP:Iteration 34Q (7683.453293 sec): 3 clusters Score: Raw -1528742.473191 + Penalty 1886.335694 = -1526856.137497 nChanged 121 SP:Iteration 35Q (7683.520419 sec): 3 clusters Score: Raw -1528763.641653 + Penalty 1886.335694 = -1526877.305959 nChanged 119 SP:Iteration 36Q (7683.585611 sec): 3 clusters Score: Raw -1528784.332106 + Penalty 1886.335694 = -1526897.996412 nChanged 111 SP:Iteration 37Q (7683.659852 sec): 3 clusters Score: Raw -1528804.034834 + Penalty 1886.335694 = -1526917.699140 nChanged 117 SP:Iteration 38Q (7683.723888 sec): 3 clusters Score: Raw -1528825.827895 + Penalty 1886.335694 = -1526939.492201 nChanged 111 SP:Iteration 39Q (7683.780099 sec): 3 clusters Score: Raw -1528846.487192 + Penalty 1886.335694 = -1526960.151498 nChanged 125 SP:Iteration 40F (7683.843423 sec): 3 clusters Score: Raw -1528872.897519 + Penalty 1886.335694 = -1526986.561825 nChanged 132 SP:Iteration 41Q (7683.914891 sec): 3 clusters Score: Raw -1528906.383744 + Penalty 1886.335694 = -1527020.048050 nChanged 163 SP:Iteration 42Q (7683.980035 sec): 3 clusters Score: Raw -1528947.804478 + Penalty 1886.335694 = -1527061.468784 nChanged 172 SP:Iteration 43Q (7684.046515 sec): 3 clusters Score: Raw -1528993.652984 + Penalty 1886.335694 = -1527107.317290 nChanged 176 SP:Iteration 44Q (7684.109931 sec): 3 clusters Score: Raw -1529041.201045 + Penalty 1886.335694 = -1527154.865351 nChanged 184 SP:Iteration 45Q (7684.174654 sec): 3 clusters Score: Raw -1529092.682605 + Penalty 1886.335694 = -1527206.346911 nChanged 182 SP:Iteration 46Q (7684.241044 sec): 3 clusters Score: Raw -1529139.032218 + Penalty 1886.335694 = -1527252.696524 nChanged 168 SP:Iteration 47Q (7684.306853 sec): 3 clusters Score: Raw -1529183.034601 + Penalty 1886.335694 = -1527296.698907 nChanged 172 SP:Iteration 48Q (7684.375711 sec): 3 clusters Score: Raw -1529227.840600 + Penalty 1886.335694 = -1527341.504906 nChanged 180 SP:Iteration 49Q (7684.439572 sec): 3 clusters Score: Raw -1529281.216074 + Penalty 1886.335694 = -1527394.880380 nChanged 182 SP:Iteration 50Q (7684.505289 sec): 3 clusters Score: Raw -1529330.884375 + Penalty 1886.335694 = -1527444.548681 nChanged 155 SP:Iteration 51Q (7684.567120 sec): 3 clusters Score: Raw -1529378.018893 + Penalty 1886.335694 = -1527491.683200 nChanged 157 SP:Iteration 52Q (7684.631546 sec): 3 clusters Score: Raw -1529424.659739 + Penalty 1886.335694 = -1527538.324045 nChanged 132 SP:Iteration 53Q (7684.697280 sec): 3 clusters Score: Raw -1529459.275918 + Penalty 1886.335694 = -1527572.940224 nChanged 126 SP:Iteration 54Q (7684.769917 sec): 3 clusters Score: Raw -1529486.905236 + Penalty 1886.335694 = -1527600.569543 nChanged 133 SP:Iteration 55Q (7684.827098 sec): 3 clusters Score: Raw -1529519.460842 + Penalty 1886.335694 = -1527633.125148 nChanged 139 SP:Iteration 56Q (7684.895886 sec): 3 clusters Score: Raw -1529554.495516 + Penalty 1886.335694 = -1527668.159822 nChanged 118 SP:Iteration 57Q (7684.969240 sec): 3 clusters Score: Raw -1529585.243512 + Penalty 1886.335694 = -1527698.907818 nChanged 108 SP:Iteration 58Q (7685.027382 sec): 3 clusters Score: Raw -1529612.237430 + Penalty 1886.335694 = -1527725.901737 nChanged 110 SP:Iteration 59Q (7685.093733 sec): 3 clusters Score: Raw -1529638.104600 + Penalty 1886.335694 = -1527751.768906 nChanged 94 SP:Iteration 60F (7685.158290 sec): 3 clusters Score: Raw -1529659.826628 + Penalty 1886.335694 = -1527773.490934 nChanged 99 SP:Iteration 61Q (7685.223973 sec): 3 clusters Score: Raw -1529683.064957 + Penalty 1886.335694 = -1527796.729263 nChanged 92 SP:Iteration 62Q (7685.290495 sec): 3 clusters Score: Raw -1529707.841988 + Penalty 1886.335694 = -1527821.506294 nChanged 92 SP:Iteration 63Q (7685.362917 sec): 3 clusters Score: Raw -1529734.181709 + Penalty 1886.335694 = -1527847.846015 nChanged 88 SP:Iteration 64Q (7685.424043 sec): 3 clusters Score: Raw -1529760.252661 + Penalty 1886.335694 = -1527873.916968 nChanged 76 SP:Iteration 65Q (7685.492502 sec): 3 clusters Score: Raw -1529778.565223 + Penalty 1886.335694 = -1527892.229529 nChanged 67 SP:Iteration 66Q (7685.564628 sec): 3 clusters Score: Raw -1529797.324653 + Penalty 1886.335694 = -1527910.988959 nChanged 54 SP:Iteration 67Q (7685.618045 sec): 3 clusters Score: Raw -1529809.290317 + Penalty 1886.335694 = -1527922.954623 nChanged 32 SP:Iteration 68Q (7685.696796 sec): 3 clusters Score: Raw -1529813.497253 + Penalty 1886.335694 = -1527927.161560 nChanged 25 SP:Iteration 69Q (7685.760810 sec): 3 clusters Score: Raw -1529816.489099 + Penalty 1886.335694 = -1527930.153405 nChanged 27 SP:Iteration 70Q (7685.824274 sec): 3 clusters Score: Raw -1529822.218776 + Penalty 1886.335694 = -1527935.883082 nChanged 32 SP:Iteration 71Q (7685.894211 sec): 3 clusters Score: Raw -1529828.349236 + Penalty 1886.335694 = -1527942.013542 nChanged 36 SP:Iteration 72Q (7685.960072 sec): 3 clusters Score: Raw -1529834.726288 + Penalty 1886.335694 = -1527948.390594 nChanged 37 SP:Iteration 73Q (7686.019925 sec): 3 clusters Score: Raw -1529841.609092 + Penalty 1886.335694 = -1527955.273398 nChanged 48 SP:Iteration 74Q (7686.086807 sec): 3 clusters Score: Raw -1529852.286180 + Penalty 1886.335694 = -1527965.950486 nChanged 49 SP:Iteration 75Q (7686.149017 sec): 3 clusters Score: Raw -1529864.300565 + Penalty 1886.335694 = -1527977.964871 nChanged 47 SP:Iteration 76Q (7686.221560 sec): 3 clusters Score: Raw -1529873.531217 + Penalty 1886.335694 = -1527987.195523 nChanged 43 SP:Iteration 77Q (7686.283760 sec): 3 clusters Score: Raw -1529881.357035 + Penalty 1886.335694 = -1527995.021341 nChanged 43 SP:Iteration 78Q (7686.339908 sec): 3 clusters Score: Raw -1529888.591877 + Penalty 1886.335694 = -1528002.256183 nChanged 43 SP:Iteration 79Q (7686.408464 sec): 3 clusters Score: Raw -1529896.409597 + Penalty 1886.335694 = -1528010.073903 nChanged 43 SP:Iteration 80F (7686.466700 sec): 3 clusters Score: Raw -1529903.882025 + Penalty 1886.335694 = -1528017.546332 nChanged 34 SP:Iteration 81Q (7686.540006 sec): 3 clusters Score: Raw -1529911.543998 + Penalty 1886.335694 = -1528025.208305 nChanged 35 SP:Iteration 82Q (7686.603236 sec): 3 clusters Score: Raw -1529919.567136 + Penalty 1886.335694 = -1528033.231443 nChanged 31 SP:Iteration 83Q (7686.667932 sec): 3 clusters Score: Raw -1529925.904044 + Penalty 1886.335694 = -1528039.568350 nChanged 27 SP:Iteration 84Q (7686.728945 sec): 3 clusters Score: Raw -1529930.528136 + Penalty 1886.335694 = -1528044.192442 nChanged 30 SP:Iteration 85Q (7686.797192 sec): 3 clusters Score: Raw -1529935.930121 + Penalty 1886.335694 = -1528049.594427 nChanged 28 SP:Iteration 86Q (7686.857775 sec): 3 clusters Score: Raw -1529941.011964 + Penalty 1886.335694 = -1528054.676270 nChanged 25 SP:Iteration 87Q (7686.918636 sec): 3 clusters Score: Raw -1529944.977399 + Penalty 1886.335694 = -1528058.641706 nChanged 22 SP:Iteration 88Q (7686.989754 sec): 3 clusters Score: Raw -1529948.469178 + Penalty 1886.335694 = -1528062.133484 nChanged 25 SP:Iteration 89Q (7687.053980 sec): 3 clusters Score: Raw -1529952.018807 + Penalty 1886.335694 = -1528065.683114 nChanged 23 SP:Iteration 90Q (7687.117696 sec): 3 clusters Score: Raw -1529955.051796 + Penalty 1886.335694 = -1528068.716102 nChanged 20 SP:Iteration 91Q (7687.177495 sec): 3 clusters Score: Raw -1529957.826878 + Penalty 1886.335694 = -1528071.491184 nChanged 17 SP:Iteration 92Q (7687.243372 sec): 3 clusters Score: Raw -1529960.313735 + Penalty 1886.335694 = -1528073.978042 nChanged 19 SP:Iteration 93Q (7687.314822 sec): 3 clusters Score: Raw -1529963.501413 + Penalty 1886.335694 = -1528077.165720 nChanged 24 SP:Iteration 94Q (7687.378613 sec): 3 clusters Score: Raw -1529967.609960 + Penalty 1886.335694 = -1528081.274266 nChanged 38 SP:Iteration 95Q (7687.442130 sec): 3 clusters Score: Raw -1529974.517076 + Penalty 1886.335694 = -1528088.181383 nChanged 36 SP:Iteration 96Q (7687.495297 sec): 3 clusters Score: Raw -1529981.131909 + Penalty 1886.335694 = -1528094.796215 nChanged 27 SP:Iteration 97Q (7687.565672 sec): 3 clusters Score: Raw -1529985.047662 + Penalty 1886.335694 = -1528098.711968 nChanged 17 SP:Iteration 98Q (7687.623332 sec): 3 clusters Score: Raw -1529988.969018 + Penalty 1886.335694 = -1528102.633324 nChanged 21 SP:Iteration 99Q (7687.679196 sec): 3 clusters Score: Raw -1529993.187405 + Penalty 1886.335694 = -1528106.851711 nChanged 16 SP:Iteration 100F (7687.747940 sec): 3 clusters Score: Raw -1529995.904456 + Penalty 1886.335694 = -1528109.568762 nChanged 12 SP:Iteration 101Q (7687.816582 sec): 3 clusters Score: Raw -1529997.728404 + Penalty 1886.335694 = -1528111.392710 nChanged 12 SP:Iteration 102Q (7687.869929 sec): 3 clusters Score: Raw -1529999.366104 + Penalty 1886.335694 = -1528113.030410 nChanged 7 SP:Iteration 103Q (7687.947083 sec): 3 clusters Score: Raw -1530000.478262 + Penalty 1886.335694 = -1528114.142568 nChanged 6 SP:Iteration 104Q (7687.995072 sec): 3 clusters Score: Raw -1530001.265465 + Penalty 1886.335694 = -1528114.929771 nChanged 5 SP:Iteration 105Q (7688.061084 sec): 3 clusters Score: Raw -1530001.747477 + Penalty 1886.335694 = -1528115.411784 nChanged 4 SP:Iteration 106Q (7688.123715 sec): 3 clusters Score: Raw -1530002.105677 + Penalty 1886.335694 = -1528115.769983 nChanged 1 SP:Iteration 107Q (7688.190093 sec): 3 clusters Score: Raw -1530002.191773 + Penalty 1886.335694 = -1528115.856079 nChanged 2 SP:Iteration 108Q (7688.254838 sec): 3 clusters Score: Raw -1530002.414738 + Penalty 1886.335694 = -1528116.079044 nChanged 2 SP:Iteration 109Q (7688.320737 sec): 3 clusters Score: Raw -1530002.719075 + Penalty 1886.335694 = -1528116.383381 nChanged 2 SP:Iteration 110Q (7688.385593 sec): 3 clusters Score: Raw -1530002.929213 + Penalty 1886.335694 = -1528116.593519 nChanged 1 SP:Iteration 111Q (7688.442840 sec): 3 clusters Score: Raw -1530002.963971 + Penalty 1886.335694 = -1528116.628277 nChanged 0 SP:Iteration 112F (7688.523208 sec): 3 clusters Score: Raw -1530002.963971 + Penalty 1886.335694 = -1528116.628277 nChanged 0 Trying to split cluster 21 (3564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7688.552969 sec): 2 clusters Score: Raw -273450.216441 + Penalty 776.970685 = -272673.245756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7688.589357 sec): 3 clusters Score: Raw -271556.115740 + Penalty 1553.941370 = -270002.174370 nChanged 1457 SP:Iteration 1F (7688.636431 sec): 3 clusters Score: Raw -272356.220578 + Penalty 1553.941370 = -270802.279209 nChanged 242 SP:Iteration 2F (7688.696588 sec): 3 clusters Score: Raw -272481.205321 + Penalty 1553.941370 = -270927.263951 nChanged 182 SP:Iteration 3F (7688.733382 sec): 3 clusters Score: Raw -272564.241452 + Penalty 1553.941370 = -271010.300082 nChanged 162 SP:Iteration 4Q (7688.792130 sec): 3 clusters Score: Raw -272648.860803 + Penalty 1553.941370 = -271094.919433 nChanged 161 SP:Iteration 5Q (7688.827281 sec): 3 clusters Score: Raw -272735.985991 + Penalty 1553.941370 = -271182.044622 nChanged 161 SP:Iteration 6Q (7688.883130 sec): 3 clusters Score: Raw -272835.163064 + Penalty 1553.941370 = -271281.221694 nChanged 182 SP:Iteration 7F (7688.927747 sec): 3 clusters Score: Raw -272973.268493 + Penalty 1553.941370 = -271419.327123 nChanged 167 SP:Iteration 8Q (7688.981225 sec): 3 clusters Score: Raw -273103.674428 + Penalty 1553.941370 = -271549.733058 nChanged 153 SP:Iteration 9Q (7689.014337 sec): 3 clusters Score: Raw -273230.149280 + Penalty 1553.941370 = -271676.207910 nChanged 126 SP:Iteration 10Q (7689.066294 sec): 3 clusters Score: Raw -273334.475089 + Penalty 1553.941370 = -271780.533719 nChanged 99 SP:Iteration 11Q (7689.116569 sec): 3 clusters Score: Raw -273406.113817 + Penalty 1553.941370 = -271852.172447 nChanged 72 SP:Iteration 12Q (7689.172652 sec): 3 clusters Score: Raw -273473.600714 + Penalty 1553.941370 = -271919.659345 nChanged 46 SP:Iteration 13Q (7689.218969 sec): 3 clusters Score: Raw -273506.272903 + Penalty 1553.941370 = -271952.331533 nChanged 28 SP:Iteration 14Q (7689.262297 sec): 3 clusters Score: Raw -273529.543990 + Penalty 1553.941370 = -271975.602620 nChanged 27 SP:Iteration 15Q (7689.311659 sec): 3 clusters Score: Raw -273552.516055 + Penalty 1553.941370 = -271998.574685 nChanged 23 SP:Iteration 16Q (7689.362071 sec): 3 clusters Score: Raw -273576.065533 + Penalty 1553.941370 = -272022.124164 nChanged 18 SP:Iteration 17Q (7689.409693 sec): 3 clusters Score: Raw -273589.598469 + Penalty 1553.941370 = -272035.657099 nChanged 11 SP:Iteration 18Q (7689.448371 sec): 3 clusters Score: Raw -273601.172215 + Penalty 1553.941370 = -272047.230845 nChanged 7 SP:Iteration 19Q (7689.503474 sec): 3 clusters Score: Raw -273608.030705 + Penalty 1553.941370 = -272054.089335 nChanged 7 SP:Iteration 20F (7689.553196 sec): 3 clusters Score: Raw -273615.252186 + Penalty 1553.941370 = -272061.310817 nChanged 2 SP:Iteration 21Q (7689.592156 sec): 3 clusters Score: Raw -273617.445776 + Penalty 1553.941370 = -272063.504406 nChanged 3 SP:Iteration 22Q (7689.640631 sec): 3 clusters Score: Raw -273619.790006 + Penalty 1553.941370 = -272065.848636 nChanged 3 SP:Iteration 23Q (7689.690932 sec): 3 clusters Score: Raw -273623.808029 + Penalty 1553.941370 = -272069.866660 nChanged 4 SP:Iteration 24Q (7689.741016 sec): 3 clusters Score: Raw -273626.856645 + Penalty 1553.941370 = -272072.915275 nChanged 5 SP:Iteration 25Q (7689.801011 sec): 3 clusters Score: Raw -273631.858877 + Penalty 1553.941370 = -272077.917507 nChanged 3 SP:Iteration 26Q (7689.842758 sec): 3 clusters Score: Raw -273633.573856 + Penalty 1553.941370 = -272079.632486 nChanged 1 SP:Iteration 27Q (7689.903220 sec): 3 clusters Score: Raw -273633.810658 + Penalty 1553.941370 = -272079.869288 nChanged 0 SP:Iteration 28F (7689.951725 sec): 3 clusters Score: Raw -273633.810658 + Penalty 1553.941370 = -272079.869288 nChanged 0 Trying to split cluster 22 (6663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7689.972963 sec): 2 clusters Score: Raw -441228.248811 + Penalty 836.410886 = -440391.837926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7690.027281 sec): 3 clusters Score: Raw -437385.359635 + Penalty 1672.821771 = -435712.537864 nChanged 2909 SP:Iteration 1F (7690.077903 sec): 3 clusters Score: Raw -439110.435199 + Penalty 1672.821771 = -437437.613427 nChanged 511 SP:Iteration 2F (7690.130847 sec): 3 clusters Score: Raw -439444.986384 + Penalty 1672.821771 = -437772.164613 nChanged 493 SP:Iteration 3F (7690.173600 sec): 3 clusters Score: Raw -439773.287765 + Penalty 1672.821771 = -438100.465993 nChanged 400 SP:Iteration 4F (7690.235343 sec): 3 clusters Score: Raw -440031.067213 + Penalty 1672.821771 = -438358.245441 nChanged 352 SP:Iteration 5F (7690.288121 sec): 3 clusters Score: Raw -440259.753632 + Penalty 1672.821771 = -438586.931861 nChanged 289 SP:Iteration 6Q (7690.339495 sec): 3 clusters Score: Raw -440489.821617 + Penalty 1672.821771 = -438816.999846 nChanged 278 SP:Iteration 7Q (7690.395874 sec): 3 clusters Score: Raw -440675.144090 + Penalty 1672.821771 = -439002.322318 nChanged 197 SP:Iteration 8Q (7690.448895 sec): 3 clusters Score: Raw -440816.529902 + Penalty 1672.821771 = -439143.708131 nChanged 167 SP:Iteration 9Q (7690.492332 sec): 3 clusters Score: Raw -440928.233530 + Penalty 1672.821771 = -439255.411759 nChanged 127 SP:Iteration 10Q (7690.557509 sec): 3 clusters Score: Raw -440996.624713 + Penalty 1672.821771 = -439323.802942 nChanged 97 SP:Iteration 11Q (7690.608767 sec): 3 clusters Score: Raw -441040.983793 + Penalty 1672.821771 = -439368.162021 nChanged 76 SP:Iteration 12Q (7690.649515 sec): 3 clusters Score: Raw -441088.036317 + Penalty 1672.821771 = -439415.214546 nChanged 69 SP:Iteration 13Q (7690.707111 sec): 3 clusters Score: Raw -441116.125303 + Penalty 1672.821771 = -439443.303531 nChanged 57 SP:Iteration 14Q (7690.757798 sec): 3 clusters Score: Raw -441140.370333 + Penalty 1672.821771 = -439467.548561 nChanged 50 SP:Iteration 15Q (7690.804767 sec): 3 clusters Score: Raw -441158.684120 + Penalty 1672.821771 = -439485.862348 nChanged 44 SP:Iteration 16Q (7690.860142 sec): 3 clusters Score: Raw -441177.249612 + Penalty 1672.821771 = -439504.427841 nChanged 50 SP:Iteration 17Q (7690.914861 sec): 3 clusters Score: Raw -441196.092666 + Penalty 1672.821771 = -439523.270894 nChanged 33 SP:Iteration 18Q (7690.970986 sec): 3 clusters Score: Raw -441206.991672 + Penalty 1672.821771 = -439534.169901 nChanged 26 SP:Iteration 19Q (7691.016531 sec): 3 clusters Score: Raw -441216.191178 + Penalty 1672.821771 = -439543.369406 nChanged 27 SP:Iteration 20F (7691.071217 sec): 3 clusters Score: Raw -441224.237911 + Penalty 1672.821771 = -439551.416140 nChanged 21 SP:Iteration 21Q (7691.130544 sec): 3 clusters Score: Raw -441232.828607 + Penalty 1672.821771 = -439560.006835 nChanged 26 SP:Iteration 22Q (7691.184941 sec): 3 clusters Score: Raw -441245.207057 + Penalty 1672.821771 = -439572.385285 nChanged 29 SP:Iteration 23Q (7691.221657 sec): 3 clusters Score: Raw -441256.445732 + Penalty 1672.821771 = -439583.623960 nChanged 24 SP:Iteration 24Q (7691.270348 sec): 3 clusters Score: Raw -441265.147354 + Penalty 1672.821771 = -439592.325583 nChanged 16 SP:Iteration 25Q (7691.325387 sec): 3 clusters Score: Raw -441270.410181 + Penalty 1672.821771 = -439597.588410 nChanged 9 SP:Iteration 26Q (7691.379168 sec): 3 clusters Score: Raw -441273.577592 + Penalty 1672.821771 = -439600.755820 nChanged 12 SP:Iteration 27Q (7691.428712 sec): 3 clusters Score: Raw -441277.879357 + Penalty 1672.821771 = -439605.057585 nChanged 10 SP:Iteration 28Q (7691.487691 sec): 3 clusters Score: Raw -441280.499830 + Penalty 1672.821771 = -439607.678058 nChanged 5 SP:Iteration 29Q (7691.529444 sec): 3 clusters Score: Raw -441282.354837 + Penalty 1672.821771 = -439609.533066 nChanged 5 SP:Iteration 30Q (7691.580570 sec): 3 clusters Score: Raw -441284.188266 + Penalty 1672.821771 = -439611.366494 nChanged 7 SP:Iteration 31Q (7691.639085 sec): 3 clusters Score: Raw -441286.772468 + Penalty 1672.821771 = -439613.950696 nChanged 8 SP:Iteration 32Q (7691.699436 sec): 3 clusters Score: Raw -441290.101535 + Penalty 1672.821771 = -439617.279764 nChanged 4 SP:Iteration 33Q (7691.742233 sec): 3 clusters Score: Raw -441291.910313 + Penalty 1672.821771 = -439619.088541 nChanged 4 SP:Iteration 34Q (7691.787935 sec): 3 clusters Score: Raw -441293.311368 + Penalty 1672.821771 = -439620.489596 nChanged 4 SP:Iteration 35Q (7691.831714 sec): 3 clusters Score: Raw -441295.530970 + Penalty 1672.821771 = -439622.709199 nChanged 5 SP:Iteration 36Q (7691.888184 sec): 3 clusters Score: Raw -441298.382615 + Penalty 1672.821771 = -439625.560844 nChanged 7 SP:Iteration 37Q (7691.942258 sec): 3 clusters Score: Raw -441300.574833 + Penalty 1672.821771 = -439627.753062 nChanged 5 SP:Iteration 38Q (7691.992324 sec): 3 clusters Score: Raw -441302.555000 + Penalty 1672.821771 = -439629.733229 nChanged 6 SP:Iteration 39Q (7692.033037 sec): 3 clusters Score: Raw -441305.053043 + Penalty 1672.821771 = -439632.231272 nChanged 7 SP:Iteration 40F (7692.094834 sec): 3 clusters Score: Raw -441307.462200 + Penalty 1672.821771 = -439634.640429 nChanged 2 SP:Iteration 41Q (7692.139794 sec): 3 clusters Score: Raw -441308.090958 + Penalty 1672.821771 = -439635.269187 nChanged 4 SP:Iteration 42Q (7692.181040 sec): 3 clusters Score: Raw -441308.728271 + Penalty 1672.821771 = -439635.906500 nChanged 2 SP:Iteration 43Q (7692.242571 sec): 3 clusters Score: Raw -441309.616403 + Penalty 1672.821771 = -439636.794632 nChanged 1 SP:Iteration 44Q (7692.293227 sec): 3 clusters Score: Raw -441309.714074 + Penalty 1672.821771 = -439636.892302 nChanged 1 SP:Iteration 45Q (7692.345712 sec): 3 clusters Score: Raw -441309.830037 + Penalty 1672.821771 = -439637.008266 nChanged 0 SP:Iteration 46F (7692.400816 sec): 3 clusters Score: Raw -441309.830037 + Penalty 1672.821771 = -439637.008266 nChanged 0 Trying to split cluster 23 (4182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7692.435539 sec): 2 clusters Score: Raw -314794.817924 + Penalty 792.161764 = -314002.656160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7692.489073 sec): 3 clusters Score: Raw -312529.831210 + Penalty 1584.323527 = -310945.507683 nChanged 1751 SP:Iteration 1F (7692.543693 sec): 3 clusters Score: Raw -313494.196127 + Penalty 1584.323527 = -311909.872600 nChanged 299 SP:Iteration 2F (7692.598188 sec): 3 clusters Score: Raw -313657.019369 + Penalty 1584.323527 = -312072.695842 nChanged 264 SP:Iteration 3F (7692.653016 sec): 3 clusters Score: Raw -313864.459644 + Penalty 1584.323527 = -312280.136117 nChanged 294 SP:Iteration 4F (7692.693708 sec): 3 clusters Score: Raw -314163.498187 + Penalty 1584.323527 = -312579.174660 nChanged 347 SP:Iteration 5F (7692.756432 sec): 3 clusters Score: Raw -314563.273981 + Penalty 1584.323527 = -312978.950454 nChanged 308 SP:Iteration 6F (7692.807117 sec): 3 clusters Score: Raw -314865.425044 + Penalty 1584.323527 = -313281.101517 nChanged 261 SP:Iteration 7F (7692.849516 sec): 3 clusters Score: Raw -315041.854868 + Penalty 1584.323527 = -313457.531341 nChanged 161 SP:Iteration 8Q (7692.898390 sec): 3 clusters Score: Raw -315140.072208 + Penalty 1584.323527 = -313555.748681 nChanged 121 SP:Iteration 9Q (7692.943808 sec): 3 clusters Score: Raw -315196.914631 + Penalty 1584.323527 = -313612.591104 nChanged 84 SP:Iteration 10Q (7693.000548 sec): 3 clusters Score: Raw -315239.015211 + Penalty 1584.323527 = -313654.691684 nChanged 84 SP:Iteration 11Q (7693.053366 sec): 3 clusters Score: Raw -315272.664054 + Penalty 1584.323527 = -313688.340527 nChanged 54 SP:Iteration 12Q (7693.105193 sec): 3 clusters Score: Raw -315291.671742 + Penalty 1584.323527 = -313707.348215 nChanged 49 SP:Iteration 13Q (7693.155782 sec): 3 clusters Score: Raw -315307.342278 + Penalty 1584.323527 = -313723.018751 nChanged 37 SP:Iteration 14Q (7693.211734 sec): 3 clusters Score: Raw -315317.861669 + Penalty 1584.323527 = -313733.538142 nChanged 28 SP:Iteration 15Q (7693.260082 sec): 3 clusters Score: Raw -315326.216115 + Penalty 1584.323527 = -313741.892588 nChanged 39 SP:Iteration 16Q (7693.303315 sec): 3 clusters Score: Raw -315341.881800 + Penalty 1584.323527 = -313757.558272 nChanged 29 SP:Iteration 17Q (7693.353143 sec): 3 clusters Score: Raw -315355.707426 + Penalty 1584.323527 = -313771.383899 nChanged 25 SP:Iteration 18Q (7693.404154 sec): 3 clusters Score: Raw -315363.638944 + Penalty 1584.323527 = -313779.315417 nChanged 24 SP:Iteration 19Q (7693.463585 sec): 3 clusters Score: Raw -315372.434891 + Penalty 1584.323527 = -313788.111364 nChanged 19 SP:Iteration 20F (7693.516007 sec): 3 clusters Score: Raw -315378.663934 + Penalty 1584.323527 = -313794.340407 nChanged 16 SP:Iteration 21Q (7693.558801 sec): 3 clusters Score: Raw -315382.097158 + Penalty 1584.323527 = -313797.773631 nChanged 10 SP:Iteration 22Q (7693.608558 sec): 3 clusters Score: Raw -315384.466858 + Penalty 1584.323527 = -313800.143330 nChanged 10 SP:Iteration 23Q (7693.655070 sec): 3 clusters Score: Raw -315387.125617 + Penalty 1584.323527 = -313802.802089 nChanged 13 SP:Iteration 24Q (7693.706609 sec): 3 clusters Score: Raw -315389.527282 + Penalty 1584.323527 = -313805.203755 nChanged 6 SP:Iteration 25Q (7693.759271 sec): 3 clusters Score: Raw -315390.653642 + Penalty 1584.323527 = -313806.330115 nChanged 6 SP:Iteration 26Q (7693.811256 sec): 3 clusters Score: Raw -315391.633420 + Penalty 1584.323527 = -313807.309892 nChanged 7 SP:Iteration 27Q (7693.869753 sec): 3 clusters Score: Raw -315393.225542 + Penalty 1584.323527 = -313808.902015 nChanged 11 SP:Iteration 28Q (7693.918056 sec): 3 clusters Score: Raw -315395.543896 + Penalty 1584.323527 = -313811.220369 nChanged 7 SP:Iteration 29Q (7693.971059 sec): 3 clusters Score: Raw -315397.019014 + Penalty 1584.323527 = -313812.695486 nChanged 9 SP:Iteration 30Q (7694.015903 sec): 3 clusters Score: Raw -315399.341131 + Penalty 1584.323527 = -313815.017603 nChanged 5 SP:Iteration 31Q (7694.071051 sec): 3 clusters Score: Raw -315400.744459 + Penalty 1584.323527 = -313816.420932 nChanged 4 SP:Iteration 32Q (7694.112231 sec): 3 clusters Score: Raw -315401.752300 + Penalty 1584.323527 = -313817.428773 nChanged 4 SP:Iteration 33Q (7694.172258 sec): 3 clusters Score: Raw -315403.571154 + Penalty 1584.323527 = -313819.247626 nChanged 11 SP:Iteration 34Q (7694.211504 sec): 3 clusters Score: Raw -315407.106129 + Penalty 1584.323527 = -313822.782602 nChanged 12 SP:Iteration 35Q (7694.272383 sec): 3 clusters Score: Raw -315409.400664 + Penalty 1584.323527 = -313825.077137 nChanged 14 SP:Iteration 36Q (7694.307896 sec): 3 clusters Score: Raw -315412.689585 + Penalty 1584.323527 = -313828.366058 nChanged 12 SP:Iteration 37Q (7694.359383 sec): 3 clusters Score: Raw -315415.459947 + Penalty 1584.323527 = -313831.136420 nChanged 12 SP:Iteration 38Q (7694.416494 sec): 3 clusters Score: Raw -315419.380855 + Penalty 1584.323527 = -313835.057328 nChanged 13 SP:Iteration 39Q (7694.465215 sec): 3 clusters Score: Raw -315423.810158 + Penalty 1584.323527 = -313839.486631 nChanged 11 SP:Iteration 40F (7694.515607 sec): 3 clusters Score: Raw -315428.888035 + Penalty 1584.323527 = -313844.564508 nChanged 13 SP:Iteration 41Q (7694.573691 sec): 3 clusters Score: Raw -315433.228003 + Penalty 1584.323527 = -313848.904476 nChanged 8 SP:Iteration 42Q (7694.626074 sec): 3 clusters Score: Raw -315434.744613 + Penalty 1584.323527 = -313850.421086 nChanged 5 SP:Iteration 43Q (7694.675956 sec): 3 clusters Score: Raw -315435.784567 + Penalty 1584.323527 = -313851.461039 nChanged 3 SP:Iteration 44Q (7694.728032 sec): 3 clusters Score: Raw -315436.589947 + Penalty 1584.323527 = -313852.266420 nChanged 3 SP:Iteration 45Q (7694.775440 sec): 3 clusters Score: Raw -315437.363785 + Penalty 1584.323527 = -313853.040258 nChanged 3 SP:Iteration 46Q (7694.813783 sec): 3 clusters Score: Raw -315437.666051 + Penalty 1584.323527 = -313853.342523 nChanged 0 SP:Iteration 47F (7694.852364 sec): 3 clusters Score: Raw -315437.666051 + Penalty 1584.323527 = -313853.342523 nChanged 0 Trying to split cluster 24 (3086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7694.875496 sec): 2 clusters Score: Raw -201448.720194 + Penalty 763.289948 = -200685.430246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7694.919150 sec): 3 clusters Score: Raw -199841.973785 + Penalty 1526.579896 = -198315.393889 nChanged 1228 SP:Iteration 1F (7694.962881 sec): 3 clusters Score: Raw -200552.855271 + Penalty 1526.579896 = -199026.275375 nChanged 232 SP:Iteration 2F (7695.005157 sec): 3 clusters Score: Raw -200686.849741 + Penalty 1526.579896 = -199160.269845 nChanged 187 SP:Iteration 3F (7695.060952 sec): 3 clusters Score: Raw -200800.551249 + Penalty 1526.579896 = -199273.971352 nChanged 150 SP:Iteration 4Q (7695.102800 sec): 3 clusters Score: Raw -200896.518771 + Penalty 1526.579896 = -199369.938874 nChanged 151 SP:Iteration 5Q (7695.149905 sec): 3 clusters Score: Raw -200998.513995 + Penalty 1526.579896 = -199471.934099 nChanged 150 SP:Iteration 6Q (7695.195145 sec): 3 clusters Score: Raw -201090.980188 + Penalty 1526.579896 = -199564.400292 nChanged 128 SP:Iteration 7Q (7695.255123 sec): 3 clusters Score: Raw -201187.418427 + Penalty 1526.579896 = -199660.838531 nChanged 134 SP:Iteration 8Q (7695.292385 sec): 3 clusters Score: Raw -201282.353934 + Penalty 1526.579896 = -199755.774038 nChanged 120 SP:Iteration 9Q (7695.338215 sec): 3 clusters Score: Raw -201354.401720 + Penalty 1526.579896 = -199827.821824 nChanged 108 SP:Iteration 10Q (7695.384440 sec): 3 clusters Score: Raw -201413.148313 + Penalty 1526.579896 = -199886.568417 nChanged 101 SP:Iteration 11Q (7695.435947 sec): 3 clusters Score: Raw -201464.002491 + Penalty 1526.579896 = -199937.422594 nChanged 78 SP:Iteration 12Q (7695.486191 sec): 3 clusters Score: Raw -201497.996984 + Penalty 1526.579896 = -199971.417087 nChanged 70 SP:Iteration 13Q (7695.535101 sec): 3 clusters Score: Raw -201525.046368 + Penalty 1526.579896 = -199998.466472 nChanged 51 SP:Iteration 14Q (7695.573565 sec): 3 clusters Score: Raw -201540.887885 + Penalty 1526.579896 = -200014.307989 nChanged 32 SP:Iteration 15Q (7695.629221 sec): 3 clusters Score: Raw -201550.207606 + Penalty 1526.579896 = -200023.627710 nChanged 24 SP:Iteration 16Q (7695.674749 sec): 3 clusters Score: Raw -201557.191258 + Penalty 1526.579896 = -200030.611362 nChanged 23 SP:Iteration 17Q (7695.726527 sec): 3 clusters Score: Raw -201562.644221 + Penalty 1526.579896 = -200036.064325 nChanged 24 SP:Iteration 18Q (7695.776678 sec): 3 clusters Score: Raw -201568.416894 + Penalty 1526.579896 = -200041.836998 nChanged 15 SP:Iteration 19Q (7695.822823 sec): 3 clusters Score: Raw -201571.730926 + Penalty 1526.579896 = -200045.151030 nChanged 15 SP:Iteration 20F (7695.865541 sec): 3 clusters Score: Raw -201576.342630 + Penalty 1526.579896 = -200049.762734 nChanged 17 SP:Iteration 21Q (7695.908734 sec): 3 clusters Score: Raw -201581.499923 + Penalty 1526.579896 = -200054.920027 nChanged 10 SP:Iteration 22Q (7695.968441 sec): 3 clusters Score: Raw -201583.808638 + Penalty 1526.579896 = -200057.228741 nChanged 11 SP:Iteration 23Q (7696.019386 sec): 3 clusters Score: Raw -201585.972815 + Penalty 1526.579896 = -200059.392918 nChanged 10 SP:Iteration 24Q (7696.066930 sec): 3 clusters Score: Raw -201588.861155 + Penalty 1526.579896 = -200062.281259 nChanged 13 SP:Iteration 25Q (7696.099884 sec): 3 clusters Score: Raw -201591.700947 + Penalty 1526.579896 = -200065.121051 nChanged 9 SP:Iteration 26Q (7696.140268 sec): 3 clusters Score: Raw -201593.925761 + Penalty 1526.579896 = -200067.345865 nChanged 7 SP:Iteration 27Q (7696.184465 sec): 3 clusters Score: Raw -201595.413874 + Penalty 1526.579896 = -200068.833977 nChanged 10 SP:Iteration 28Q (7696.234499 sec): 3 clusters Score: Raw -201598.051646 + Penalty 1526.579896 = -200071.471749 nChanged 10 SP:Iteration 29Q (7696.279667 sec): 3 clusters Score: Raw -201600.063088 + Penalty 1526.579896 = -200073.483192 nChanged 9 SP:Iteration 30Q (7696.320732 sec): 3 clusters Score: Raw -201601.694865 + Penalty 1526.579896 = -200075.114968 nChanged 3 SP:Iteration 31Q (7696.368168 sec): 3 clusters Score: Raw -201602.856436 + Penalty 1526.579896 = -200076.276540 nChanged 2 SP:Iteration 32Q (7696.419399 sec): 3 clusters Score: Raw -201603.300626 + Penalty 1526.579896 = -200076.720730 nChanged 5 SP:Iteration 33Q (7696.467194 sec): 3 clusters Score: Raw -201604.108744 + Penalty 1526.579896 = -200077.528848 nChanged 3 SP:Iteration 34Q (7696.512552 sec): 3 clusters Score: Raw -201604.385250 + Penalty 1526.579896 = -200077.805354 nChanged 1 SP:Iteration 35Q (7696.557904 sec): 3 clusters Score: Raw -201604.491668 + Penalty 1526.579896 = -200077.911772 nChanged 0 SP:Iteration 36F (7696.606624 sec): 3 clusters Score: Raw -201604.491668 + Penalty 1526.579896 = -200077.911772 nChanged 0 Trying to split cluster 25 (149232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7696.789582 sec): 2 clusters Score: Raw -11611606.068360 + Penalty 1131.759455 = -11610474.308905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7697.026344 sec): 3 clusters Score: Raw -11512193.843171 + Penalty 2263.518910 = -11509930.324261 nChanged 72627 SP:Iteration 1F (7697.257337 sec): 3 clusters Score: Raw -11557639.329604 + Penalty 2263.518910 = -11555375.810694 nChanged 6257 SP:Iteration 2Q (7697.498844 sec): 3 clusters Score: Raw -11559840.133808 + Penalty 2263.518910 = -11557576.614898 nChanged 6987 SP:Iteration 3Q (7697.741063 sec): 3 clusters Score: Raw -11562769.710128 + Penalty 2263.518910 = -11560506.191218 nChanged 7689 SP:Iteration 4F (7697.972901 sec): 3 clusters Score: Raw -11566882.532803 + Penalty 2263.518910 = -11564619.013893 nChanged 8747 SP:Iteration 5F (7698.201422 sec): 3 clusters Score: Raw -11572789.428454 + Penalty 2263.518910 = -11570525.909544 nChanged 9633 SP:Iteration 6F (7698.424983 sec): 3 clusters Score: Raw -11579874.579379 + Penalty 2263.518910 = -11577611.060469 nChanged 9170 SP:Iteration 7F (7698.654178 sec): 3 clusters Score: Raw -11585801.815670 + Penalty 2263.518910 = -11583538.296760 nChanged 7038 SP:Iteration 8Q (7698.891180 sec): 3 clusters Score: Raw -11588875.136796 + Penalty 2263.518910 = -11586611.617886 nChanged 4380 SP:Iteration 9Q (7699.129923 sec): 3 clusters Score: Raw -11590015.708947 + Penalty 2263.518910 = -11587752.190037 nChanged 2606 SP:Iteration 10Q (7699.371506 sec): 3 clusters Score: Raw -11590525.483470 + Penalty 2263.518910 = -11588261.964560 nChanged 1863 SP:Iteration 11Q (7699.602900 sec): 3 clusters Score: Raw -11590855.449691 + Penalty 2263.518910 = -11588591.930781 nChanged 1587 SP:Iteration 12Q (7699.840898 sec): 3 clusters Score: Raw -11591124.430958 + Penalty 2263.518910 = -11588860.912048 nChanged 1514 SP:Iteration 13Q (7700.080633 sec): 3 clusters Score: Raw -11591391.317315 + Penalty 2263.518910 = -11589127.798405 nChanged 1566 SP:Iteration 14Q (7700.314949 sec): 3 clusters Score: Raw -11591682.725215 + Penalty 2263.518910 = -11589419.206305 nChanged 1580 SP:Iteration 15Q (7700.550168 sec): 3 clusters Score: Raw -11591974.120153 + Penalty 2263.518910 = -11589710.601243 nChanged 1612 SP:Iteration 16Q (7700.787030 sec): 3 clusters Score: Raw -11592284.575092 + Penalty 2263.518910 = -11590021.056182 nChanged 1653 SP:Iteration 17Q (7701.018304 sec): 3 clusters Score: Raw -11592619.652467 + Penalty 2263.518910 = -11590356.133557 nChanged 1729 SP:Iteration 18Q (7701.254115 sec): 3 clusters Score: Raw -11593010.212362 + Penalty 2263.518910 = -11590746.693452 nChanged 1842 SP:Iteration 19Q (7701.484804 sec): 3 clusters Score: Raw -11593456.548388 + Penalty 2263.518910 = -11591193.029478 nChanged 1953 SP:Iteration 20F (7701.713899 sec): 3 clusters Score: Raw -11593986.133025 + Penalty 2263.518910 = -11591722.614115 nChanged 2144 SP:Iteration 21Q (7701.948882 sec): 3 clusters Score: Raw -11594624.476341 + Penalty 2263.518910 = -11592360.957431 nChanged 2243 SP:Iteration 22Q (7702.187509 sec): 3 clusters Score: Raw -11595374.547445 + Penalty 2263.518910 = -11593111.028535 nChanged 2412 SP:Iteration 23Q (7702.412474 sec): 3 clusters Score: Raw -11596296.246641 + Penalty 2263.518910 = -11594032.727731 nChanged 2624 SP:Iteration 24Q (7702.639963 sec): 3 clusters Score: Raw -11597363.465507 + Penalty 2263.518910 = -11595099.946597 nChanged 2635 SP:Iteration 25Q (7702.864796 sec): 3 clusters Score: Raw -11598518.014058 + Penalty 2263.518910 = -11596254.495148 nChanged 2695 SP:Iteration 26Q (7703.066932 sec): 3 clusters Score: Raw -11599761.867023 + Penalty 2263.518910 = -11597498.348113 nChanged 2624 SP:Iteration 27Q (7703.295649 sec): 3 clusters Score: Raw -11601043.729165 + Penalty 2263.518910 = -11598780.210255 nChanged 2607 SP:Iteration 28Q (7703.524819 sec): 3 clusters Score: Raw -11602353.416446 + Penalty 2263.518910 = -11600089.897536 nChanged 2444 SP:Iteration 29Q (7703.748585 sec): 3 clusters Score: Raw -11603516.642176 + Penalty 2263.518910 = -11601253.123266 nChanged 2130 SP:Iteration 30Q (7703.967373 sec): 3 clusters Score: Raw -11604450.567050 + Penalty 2263.518910 = -11602187.048140 nChanged 1907 SP:Iteration 31Q (7704.183558 sec): 3 clusters Score: Raw -11605198.111855 + Penalty 2263.518910 = -11602934.592946 nChanged 1623 SP:Iteration 32Q (7704.415737 sec): 3 clusters Score: Raw -11605733.179869 + Penalty 2263.518910 = -11603469.660959 nChanged 1424 SP:Iteration 33Q (7704.633959 sec): 3 clusters Score: Raw -11606159.190915 + Penalty 2263.518910 = -11603895.672005 nChanged 1260 SP:Iteration 34Q (7704.852957 sec): 3 clusters Score: Raw -11606490.179626 + Penalty 2263.518910 = -11604226.660716 nChanged 1097 SP:Iteration 35Q (7705.072108 sec): 3 clusters Score: Raw -11606752.802133 + Penalty 2263.518910 = -11604489.283223 nChanged 1091 SP:Iteration 36Q (7705.277565 sec): 3 clusters Score: Raw -11607013.259195 + Penalty 2263.518910 = -11604749.740285 nChanged 1026 SP:Iteration 37Q (7705.494442 sec): 3 clusters Score: Raw -11607229.783910 + Penalty 2263.518910 = -11604966.265000 nChanged 989 SP:Iteration 38Q (7705.717709 sec): 3 clusters Score: Raw -11607433.264785 + Penalty 2263.518910 = -11605169.745875 nChanged 939 SP:Iteration 39Q (7705.933845 sec): 3 clusters Score: Raw -11607620.384225 + Penalty 2263.518910 = -11605356.865315 nChanged 884 SP:Iteration 40F (7706.166708 sec): 3 clusters Score: Raw -11607858.378185 + Penalty 2263.518910 = -11605594.859275 nChanged 967 SP:Iteration 41Q (7706.387317 sec): 3 clusters Score: Raw -11608077.884378 + Penalty 2263.518910 = -11605814.365468 nChanged 940 SP:Iteration 42Q (7706.596960 sec): 3 clusters Score: Raw -11608275.584817 + Penalty 2263.518910 = -11606012.065907 nChanged 906 SP:Iteration 43Q (7706.822755 sec): 3 clusters Score: Raw -11608468.085052 + Penalty 2263.518910 = -11606204.566142 nChanged 897 SP:Iteration 44Q (7707.034867 sec): 3 clusters Score: Raw -11608652.269460 + Penalty 2263.518910 = -11606388.750550 nChanged 873 SP:Iteration 45Q (7707.249830 sec): 3 clusters Score: Raw -11608831.069980 + Penalty 2263.518910 = -11606567.551070 nChanged 831 SP:Iteration 46Q (7707.461104 sec): 3 clusters Score: Raw -11608994.004157 + Penalty 2263.518910 = -11606730.485247 nChanged 744 SP:Iteration 47Q (7707.672378 sec): 3 clusters Score: Raw -11609134.677936 + Penalty 2263.518910 = -11606871.159026 nChanged 726 SP:Iteration 48Q (7707.882450 sec): 3 clusters Score: Raw -11609267.806297 + Penalty 2263.518910 = -11607004.287387 nChanged 703 SP:Iteration 49Q (7708.085613 sec): 3 clusters Score: Raw -11609398.357162 + Penalty 2263.518910 = -11607134.838252 nChanged 687 SP:Iteration 50Q (7708.283190 sec): 3 clusters Score: Raw -11609531.331230 + Penalty 2263.518910 = -11607267.812320 nChanged 658 SP:Iteration 51Q (7708.487623 sec): 3 clusters Score: Raw -11609652.677381 + Penalty 2263.518910 = -11607389.158471 nChanged 621 SP:Iteration 52Q (7708.700080 sec): 3 clusters Score: Raw -11609766.612950 + Penalty 2263.518910 = -11607503.094040 nChanged 600 SP:Iteration 53Q (7708.908686 sec): 3 clusters Score: Raw -11609876.352604 + Penalty 2263.518910 = -11607612.833694 nChanged 588 SP:Iteration 54Q (7709.122728 sec): 3 clusters Score: Raw -11609986.793562 + Penalty 2263.518910 = -11607723.274652 nChanged 561 SP:Iteration 55Q (7709.336883 sec): 3 clusters Score: Raw -11610090.868530 + Penalty 2263.518910 = -11607827.349620 nChanged 513 SP:Iteration 56Q (7709.546870 sec): 3 clusters Score: Raw -11610179.009988 + Penalty 2263.518910 = -11607915.491078 nChanged 479 SP:Iteration 57Q (7709.758130 sec): 3 clusters Score: Raw -11610257.834211 + Penalty 2263.518910 = -11607994.315301 nChanged 457 SP:Iteration 58Q (7709.959212 sec): 3 clusters Score: Raw -11610331.026334 + Penalty 2263.518910 = -11608067.507424 nChanged 431 SP:Iteration 59Q (7710.161453 sec): 3 clusters Score: Raw -11610398.031413 + Penalty 2263.518910 = -11608134.512503 nChanged 396 SP:Iteration 60F (7710.393370 sec): 3 clusters Score: Raw -11610457.938411 + Penalty 2263.518910 = -11608194.419501 nChanged 389 SP:Iteration 61Q (7710.588886 sec): 3 clusters Score: Raw -11610513.756639 + Penalty 2263.518910 = -11608250.237729 nChanged 362 SP:Iteration 62Q (7710.791691 sec): 3 clusters Score: Raw -11610565.737307 + Penalty 2263.518910 = -11608302.218397 nChanged 362 SP:Iteration 63Q (7710.993966 sec): 3 clusters Score: Raw -11610620.516535 + Penalty 2263.518910 = -11608356.997625 nChanged 365 SP:Iteration 64Q (7711.208907 sec): 3 clusters Score: Raw -11610679.213877 + Penalty 2263.518910 = -11608415.694967 nChanged 361 SP:Iteration 65Q (7711.410862 sec): 3 clusters Score: Raw -11610737.165514 + Penalty 2263.518910 = -11608473.646604 nChanged 368 SP:Iteration 66Q (7711.621434 sec): 3 clusters Score: Raw -11610797.735944 + Penalty 2263.518910 = -11608534.217034 nChanged 338 SP:Iteration 67Q (7711.826351 sec): 3 clusters Score: Raw -11610853.222328 + Penalty 2263.518910 = -11608589.703418 nChanged 338 SP:Iteration 68Q (7712.038065 sec): 3 clusters Score: Raw -11610908.650166 + Penalty 2263.518910 = -11608645.131256 nChanged 330 SP:Iteration 69Q (7712.236280 sec): 3 clusters Score: Raw -11610961.903804 + Penalty 2263.518910 = -11608698.384894 nChanged 291 SP:Iteration 70Q (7712.438766 sec): 3 clusters Score: Raw -11611005.286429 + Penalty 2263.518910 = -11608741.767519 nChanged 285 SP:Iteration 71Q (7712.639643 sec): 3 clusters Score: Raw -11611051.563216 + Penalty 2263.518910 = -11608788.044306 nChanged 273 SP:Iteration 72Q (7712.847710 sec): 3 clusters Score: Raw -11611094.457370 + Penalty 2263.518910 = -11608830.938460 nChanged 268 SP:Iteration 73Q (7713.036113 sec): 3 clusters Score: Raw -11611135.028023 + Penalty 2263.518910 = -11608871.509113 nChanged 260 SP:Iteration 74Q (7713.221744 sec): 3 clusters Score: Raw -11611172.321604 + Penalty 2263.518910 = -11608908.802694 nChanged 219 SP:Iteration 75Q (7713.449712 sec): 3 clusters Score: Raw -11611202.029617 + Penalty 2263.518910 = -11608938.510707 nChanged 224 SP:Iteration 76Q (7713.661867 sec): 3 clusters Score: Raw -11611233.669679 + Penalty 2263.518910 = -11608970.150769 nChanged 228 SP:Iteration 77Q (7713.874264 sec): 3 clusters Score: Raw -11611264.756617 + Penalty 2263.518910 = -11609001.237707 nChanged 187 SP:Iteration 78Q (7714.084976 sec): 3 clusters Score: Raw -11611289.767029 + Penalty 2263.518910 = -11609026.248119 nChanged 178 SP:Iteration 79Q (7714.273533 sec): 3 clusters Score: Raw -11611310.065127 + Penalty 2263.518910 = -11609046.546217 nChanged 160 SP:Iteration 80F (7714.511130 sec): 3 clusters Score: Raw -11611330.152647 + Penalty 2263.518910 = -11609066.633737 nChanged 184 SP:Iteration 81Q (7714.713613 sec): 3 clusters Score: Raw -11611355.002454 + Penalty 2263.518910 = -11609091.483544 nChanged 186 SP:Iteration 82Q (7714.915892 sec): 3 clusters Score: Raw -11611379.320369 + Penalty 2263.518910 = -11609115.801459 nChanged 175 SP:Iteration 83Q (7715.121903 sec): 3 clusters Score: Raw -11611404.975429 + Penalty 2263.518910 = -11609141.456519 nChanged 178 SP:Iteration 84Q (7715.312624 sec): 3 clusters Score: Raw -11611435.283269 + Penalty 2263.518910 = -11609171.764359 nChanged 192 SP:Iteration 85Q (7715.513734 sec): 3 clusters Score: Raw -11611468.290032 + Penalty 2263.518910 = -11609204.771122 nChanged 181 SP:Iteration 86Q (7715.704293 sec): 3 clusters Score: Raw -11611495.940068 + Penalty 2263.518910 = -11609232.421158 nChanged 163 SP:Iteration 87Q (7715.903211 sec): 3 clusters Score: Raw -11611520.639717 + Penalty 2263.518910 = -11609257.120807 nChanged 157 SP:Iteration 88Q (7716.093529 sec): 3 clusters Score: Raw -11611543.896340 + Penalty 2263.518910 = -11609280.377430 nChanged 157 SP:Iteration 89Q (7716.306785 sec): 3 clusters Score: Raw -11611568.180547 + Penalty 2263.518910 = -11609304.661637 nChanged 147 SP:Iteration 90Q (7716.505595 sec): 3 clusters Score: Raw -11611588.690816 + Penalty 2263.518910 = -11609325.171906 nChanged 138 SP:Iteration 91Q (7716.707983 sec): 3 clusters Score: Raw -11611608.051171 + Penalty 2263.518910 = -11609344.532261 nChanged 136 SP:Iteration 92Q (7716.908010 sec): 3 clusters Score: Raw -11611626.994311 + Penalty 2263.518910 = -11609363.475401 nChanged 131 SP:Iteration 93Q (7717.111241 sec): 3 clusters Score: Raw -11611643.917734 + Penalty 2263.518910 = -11609380.398824 nChanged 117 SP:Iteration 94Q (7717.311124 sec): 3 clusters Score: Raw -11611660.022838 + Penalty 2263.518910 = -11609396.503928 nChanged 119 SP:Iteration 95Q (7717.510694 sec): 3 clusters Score: Raw -11611678.450289 + Penalty 2263.518910 = -11609414.931379 nChanged 122 SP:Iteration 96Q (7717.711917 sec): 3 clusters Score: Raw -11611696.520011 + Penalty 2263.518910 = -11609433.001101 nChanged 125 SP:Iteration 97Q (7717.899282 sec): 3 clusters Score: Raw -11611713.522761 + Penalty 2263.518910 = -11609450.003851 nChanged 110 SP:Iteration 98Q (7718.099256 sec): 3 clusters Score: Raw -11611727.515407 + Penalty 2263.518910 = -11609463.996497 nChanged 80 SP:Iteration 99Q (7718.297788 sec): 3 clusters Score: Raw -11611736.513515 + Penalty 2263.518910 = -11609472.994605 nChanged 80 SP:Iteration 100F (7718.520083 sec): 3 clusters Score: Raw -11611745.439336 + Penalty 2263.518910 = -11609481.920426 nChanged 70 SP:Iteration 101Q (7718.722859 sec): 3 clusters Score: Raw -11611754.343303 + Penalty 2263.518910 = -11609490.824393 nChanged 62 SP:Iteration 102Q (7718.927570 sec): 3 clusters Score: Raw -11611760.144371 + Penalty 2263.518910 = -11609496.625461 nChanged 57 SP:Iteration 103Q (7719.148035 sec): 3 clusters Score: Raw -11611765.355575 + Penalty 2263.518910 = -11609501.836665 nChanged 60 SP:Iteration 104Q (7719.352429 sec): 3 clusters Score: Raw -11611771.650729 + Penalty 2263.518910 = -11609508.131819 nChanged 58 SP:Iteration 105Q (7719.557235 sec): 3 clusters Score: Raw -11611777.650220 + Penalty 2263.518910 = -11609514.131310 nChanged 51 SP:Iteration 106Q (7719.761196 sec): 3 clusters Score: Raw -11611783.548523 + Penalty 2263.518910 = -11609520.029613 nChanged 60 SP:Iteration 107Q (7719.959325 sec): 3 clusters Score: Raw -11611790.014673 + Penalty 2263.518910 = -11609526.495763 nChanged 42 SP:Iteration 108Q (7720.162444 sec): 3 clusters Score: Raw -11611794.546392 + Penalty 2263.518910 = -11609531.027482 nChanged 46 SP:Iteration 109Q (7720.353450 sec): 3 clusters Score: Raw -11611799.263303 + Penalty 2263.518910 = -11609535.744393 nChanged 53 SP:Iteration 110Q (7720.547671 sec): 3 clusters Score: Raw -11611805.850289 + Penalty 2263.518910 = -11609542.331379 nChanged 51 SP:Iteration 111Q (7720.733047 sec): 3 clusters Score: Raw -11611811.464878 + Penalty 2263.518910 = -11609547.945968 nChanged 45 SP:Iteration 112Q (7720.941168 sec): 3 clusters Score: Raw -11611815.833872 + Penalty 2263.518910 = -11609552.314962 nChanged 51 SP:Iteration 113Q (7721.138078 sec): 3 clusters Score: Raw -11611820.959812 + Penalty 2263.518910 = -11609557.440902 nChanged 41 SP:Iteration 114Q (7721.337477 sec): 3 clusters Score: Raw -11611825.875260 + Penalty 2263.518910 = -11609562.356350 nChanged 36 SP:Iteration 115Q (7721.531088 sec): 3 clusters Score: Raw -11611830.120024 + Penalty 2263.518910 = -11609566.601114 nChanged 43 SP:Iteration 116Q (7721.729092 sec): 3 clusters Score: Raw -11611835.407739 + Penalty 2263.518910 = -11609571.888829 nChanged 39 SP:Iteration 117Q (7721.925234 sec): 3 clusters Score: Raw -11611839.679406 + Penalty 2263.518910 = -11609576.160496 nChanged 26 SP:Iteration 118Q (7722.103633 sec): 3 clusters Score: Raw -11611841.790607 + Penalty 2263.518910 = -11609578.271697 nChanged 27 SP:Iteration 119Q (7722.291327 sec): 3 clusters Score: Raw -11611843.978046 + Penalty 2263.518910 = -11609580.459136 nChanged 25 SP:Iteration 120F (7722.530607 sec): 3 clusters Score: Raw -11611846.016289 + Penalty 2263.518910 = -11609582.497379 nChanged 30 SP:Iteration 121Q (7722.753943 sec): 3 clusters Score: Raw -11611849.014140 + Penalty 2263.518910 = -11609585.495230 nChanged 32 SP:Iteration 122Q (7722.952010 sec): 3 clusters Score: Raw -11611852.529488 + Penalty 2263.518910 = -11609589.010578 nChanged 33 SP:Iteration 123Q (7723.145301 sec): 3 clusters Score: Raw -11611855.540328 + Penalty 2263.518910 = -11609592.021418 nChanged 25 SP:Iteration 124Q (7723.331016 sec): 3 clusters Score: Raw -11611857.647765 + Penalty 2263.518910 = -11609594.128855 nChanged 22 SP:Iteration 125Q (7723.529866 sec): 3 clusters Score: Raw -11611859.753003 + Penalty 2263.518910 = -11609596.234094 nChanged 18 SP:Iteration 126Q (7723.738254 sec): 3 clusters Score: Raw -11611861.152995 + Penalty 2263.518910 = -11609597.634085 nChanged 19 SP:Iteration 127Q (7723.932795 sec): 3 clusters Score: Raw -11611862.429413 + Penalty 2263.518910 = -11609598.910503 nChanged 17 SP:Iteration 128Q (7724.110599 sec): 3 clusters Score: Raw -11611863.651878 + Penalty 2263.518910 = -11609600.132968 nChanged 16 SP:Iteration 129Q (7724.304410 sec): 3 clusters Score: Raw -11611864.794879 + Penalty 2263.518910 = -11609601.275969 nChanged 14 SP:Iteration 130Q (7724.508188 sec): 3 clusters Score: Raw -11611865.974474 + Penalty 2263.518910 = -11609602.455564 nChanged 16 SP:Iteration 131Q (7724.704654 sec): 3 clusters Score: Raw -11611867.709197 + Penalty 2263.518910 = -11609604.190287 nChanged 21 SP:Iteration 132Q (7724.887932 sec): 3 clusters Score: Raw -11611869.926150 + Penalty 2263.518910 = -11609606.407240 nChanged 20 SP:Iteration 133Q (7725.071425 sec): 3 clusters Score: Raw -11611871.594474 + Penalty 2263.518910 = -11609608.075564 nChanged 18 SP:Iteration 134Q (7725.259933 sec): 3 clusters Score: Raw -11611873.289112 + Penalty 2263.518910 = -11609609.770202 nChanged 23 SP:Iteration 135Q (7725.457926 sec): 3 clusters Score: Raw -11611875.303662 + Penalty 2263.518910 = -11609611.784752 nChanged 13 SP:Iteration 136Q (7725.644186 sec): 3 clusters Score: Raw -11611876.638217 + Penalty 2263.518910 = -11609613.119307 nChanged 10 SP:Iteration 137Q (7725.817982 sec): 3 clusters Score: Raw -11611877.379369 + Penalty 2263.518910 = -11609613.860459 nChanged 8 SP:Iteration 138Q (7726.026584 sec): 3 clusters Score: Raw -11611877.911118 + Penalty 2263.518910 = -11609614.392208 nChanged 15 SP:Iteration 139Q (7726.228252 sec): 3 clusters Score: Raw -11611879.247812 + Penalty 2263.518910 = -11609615.728902 nChanged 11 SP:Iteration 140F (7726.444534 sec): 3 clusters Score: Raw -11611880.139647 + Penalty 2263.518910 = -11609616.620737 nChanged 13 SP:Iteration 141Q (7726.648214 sec): 3 clusters Score: Raw -11611881.114542 + Penalty 2263.518910 = -11609617.595632 nChanged 9 SP:Iteration 142Q (7726.847077 sec): 3 clusters Score: Raw -11611881.863945 + Penalty 2263.518910 = -11609618.345035 nChanged 10 SP:Iteration 143Q (7727.043407 sec): 3 clusters Score: Raw -11611882.798194 + Penalty 2263.518910 = -11609619.279284 nChanged 10 SP:Iteration 144Q (7727.239119 sec): 3 clusters Score: Raw -11611883.685472 + Penalty 2263.518910 = -11609620.166562 nChanged 10 SP:Iteration 145Q (7727.436228 sec): 3 clusters Score: Raw -11611884.331222 + Penalty 2263.518910 = -11609620.812312 nChanged 11 SP:Iteration 146Q (7727.628711 sec): 3 clusters Score: Raw -11611885.312384 + Penalty 2263.518910 = -11609621.793474 nChanged 15 SP:Iteration 147Q (7727.823542 sec): 3 clusters Score: Raw -11611886.727996 + Penalty 2263.518910 = -11609623.209086 nChanged 16 SP:Iteration 148Q (7728.020646 sec): 3 clusters Score: Raw -11611888.476746 + Penalty 2263.518910 = -11609624.957836 nChanged 11 SP:Iteration 149Q (7728.213650 sec): 3 clusters Score: Raw -11611889.917280 + Penalty 2263.518910 = -11609626.398370 nChanged 15 SP:Iteration 150Q (7728.405744 sec): 3 clusters Score: Raw -11611891.294939 + Penalty 2263.518910 = -11609627.776029 nChanged 14 SP:Iteration 151Q (7728.600314 sec): 3 clusters Score: Raw -11611892.586521 + Penalty 2263.518910 = -11609629.067611 nChanged 12 SP:Iteration 152Q (7728.805954 sec): 3 clusters Score: Raw -11611893.690823 + Penalty 2263.518910 = -11609630.171913 nChanged 12 SP:Iteration 153Q (7728.997338 sec): 3 clusters Score: Raw -11611894.543959 + Penalty 2263.518910 = -11609631.025049 nChanged 8 SP:Iteration 154Q (7729.201200 sec): 3 clusters Score: Raw -11611895.010607 + Penalty 2263.518910 = -11609631.491697 nChanged 6 SP:Iteration 155Q (7729.388715 sec): 3 clusters Score: Raw -11611895.468548 + Penalty 2263.518910 = -11609631.949638 nChanged 4 SP:Iteration 156Q (7729.586050 sec): 3 clusters Score: Raw -11611895.718350 + Penalty 2263.518910 = -11609632.199440 nChanged 5 SP:Iteration 157Q (7729.786743 sec): 3 clusters Score: Raw -11611896.053524 + Penalty 2263.518910 = -11609632.534614 nChanged 6 SP:Iteration 158Q (7729.996188 sec): 3 clusters Score: Raw -11611896.557373 + Penalty 2263.518910 = -11609633.038463 nChanged 7 SP:Iteration 159Q (7730.189640 sec): 3 clusters Score: Raw -11611897.108108 + Penalty 2263.518910 = -11609633.589198 nChanged 8 SP:Iteration 160F (7730.420477 sec): 3 clusters Score: Raw -11611897.615122 + Penalty 2263.518910 = -11609634.096212 nChanged 6 SP:Iteration 161Q (7730.622890 sec): 3 clusters Score: Raw -11611897.900051 + Penalty 2263.518910 = -11609634.381141 nChanged 5 SP:Iteration 162Q (7730.815697 sec): 3 clusters Score: Raw -11611898.297516 + Penalty 2263.518910 = -11609634.778606 nChanged 7 SP:Iteration 163Q (7731.010746 sec): 3 clusters Score: Raw -11611898.790260 + Penalty 2263.518910 = -11609635.271350 nChanged 1 SP:Iteration 164Q (7731.219286 sec): 3 clusters Score: Raw -11611898.841586 + Penalty 2263.518910 = -11609635.322676 nChanged 0 SP:Iteration 165F (7731.450187 sec): 3 clusters Score: Raw -11611898.841586 + Penalty 2263.518910 = -11609635.322676 nChanged 0 Trying to split cluster 26 (106804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7731.577822 sec): 2 clusters Score: Raw -8356694.757154 + Penalty 1099.981313 = -8355594.775842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7731.745767 sec): 3 clusters Score: Raw -8286082.313784 + Penalty 2199.962625 = -8283882.351159 nChanged 51538 SP:Iteration 1F (7731.929250 sec): 3 clusters Score: Raw -8318030.995164 + Penalty 2199.962625 = -8315831.032539 nChanged 5345 SP:Iteration 2F (7732.099779 sec): 3 clusters Score: Raw -8320350.920643 + Penalty 2199.962625 = -8318150.958018 nChanged 6549 SP:Iteration 3F (7732.278006 sec): 3 clusters Score: Raw -8324048.279519 + Penalty 2199.962625 = -8321848.316894 nChanged 8149 SP:Iteration 4F (7732.453106 sec): 3 clusters Score: Raw -8329841.813824 + Penalty 2199.962625 = -8327641.851199 nChanged 9028 SP:Iteration 5F (7732.628885 sec): 3 clusters Score: Raw -8337312.790188 + Penalty 2199.962625 = -8335112.827563 nChanged 8228 SP:Iteration 6F (7732.805528 sec): 3 clusters Score: Raw -8344880.789772 + Penalty 2199.962625 = -8342680.827147 nChanged 6074 SP:Iteration 7F (7732.971406 sec): 3 clusters Score: Raw -8350767.106750 + Penalty 2199.962625 = -8348567.144125 nChanged 3498 SP:Iteration 8Q (7733.155085 sec): 3 clusters Score: Raw -8354165.787374 + Penalty 2199.962625 = -8351965.824749 nChanged 1720 SP:Iteration 9Q (7733.325504 sec): 3 clusters Score: Raw -8355828.465977 + Penalty 2199.962625 = -8353628.503352 nChanged 829 SP:Iteration 10Q (7733.486242 sec): 3 clusters Score: Raw -8356565.868964 + Penalty 2199.962625 = -8354365.906339 nChanged 445 SP:Iteration 11Q (7733.633390 sec): 3 clusters Score: Raw -8356886.849677 + Penalty 2199.962625 = -8354686.887052 nChanged 275 SP:Iteration 12Q (7733.781777 sec): 3 clusters Score: Raw -8357043.033786 + Penalty 2199.962625 = -8354843.071161 nChanged 184 SP:Iteration 13Q (7733.921613 sec): 3 clusters Score: Raw -8357142.790933 + Penalty 2199.962625 = -8354942.828308 nChanged 135 SP:Iteration 14Q (7734.062309 sec): 3 clusters Score: Raw -8357200.679970 + Penalty 2199.962625 = -8355000.717345 nChanged 88 SP:Iteration 15Q (7734.197350 sec): 3 clusters Score: Raw -8357228.531363 + Penalty 2199.962625 = -8355028.568738 nChanged 55 SP:Iteration 16Q (7734.344576 sec): 3 clusters Score: Raw -8357242.226518 + Penalty 2199.962625 = -8355042.263893 nChanged 42 SP:Iteration 17Q (7734.491473 sec): 3 clusters Score: Raw -8357253.266051 + Penalty 2199.962625 = -8355053.303426 nChanged 31 SP:Iteration 18Q (7734.643279 sec): 3 clusters Score: Raw -8357259.709739 + Penalty 2199.962625 = -8355059.747114 nChanged 21 SP:Iteration 19Q (7734.792885 sec): 3 clusters Score: Raw -8357262.678996 + Penalty 2199.962625 = -8355062.716371 nChanged 10 SP:Iteration 20F (7734.960772 sec): 3 clusters Score: Raw -8357264.797074 + Penalty 2199.962625 = -8355064.834449 nChanged 11 SP:Iteration 21Q (7735.110175 sec): 3 clusters Score: Raw -8357266.597558 + Penalty 2199.962625 = -8355066.634933 nChanged 11 SP:Iteration 22Q (7735.261805 sec): 3 clusters Score: Raw -8357268.646496 + Penalty 2199.962625 = -8355068.683871 nChanged 9 SP:Iteration 23Q (7735.413242 sec): 3 clusters Score: Raw -8357270.167374 + Penalty 2199.962625 = -8355070.204749 nChanged 7 SP:Iteration 24Q (7735.566223 sec): 3 clusters Score: Raw -8357271.951144 + Penalty 2199.962625 = -8355071.988519 nChanged 5 SP:Iteration 25Q (7735.708220 sec): 3 clusters Score: Raw -8357273.556156 + Penalty 2199.962625 = -8355073.593531 nChanged 6 SP:Iteration 26Q (7735.856878 sec): 3 clusters Score: Raw -8357275.312236 + Penalty 2199.962625 = -8355075.349611 nChanged 12 SP:Iteration 27Q (7736.002608 sec): 3 clusters Score: Raw -8357278.378489 + Penalty 2199.962625 = -8355078.415864 nChanged 10 SP:Iteration 28Q (7736.140088 sec): 3 clusters Score: Raw -8357279.799153 + Penalty 2199.962625 = -8355079.836528 nChanged 3 SP:Iteration 29Q (7736.288536 sec): 3 clusters Score: Raw -8357280.187567 + Penalty 2199.962625 = -8355080.224942 nChanged 3 SP:Iteration 30Q (7736.442760 sec): 3 clusters Score: Raw -8357280.707474 + Penalty 2199.962625 = -8355080.744849 nChanged 0 SP:Iteration 31F (7736.615177 sec): 3 clusters Score: Raw -8357280.707474 + Penalty 2199.962625 = -8355080.744849 nChanged 0 Trying to split cluster 27 (8084 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7736.662521 sec): 2 clusters Score: Raw -518981.700226 + Penalty 854.775997 = -518126.924229 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7736.719763 sec): 3 clusters Score: Raw -514251.269512 + Penalty 1709.551995 = -512541.717517 nChanged 3616 SP:Iteration 1F (7736.773785 sec): 3 clusters Score: Raw -516453.904564 + Penalty 1709.551995 = -514744.352570 nChanged 638 SP:Iteration 2F (7736.817110 sec): 3 clusters Score: Raw -516860.848832 + Penalty 1709.551995 = -515151.296837 nChanged 633 SP:Iteration 3F (7736.872562 sec): 3 clusters Score: Raw -517272.009386 + Penalty 1709.551995 = -515562.457391 nChanged 548 SP:Iteration 4F (7736.933605 sec): 3 clusters Score: Raw -517588.875387 + Penalty 1709.551995 = -515879.323392 nChanged 415 SP:Iteration 5F (7736.981900 sec): 3 clusters Score: Raw -517801.560550 + Penalty 1709.551995 = -516092.008555 nChanged 300 SP:Iteration 6Q (7737.031010 sec): 3 clusters Score: Raw -517917.347114 + Penalty 1709.551995 = -516207.795119 nChanged 240 SP:Iteration 7Q (7737.089635 sec): 3 clusters Score: Raw -517995.190971 + Penalty 1709.551995 = -516285.638976 nChanged 182 SP:Iteration 8Q (7737.144549 sec): 3 clusters Score: Raw -518046.360274 + Penalty 1709.551995 = -516336.808279 nChanged 125 SP:Iteration 9Q (7737.204151 sec): 3 clusters Score: Raw -518073.712491 + Penalty 1709.551995 = -516364.160496 nChanged 100 SP:Iteration 10Q (7737.251870 sec): 3 clusters Score: Raw -518093.555480 + Penalty 1709.551995 = -516384.003485 nChanged 76 SP:Iteration 11Q (7737.314015 sec): 3 clusters Score: Raw -518108.401961 + Penalty 1709.551995 = -516398.849966 nChanged 68 SP:Iteration 12Q (7737.373122 sec): 3 clusters Score: Raw -518122.675682 + Penalty 1709.551995 = -516413.123687 nChanged 63 SP:Iteration 13Q (7737.418626 sec): 3 clusters Score: Raw -518135.596240 + Penalty 1709.551995 = -516426.044245 nChanged 67 SP:Iteration 14Q (7737.477170 sec): 3 clusters Score: Raw -518150.775610 + Penalty 1709.551995 = -516441.223615 nChanged 59 SP:Iteration 15Q (7737.544504 sec): 3 clusters Score: Raw -518165.095657 + Penalty 1709.551995 = -516455.543662 nChanged 59 SP:Iteration 16Q (7737.594845 sec): 3 clusters Score: Raw -518178.132284 + Penalty 1709.551995 = -516468.580289 nChanged 60 SP:Iteration 17Q (7737.641966 sec): 3 clusters Score: Raw -518190.022968 + Penalty 1709.551995 = -516480.470973 nChanged 68 SP:Iteration 18Q (7737.702601 sec): 3 clusters Score: Raw -518203.898063 + Penalty 1709.551995 = -516494.346068 nChanged 55 SP:Iteration 19Q (7737.761794 sec): 3 clusters Score: Raw -518215.552112 + Penalty 1709.551995 = -516506.000117 nChanged 57 SP:Iteration 20F (7737.815968 sec): 3 clusters Score: Raw -518230.050437 + Penalty 1709.551995 = -516520.498442 nChanged 67 SP:Iteration 21Q (7737.865728 sec): 3 clusters Score: Raw -518249.886879 + Penalty 1709.551995 = -516540.334884 nChanged 86 SP:Iteration 22Q (7737.911014 sec): 3 clusters Score: Raw -518272.928141 + Penalty 1709.551995 = -516563.376146 nChanged 95 SP:Iteration 23Q (7737.966817 sec): 3 clusters Score: Raw -518301.442445 + Penalty 1709.551995 = -516591.890450 nChanged 91 SP:Iteration 24Q (7738.026271 sec): 3 clusters Score: Raw -518331.595457 + Penalty 1709.551995 = -516622.043462 nChanged 85 SP:Iteration 25Q (7738.078869 sec): 3 clusters Score: Raw -518353.743489 + Penalty 1709.551995 = -516644.191494 nChanged 86 SP:Iteration 26Q (7738.124499 sec): 3 clusters Score: Raw -518379.112671 + Penalty 1709.551995 = -516669.560676 nChanged 90 SP:Iteration 27Q (7738.179706 sec): 3 clusters Score: Raw -518413.623972 + Penalty 1709.551995 = -516704.071978 nChanged 93 SP:Iteration 28Q (7738.228922 sec): 3 clusters Score: Raw -518443.381282 + Penalty 1709.551995 = -516733.829287 nChanged 87 SP:Iteration 29Q (7738.293710 sec): 3 clusters Score: Raw -518476.313915 + Penalty 1709.551995 = -516766.761920 nChanged 110 SP:Iteration 30Q (7738.348323 sec): 3 clusters Score: Raw -518513.407261 + Penalty 1709.551995 = -516803.855266 nChanged 83 SP:Iteration 31Q (7738.405822 sec): 3 clusters Score: Raw -518544.338680 + Penalty 1709.551995 = -516834.786685 nChanged 93 SP:Iteration 32Q (7738.465759 sec): 3 clusters Score: Raw -518577.619524 + Penalty 1709.551995 = -516868.067529 nChanged 86 SP:Iteration 33Q (7738.523100 sec): 3 clusters Score: Raw -518603.360645 + Penalty 1709.551995 = -516893.808650 nChanged 72 SP:Iteration 34Q (7738.581301 sec): 3 clusters Score: Raw -518625.858242 + Penalty 1709.551995 = -516916.306247 nChanged 78 SP:Iteration 35Q (7738.623943 sec): 3 clusters Score: Raw -518652.487772 + Penalty 1709.551995 = -516942.935777 nChanged 84 SP:Iteration 36Q (7738.685957 sec): 3 clusters Score: Raw -518680.652908 + Penalty 1709.551995 = -516971.100914 nChanged 80 SP:Iteration 37Q (7738.742225 sec): 3 clusters Score: Raw -518706.809073 + Penalty 1709.551995 = -516997.257078 nChanged 75 SP:Iteration 38Q (7738.790360 sec): 3 clusters Score: Raw -518728.326045 + Penalty 1709.551995 = -517018.774050 nChanged 76 SP:Iteration 39Q (7738.853931 sec): 3 clusters Score: Raw -518754.379026 + Penalty 1709.551995 = -517044.827031 nChanged 75 SP:Iteration 40F (7738.908361 sec): 3 clusters Score: Raw -518777.564834 + Penalty 1709.551995 = -517068.012839 nChanged 61 SP:Iteration 41Q (7738.958286 sec): 3 clusters Score: Raw -518793.673545 + Penalty 1709.551995 = -517084.121550 nChanged 44 SP:Iteration 42Q (7739.010050 sec): 3 clusters Score: Raw -518806.678738 + Penalty 1709.551995 = -517097.126743 nChanged 59 SP:Iteration 43Q (7739.056882 sec): 3 clusters Score: Raw -518825.349937 + Penalty 1709.551995 = -517115.797942 nChanged 52 SP:Iteration 44Q (7739.117889 sec): 3 clusters Score: Raw -518843.995969 + Penalty 1709.551995 = -517134.443974 nChanged 65 SP:Iteration 45Q (7739.169319 sec): 3 clusters Score: Raw -518873.521389 + Penalty 1709.551995 = -517163.969394 nChanged 67 SP:Iteration 46Q (7739.222497 sec): 3 clusters Score: Raw -518900.286696 + Penalty 1709.551995 = -517190.734701 nChanged 52 SP:Iteration 47Q (7739.277068 sec): 3 clusters Score: Raw -518918.816239 + Penalty 1709.551995 = -517209.264244 nChanged 41 SP:Iteration 48Q (7739.329526 sec): 3 clusters Score: Raw -518931.629899 + Penalty 1709.551995 = -517222.077904 nChanged 31 SP:Iteration 49Q (7739.380501 sec): 3 clusters Score: Raw -518940.704292 + Penalty 1709.551995 = -517231.152297 nChanged 30 SP:Iteration 50Q (7739.437107 sec): 3 clusters Score: Raw -518948.099176 + Penalty 1709.551995 = -517238.547181 nChanged 30 SP:Iteration 51Q (7739.493693 sec): 3 clusters Score: Raw -518956.383839 + Penalty 1709.551995 = -517246.831844 nChanged 24 SP:Iteration 52Q (7739.551938 sec): 3 clusters Score: Raw -518964.499368 + Penalty 1709.551995 = -517254.947373 nChanged 30 SP:Iteration 53Q (7739.605684 sec): 3 clusters Score: Raw -518977.817693 + Penalty 1709.551995 = -517268.265698 nChanged 36 SP:Iteration 54Q (7739.667273 sec): 3 clusters Score: Raw -518993.663069 + Penalty 1709.551995 = -517284.111074 nChanged 38 SP:Iteration 55Q (7739.725122 sec): 3 clusters Score: Raw -519008.180375 + Penalty 1709.551995 = -517298.628380 nChanged 37 SP:Iteration 56Q (7739.781766 sec): 3 clusters Score: Raw -519023.578030 + Penalty 1709.551995 = -517314.026035 nChanged 33 SP:Iteration 57Q (7739.829230 sec): 3 clusters Score: Raw -519036.131313 + Penalty 1709.551995 = -517326.579318 nChanged 26 SP:Iteration 58Q (7739.887975 sec): 3 clusters Score: Raw -519046.265180 + Penalty 1709.551995 = -517336.713185 nChanged 28 SP:Iteration 59Q (7739.940738 sec): 3 clusters Score: Raw -519055.114926 + Penalty 1709.551995 = -517345.562931 nChanged 21 SP:Iteration 60F (7739.989175 sec): 3 clusters Score: Raw -519064.504403 + Penalty 1709.551995 = -517354.952408 nChanged 23 SP:Iteration 61Q (7740.045677 sec): 3 clusters Score: Raw -519073.088086 + Penalty 1709.551995 = -517363.536091 nChanged 19 SP:Iteration 62Q (7740.106889 sec): 3 clusters Score: Raw -519080.941739 + Penalty 1709.551995 = -517371.389744 nChanged 20 SP:Iteration 63Q (7740.165984 sec): 3 clusters Score: Raw -519089.879940 + Penalty 1709.551995 = -517380.327945 nChanged 20 SP:Iteration 64Q (7740.210055 sec): 3 clusters Score: Raw -519099.773483 + Penalty 1709.551995 = -517390.221488 nChanged 13 SP:Iteration 65Q (7740.263794 sec): 3 clusters Score: Raw -519104.901816 + Penalty 1709.551995 = -517395.349821 nChanged 8 SP:Iteration 66Q (7740.325635 sec): 3 clusters Score: Raw -519108.362817 + Penalty 1709.551995 = -517398.810822 nChanged 5 SP:Iteration 67Q (7740.380046 sec): 3 clusters Score: Raw -519110.158189 + Penalty 1709.551995 = -517400.606194 nChanged 8 SP:Iteration 68Q (7740.430359 sec): 3 clusters Score: Raw -519114.394995 + Penalty 1709.551995 = -517404.843000 nChanged 13 SP:Iteration 69Q (7740.489951 sec): 3 clusters Score: Raw -519122.346556 + Penalty 1709.551995 = -517412.794561 nChanged 15 SP:Iteration 70Q (7740.542740 sec): 3 clusters Score: Raw -519132.174351 + Penalty 1709.551995 = -517422.622356 nChanged 10 SP:Iteration 71Q (7740.586896 sec): 3 clusters Score: Raw -519136.137091 + Penalty 1709.551995 = -517426.585096 nChanged 6 SP:Iteration 72Q (7740.644804 sec): 3 clusters Score: Raw -519139.873774 + Penalty 1709.551995 = -517430.321779 nChanged 11 SP:Iteration 73Q (7740.696904 sec): 3 clusters Score: Raw -519145.320003 + Penalty 1709.551995 = -517435.768008 nChanged 11 SP:Iteration 74Q (7740.757356 sec): 3 clusters Score: Raw -519150.335760 + Penalty 1709.551995 = -517440.783765 nChanged 14 SP:Iteration 75Q (7740.802955 sec): 3 clusters Score: Raw -519159.676024 + Penalty 1709.551995 = -517450.124029 nChanged 13 SP:Iteration 76Q (7740.859466 sec): 3 clusters Score: Raw -519165.368981 + Penalty 1709.551995 = -517455.816986 nChanged 6 SP:Iteration 77Q (7740.909849 sec): 3 clusters Score: Raw -519168.011591 + Penalty 1709.551995 = -517458.459596 nChanged 7 SP:Iteration 78Q (7740.963636 sec): 3 clusters Score: Raw -519171.584471 + Penalty 1709.551995 = -517462.032476 nChanged 7 SP:Iteration 79Q (7741.019850 sec): 3 clusters Score: Raw -519175.921271 + Penalty 1709.551995 = -517466.369276 nChanged 7 SP:Iteration 80F (7741.073627 sec): 3 clusters Score: Raw -519181.577502 + Penalty 1709.551995 = -517472.025507 nChanged 5 SP:Iteration 81Q (7741.125475 sec): 3 clusters Score: Raw -519183.011790 + Penalty 1709.551995 = -517473.459795 nChanged 4 SP:Iteration 82Q (7741.176900 sec): 3 clusters Score: Raw -519185.327715 + Penalty 1709.551995 = -517475.775720 nChanged 6 SP:Iteration 83Q (7741.225814 sec): 3 clusters Score: Raw -519188.970012 + Penalty 1709.551995 = -517479.418017 nChanged 4 SP:Iteration 84Q (7741.282517 sec): 3 clusters Score: Raw -519192.156528 + Penalty 1709.551995 = -517482.604533 nChanged 6 SP:Iteration 85Q (7741.326802 sec): 3 clusters Score: Raw -519195.823496 + Penalty 1709.551995 = -517486.271501 nChanged 7 SP:Iteration 86Q (7741.387891 sec): 3 clusters Score: Raw -519200.541047 + Penalty 1709.551995 = -517490.989052 nChanged 2 SP:Iteration 87Q (7741.446882 sec): 3 clusters Score: Raw -519201.654097 + Penalty 1709.551995 = -517492.102102 nChanged 1 SP:Iteration 88Q (7741.503960 sec): 3 clusters Score: Raw -519202.170921 + Penalty 1709.551995 = -517492.618926 nChanged 1 SP:Iteration 89Q (7741.549989 sec): 3 clusters Score: Raw -519203.247887 + Penalty 1709.551995 = -517493.695892 nChanged 1 SP:Iteration 90Q (7741.607820 sec): 3 clusters Score: Raw -519203.390322 + Penalty 1709.551995 = -517493.838328 nChanged 0 SP:Iteration 91F (7741.658444 sec): 3 clusters Score: Raw -519203.390322 + Penalty 1709.551995 = -517493.838328 nChanged 0 Trying to split cluster 28 (9774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7741.695283 sec): 2 clusters Score: Raw -645370.936261 + Penalty 872.810702 = -644498.125559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7741.763209 sec): 3 clusters Score: Raw -639679.528077 + Penalty 1745.621405 = -637933.906672 nChanged 4383 SP:Iteration 1F (7741.821010 sec): 3 clusters Score: Raw -642368.054905 + Penalty 1745.621405 = -640622.433501 nChanged 759 SP:Iteration 2F (7741.869169 sec): 3 clusters Score: Raw -642878.713040 + Penalty 1745.621405 = -641133.091635 nChanged 699 SP:Iteration 3F (7741.939858 sec): 3 clusters Score: Raw -643355.974801 + Penalty 1745.621405 = -641610.353396 nChanged 610 SP:Iteration 4F (7741.992327 sec): 3 clusters Score: Raw -643753.012157 + Penalty 1745.621405 = -642007.390753 nChanged 505 SP:Iteration 5F (7742.061268 sec): 3 clusters Score: Raw -644005.544023 + Penalty 1745.621405 = -642259.922618 nChanged 377 SP:Iteration 6Q (7742.122930 sec): 3 clusters Score: Raw -644189.259620 + Penalty 1745.621405 = -642443.638215 nChanged 308 SP:Iteration 7Q (7742.172392 sec): 3 clusters Score: Raw -644350.523048 + Penalty 1745.621405 = -642604.901643 nChanged 307 SP:Iteration 8Q (7742.238143 sec): 3 clusters Score: Raw -644528.351588 + Penalty 1745.621405 = -642782.730183 nChanged 287 SP:Iteration 9Q (7742.292907 sec): 3 clusters Score: Raw -644710.315872 + Penalty 1745.621405 = -642964.694467 nChanged 246 SP:Iteration 10Q (7742.355452 sec): 3 clusters Score: Raw -644875.029565 + Penalty 1745.621405 = -643129.408161 nChanged 210 SP:Iteration 11Q (7742.420075 sec): 3 clusters Score: Raw -645018.351755 + Penalty 1745.621405 = -643272.730350 nChanged 179 SP:Iteration 12Q (7742.479265 sec): 3 clusters Score: Raw -645136.551433 + Penalty 1745.621405 = -643390.930028 nChanged 141 SP:Iteration 13Q (7742.530380 sec): 3 clusters Score: Raw -645227.693203 + Penalty 1745.621405 = -643482.071798 nChanged 106 SP:Iteration 14Q (7742.582896 sec): 3 clusters Score: Raw -645300.842042 + Penalty 1745.621405 = -643555.220638 nChanged 81 SP:Iteration 15Q (7742.650923 sec): 3 clusters Score: Raw -645357.207183 + Penalty 1745.621405 = -643611.585778 nChanged 76 SP:Iteration 16Q (7742.711016 sec): 3 clusters Score: Raw -645413.986850 + Penalty 1745.621405 = -643668.365445 nChanged 68 SP:Iteration 17Q (7742.765764 sec): 3 clusters Score: Raw -645462.842453 + Penalty 1745.621405 = -643717.221048 nChanged 59 SP:Iteration 18Q (7742.815367 sec): 3 clusters Score: Raw -645504.083068 + Penalty 1745.621405 = -643758.461663 nChanged 57 SP:Iteration 19Q (7742.868968 sec): 3 clusters Score: Raw -645558.276509 + Penalty 1745.621405 = -643812.655104 nChanged 58 SP:Iteration 20F (7742.922530 sec): 3 clusters Score: Raw -645598.446829 + Penalty 1745.621405 = -643852.825424 nChanged 51 SP:Iteration 21Q (7742.976188 sec): 3 clusters Score: Raw -645627.773777 + Penalty 1745.621405 = -643882.152372 nChanged 33 SP:Iteration 22Q (7743.021835 sec): 3 clusters Score: Raw -645647.514078 + Penalty 1745.621405 = -643901.892673 nChanged 33 SP:Iteration 23Q (7743.088008 sec): 3 clusters Score: Raw -645663.756167 + Penalty 1745.621405 = -643918.134762 nChanged 33 SP:Iteration 24Q (7743.136063 sec): 3 clusters Score: Raw -645682.511154 + Penalty 1745.621405 = -643936.889749 nChanged 21 SP:Iteration 25Q (7743.196714 sec): 3 clusters Score: Raw -645695.058086 + Penalty 1745.621405 = -643949.436681 nChanged 13 SP:Iteration 26Q (7743.248707 sec): 3 clusters Score: Raw -645700.769656 + Penalty 1745.621405 = -643955.148251 nChanged 7 SP:Iteration 27Q (7743.304227 sec): 3 clusters Score: Raw -645703.228097 + Penalty 1745.621405 = -643957.606693 nChanged 2 SP:Iteration 28Q (7743.351729 sec): 3 clusters Score: Raw -645703.787357 + Penalty 1745.621405 = -643958.165952 nChanged 3 SP:Iteration 29Q (7743.417260 sec): 3 clusters Score: Raw -645704.162901 + Penalty 1745.621405 = -643958.541496 nChanged 0 SP:Iteration 30F (7743.463973 sec): 3 clusters Score: Raw -645704.162901 + Penalty 1745.621405 = -643958.541496 nChanged 0 Trying to split cluster 29 (8501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7743.509065 sec): 2 clusters Score: Raw -620934.954673 + Penalty 859.554213 = -620075.400460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7743.561610 sec): 3 clusters Score: Raw -615967.148861 + Penalty 1719.108426 = -614248.040435 nChanged 3726 SP:Iteration 1F (7743.614702 sec): 3 clusters Score: Raw -618022.817879 + Penalty 1719.108426 = -616303.709453 nChanged 512 SP:Iteration 2F (7743.662760 sec): 3 clusters Score: Raw -618230.190001 + Penalty 1719.108426 = -616511.081575 nChanged 451 SP:Iteration 3F (7743.720896 sec): 3 clusters Score: Raw -618428.850800 + Penalty 1719.108426 = -616709.742374 nChanged 405 SP:Iteration 4Q (7743.770613 sec): 3 clusters Score: Raw -618645.732170 + Penalty 1719.108426 = -616926.623745 nChanged 449 SP:Iteration 5F (7743.819758 sec): 3 clusters Score: Raw -618952.148415 + Penalty 1719.108426 = -617233.039989 nChanged 460 SP:Iteration 6F (7743.882997 sec): 3 clusters Score: Raw -619351.427415 + Penalty 1719.108426 = -617632.318989 nChanged 543 SP:Iteration 7F (7743.939740 sec): 3 clusters Score: Raw -619780.528648 + Penalty 1719.108426 = -618061.420222 nChanged 497 SP:Iteration 8F (7743.993060 sec): 3 clusters Score: Raw -620134.362652 + Penalty 1719.108426 = -618415.254226 nChanged 427 SP:Iteration 9F (7744.050790 sec): 3 clusters Score: Raw -620425.568671 + Penalty 1719.108426 = -618706.460245 nChanged 334 SP:Iteration 10Q (7744.115480 sec): 3 clusters Score: Raw -620631.842567 + Penalty 1719.108426 = -618912.734141 nChanged 288 SP:Iteration 11Q (7744.175691 sec): 3 clusters Score: Raw -620784.397731 + Penalty 1719.108426 = -619065.289305 nChanged 221 SP:Iteration 12Q (7744.222519 sec): 3 clusters Score: Raw -620890.494225 + Penalty 1719.108426 = -619171.385799 nChanged 200 SP:Iteration 13Q (7744.284070 sec): 3 clusters Score: Raw -620982.870976 + Penalty 1719.108426 = -619263.762550 nChanged 171 SP:Iteration 14Q (7744.345153 sec): 3 clusters Score: Raw -621050.355575 + Penalty 1719.108426 = -619331.247149 nChanged 148 SP:Iteration 15Q (7744.404984 sec): 3 clusters Score: Raw -621104.637342 + Penalty 1719.108426 = -619385.528916 nChanged 132 SP:Iteration 16Q (7744.451625 sec): 3 clusters Score: Raw -621148.957046 + Penalty 1719.108426 = -619429.848620 nChanged 113 SP:Iteration 17Q (7744.512531 sec): 3 clusters Score: Raw -621183.740799 + Penalty 1719.108426 = -619464.632373 nChanged 85 SP:Iteration 18Q (7744.570606 sec): 3 clusters Score: Raw -621208.121309 + Penalty 1719.108426 = -619489.012884 nChanged 86 SP:Iteration 19Q (7744.628248 sec): 3 clusters Score: Raw -621233.046574 + Penalty 1719.108426 = -619513.938149 nChanged 75 SP:Iteration 20F (7744.677579 sec): 3 clusters Score: Raw -621255.808718 + Penalty 1719.108426 = -619536.700292 nChanged 72 SP:Iteration 21Q (7744.733354 sec): 3 clusters Score: Raw -621275.052413 + Penalty 1719.108426 = -619555.943987 nChanged 58 SP:Iteration 22Q (7744.786903 sec): 3 clusters Score: Raw -621290.148486 + Penalty 1719.108426 = -619571.040060 nChanged 65 SP:Iteration 23Q (7744.845827 sec): 3 clusters Score: Raw -621308.556745 + Penalty 1719.108426 = -619589.448320 nChanged 64 SP:Iteration 24Q (7744.909336 sec): 3 clusters Score: Raw -621327.663447 + Penalty 1719.108426 = -619608.555021 nChanged 51 SP:Iteration 25Q (7744.957280 sec): 3 clusters Score: Raw -621337.812388 + Penalty 1719.108426 = -619618.703962 nChanged 37 SP:Iteration 26Q (7745.015147 sec): 3 clusters Score: Raw -621343.982037 + Penalty 1719.108426 = -619624.873611 nChanged 29 SP:Iteration 27Q (7745.064614 sec): 3 clusters Score: Raw -621348.536834 + Penalty 1719.108426 = -619629.428408 nChanged 27 SP:Iteration 28Q (7745.116027 sec): 3 clusters Score: Raw -621352.743688 + Penalty 1719.108426 = -619633.635262 nChanged 24 SP:Iteration 29Q (7745.168683 sec): 3 clusters Score: Raw -621357.621363 + Penalty 1719.108426 = -619638.512937 nChanged 32 SP:Iteration 30Q (7745.227155 sec): 3 clusters Score: Raw -621364.550264 + Penalty 1719.108426 = -619645.441838 nChanged 31 SP:Iteration 31Q (7745.280815 sec): 3 clusters Score: Raw -621369.866819 + Penalty 1719.108426 = -619650.758393 nChanged 23 SP:Iteration 32Q (7745.341663 sec): 3 clusters Score: Raw -621373.417894 + Penalty 1719.108426 = -619654.309468 nChanged 23 SP:Iteration 33Q (7745.401701 sec): 3 clusters Score: Raw -621376.842680 + Penalty 1719.108426 = -619657.734255 nChanged 17 SP:Iteration 34Q (7745.466369 sec): 3 clusters Score: Raw -621379.075730 + Penalty 1719.108426 = -619659.967305 nChanged 12 SP:Iteration 35Q (7745.523073 sec): 3 clusters Score: Raw -621380.388622 + Penalty 1719.108426 = -619661.280197 nChanged 14 SP:Iteration 36Q (7745.569803 sec): 3 clusters Score: Raw -621382.041220 + Penalty 1719.108426 = -619662.932795 nChanged 19 SP:Iteration 37Q (7745.625237 sec): 3 clusters Score: Raw -621385.236888 + Penalty 1719.108426 = -619666.128463 nChanged 17 SP:Iteration 38Q (7745.680333 sec): 3 clusters Score: Raw -621388.201958 + Penalty 1719.108426 = -619669.093532 nChanged 16 SP:Iteration 39Q (7745.733390 sec): 3 clusters Score: Raw -621391.069341 + Penalty 1719.108426 = -619671.960916 nChanged 11 SP:Iteration 40F (7745.796857 sec): 3 clusters Score: Raw -621393.466502 + Penalty 1719.108426 = -619674.358076 nChanged 18 SP:Iteration 41Q (7745.854279 sec): 3 clusters Score: Raw -621396.777129 + Penalty 1719.108426 = -619677.668703 nChanged 17 SP:Iteration 42Q (7745.908236 sec): 3 clusters Score: Raw -621400.320243 + Penalty 1719.108426 = -619681.211817 nChanged 19 SP:Iteration 43Q (7745.952383 sec): 3 clusters Score: Raw -621403.346959 + Penalty 1719.108426 = -619684.238533 nChanged 13 SP:Iteration 44Q (7746.000103 sec): 3 clusters Score: Raw -621405.541172 + Penalty 1719.108426 = -619686.432746 nChanged 14 SP:Iteration 45Q (7746.054111 sec): 3 clusters Score: Raw -621408.054027 + Penalty 1719.108426 = -619688.945601 nChanged 9 SP:Iteration 46Q (7746.106562 sec): 3 clusters Score: Raw -621408.873387 + Penalty 1719.108426 = -619689.764961 nChanged 7 SP:Iteration 47Q (7746.159316 sec): 3 clusters Score: Raw -621409.282973 + Penalty 1719.108426 = -619690.174548 nChanged 4 SP:Iteration 48Q (7746.213045 sec): 3 clusters Score: Raw -621409.699747 + Penalty 1719.108426 = -619690.591321 nChanged 5 SP:Iteration 49Q (7746.274965 sec): 3 clusters Score: Raw -621410.060054 + Penalty 1719.108426 = -619690.951628 nChanged 6 SP:Iteration 50Q (7746.319946 sec): 3 clusters Score: Raw -621410.435505 + Penalty 1719.108426 = -619691.327079 nChanged 3 SP:Iteration 51Q (7746.371902 sec): 3 clusters Score: Raw -621410.902105 + Penalty 1719.108426 = -619691.793680 nChanged 6 SP:Iteration 52Q (7746.433732 sec): 3 clusters Score: Raw -621411.261272 + Penalty 1719.108426 = -619692.152846 nChanged 5 SP:Iteration 53Q (7746.480306 sec): 3 clusters Score: Raw -621411.706082 + Penalty 1719.108426 = -619692.597656 nChanged 7 SP:Iteration 54Q (7746.541787 sec): 3 clusters Score: Raw -621412.627458 + Penalty 1719.108426 = -619693.519033 nChanged 6 SP:Iteration 55Q (7746.585625 sec): 3 clusters Score: Raw -621413.178889 + Penalty 1719.108426 = -619694.070463 nChanged 9 SP:Iteration 56Q (7746.642418 sec): 3 clusters Score: Raw -621414.079436 + Penalty 1719.108426 = -619694.971011 nChanged 7 SP:Iteration 57Q (7746.703008 sec): 3 clusters Score: Raw -621414.908006 + Penalty 1719.108426 = -619695.799580 nChanged 3 SP:Iteration 58Q (7746.756094 sec): 3 clusters Score: Raw -621415.239611 + Penalty 1719.108426 = -619696.131185 nChanged 8 SP:Iteration 59Q (7746.813462 sec): 3 clusters Score: Raw -621415.769378 + Penalty 1719.108426 = -619696.660952 nChanged 6 SP:Iteration 60F (7746.861644 sec): 3 clusters Score: Raw -621416.126211 + Penalty 1719.108426 = -619697.017785 nChanged 4 SP:Iteration 61Q (7746.921317 sec): 3 clusters Score: Raw -621416.452705 + Penalty 1719.108426 = -619697.344280 nChanged 4 SP:Iteration 62Q (7746.981378 sec): 3 clusters Score: Raw -621416.710315 + Penalty 1719.108426 = -619697.601889 nChanged 3 SP:Iteration 63Q (7747.035213 sec): 3 clusters Score: Raw -621416.828619 + Penalty 1719.108426 = -619697.720193 nChanged 4 SP:Iteration 64Q (7747.090233 sec): 3 clusters Score: Raw -621416.959563 + Penalty 1719.108426 = -619697.851137 nChanged 2 SP:Iteration 65Q (7747.140636 sec): 3 clusters Score: Raw -621417.222905 + Penalty 1719.108426 = -619698.114479 nChanged 3 SP:Iteration 66Q (7747.197097 sec): 3 clusters Score: Raw -621417.556368 + Penalty 1719.108426 = -619698.447942 nChanged 4 SP:Iteration 67Q (7747.264128 sec): 3 clusters Score: Raw -621418.167600 + Penalty 1719.108426 = -619699.059174 nChanged 6 SP:Iteration 68Q (7747.312236 sec): 3 clusters Score: Raw -621418.667842 + Penalty 1719.108426 = -619699.559417 nChanged 6 SP:Iteration 69Q (7747.361117 sec): 3 clusters Score: Raw -621419.279951 + Penalty 1719.108426 = -619700.171525 nChanged 9 SP:Iteration 70Q (7747.417653 sec): 3 clusters Score: Raw -621420.165754 + Penalty 1719.108426 = -619701.057328 nChanged 7 SP:Iteration 71Q (7747.469982 sec): 3 clusters Score: Raw -621420.973569 + Penalty 1719.108426 = -619701.865144 nChanged 9 SP:Iteration 72Q (7747.526415 sec): 3 clusters Score: Raw -621422.485908 + Penalty 1719.108426 = -619703.377482 nChanged 10 SP:Iteration 73Q (7747.590165 sec): 3 clusters Score: Raw -621424.488752 + Penalty 1719.108426 = -619705.380327 nChanged 8 SP:Iteration 74Q (7747.650613 sec): 3 clusters Score: Raw -621425.587874 + Penalty 1719.108426 = -619706.479448 nChanged 13 SP:Iteration 75Q (7747.706479 sec): 3 clusters Score: Raw -621427.069024 + Penalty 1719.108426 = -619707.960598 nChanged 10 SP:Iteration 76Q (7747.768204 sec): 3 clusters Score: Raw -621428.184772 + Penalty 1719.108426 = -619709.076346 nChanged 9 SP:Iteration 77Q (7747.821223 sec): 3 clusters Score: Raw -621429.162406 + Penalty 1719.108426 = -619710.053981 nChanged 7 SP:Iteration 78Q (7747.873286 sec): 3 clusters Score: Raw -621429.887019 + Penalty 1719.108426 = -619710.778593 nChanged 8 SP:Iteration 79Q (7747.931877 sec): 3 clusters Score: Raw -621430.919509 + Penalty 1719.108426 = -619711.811083 nChanged 8 SP:Iteration 80F (7747.987476 sec): 3 clusters Score: Raw -621431.866323 + Penalty 1719.108426 = -619712.757897 nChanged 6 SP:Iteration 81Q (7748.039887 sec): 3 clusters Score: Raw -621432.592339 + Penalty 1719.108426 = -619713.483913 nChanged 9 SP:Iteration 82Q (7748.087038 sec): 3 clusters Score: Raw -621433.893413 + Penalty 1719.108426 = -619714.784988 nChanged 11 SP:Iteration 83Q (7748.150857 sec): 3 clusters Score: Raw -621435.232262 + Penalty 1719.108426 = -619716.123836 nChanged 11 SP:Iteration 84Q (7748.202532 sec): 3 clusters Score: Raw -621436.469876 + Penalty 1719.108426 = -619717.361450 nChanged 10 SP:Iteration 85Q (7748.256606 sec): 3 clusters Score: Raw -621437.403859 + Penalty 1719.108426 = -619718.295434 nChanged 10 SP:Iteration 86Q (7748.312482 sec): 3 clusters Score: Raw -621438.146728 + Penalty 1719.108426 = -619719.038302 nChanged 7 SP:Iteration 87Q (7748.363293 sec): 3 clusters Score: Raw -621438.975245 + Penalty 1719.108426 = -619719.866820 nChanged 12 SP:Iteration 88Q (7748.418221 sec): 3 clusters Score: Raw -621440.504337 + Penalty 1719.108426 = -619721.395912 nChanged 10 SP:Iteration 89Q (7748.468622 sec): 3 clusters Score: Raw -621441.866882 + Penalty 1719.108426 = -619722.758456 nChanged 9 SP:Iteration 90Q (7748.527884 sec): 3 clusters Score: Raw -621443.161982 + Penalty 1719.108426 = -619724.053556 nChanged 12 SP:Iteration 91Q (7748.584199 sec): 3 clusters Score: Raw -621444.634848 + Penalty 1719.108426 = -619725.526422 nChanged 14 SP:Iteration 92Q (7748.637688 sec): 3 clusters Score: Raw -621446.150657 + Penalty 1719.108426 = -619727.042231 nChanged 9 SP:Iteration 93Q (7748.695950 sec): 3 clusters Score: Raw -621447.009224 + Penalty 1719.108426 = -619727.900798 nChanged 5 SP:Iteration 94Q (7748.747802 sec): 3 clusters Score: Raw -621447.399852 + Penalty 1719.108426 = -619728.291426 nChanged 6 SP:Iteration 95Q (7748.805193 sec): 3 clusters Score: Raw -621448.319776 + Penalty 1719.108426 = -619729.211351 nChanged 8 SP:Iteration 96Q (7748.862131 sec): 3 clusters Score: Raw -621449.079224 + Penalty 1719.108426 = -619729.970799 nChanged 7 SP:Iteration 97Q (7748.909361 sec): 3 clusters Score: Raw -621449.580988 + Penalty 1719.108426 = -619730.472563 nChanged 7 SP:Iteration 98Q (7748.976147 sec): 3 clusters Score: Raw -621450.451609 + Penalty 1719.108426 = -619731.343183 nChanged 9 SP:Iteration 99Q (7749.034747 sec): 3 clusters Score: Raw -621451.310242 + Penalty 1719.108426 = -619732.201816 nChanged 7 SP:Iteration 100F (7749.094295 sec): 3 clusters Score: Raw -621451.805096 + Penalty 1719.108426 = -619732.696670 nChanged 6 SP:Iteration 101Q (7749.154476 sec): 3 clusters Score: Raw -621452.533535 + Penalty 1719.108426 = -619733.425109 nChanged 6 SP:Iteration 102Q (7749.198786 sec): 3 clusters Score: Raw -621453.473035 + Penalty 1719.108426 = -619734.364610 nChanged 3 SP:Iteration 103Q (7749.268904 sec): 3 clusters Score: Raw -621453.721172 + Penalty 1719.108426 = -619734.612747 nChanged 0 SP:Iteration 104F (7749.326720 sec): 3 clusters Score: Raw -621453.721172 + Penalty 1719.108426 = -619734.612747 nChanged 0 Trying to split cluster 30 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7749.353674 sec): 2 clusters Score: Raw -85247.397986 + Penalty 702.535217 = -84544.862769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7749.398070 sec): 3 clusters Score: Raw -84543.686772 + Penalty 1405.070434 = -83138.616338 nChanged 614 SP:Iteration 1F (7749.445342 sec): 3 clusters Score: Raw -85055.708291 + Penalty 1405.070434 = -83650.637857 nChanged 151 SP:Iteration 2F (7749.497603 sec): 3 clusters Score: Raw -85194.459081 + Penalty 1405.070434 = -83789.388647 nChanged 90 SP:Iteration 3F (7749.542569 sec): 3 clusters Score: Raw -85270.967722 + Penalty 1405.070434 = -83865.897288 nChanged 52 SP:Iteration 4Q (7749.592862 sec): 3 clusters Score: Raw -85306.254311 + Penalty 1405.070434 = -83901.183877 nChanged 41 SP:Iteration 5Q (7749.624371 sec): 3 clusters Score: Raw -85330.150320 + Penalty 1405.070434 = -83925.079886 nChanged 35 SP:Iteration 6Q (7749.656597 sec): 3 clusters Score: Raw -85353.450560 + Penalty 1405.070434 = -83948.380126 nChanged 26 SP:Iteration 7Q (7749.694020 sec): 3 clusters Score: Raw -85369.076503 + Penalty 1405.070434 = -83964.006069 nChanged 18 SP:Iteration 8Q (7749.746793 sec): 3 clusters Score: Raw -85380.182512 + Penalty 1405.070434 = -83975.112078 nChanged 17 SP:Iteration 9Q (7749.797357 sec): 3 clusters Score: Raw -85388.059755 + Penalty 1405.070434 = -83982.989321 nChanged 12 SP:Iteration 10Q (7749.841218 sec): 3 clusters Score: Raw -85395.188379 + Penalty 1405.070434 = -83990.117945 nChanged 8 SP:Iteration 11Q (7749.891777 sec): 3 clusters Score: Raw -85401.151868 + Penalty 1405.070434 = -83996.081435 nChanged 10 SP:Iteration 12Q (7749.945642 sec): 3 clusters Score: Raw -85407.089107 + Penalty 1405.070434 = -84002.018673 nChanged 12 SP:Iteration 13Q (7749.981894 sec): 3 clusters Score: Raw -85412.447651 + Penalty 1405.070434 = -84007.377217 nChanged 9 SP:Iteration 14Q (7750.026541 sec): 3 clusters Score: Raw -85415.898303 + Penalty 1405.070434 = -84010.827869 nChanged 8 SP:Iteration 15Q (7750.070696 sec): 3 clusters Score: Raw -85421.420882 + Penalty 1405.070434 = -84016.350448 nChanged 11 SP:Iteration 16Q (7750.123868 sec): 3 clusters Score: Raw -85428.372995 + Penalty 1405.070434 = -84023.302561 nChanged 13 SP:Iteration 17Q (7750.159314 sec): 3 clusters Score: Raw -85439.030248 + Penalty 1405.070434 = -84033.959815 nChanged 14 SP:Iteration 18Q (7750.203093 sec): 3 clusters Score: Raw -85446.637193 + Penalty 1405.070434 = -84041.566760 nChanged 18 SP:Iteration 19Q (7750.248686 sec): 3 clusters Score: Raw -85460.149377 + Penalty 1405.070434 = -84055.078943 nChanged 10 SP:Iteration 20F (7750.296481 sec): 3 clusters Score: Raw -85466.633164 + Penalty 1405.070434 = -84061.562730 nChanged 6 SP:Iteration 21Q (7750.344162 sec): 3 clusters Score: Raw -85468.578726 + Penalty 1405.070434 = -84063.508292 nChanged 2 SP:Iteration 22Q (7750.393031 sec): 3 clusters Score: Raw -85469.135274 + Penalty 1405.070434 = -84064.064840 nChanged 0 SP:Iteration 23F (7750.438771 sec): 3 clusters Score: Raw -85469.135274 + Penalty 1405.070434 = -84064.064840 nChanged 0 Trying to split cluster 31 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7750.461931 sec): 2 clusters Score: Raw -223876.309472 + Penalty 765.480949 = -223110.828524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7750.520472 sec): 3 clusters Score: Raw -222245.759110 + Penalty 1530.961897 = -220714.797213 nChanged 1274 SP:Iteration 1F (7750.561903 sec): 3 clusters Score: Raw -222984.745579 + Penalty 1530.961897 = -221453.783682 nChanged 239 SP:Iteration 2F (7750.623008 sec): 3 clusters Score: Raw -223152.703723 + Penalty 1530.961897 = -221621.741826 nChanged 211 SP:Iteration 3F (7750.674832 sec): 3 clusters Score: Raw -223326.530813 + Penalty 1530.961897 = -221795.568916 nChanged 179 SP:Iteration 4F (7750.723757 sec): 3 clusters Score: Raw -223483.697408 + Penalty 1530.961897 = -221952.735511 nChanged 181 SP:Iteration 5F (7750.763369 sec): 3 clusters Score: Raw -223630.087949 + Penalty 1530.961897 = -222099.126052 nChanged 171 SP:Iteration 6F (7750.817171 sec): 3 clusters Score: Raw -223783.943358 + Penalty 1530.961897 = -222252.981461 nChanged 152 SP:Iteration 7Q (7750.870973 sec): 3 clusters Score: Raw -223932.235981 + Penalty 1530.961897 = -222401.274084 nChanged 140 SP:Iteration 8Q (7750.911044 sec): 3 clusters Score: Raw -224069.298413 + Penalty 1530.961897 = -222538.336516 nChanged 95 SP:Iteration 9Q (7750.971921 sec): 3 clusters Score: Raw -224151.296156 + Penalty 1530.961897 = -222620.334259 nChanged 66 SP:Iteration 10Q (7751.020675 sec): 3 clusters Score: Raw -224198.202714 + Penalty 1530.961897 = -222667.240817 nChanged 50 SP:Iteration 11Q (7751.063204 sec): 3 clusters Score: Raw -224224.094060 + Penalty 1530.961897 = -222693.132163 nChanged 37 SP:Iteration 12Q (7751.120225 sec): 3 clusters Score: Raw -224240.655498 + Penalty 1530.961897 = -222709.693601 nChanged 27 SP:Iteration 13Q (7751.156464 sec): 3 clusters Score: Raw -224263.373239 + Penalty 1530.961897 = -222732.411342 nChanged 29 SP:Iteration 14Q (7751.205432 sec): 3 clusters Score: Raw -224282.304007 + Penalty 1530.961897 = -222751.342110 nChanged 26 SP:Iteration 15Q (7751.257757 sec): 3 clusters Score: Raw -224293.432745 + Penalty 1530.961897 = -222762.470848 nChanged 14 SP:Iteration 16Q (7751.307513 sec): 3 clusters Score: Raw -224300.783094 + Penalty 1530.961897 = -222769.821197 nChanged 9 SP:Iteration 17Q (7751.356959 sec): 3 clusters Score: Raw -224304.728759 + Penalty 1530.961897 = -222773.766862 nChanged 11 SP:Iteration 18Q (7751.409034 sec): 3 clusters Score: Raw -224310.770416 + Penalty 1530.961897 = -222779.808519 nChanged 14 SP:Iteration 19Q (7751.447863 sec): 3 clusters Score: Raw -224315.858083 + Penalty 1530.961897 = -222784.896186 nChanged 5 SP:Iteration 20F (7751.496354 sec): 3 clusters Score: Raw -224317.735747 + Penalty 1530.961897 = -222786.773850 nChanged 7 SP:Iteration 21Q (7751.554712 sec): 3 clusters Score: Raw -224319.767032 + Penalty 1530.961897 = -222788.805135 nChanged 6 SP:Iteration 22Q (7751.602885 sec): 3 clusters Score: Raw -224321.554983 + Penalty 1530.961897 = -222790.593086 nChanged 3 SP:Iteration 23Q (7751.648234 sec): 3 clusters Score: Raw -224322.376944 + Penalty 1530.961897 = -222791.415047 nChanged 2 SP:Iteration 24Q (7751.685498 sec): 3 clusters Score: Raw -224322.751579 + Penalty 1530.961897 = -222791.789682 nChanged 1 SP:Iteration 25Q (7751.734922 sec): 3 clusters Score: Raw -224322.912946 + Penalty 1530.961897 = -222791.951049 nChanged 1 SP:Iteration 26Q (7751.776852 sec): 3 clusters Score: Raw -224322.987683 + Penalty 1530.961897 = -222792.025786 nChanged 0 SP:Iteration 27F (7751.817609 sec): 3 clusters Score: Raw -224322.987683 + Penalty 1530.961897 = -222792.025786 nChanged 0 Trying to split cluster 32 (3473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7751.850109 sec): 2 clusters Score: Raw -194591.860944 + Penalty 774.513535 = -193817.347409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7751.894362 sec): 3 clusters Score: Raw -192748.596281 + Penalty 1549.027070 = -191199.569211 nChanged 1452 SP:Iteration 1F (7751.952494 sec): 3 clusters Score: Raw -193774.533164 + Penalty 1549.027070 = -192225.506094 nChanged 308 SP:Iteration 2F (7752.002295 sec): 3 clusters Score: Raw -194111.012739 + Penalty 1549.027070 = -192561.985669 nChanged 238 SP:Iteration 3F (7752.040170 sec): 3 clusters Score: Raw -194320.755101 + Penalty 1549.027070 = -192771.728031 nChanged 209 SP:Iteration 4F (7752.100114 sec): 3 clusters Score: Raw -194454.829277 + Penalty 1549.027070 = -192905.802207 nChanged 155 SP:Iteration 5Q (7752.150527 sec): 3 clusters Score: Raw -194556.485453 + Penalty 1549.027070 = -193007.458383 nChanged 145 SP:Iteration 6Q (7752.200109 sec): 3 clusters Score: Raw -194659.233219 + Penalty 1549.027070 = -193110.206149 nChanged 115 SP:Iteration 7Q (7752.240698 sec): 3 clusters Score: Raw -194732.248761 + Penalty 1549.027070 = -193183.221691 nChanged 81 SP:Iteration 8Q (7752.293785 sec): 3 clusters Score: Raw -194791.023986 + Penalty 1549.027070 = -193241.996916 nChanged 75 SP:Iteration 9Q (7752.352448 sec): 3 clusters Score: Raw -194835.624938 + Penalty 1549.027070 = -193286.597868 nChanged 59 SP:Iteration 10Q (7752.394679 sec): 3 clusters Score: Raw -194871.894797 + Penalty 1549.027070 = -193322.867727 nChanged 54 SP:Iteration 11Q (7752.450244 sec): 3 clusters Score: Raw -194912.128534 + Penalty 1549.027070 = -193363.101464 nChanged 47 SP:Iteration 12Q (7752.495899 sec): 3 clusters Score: Raw -194943.789547 + Penalty 1549.027070 = -193394.762477 nChanged 32 SP:Iteration 13Q (7752.546448 sec): 3 clusters Score: Raw -194961.627139 + Penalty 1549.027070 = -193412.600068 nChanged 29 SP:Iteration 14Q (7752.596563 sec): 3 clusters Score: Raw -194975.841605 + Penalty 1549.027070 = -193426.814535 nChanged 27 SP:Iteration 15Q (7752.644548 sec): 3 clusters Score: Raw -194989.058071 + Penalty 1549.027070 = -193440.031001 nChanged 18 SP:Iteration 16Q (7752.681947 sec): 3 clusters Score: Raw -195000.799608 + Penalty 1549.027070 = -193451.772538 nChanged 23 SP:Iteration 17Q (7752.729407 sec): 3 clusters Score: Raw -195010.137303 + Penalty 1549.027070 = -193461.110233 nChanged 14 SP:Iteration 18Q (7752.785266 sec): 3 clusters Score: Raw -195015.059590 + Penalty 1549.027070 = -193466.032520 nChanged 14 SP:Iteration 19Q (7752.832587 sec): 3 clusters Score: Raw -195021.310884 + Penalty 1549.027070 = -193472.283814 nChanged 23 SP:Iteration 20F (7752.879657 sec): 3 clusters Score: Raw -195033.528102 + Penalty 1549.027070 = -193484.501032 nChanged 27 SP:Iteration 21Q (7752.918505 sec): 3 clusters Score: Raw -195043.923775 + Penalty 1549.027070 = -193494.896705 nChanged 15 SP:Iteration 22Q (7752.978716 sec): 3 clusters Score: Raw -195049.983069 + Penalty 1549.027070 = -193500.955999 nChanged 15 SP:Iteration 23Q (7753.029049 sec): 3 clusters Score: Raw -195057.349393 + Penalty 1549.027070 = -193508.322323 nChanged 20 SP:Iteration 24Q (7753.072060 sec): 3 clusters Score: Raw -195064.831754 + Penalty 1549.027070 = -193515.804684 nChanged 14 SP:Iteration 25Q (7753.112362 sec): 3 clusters Score: Raw -195068.142523 + Penalty 1549.027070 = -193519.115453 nChanged 12 SP:Iteration 26Q (7753.177130 sec): 3 clusters Score: Raw -195070.424665 + Penalty 1549.027070 = -193521.397595 nChanged 7 SP:Iteration 27Q (7753.222919 sec): 3 clusters Score: Raw -195071.761676 + Penalty 1549.027070 = -193522.734606 nChanged 5 SP:Iteration 28Q (7753.273011 sec): 3 clusters Score: Raw -195072.295227 + Penalty 1549.027070 = -193523.268157 nChanged 2 SP:Iteration 29Q (7753.319160 sec): 3 clusters Score: Raw -195072.713858 + Penalty 1549.027070 = -193523.686788 nChanged 2 SP:Iteration 30Q (7753.368240 sec): 3 clusters Score: Raw -195072.953923 + Penalty 1549.027070 = -193523.926853 nChanged 2 SP:Iteration 31Q (7753.418307 sec): 3 clusters Score: Raw -195073.235312 + Penalty 1549.027070 = -193524.208241 nChanged 0 SP:Iteration 32F (7753.466386 sec): 3 clusters Score: Raw -195073.235312 + Penalty 1549.027070 = -193524.208241 nChanged 0 Trying to split cluster 33 (17690 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7753.510094 sec): 2 clusters Score: Raw -1320766.728894 + Penalty 929.171705 = -1319837.557189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7753.576965 sec): 3 clusters Score: Raw -1309824.054756 + Penalty 1858.343410 = -1307965.711347 nChanged 8136 SP:Iteration 1F (7753.628435 sec): 3 clusters Score: Raw -1314303.856337 + Penalty 1858.343410 = -1312445.512927 nChanged 813 SP:Iteration 2Q (7753.693518 sec): 3 clusters Score: Raw -1314602.019444 + Penalty 1858.343410 = -1312743.676034 nChanged 840 SP:Iteration 3Q (7753.769246 sec): 3 clusters Score: Raw -1314958.856315 + Penalty 1858.343410 = -1313100.512906 nChanged 873 SP:Iteration 4Q (7753.824180 sec): 3 clusters Score: Raw -1315423.002562 + Penalty 1858.343410 = -1313564.659152 nChanged 1016 SP:Iteration 5F (7753.901381 sec): 3 clusters Score: Raw -1316082.216141 + Penalty 1858.343410 = -1314223.872731 nChanged 1118 SP:Iteration 6F (7753.962856 sec): 3 clusters Score: Raw -1316850.990644 + Penalty 1858.343410 = -1314992.647234 nChanged 1065 SP:Iteration 7F (7754.029719 sec): 3 clusters Score: Raw -1317600.307608 + Penalty 1858.343410 = -1315741.964198 nChanged 926 SP:Iteration 8F (7754.100727 sec): 3 clusters Score: Raw -1318249.911707 + Penalty 1858.343410 = -1316391.568298 nChanged 809 SP:Iteration 9Q (7754.157216 sec): 3 clusters Score: Raw -1318807.994492 + Penalty 1858.343410 = -1316949.651083 nChanged 665 SP:Iteration 10Q (7754.230771 sec): 3 clusters Score: Raw -1319202.920886 + Penalty 1858.343410 = -1317344.577476 nChanged 509 SP:Iteration 11Q (7754.287951 sec): 3 clusters Score: Raw -1319490.280427 + Penalty 1858.343410 = -1317631.937017 nChanged 421 SP:Iteration 12Q (7754.352494 sec): 3 clusters Score: Raw -1319710.131088 + Penalty 1858.343410 = -1317851.787679 nChanged 361 SP:Iteration 13Q (7754.422657 sec): 3 clusters Score: Raw -1319891.849581 + Penalty 1858.343410 = -1318033.506171 nChanged 311 SP:Iteration 14Q (7754.490757 sec): 3 clusters Score: Raw -1320034.159556 + Penalty 1858.343410 = -1318175.816146 nChanged 241 SP:Iteration 15Q (7754.556090 sec): 3 clusters Score: Raw -1320138.460328 + Penalty 1858.343410 = -1318280.116918 nChanged 224 SP:Iteration 16Q (7754.624280 sec): 3 clusters Score: Raw -1320243.898434 + Penalty 1858.343410 = -1318385.555024 nChanged 192 SP:Iteration 17Q (7754.671413 sec): 3 clusters Score: Raw -1320342.764729 + Penalty 1858.343410 = -1318484.421320 nChanged 175 SP:Iteration 18Q (7754.742129 sec): 3 clusters Score: Raw -1320440.957629 + Penalty 1858.343410 = -1318582.614220 nChanged 157 SP:Iteration 19Q (7754.802079 sec): 3 clusters Score: Raw -1320521.966683 + Penalty 1858.343410 = -1318663.623274 nChanged 128 SP:Iteration 20F (7754.865144 sec): 3 clusters Score: Raw -1320581.610587 + Penalty 1858.343410 = -1318723.267178 nChanged 114 SP:Iteration 21Q (7754.927479 sec): 3 clusters Score: Raw -1320635.360061 + Penalty 1858.343410 = -1318777.016652 nChanged 104 SP:Iteration 22Q (7754.993476 sec): 3 clusters Score: Raw -1320682.515384 + Penalty 1858.343410 = -1318824.171974 nChanged 68 SP:Iteration 23Q (7755.056849 sec): 3 clusters Score: Raw -1320714.142019 + Penalty 1858.343410 = -1318855.798610 nChanged 70 SP:Iteration 24Q (7755.122979 sec): 3 clusters Score: Raw -1320745.597237 + Penalty 1858.343410 = -1318887.253827 nChanged 59 SP:Iteration 25Q (7755.176107 sec): 3 clusters Score: Raw -1320772.318307 + Penalty 1858.343410 = -1318913.974898 nChanged 63 SP:Iteration 26Q (7755.244346 sec): 3 clusters Score: Raw -1320802.249468 + Penalty 1858.343410 = -1318943.906059 nChanged 45 SP:Iteration 27Q (7755.311704 sec): 3 clusters Score: Raw -1320823.343603 + Penalty 1858.343410 = -1318965.000194 nChanged 41 SP:Iteration 28Q (7755.372904 sec): 3 clusters Score: Raw -1320844.214921 + Penalty 1858.343410 = -1318985.871511 nChanged 30 SP:Iteration 29Q (7755.435091 sec): 3 clusters Score: Raw -1320856.729905 + Penalty 1858.343410 = -1318998.386495 nChanged 21 SP:Iteration 30Q (7755.486670 sec): 3 clusters Score: Raw -1320865.009279 + Penalty 1858.343410 = -1319006.665869 nChanged 14 SP:Iteration 31Q (7755.559936 sec): 3 clusters Score: Raw -1320870.265562 + Penalty 1858.343410 = -1319011.922152 nChanged 8 SP:Iteration 32Q (7755.623291 sec): 3 clusters Score: Raw -1320873.967143 + Penalty 1858.343410 = -1319015.623734 nChanged 8 SP:Iteration 33Q (7755.684639 sec): 3 clusters Score: Raw -1320877.365819 + Penalty 1858.343410 = -1319019.022409 nChanged 9 SP:Iteration 34Q (7755.741149 sec): 3 clusters Score: Raw -1320881.001890 + Penalty 1858.343410 = -1319022.658480 nChanged 13 SP:Iteration 35Q (7755.810321 sec): 3 clusters Score: Raw -1320886.761169 + Penalty 1858.343410 = -1319028.417759 nChanged 8 SP:Iteration 36Q (7755.878133 sec): 3 clusters Score: Raw -1320889.997658 + Penalty 1858.343410 = -1319031.654249 nChanged 7 SP:Iteration 37Q (7755.942537 sec): 3 clusters Score: Raw -1320892.740824 + Penalty 1858.343410 = -1319034.397414 nChanged 9 SP:Iteration 38Q (7756.006574 sec): 3 clusters Score: Raw -1320895.182140 + Penalty 1858.343410 = -1319036.838730 nChanged 5 SP:Iteration 39Q (7756.066824 sec): 3 clusters Score: Raw -1320896.067782 + Penalty 1858.343410 = -1319037.724372 nChanged 3 SP:Iteration 40F (7756.133837 sec): 3 clusters Score: Raw -1320897.076332 + Penalty 1858.343410 = -1319038.732922 nChanged 2 SP:Iteration 41Q (7756.196045 sec): 3 clusters Score: Raw -1320897.342139 + Penalty 1858.343410 = -1319038.998729 nChanged 0 SP:Iteration 42F (7756.250024 sec): 3 clusters Score: Raw -1320897.342139 + Penalty 1858.343410 = -1319038.998729 nChanged 0 Trying to split cluster 34 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7756.282654 sec): 2 clusters Score: Raw -69625.511813 + Penalty 667.002977 = -68958.508837 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7756.323613 sec): 3 clusters Score: Raw -69192.432452 + Penalty 1334.005953 = -67858.426498 nChanged 386 SP:Iteration 1F (7756.367626 sec): 3 clusters Score: Raw -69484.998271 + Penalty 1334.005953 = -68150.992318 nChanged 83 SP:Iteration 2F (7756.417584 sec): 3 clusters Score: Raw -69535.788993 + Penalty 1334.005953 = -68201.783040 nChanged 38 SP:Iteration 3Q (7756.454546 sec): 3 clusters Score: Raw -69563.703298 + Penalty 1334.005953 = -68229.697345 nChanged 27 SP:Iteration 4Q (7756.507123 sec): 3 clusters Score: Raw -69582.463247 + Penalty 1334.005953 = -68248.457294 nChanged 25 SP:Iteration 5Q (7756.542651 sec): 3 clusters Score: Raw -69599.451745 + Penalty 1334.005953 = -68265.445792 nChanged 12 SP:Iteration 6Q (7756.587710 sec): 3 clusters Score: Raw -69613.797944 + Penalty 1334.005953 = -68279.791990 nChanged 26 SP:Iteration 7Q (7756.629768 sec): 3 clusters Score: Raw -69645.812225 + Penalty 1334.005953 = -68311.806272 nChanged 41 SP:Iteration 8Q (7756.671369 sec): 3 clusters Score: Raw -69679.845363 + Penalty 1334.005953 = -68345.839410 nChanged 39 SP:Iteration 9Q (7756.720202 sec): 3 clusters Score: Raw -69725.050684 + Penalty 1334.005953 = -68391.044730 nChanged 41 SP:Iteration 10Q (7756.762447 sec): 3 clusters Score: Raw -69782.394452 + Penalty 1334.005953 = -68448.388498 nChanged 44 SP:Iteration 11Q (7756.807658 sec): 3 clusters Score: Raw -69836.265385 + Penalty 1334.005953 = -68502.259432 nChanged 37 SP:Iteration 12Q (7756.853780 sec): 3 clusters Score: Raw -69882.492907 + Penalty 1334.005953 = -68548.486954 nChanged 40 SP:Iteration 13Q (7756.906403 sec): 3 clusters Score: Raw -69945.672165 + Penalty 1334.005953 = -68611.666212 nChanged 45 SP:Iteration 14Q (7756.943486 sec): 3 clusters Score: Raw -70039.318737 + Penalty 1334.005953 = -68705.312784 nChanged 43 SP:Iteration 15Q (7756.979745 sec): 3 clusters Score: Raw -70133.283207 + Penalty 1334.005953 = -68799.277253 nChanged 35 SP:Iteration 16Q (7757.031010 sec): 3 clusters Score: Raw -70251.958354 + Penalty 1334.005953 = -68917.952401 nChanged 31 SP:Iteration 17Q (7757.082798 sec): 3 clusters Score: Raw -70320.563016 + Penalty 1334.005953 = -68986.557062 nChanged 32 SP:Iteration 18Q (7757.125633 sec): 3 clusters Score: Raw -70371.330232 + Penalty 1334.005953 = -69037.324279 nChanged 18 SP:Iteration 19Q (7757.174894 sec): 3 clusters Score: Raw -70388.938236 + Penalty 1334.005953 = -69054.932283 nChanged 8 SP:Iteration 20F (7757.216953 sec): 3 clusters Score: Raw -70395.950400 + Penalty 1334.005953 = -69061.944447 nChanged 6 SP:Iteration 21Q (7757.262210 sec): 3 clusters Score: Raw -70402.729229 + Penalty 1334.005953 = -69068.723276 nChanged 4 SP:Iteration 22Q (7757.296695 sec): 3 clusters Score: Raw -70406.578862 + Penalty 1334.005953 = -69072.572909 nChanged 4 SP:Iteration 23Q (7757.345170 sec): 3 clusters Score: Raw -70410.422354 + Penalty 1334.005953 = -69076.416400 nChanged 3 SP:Iteration 24Q (7757.394802 sec): 3 clusters Score: Raw -70412.853266 + Penalty 1334.005953 = -69078.847313 nChanged 3 SP:Iteration 25Q (7757.433154 sec): 3 clusters Score: Raw -70415.218051 + Penalty 1334.005953 = -69081.212097 nChanged 2 SP:Iteration 26Q (7757.480596 sec): 3 clusters Score: Raw -70416.245399 + Penalty 1334.005953 = -69082.239446 nChanged 1 SP:Iteration 27Q (7757.525412 sec): 3 clusters Score: Raw -70416.748821 + Penalty 1334.005953 = -69082.742868 nChanged 1 SP:Iteration 28Q (7757.572995 sec): 3 clusters Score: Raw -70417.290929 + Penalty 1334.005953 = -69083.284975 nChanged 0 SP:Iteration 29F (7757.620134 sec): 3 clusters Score: Raw -70417.290929 + Penalty 1334.005953 = -69083.284975 nChanged 0 Score: Raw -45959375.188660 + Penalty 54623.503038 = -45904751.685622 Splitting cluster 34 changes total score from -45905229.220170 to -45904751.685622 So it's not getting split. Trying to split cluster 35 (5021 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7771.238976 sec): 2 clusters Score: Raw -327332.160857 + Penalty 809.531518 = -326522.629340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7771.287374 sec): 3 clusters Score: Raw -324604.981842 + Penalty 1619.063035 = -322985.918807 nChanged 2135 SP:Iteration 1F (7771.329480 sec): 3 clusters Score: Raw -325957.224656 + Penalty 1619.063035 = -324338.161621 nChanged 381 SP:Iteration 2F (7771.384698 sec): 3 clusters Score: Raw -326186.417569 + Penalty 1619.063035 = -324567.354534 nChanged 327 SP:Iteration 3F (7771.422417 sec): 3 clusters Score: Raw -326367.006616 + Penalty 1619.063035 = -324747.943580 nChanged 279 SP:Iteration 4F (7771.481330 sec): 3 clusters Score: Raw -326525.560961 + Penalty 1619.063035 = -324906.497926 nChanged 252 SP:Iteration 5F (7771.534253 sec): 3 clusters Score: Raw -326674.978167 + Penalty 1619.063035 = -325055.915132 nChanged 215 SP:Iteration 6Q (7771.586621 sec): 3 clusters Score: Raw -326806.152615 + Penalty 1619.063035 = -325187.089580 nChanged 196 SP:Iteration 7Q (7771.643249 sec): 3 clusters Score: Raw -326938.154969 + Penalty 1619.063035 = -325319.091933 nChanged 171 SP:Iteration 8Q (7771.697274 sec): 3 clusters Score: Raw -327065.532031 + Penalty 1619.063035 = -325446.468996 nChanged 138 SP:Iteration 9Q (7771.747731 sec): 3 clusters Score: Raw -327160.783186 + Penalty 1619.063035 = -325541.720151 nChanged 94 SP:Iteration 10Q (7771.798561 sec): 3 clusters Score: Raw -327225.362809 + Penalty 1619.063035 = -325606.299773 nChanged 96 SP:Iteration 11Q (7771.845898 sec): 3 clusters Score: Raw -327284.923260 + Penalty 1619.063035 = -325665.860224 nChanged 69 SP:Iteration 12Q (7771.895594 sec): 3 clusters Score: Raw -327320.911459 + Penalty 1619.063035 = -325701.848424 nChanged 53 SP:Iteration 13Q (7771.949784 sec): 3 clusters Score: Raw -327346.404415 + Penalty 1619.063035 = -325727.341379 nChanged 44 SP:Iteration 14Q (7771.991928 sec): 3 clusters Score: Raw -327362.951110 + Penalty 1619.063035 = -325743.888075 nChanged 36 SP:Iteration 15Q (7772.053796 sec): 3 clusters Score: Raw -327374.441298 + Penalty 1619.063035 = -325755.378263 nChanged 27 SP:Iteration 16Q (7772.104931 sec): 3 clusters Score: Raw -327387.679531 + Penalty 1619.063035 = -325768.616496 nChanged 24 SP:Iteration 17Q (7772.158078 sec): 3 clusters Score: Raw -327401.761614 + Penalty 1619.063035 = -325782.698578 nChanged 25 SP:Iteration 18Q (7772.205499 sec): 3 clusters Score: Raw -327415.570997 + Penalty 1619.063035 = -325796.507961 nChanged 22 SP:Iteration 19Q (7772.248936 sec): 3 clusters Score: Raw -327422.764983 + Penalty 1619.063035 = -325803.701948 nChanged 15 SP:Iteration 20F (7772.308892 sec): 3 clusters Score: Raw -327428.193255 + Penalty 1619.063035 = -325809.130220 nChanged 17 SP:Iteration 21Q (7772.364464 sec): 3 clusters Score: Raw -327434.734722 + Penalty 1619.063035 = -325815.671687 nChanged 18 SP:Iteration 22Q (7772.414757 sec): 3 clusters Score: Raw -327439.628053 + Penalty 1619.063035 = -325820.565018 nChanged 14 SP:Iteration 23Q (7772.470238 sec): 3 clusters Score: Raw -327442.464399 + Penalty 1619.063035 = -325823.401363 nChanged 11 SP:Iteration 24Q (7772.511630 sec): 3 clusters Score: Raw -327444.951564 + Penalty 1619.063035 = -325825.888528 nChanged 8 SP:Iteration 25Q (7772.568522 sec): 3 clusters Score: Raw -327447.060796 + Penalty 1619.063035 = -325827.997761 nChanged 6 SP:Iteration 26Q (7772.613982 sec): 3 clusters Score: Raw -327449.290097 + Penalty 1619.063035 = -325830.227062 nChanged 13 SP:Iteration 27Q (7772.676322 sec): 3 clusters Score: Raw -327453.416034 + Penalty 1619.063035 = -325834.352999 nChanged 9 SP:Iteration 28Q (7772.716218 sec): 3 clusters Score: Raw -327456.866185 + Penalty 1619.063035 = -325837.803150 nChanged 14 SP:Iteration 29Q (7772.766661 sec): 3 clusters Score: Raw -327461.595104 + Penalty 1619.063035 = -325842.532069 nChanged 17 SP:Iteration 30Q (7772.814704 sec): 3 clusters Score: Raw -327466.613558 + Penalty 1619.063035 = -325847.550523 nChanged 13 SP:Iteration 31Q (7772.862216 sec): 3 clusters Score: Raw -327472.186587 + Penalty 1619.063035 = -325853.123552 nChanged 11 SP:Iteration 32Q (7772.919119 sec): 3 clusters Score: Raw -327476.313727 + Penalty 1619.063035 = -325857.250691 nChanged 11 SP:Iteration 33Q (7772.965741 sec): 3 clusters Score: Raw -327481.517912 + Penalty 1619.063035 = -325862.454877 nChanged 12 SP:Iteration 34Q (7773.008259 sec): 3 clusters Score: Raw -327486.206410 + Penalty 1619.063035 = -325867.143374 nChanged 10 SP:Iteration 35Q (7773.056677 sec): 3 clusters Score: Raw -327489.356644 + Penalty 1619.063035 = -325870.293609 nChanged 8 SP:Iteration 36Q (7773.106421 sec): 3 clusters Score: Raw -327491.749745 + Penalty 1619.063035 = -325872.686710 nChanged 7 SP:Iteration 37Q (7773.152252 sec): 3 clusters Score: Raw -327493.430672 + Penalty 1619.063035 = -325874.367637 nChanged 6 SP:Iteration 38Q (7773.200427 sec): 3 clusters Score: Raw -327495.071673 + Penalty 1619.063035 = -325876.008638 nChanged 5 SP:Iteration 39Q (7773.247356 sec): 3 clusters Score: Raw -327497.018382 + Penalty 1619.063035 = -325877.955347 nChanged 2 SP:Iteration 40F (7773.297343 sec): 3 clusters Score: Raw -327497.492817 + Penalty 1619.063035 = -325878.429782 nChanged 4 SP:Iteration 41Q (7773.343851 sec): 3 clusters Score: Raw -327498.288772 + Penalty 1619.063035 = -325879.225737 nChanged 5 SP:Iteration 42Q (7773.393188 sec): 3 clusters Score: Raw -327499.556746 + Penalty 1619.063035 = -325880.493711 nChanged 7 SP:Iteration 43Q (7773.449760 sec): 3 clusters Score: Raw -327501.591199 + Penalty 1619.063035 = -325882.528164 nChanged 3 SP:Iteration 44Q (7773.489188 sec): 3 clusters Score: Raw -327502.474143 + Penalty 1619.063035 = -325883.411107 nChanged 3 SP:Iteration 45Q (7773.535681 sec): 3 clusters Score: Raw -327503.307412 + Penalty 1619.063035 = -325884.244377 nChanged 2 SP:Iteration 46Q (7773.592063 sec): 3 clusters Score: Raw -327503.893139 + Penalty 1619.063035 = -325884.830104 nChanged 2 SP:Iteration 47Q (7773.629891 sec): 3 clusters Score: Raw -327504.594910 + Penalty 1619.063035 = -325885.531875 nChanged 3 SP:Iteration 48Q (7773.680013 sec): 3 clusters Score: Raw -327505.366052 + Penalty 1619.063035 = -325886.303017 nChanged 1 SP:Iteration 49Q (7773.722489 sec): 3 clusters Score: Raw -327505.612416 + Penalty 1619.063035 = -325886.549381 nChanged 1 SP:Iteration 50Q (7773.774127 sec): 3 clusters Score: Raw -327505.692923 + Penalty 1619.063035 = -325886.629888 nChanged 0 SP:Iteration 51F (7773.827332 sec): 3 clusters Score: Raw -327505.692923 + Penalty 1619.063035 = -325886.629888 nChanged 0 Trying to split cluster 36 (5532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7773.856096 sec): 2 clusters Score: Raw -387485.747686 + Penalty 818.738946 = -386667.008741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7773.908484 sec): 3 clusters Score: Raw -384278.035749 + Penalty 1637.477892 = -382640.557858 nChanged 2394 SP:Iteration 1F (7773.957769 sec): 3 clusters Score: Raw -385811.667693 + Penalty 1637.477892 = -384174.189802 nChanged 496 SP:Iteration 2F (7774.009835 sec): 3 clusters Score: Raw -386222.489803 + Penalty 1637.477892 = -384585.011912 nChanged 438 SP:Iteration 3F (7774.050582 sec): 3 clusters Score: Raw -386595.887673 + Penalty 1637.477892 = -384958.409781 nChanged 354 SP:Iteration 4F (7774.102383 sec): 3 clusters Score: Raw -386866.602780 + Penalty 1637.477892 = -385229.124889 nChanged 293 SP:Iteration 5F (7774.165715 sec): 3 clusters Score: Raw -387075.097340 + Penalty 1637.477892 = -385437.619449 nChanged 228 SP:Iteration 6Q (7774.216759 sec): 3 clusters Score: Raw -387241.611552 + Penalty 1637.477892 = -385604.133660 nChanged 183 SP:Iteration 7Q (7774.271053 sec): 3 clusters Score: Raw -387350.589597 + Penalty 1637.477892 = -385713.111706 nChanged 152 SP:Iteration 8Q (7774.321460 sec): 3 clusters Score: Raw -387445.969505 + Penalty 1637.477892 = -385808.491613 nChanged 127 SP:Iteration 9Q (7774.377325 sec): 3 clusters Score: Raw -387549.694538 + Penalty 1637.477892 = -385912.216647 nChanged 131 SP:Iteration 10Q (7774.425545 sec): 3 clusters Score: Raw -387640.663555 + Penalty 1637.477892 = -386003.185664 nChanged 102 SP:Iteration 11Q (7774.480774 sec): 3 clusters Score: Raw -387716.790644 + Penalty 1637.477892 = -386079.312752 nChanged 102 SP:Iteration 12Q (7774.533780 sec): 3 clusters Score: Raw -387782.543916 + Penalty 1637.477892 = -386145.066024 nChanged 78 SP:Iteration 13Q (7774.585828 sec): 3 clusters Score: Raw -387835.009943 + Penalty 1637.477892 = -386197.532052 nChanged 70 SP:Iteration 14Q (7774.624787 sec): 3 clusters Score: Raw -387879.544732 + Penalty 1637.477892 = -386242.066841 nChanged 56 SP:Iteration 15Q (7774.674880 sec): 3 clusters Score: Raw -387915.945353 + Penalty 1637.477892 = -386278.467461 nChanged 41 SP:Iteration 16Q (7774.720252 sec): 3 clusters Score: Raw -387939.194099 + Penalty 1637.477892 = -386301.716208 nChanged 39 SP:Iteration 17Q (7774.771468 sec): 3 clusters Score: Raw -387961.123553 + Penalty 1637.477892 = -386323.645662 nChanged 27 SP:Iteration 18Q (7774.829457 sec): 3 clusters Score: Raw -387979.228374 + Penalty 1637.477892 = -386341.750482 nChanged 26 SP:Iteration 19Q (7774.881995 sec): 3 clusters Score: Raw -387997.563856 + Penalty 1637.477892 = -386360.085964 nChanged 19 SP:Iteration 20F (7774.932708 sec): 3 clusters Score: Raw -388005.535111 + Penalty 1637.477892 = -386368.057219 nChanged 13 SP:Iteration 21Q (7774.988701 sec): 3 clusters Score: Raw -388009.546074 + Penalty 1637.477892 = -386372.068183 nChanged 5 SP:Iteration 22Q (7775.035062 sec): 3 clusters Score: Raw -388011.128434 + Penalty 1637.477892 = -386373.650542 nChanged 6 SP:Iteration 23Q (7775.087209 sec): 3 clusters Score: Raw -388012.514993 + Penalty 1637.477892 = -386375.037101 nChanged 4 SP:Iteration 24Q (7775.139094 sec): 3 clusters Score: Raw -388013.195412 + Penalty 1637.477892 = -386375.717521 nChanged 2 SP:Iteration 25Q (7775.188309 sec): 3 clusters Score: Raw -388013.485072 + Penalty 1637.477892 = -386376.007181 nChanged 0 SP:Iteration 26F (7775.241232 sec): 3 clusters Score: Raw -388013.485072 + Penalty 1637.477892 = -386376.007181 nChanged 0 Trying to split cluster 37 (4108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7775.264567 sec): 2 clusters Score: Raw -295581.358274 + Penalty 790.465699 = -294790.892575 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7775.314820 sec): 3 clusters Score: Raw -293434.525814 + Penalty 1580.931398 = -291853.594416 nChanged 1725 SP:Iteration 1F (7775.372003 sec): 3 clusters Score: Raw -294554.482747 + Penalty 1580.931398 = -292973.551349 nChanged 312 SP:Iteration 2F (7775.416232 sec): 3 clusters Score: Raw -294753.687340 + Penalty 1580.931398 = -293172.755942 nChanged 242 SP:Iteration 3F (7775.449455 sec): 3 clusters Score: Raw -294894.923863 + Penalty 1580.931398 = -293313.992464 nChanged 188 SP:Iteration 4Q (7775.507227 sec): 3 clusters Score: Raw -294995.191231 + Penalty 1580.931398 = -293414.259832 nChanged 150 SP:Iteration 5Q (7775.556704 sec): 3 clusters Score: Raw -295072.379889 + Penalty 1580.931398 = -293491.448490 nChanged 134 SP:Iteration 6Q (7775.612924 sec): 3 clusters Score: Raw -295148.135846 + Penalty 1580.931398 = -293567.204448 nChanged 139 SP:Iteration 7Q (7775.666011 sec): 3 clusters Score: Raw -295205.497763 + Penalty 1580.931398 = -293624.566364 nChanged 89 SP:Iteration 8Q (7775.711176 sec): 3 clusters Score: Raw -295245.514010 + Penalty 1580.931398 = -293664.582611 nChanged 77 SP:Iteration 9Q (7775.753156 sec): 3 clusters Score: Raw -295273.521324 + Penalty 1580.931398 = -293692.589926 nChanged 59 SP:Iteration 10Q (7775.802567 sec): 3 clusters Score: Raw -295292.405468 + Penalty 1580.931398 = -293711.474069 nChanged 55 SP:Iteration 11Q (7775.845087 sec): 3 clusters Score: Raw -295310.935746 + Penalty 1580.931398 = -293730.004347 nChanged 58 SP:Iteration 12Q (7775.895508 sec): 3 clusters Score: Raw -295330.398030 + Penalty 1580.931398 = -293749.466631 nChanged 58 SP:Iteration 13Q (7775.948344 sec): 3 clusters Score: Raw -295355.288093 + Penalty 1580.931398 = -293774.356695 nChanged 60 SP:Iteration 14Q (7776.002283 sec): 3 clusters Score: Raw -295375.021563 + Penalty 1580.931398 = -293794.090164 nChanged 58 SP:Iteration 15Q (7776.057221 sec): 3 clusters Score: Raw -295390.386599 + Penalty 1580.931398 = -293809.455200 nChanged 47 SP:Iteration 16Q (7776.105711 sec): 3 clusters Score: Raw -295407.397434 + Penalty 1580.931398 = -293826.466036 nChanged 48 SP:Iteration 17Q (7776.150772 sec): 3 clusters Score: Raw -295422.395875 + Penalty 1580.931398 = -293841.464477 nChanged 43 SP:Iteration 18Q (7776.199896 sec): 3 clusters Score: Raw -295433.422651 + Penalty 1580.931398 = -293852.491253 nChanged 41 SP:Iteration 19Q (7776.252857 sec): 3 clusters Score: Raw -295444.609306 + Penalty 1580.931398 = -293863.677908 nChanged 37 SP:Iteration 20F (7776.302708 sec): 3 clusters Score: Raw -295456.504395 + Penalty 1580.931398 = -293875.572996 nChanged 42 SP:Iteration 21Q (7776.355342 sec): 3 clusters Score: Raw -295468.381636 + Penalty 1580.931398 = -293887.450238 nChanged 36 SP:Iteration 22Q (7776.408157 sec): 3 clusters Score: Raw -295480.002122 + Penalty 1580.931398 = -293899.070723 nChanged 45 SP:Iteration 23Q (7776.458115 sec): 3 clusters Score: Raw -295490.317196 + Penalty 1580.931398 = -293909.385797 nChanged 34 SP:Iteration 24Q (7776.504640 sec): 3 clusters Score: Raw -295499.286681 + Penalty 1580.931398 = -293918.355283 nChanged 32 SP:Iteration 25Q (7776.549456 sec): 3 clusters Score: Raw -295508.726381 + Penalty 1580.931398 = -293927.794982 nChanged 29 SP:Iteration 26Q (7776.605971 sec): 3 clusters Score: Raw -295517.940350 + Penalty 1580.931398 = -293937.008952 nChanged 26 SP:Iteration 27Q (7776.654131 sec): 3 clusters Score: Raw -295525.358621 + Penalty 1580.931398 = -293944.427223 nChanged 23 SP:Iteration 28Q (7776.708376 sec): 3 clusters Score: Raw -295532.419923 + Penalty 1580.931398 = -293951.488525 nChanged 23 SP:Iteration 29Q (7776.757261 sec): 3 clusters Score: Raw -295537.400863 + Penalty 1580.931398 = -293956.469464 nChanged 26 SP:Iteration 30Q (7776.795032 sec): 3 clusters Score: Raw -295543.442422 + Penalty 1580.931398 = -293962.511024 nChanged 26 SP:Iteration 31Q (7776.857595 sec): 3 clusters Score: Raw -295548.775766 + Penalty 1580.931398 = -293967.844368 nChanged 18 SP:Iteration 32Q (7776.908083 sec): 3 clusters Score: Raw -295552.641624 + Penalty 1580.931398 = -293971.710226 nChanged 20 SP:Iteration 33Q (7776.950241 sec): 3 clusters Score: Raw -295558.682063 + Penalty 1580.931398 = -293977.750664 nChanged 23 SP:Iteration 34Q (7777.008885 sec): 3 clusters Score: Raw -295563.321868 + Penalty 1580.931398 = -293982.390470 nChanged 22 SP:Iteration 35Q (7777.048405 sec): 3 clusters Score: Raw -295567.029173 + Penalty 1580.931398 = -293986.097775 nChanged 21 SP:Iteration 36Q (7777.101157 sec): 3 clusters Score: Raw -295571.582136 + Penalty 1580.931398 = -293990.650738 nChanged 20 SP:Iteration 37Q (7777.151946 sec): 3 clusters Score: Raw -295576.352373 + Penalty 1580.931398 = -293995.420974 nChanged 22 SP:Iteration 38Q (7777.210410 sec): 3 clusters Score: Raw -295581.601056 + Penalty 1580.931398 = -294000.669658 nChanged 19 SP:Iteration 39Q (7777.258221 sec): 3 clusters Score: Raw -295586.165616 + Penalty 1580.931398 = -294005.234218 nChanged 19 SP:Iteration 40F (7777.299986 sec): 3 clusters Score: Raw -295592.284412 + Penalty 1580.931398 = -294011.353014 nChanged 15 SP:Iteration 41Q (7777.346357 sec): 3 clusters Score: Raw -295596.180043 + Penalty 1580.931398 = -294015.248645 nChanged 19 SP:Iteration 42Q (7777.405065 sec): 3 clusters Score: Raw -295601.314931 + Penalty 1580.931398 = -294020.383532 nChanged 20 SP:Iteration 43Q (7777.448490 sec): 3 clusters Score: Raw -295607.686660 + Penalty 1580.931398 = -294026.755261 nChanged 20 SP:Iteration 44Q (7777.496363 sec): 3 clusters Score: Raw -295613.680092 + Penalty 1580.931398 = -294032.748694 nChanged 22 SP:Iteration 45Q (7777.543710 sec): 3 clusters Score: Raw -295619.513659 + Penalty 1580.931398 = -294038.582260 nChanged 26 SP:Iteration 46Q (7777.587691 sec): 3 clusters Score: Raw -295627.031654 + Penalty 1580.931398 = -294046.100255 nChanged 30 SP:Iteration 47Q (7777.633322 sec): 3 clusters Score: Raw -295634.625418 + Penalty 1580.931398 = -294053.694020 nChanged 29 SP:Iteration 48Q (7777.683326 sec): 3 clusters Score: Raw -295645.438172 + Penalty 1580.931398 = -294064.506774 nChanged 34 SP:Iteration 49Q (7777.734304 sec): 3 clusters Score: Raw -295656.928958 + Penalty 1580.931398 = -294075.997560 nChanged 25 SP:Iteration 50Q (7777.782294 sec): 3 clusters Score: Raw -295662.669699 + Penalty 1580.931398 = -294081.738300 nChanged 15 SP:Iteration 51Q (7777.821583 sec): 3 clusters Score: Raw -295666.023909 + Penalty 1580.931398 = -294085.092511 nChanged 17 SP:Iteration 52Q (7777.877847 sec): 3 clusters Score: Raw -295669.706221 + Penalty 1580.931398 = -294088.774822 nChanged 12 SP:Iteration 53Q (7777.928505 sec): 3 clusters Score: Raw -295673.160410 + Penalty 1580.931398 = -294092.229012 nChanged 8 SP:Iteration 54Q (7777.979707 sec): 3 clusters Score: Raw -295674.322868 + Penalty 1580.931398 = -294093.391469 nChanged 6 SP:Iteration 55Q (7778.020233 sec): 3 clusters Score: Raw -295675.135675 + Penalty 1580.931398 = -294094.204276 nChanged 4 SP:Iteration 56Q (7778.077030 sec): 3 clusters Score: Raw -295675.630720 + Penalty 1580.931398 = -294094.699321 nChanged 4 SP:Iteration 57Q (7778.125034 sec): 3 clusters Score: Raw -295676.444185 + Penalty 1580.931398 = -294095.512786 nChanged 4 SP:Iteration 58Q (7778.176900 sec): 3 clusters Score: Raw -295677.273263 + Penalty 1580.931398 = -294096.341865 nChanged 10 SP:Iteration 59Q (7778.216812 sec): 3 clusters Score: Raw -295679.245256 + Penalty 1580.931398 = -294098.313858 nChanged 11 SP:Iteration 60F (7778.268272 sec): 3 clusters Score: Raw -295681.548518 + Penalty 1580.931398 = -294100.617120 nChanged 14 SP:Iteration 61Q (7778.319352 sec): 3 clusters Score: Raw -295684.370378 + Penalty 1580.931398 = -294103.438979 nChanged 11 SP:Iteration 62Q (7778.374224 sec): 3 clusters Score: Raw -295686.692826 + Penalty 1580.931398 = -294105.761427 nChanged 7 SP:Iteration 63Q (7778.422102 sec): 3 clusters Score: Raw -295687.925066 + Penalty 1580.931398 = -294106.993667 nChanged 8 SP:Iteration 64Q (7778.467364 sec): 3 clusters Score: Raw -295689.419267 + Penalty 1580.931398 = -294108.487868 nChanged 9 SP:Iteration 65Q (7778.522399 sec): 3 clusters Score: Raw -295691.382950 + Penalty 1580.931398 = -294110.451551 nChanged 9 SP:Iteration 66Q (7778.569311 sec): 3 clusters Score: Raw -295693.517856 + Penalty 1580.931398 = -294112.586457 nChanged 7 SP:Iteration 67Q (7778.621935 sec): 3 clusters Score: Raw -295695.192647 + Penalty 1580.931398 = -294114.261249 nChanged 8 SP:Iteration 68Q (7778.672635 sec): 3 clusters Score: Raw -295696.935143 + Penalty 1580.931398 = -294116.003745 nChanged 7 SP:Iteration 69Q (7778.723690 sec): 3 clusters Score: Raw -295698.533973 + Penalty 1580.931398 = -294117.602575 nChanged 4 SP:Iteration 70Q (7778.773294 sec): 3 clusters Score: Raw -295699.016134 + Penalty 1580.931398 = -294118.084736 nChanged 1 SP:Iteration 71Q (7778.824465 sec): 3 clusters Score: Raw -295699.296588 + Penalty 1580.931398 = -294118.365190 nChanged 4 SP:Iteration 72Q (7778.872414 sec): 3 clusters Score: Raw -295700.174993 + Penalty 1580.931398 = -294119.243594 nChanged 5 SP:Iteration 73Q (7778.916063 sec): 3 clusters Score: Raw -295701.085180 + Penalty 1580.931398 = -294120.153781 nChanged 5 SP:Iteration 74Q (7778.965826 sec): 3 clusters Score: Raw -295702.262975 + Penalty 1580.931398 = -294121.331576 nChanged 2 SP:Iteration 75Q (7779.017614 sec): 3 clusters Score: Raw -295702.675784 + Penalty 1580.931398 = -294121.744386 nChanged 1 SP:Iteration 76Q (7779.074637 sec): 3 clusters Score: Raw -295702.954895 + Penalty 1580.931398 = -294122.023497 nChanged 2 SP:Iteration 77Q (7779.113544 sec): 3 clusters Score: Raw -295703.367161 + Penalty 1580.931398 = -294122.435763 nChanged 1 SP:Iteration 78Q (7779.170942 sec): 3 clusters Score: Raw -295703.680263 + Penalty 1580.931398 = -294122.748864 nChanged 1 SP:Iteration 79Q (7779.212956 sec): 3 clusters Score: Raw -295703.842182 + Penalty 1580.931398 = -294122.910783 nChanged 1 SP:Iteration 80F (7779.266917 sec): 3 clusters Score: Raw -295703.958413 + Penalty 1580.931398 = -294123.027014 nChanged 2 SP:Iteration 81Q (7779.327530 sec): 3 clusters Score: Raw -295704.259660 + Penalty 1580.931398 = -294123.328262 nChanged 3 SP:Iteration 82Q (7779.379303 sec): 3 clusters Score: Raw -295704.835548 + Penalty 1580.931398 = -294123.904149 nChanged 3 SP:Iteration 83Q (7779.420113 sec): 3 clusters Score: Raw -295705.476307 + Penalty 1580.931398 = -294124.544908 nChanged 1 SP:Iteration 84Q (7779.482108 sec): 3 clusters Score: Raw -295705.809253 + Penalty 1580.931398 = -294124.877854 nChanged 1 SP:Iteration 85Q (7779.528165 sec): 3 clusters Score: Raw -295705.908191 + Penalty 1580.931398 = -294124.976793 nChanged 0 SP:Iteration 86F (7779.580862 sec): 3 clusters Score: Raw -295705.908191 + Penalty 1580.931398 = -294124.976793 nChanged 0 Trying to split cluster 38 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7779.608706 sec): 2 clusters Score: Raw -131436.460797 + Penalty 704.212582 = -130732.248216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7779.658358 sec): 3 clusters Score: Raw -130638.891125 + Penalty 1408.425163 = -129230.465962 nChanged 665 SP:Iteration 1F (7779.699280 sec): 3 clusters Score: Raw -131044.325614 + Penalty 1408.425163 = -129635.900450 nChanged 125 SP:Iteration 2F (7779.738174 sec): 3 clusters Score: Raw -131116.090350 + Penalty 1408.425163 = -129707.665186 nChanged 58 SP:Iteration 3Q (7779.791691 sec): 3 clusters Score: Raw -131152.014854 + Penalty 1408.425163 = -129743.589691 nChanged 46 SP:Iteration 4Q (7779.839057 sec): 3 clusters Score: Raw -131181.738912 + Penalty 1408.425163 = -129773.313749 nChanged 40 SP:Iteration 5Q (7779.884775 sec): 3 clusters Score: Raw -131206.986890 + Penalty 1408.425163 = -129798.561726 nChanged 40 SP:Iteration 6Q (7779.926669 sec): 3 clusters Score: Raw -131223.216927 + Penalty 1408.425163 = -129814.791764 nChanged 26 SP:Iteration 7Q (7779.976049 sec): 3 clusters Score: Raw -131233.772043 + Penalty 1408.425163 = -129825.346880 nChanged 21 SP:Iteration 8Q (7780.024098 sec): 3 clusters Score: Raw -131240.652101 + Penalty 1408.425163 = -129832.226937 nChanged 19 SP:Iteration 9Q (7780.065620 sec): 3 clusters Score: Raw -131248.680934 + Penalty 1408.425163 = -129840.255771 nChanged 22 SP:Iteration 10Q (7780.111601 sec): 3 clusters Score: Raw -131257.180155 + Penalty 1408.425163 = -129848.754991 nChanged 17 SP:Iteration 11Q (7780.158103 sec): 3 clusters Score: Raw -131263.034876 + Penalty 1408.425163 = -129854.609713 nChanged 17 SP:Iteration 12Q (7780.216619 sec): 3 clusters Score: Raw -131269.677657 + Penalty 1408.425163 = -129861.252493 nChanged 14 SP:Iteration 13Q (7780.256576 sec): 3 clusters Score: Raw -131275.276298 + Penalty 1408.425163 = -129866.851134 nChanged 10 SP:Iteration 14Q (7780.309226 sec): 3 clusters Score: Raw -131280.961863 + Penalty 1408.425163 = -129872.536699 nChanged 9 SP:Iteration 15Q (7780.346613 sec): 3 clusters Score: Raw -131286.898947 + Penalty 1408.425163 = -129878.473783 nChanged 17 SP:Iteration 16Q (7780.387344 sec): 3 clusters Score: Raw -131294.309623 + Penalty 1408.425163 = -129885.884460 nChanged 13 SP:Iteration 17Q (7780.426194 sec): 3 clusters Score: Raw -131298.560498 + Penalty 1408.425163 = -129890.135334 nChanged 9 SP:Iteration 18Q (7780.478040 sec): 3 clusters Score: Raw -131301.427154 + Penalty 1408.425163 = -129893.001991 nChanged 10 SP:Iteration 19Q (7780.527971 sec): 3 clusters Score: Raw -131304.447120 + Penalty 1408.425163 = -129896.021957 nChanged 8 SP:Iteration 20F (7780.571820 sec): 3 clusters Score: Raw -131306.731496 + Penalty 1408.425163 = -129898.306333 nChanged 4 SP:Iteration 21Q (7780.618022 sec): 3 clusters Score: Raw -131307.735466 + Penalty 1408.425163 = -129899.310303 nChanged 3 SP:Iteration 22Q (7780.655382 sec): 3 clusters Score: Raw -131308.531500 + Penalty 1408.425163 = -129900.106337 nChanged 5 SP:Iteration 23Q (7780.709788 sec): 3 clusters Score: Raw -131310.018483 + Penalty 1408.425163 = -129901.593320 nChanged 6 SP:Iteration 24Q (7780.756554 sec): 3 clusters Score: Raw -131313.404074 + Penalty 1408.425163 = -129904.978911 nChanged 4 SP:Iteration 25Q (7780.800429 sec): 3 clusters Score: Raw -131314.182702 + Penalty 1408.425163 = -129905.757539 nChanged 1 SP:Iteration 26Q (7780.850928 sec): 3 clusters Score: Raw -131314.758801 + Penalty 1408.425163 = -129906.333638 nChanged 1 SP:Iteration 27Q (7780.901383 sec): 3 clusters Score: Raw -131315.012004 + Penalty 1408.425163 = -129906.586841 nChanged 1 SP:Iteration 28Q (7780.938794 sec): 3 clusters Score: Raw -131315.187056 + Penalty 1408.425163 = -129906.761893 nChanged 0 SP:Iteration 29F (7780.994598 sec): 3 clusters Score: Raw -131315.187056 + Penalty 1408.425163 = -129906.761893 nChanged 0 Trying to split cluster 39 (2835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7781.023978 sec): 2 clusters Score: Raw -221033.237577 + Penalty 755.230736 = -220278.006842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7781.069454 sec): 3 clusters Score: Raw -219571.419258 + Penalty 1510.461471 = -218060.957787 nChanged 1160 SP:Iteration 1F (7781.111648 sec): 3 clusters Score: Raw -220265.626110 + Penalty 1510.461471 = -218755.164639 nChanged 220 SP:Iteration 2F (7781.167675 sec): 3 clusters Score: Raw -220385.019998 + Penalty 1510.461471 = -218874.558526 nChanged 161 SP:Iteration 3F (7781.214479 sec): 3 clusters Score: Raw -220492.474945 + Penalty 1510.461471 = -218982.013474 nChanged 154 SP:Iteration 4F (7781.267996 sec): 3 clusters Score: Raw -220611.212302 + Penalty 1510.461471 = -219100.750831 nChanged 142 SP:Iteration 5F (7781.316665 sec): 3 clusters Score: Raw -220701.938208 + Penalty 1510.461471 = -219191.476737 nChanged 120 SP:Iteration 6Q (7781.354735 sec): 3 clusters Score: Raw -220786.460092 + Penalty 1510.461471 = -219275.998621 nChanged 104 SP:Iteration 7Q (7781.409035 sec): 3 clusters Score: Raw -220869.050670 + Penalty 1510.461471 = -219358.589199 nChanged 101 SP:Iteration 8Q (7781.453263 sec): 3 clusters Score: Raw -220949.264399 + Penalty 1510.461471 = -219438.802928 nChanged 87 SP:Iteration 9Q (7781.491275 sec): 3 clusters Score: Raw -221021.808133 + Penalty 1510.461471 = -219511.346662 nChanged 56 SP:Iteration 10Q (7781.529945 sec): 3 clusters Score: Raw -221074.873412 + Penalty 1510.461471 = -219564.411941 nChanged 50 SP:Iteration 11Q (7781.572562 sec): 3 clusters Score: Raw -221132.605485 + Penalty 1510.461471 = -219622.144014 nChanged 42 SP:Iteration 12Q (7781.619069 sec): 3 clusters Score: Raw -221170.285733 + Penalty 1510.461471 = -219659.824262 nChanged 44 SP:Iteration 13Q (7781.670104 sec): 3 clusters Score: Raw -221205.829267 + Penalty 1510.461471 = -219695.367796 nChanged 45 SP:Iteration 14Q (7781.710436 sec): 3 clusters Score: Raw -221233.606683 + Penalty 1510.461471 = -219723.145212 nChanged 40 SP:Iteration 15Q (7781.759052 sec): 3 clusters Score: Raw -221258.691694 + Penalty 1510.461471 = -219748.230223 nChanged 29 SP:Iteration 16Q (7781.810840 sec): 3 clusters Score: Raw -221280.827525 + Penalty 1510.461471 = -219770.366054 nChanged 26 SP:Iteration 17Q (7781.859828 sec): 3 clusters Score: Raw -221296.128035 + Penalty 1510.461471 = -219785.666564 nChanged 18 SP:Iteration 18Q (7781.913317 sec): 3 clusters Score: Raw -221305.463312 + Penalty 1510.461471 = -219795.001841 nChanged 20 SP:Iteration 19Q (7781.954606 sec): 3 clusters Score: Raw -221314.112038 + Penalty 1510.461471 = -219803.650567 nChanged 9 SP:Iteration 20F (7782.013930 sec): 3 clusters Score: Raw -221317.853170 + Penalty 1510.461471 = -219807.391699 nChanged 7 SP:Iteration 21Q (7782.064917 sec): 3 clusters Score: Raw -221319.233061 + Penalty 1510.461471 = -219808.771590 nChanged 3 SP:Iteration 22Q (7782.109229 sec): 3 clusters Score: Raw -221319.635872 + Penalty 1510.461471 = -219809.174401 nChanged 1 SP:Iteration 23Q (7782.160566 sec): 3 clusters Score: Raw -221319.734551 + Penalty 1510.461471 = -219809.273080 nChanged 0 SP:Iteration 24F (7782.209727 sec): 3 clusters Score: Raw -221319.734551 + Penalty 1510.461471 = -219809.273080 nChanged 0 Trying to split cluster 40 (5079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7782.243392 sec): 2 clusters Score: Raw -362659.935655 + Penalty 810.622619 = -361849.313036 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7782.298506 sec): 3 clusters Score: Raw -359933.612856 + Penalty 1621.245237 = -358312.367618 nChanged 2130 SP:Iteration 1F (7782.348521 sec): 3 clusters Score: Raw -361219.656127 + Penalty 1621.245237 = -359598.410889 nChanged 421 SP:Iteration 2F (7782.398568 sec): 3 clusters Score: Raw -361603.298443 + Penalty 1621.245237 = -359982.053206 nChanged 429 SP:Iteration 3F (7782.440007 sec): 3 clusters Score: Raw -361968.255767 + Penalty 1621.245237 = -360347.010529 nChanged 361 SP:Iteration 4F (7782.498313 sec): 3 clusters Score: Raw -362242.641699 + Penalty 1621.245237 = -360621.396461 nChanged 296 SP:Iteration 5F (7782.548587 sec): 3 clusters Score: Raw -362435.237368 + Penalty 1621.245237 = -360813.992131 nChanged 235 SP:Iteration 6Q (7782.601128 sec): 3 clusters Score: Raw -362554.833003 + Penalty 1621.245237 = -360933.587766 nChanged 151 SP:Iteration 7Q (7782.657876 sec): 3 clusters Score: Raw -362609.640165 + Penalty 1621.245237 = -360988.394927 nChanged 80 SP:Iteration 8Q (7782.710843 sec): 3 clusters Score: Raw -362635.445110 + Penalty 1621.245237 = -361014.199873 nChanged 75 SP:Iteration 9Q (7782.749335 sec): 3 clusters Score: Raw -362656.580994 + Penalty 1621.245237 = -361035.335756 nChanged 52 SP:Iteration 10Q (7782.808386 sec): 3 clusters Score: Raw -362672.718890 + Penalty 1621.245237 = -361051.473653 nChanged 46 SP:Iteration 11Q (7782.854159 sec): 3 clusters Score: Raw -362684.467586 + Penalty 1621.245237 = -361063.222348 nChanged 34 SP:Iteration 12Q (7782.907183 sec): 3 clusters Score: Raw -362691.943593 + Penalty 1621.245237 = -361070.698356 nChanged 39 SP:Iteration 13Q (7782.961197 sec): 3 clusters Score: Raw -362699.125896 + Penalty 1621.245237 = -361077.880659 nChanged 27 SP:Iteration 14Q (7783.010964 sec): 3 clusters Score: Raw -362705.074173 + Penalty 1621.245237 = -361083.828935 nChanged 26 SP:Iteration 15Q (7783.067364 sec): 3 clusters Score: Raw -362711.022202 + Penalty 1621.245237 = -361089.776964 nChanged 30 SP:Iteration 16Q (7783.118720 sec): 3 clusters Score: Raw -362716.983365 + Penalty 1621.245237 = -361095.738128 nChanged 19 SP:Iteration 17Q (7783.170514 sec): 3 clusters Score: Raw -362720.065332 + Penalty 1621.245237 = -361098.820095 nChanged 19 SP:Iteration 18Q (7783.222630 sec): 3 clusters Score: Raw -362722.667489 + Penalty 1621.245237 = -361101.422252 nChanged 10 SP:Iteration 19Q (7783.279105 sec): 3 clusters Score: Raw -362723.845480 + Penalty 1621.245237 = -361102.600242 nChanged 14 SP:Iteration 20F (7783.329382 sec): 3 clusters Score: Raw -362725.783731 + Penalty 1621.245237 = -361104.538494 nChanged 14 SP:Iteration 21Q (7783.379040 sec): 3 clusters Score: Raw -362727.482308 + Penalty 1621.245237 = -361106.237071 nChanged 8 SP:Iteration 22Q (7783.427063 sec): 3 clusters Score: Raw -362728.825855 + Penalty 1621.245237 = -361107.580618 nChanged 8 SP:Iteration 23Q (7783.478320 sec): 3 clusters Score: Raw -362729.652761 + Penalty 1621.245237 = -361108.407523 nChanged 5 SP:Iteration 24Q (7783.521835 sec): 3 clusters Score: Raw -362730.097250 + Penalty 1621.245237 = -361108.852012 nChanged 2 SP:Iteration 25Q (7783.565155 sec): 3 clusters Score: Raw -362730.261594 + Penalty 1621.245237 = -361109.016357 nChanged 1 SP:Iteration 26Q (7783.616386 sec): 3 clusters Score: Raw -362730.310725 + Penalty 1621.245237 = -361109.065488 nChanged 0 SP:Iteration 27F (7783.677664 sec): 3 clusters Score: Raw -362730.310725 + Penalty 1621.245237 = -361109.065488 nChanged 0 Trying to split cluster 41 (3149 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7783.704573 sec): 2 clusters Score: Raw -237860.517886 + Penalty 765.209821 = -237095.308065 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7783.751619 sec): 3 clusters Score: Raw -236196.174743 + Penalty 1530.419642 = -234665.755101 nChanged 1315 SP:Iteration 1F (7783.789831 sec): 3 clusters Score: Raw -236945.075163 + Penalty 1530.419642 = -235414.655521 nChanged 240 SP:Iteration 2F (7783.843115 sec): 3 clusters Score: Raw -237096.001561 + Penalty 1530.419642 = -235565.581919 nChanged 173 SP:Iteration 3F (7783.899087 sec): 3 clusters Score: Raw -237207.380761 + Penalty 1530.419642 = -235676.961119 nChanged 161 SP:Iteration 4F (7783.947319 sec): 3 clusters Score: Raw -237327.466446 + Penalty 1530.419642 = -235797.046804 nChanged 176 SP:Iteration 5F (7783.993564 sec): 3 clusters Score: Raw -237457.409955 + Penalty 1530.419642 = -235926.990313 nChanged 155 SP:Iteration 6Q (7784.039504 sec): 3 clusters Score: Raw -237560.799211 + Penalty 1530.419642 = -236030.379569 nChanged 109 SP:Iteration 7Q (7784.081573 sec): 3 clusters Score: Raw -237630.778469 + Penalty 1530.419642 = -236100.358827 nChanged 93 SP:Iteration 8Q (7784.137888 sec): 3 clusters Score: Raw -237692.235518 + Penalty 1530.419642 = -236161.815876 nChanged 86 SP:Iteration 9Q (7784.176381 sec): 3 clusters Score: Raw -237743.810061 + Penalty 1530.419642 = -236213.390419 nChanged 70 SP:Iteration 10Q (7784.230241 sec): 3 clusters Score: Raw -237779.715505 + Penalty 1530.419642 = -236249.295863 nChanged 51 SP:Iteration 11Q (7784.276359 sec): 3 clusters Score: Raw -237807.286814 + Penalty 1530.419642 = -236276.867172 nChanged 50 SP:Iteration 12Q (7784.323106 sec): 3 clusters Score: Raw -237835.107302 + Penalty 1530.419642 = -236304.687660 nChanged 51 SP:Iteration 13Q (7784.373394 sec): 3 clusters Score: Raw -237870.823567 + Penalty 1530.419642 = -236340.403925 nChanged 48 SP:Iteration 14Q (7784.414965 sec): 3 clusters Score: Raw -237899.450646 + Penalty 1530.419642 = -236369.031004 nChanged 47 SP:Iteration 15Q (7784.474333 sec): 3 clusters Score: Raw -237933.286588 + Penalty 1530.419642 = -236402.866946 nChanged 42 SP:Iteration 16Q (7784.518255 sec): 3 clusters Score: Raw -237960.406163 + Penalty 1530.419642 = -236429.986521 nChanged 36 SP:Iteration 17Q (7784.559297 sec): 3 clusters Score: Raw -237985.359255 + Penalty 1530.419642 = -236454.939613 nChanged 32 SP:Iteration 18Q (7784.601077 sec): 3 clusters Score: Raw -238005.148157 + Penalty 1530.419642 = -236474.728515 nChanged 31 SP:Iteration 19Q (7784.648469 sec): 3 clusters Score: Raw -238025.857550 + Penalty 1530.419642 = -236495.437908 nChanged 33 SP:Iteration 20F (7784.698356 sec): 3 clusters Score: Raw -238049.768022 + Penalty 1530.419642 = -236519.348380 nChanged 26 SP:Iteration 21Q (7784.742493 sec): 3 clusters Score: Raw -238067.640067 + Penalty 1530.419642 = -236537.220425 nChanged 24 SP:Iteration 22Q (7784.787226 sec): 3 clusters Score: Raw -238083.854582 + Penalty 1530.419642 = -236553.434940 nChanged 15 SP:Iteration 23Q (7784.831910 sec): 3 clusters Score: Raw -238092.895377 + Penalty 1530.419642 = -236562.475735 nChanged 17 SP:Iteration 24Q (7784.874839 sec): 3 clusters Score: Raw -238103.339853 + Penalty 1530.419642 = -236572.920211 nChanged 12 SP:Iteration 25Q (7784.932490 sec): 3 clusters Score: Raw -238110.552243 + Penalty 1530.419642 = -236580.132601 nChanged 13 SP:Iteration 26Q (7784.969467 sec): 3 clusters Score: Raw -238118.270965 + Penalty 1530.419642 = -236587.851323 nChanged 12 SP:Iteration 27Q (7785.027086 sec): 3 clusters Score: Raw -238126.921398 + Penalty 1530.419642 = -236596.501756 nChanged 12 SP:Iteration 28Q (7785.074510 sec): 3 clusters Score: Raw -238135.669126 + Penalty 1530.419642 = -236605.249484 nChanged 14 SP:Iteration 29Q (7785.128238 sec): 3 clusters Score: Raw -238143.556420 + Penalty 1530.419642 = -236613.136778 nChanged 12 SP:Iteration 30Q (7785.180052 sec): 3 clusters Score: Raw -238150.074293 + Penalty 1530.419642 = -236619.654651 nChanged 9 SP:Iteration 31Q (7785.225631 sec): 3 clusters Score: Raw -238156.260395 + Penalty 1530.419642 = -236625.840753 nChanged 11 SP:Iteration 32Q (7785.275371 sec): 3 clusters Score: Raw -238166.452111 + Penalty 1530.419642 = -236636.032469 nChanged 13 SP:Iteration 33Q (7785.310391 sec): 3 clusters Score: Raw -238174.391024 + Penalty 1530.419642 = -236643.971382 nChanged 8 SP:Iteration 34Q (7785.357907 sec): 3 clusters Score: Raw -238180.499545 + Penalty 1530.419642 = -236650.079903 nChanged 4 SP:Iteration 35Q (7785.412142 sec): 3 clusters Score: Raw -238183.709292 + Penalty 1530.419642 = -236653.289650 nChanged 5 SP:Iteration 36Q (7785.431218 sec): 3 clusters Score: Raw -238187.667502 + Penalty 1530.419642 = -236657.247860 nChanged 4 SP:Iteration 37Q (7785.442496 sec): 3 clusters Score: Raw -238190.130759 + Penalty 1530.419642 = -236659.711117 nChanged 2 SP:Iteration 38Q (7785.453270 sec): 3 clusters Score: Raw -238191.655221 + Penalty 1530.419642 = -236661.235579 nChanged 1 SP:Iteration 39Q (7785.464026 sec): 3 clusters Score: Raw -238191.935857 + Penalty 1530.419642 = -236661.516215 nChanged 0 SP:Iteration 40F (7785.474986 sec): 3 clusters Score: Raw -238191.935857 + Penalty 1530.419642 = -236661.516215 nChanged 0 Trying to split cluster 42 (6483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7785.514953 sec): 2 clusters Score: Raw -534213.346999 + Penalty 833.809171 = -533379.537827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7785.570973 sec): 3 clusters Score: Raw -530500.106829 + Penalty 1667.618343 = -528832.488486 nChanged 2805 SP:Iteration 1F (7785.627505 sec): 3 clusters Score: Raw -532082.468213 + Penalty 1667.618343 = -530414.849870 nChanged 443 SP:Iteration 2F (7785.679605 sec): 3 clusters Score: Raw -532299.161582 + Penalty 1667.618343 = -530631.543240 nChanged 355 SP:Iteration 3F (7785.729637 sec): 3 clusters Score: Raw -532471.795857 + Penalty 1667.618343 = -530804.177514 nChanged 348 SP:Iteration 4F (7785.770853 sec): 3 clusters Score: Raw -532654.712328 + Penalty 1667.618343 = -530987.093986 nChanged 319 SP:Iteration 5Q (7785.823977 sec): 3 clusters Score: Raw -532834.617352 + Penalty 1667.618343 = -531166.999009 nChanged 310 SP:Iteration 6Q (7785.876916 sec): 3 clusters Score: Raw -533031.407835 + Penalty 1667.618343 = -531363.789492 nChanged 289 SP:Iteration 7Q (7785.934895 sec): 3 clusters Score: Raw -533229.568274 + Penalty 1667.618343 = -531561.949932 nChanged 250 SP:Iteration 8Q (7785.985485 sec): 3 clusters Score: Raw -533407.625757 + Penalty 1667.618343 = -531740.007415 nChanged 236 SP:Iteration 9Q (7786.051846 sec): 3 clusters Score: Raw -533565.699605 + Penalty 1667.618343 = -531898.081263 nChanged 188 SP:Iteration 10Q (7786.103603 sec): 3 clusters Score: Raw -533699.906330 + Penalty 1667.618343 = -532032.287987 nChanged 153 SP:Iteration 11Q (7786.155260 sec): 3 clusters Score: Raw -533790.353958 + Penalty 1667.618343 = -532122.735615 nChanged 106 SP:Iteration 12Q (7786.197973 sec): 3 clusters Score: Raw -533855.266042 + Penalty 1667.618343 = -532187.647699 nChanged 98 SP:Iteration 13Q (7786.258182 sec): 3 clusters Score: Raw -533918.130613 + Penalty 1667.618343 = -532250.512270 nChanged 82 SP:Iteration 14Q (7786.318744 sec): 3 clusters Score: Raw -533959.559742 + Penalty 1667.618343 = -532291.941399 nChanged 61 SP:Iteration 15Q (7786.361132 sec): 3 clusters Score: Raw -533994.203723 + Penalty 1667.618343 = -532326.585381 nChanged 65 SP:Iteration 16Q (7786.427415 sec): 3 clusters Score: Raw -534030.149839 + Penalty 1667.618343 = -532362.531496 nChanged 59 SP:Iteration 17Q (7786.477541 sec): 3 clusters Score: Raw -534058.561913 + Penalty 1667.618343 = -532390.943570 nChanged 48 SP:Iteration 18Q (7786.521287 sec): 3 clusters Score: Raw -534078.697951 + Penalty 1667.618343 = -532411.079609 nChanged 29 SP:Iteration 19Q (7786.576129 sec): 3 clusters Score: Raw -534088.579764 + Penalty 1667.618343 = -532420.961421 nChanged 30 SP:Iteration 20F (7786.627016 sec): 3 clusters Score: Raw -534101.441033 + Penalty 1667.618343 = -532433.822691 nChanged 34 SP:Iteration 21Q (7786.675876 sec): 3 clusters Score: Raw -534114.281189 + Penalty 1667.618343 = -532446.662846 nChanged 26 SP:Iteration 22Q (7786.733333 sec): 3 clusters Score: Raw -534126.512791 + Penalty 1667.618343 = -532458.894448 nChanged 22 SP:Iteration 23Q (7786.780284 sec): 3 clusters Score: Raw -534138.101430 + Penalty 1667.618343 = -532470.483087 nChanged 32 SP:Iteration 24Q (7786.829602 sec): 3 clusters Score: Raw -534155.690503 + Penalty 1667.618343 = -532488.072160 nChanged 32 SP:Iteration 25Q (7786.880694 sec): 3 clusters Score: Raw -534175.114508 + Penalty 1667.618343 = -532507.496165 nChanged 26 SP:Iteration 26Q (7786.938747 sec): 3 clusters Score: Raw -534187.299992 + Penalty 1667.618343 = -532519.681650 nChanged 28 SP:Iteration 27Q (7786.993363 sec): 3 clusters Score: Raw -534204.781075 + Penalty 1667.618343 = -532537.162732 nChanged 29 SP:Iteration 28Q (7787.042002 sec): 3 clusters Score: Raw -534220.864565 + Penalty 1667.618343 = -532553.246223 nChanged 25 SP:Iteration 29Q (7787.087173 sec): 3 clusters Score: Raw -534234.221656 + Penalty 1667.618343 = -532566.603313 nChanged 25 SP:Iteration 30Q (7787.145273 sec): 3 clusters Score: Raw -534245.360459 + Penalty 1667.618343 = -532577.742117 nChanged 13 SP:Iteration 31Q (7787.199911 sec): 3 clusters Score: Raw -534253.167509 + Penalty 1667.618343 = -532585.549167 nChanged 11 SP:Iteration 32Q (7787.246578 sec): 3 clusters Score: Raw -534258.599428 + Penalty 1667.618343 = -532590.981086 nChanged 14 SP:Iteration 33Q (7787.311369 sec): 3 clusters Score: Raw -534264.531152 + Penalty 1667.618343 = -532596.912810 nChanged 13 SP:Iteration 34Q (7787.349946 sec): 3 clusters Score: Raw -534268.202453 + Penalty 1667.618343 = -532600.584111 nChanged 7 SP:Iteration 35Q (7787.415618 sec): 3 clusters Score: Raw -534270.974779 + Penalty 1667.618343 = -532603.356437 nChanged 5 SP:Iteration 36Q (7787.470166 sec): 3 clusters Score: Raw -534272.370622 + Penalty 1667.618343 = -532604.752280 nChanged 5 SP:Iteration 37Q (7787.520422 sec): 3 clusters Score: Raw -534274.320144 + Penalty 1667.618343 = -532606.701802 nChanged 5 SP:Iteration 38Q (7787.561057 sec): 3 clusters Score: Raw -534276.571219 + Penalty 1667.618343 = -532608.952876 nChanged 5 SP:Iteration 39Q (7787.605802 sec): 3 clusters Score: Raw -534278.599738 + Penalty 1667.618343 = -532610.981396 nChanged 2 SP:Iteration 40F (7787.659222 sec): 3 clusters Score: Raw -534278.986769 + Penalty 1667.618343 = -532611.368426 nChanged 0 Iteration 379Q (7794.257403 sec): 43 clusters Score: Raw -45958583.531179 + Penalty 53353.189014 = -45905230.342164 nChanged 18 Iteration 380F (7807.991178 sec): 43 clusters Score: Raw -45958585.271413 + Penalty 53353.189014 = -45905232.082399 nChanged 26 Iteration 381Q (7814.798537 sec): 43 clusters Score: Raw -45958586.425217 + Penalty 53353.189014 = -45905233.236203 nChanged 30 Iteration 382Q (7821.272167 sec): 43 clusters Score: Raw -45958587.162731 + Penalty 53353.189014 = -45905233.973717 nChanged 29 Iteration 383Q (7827.878877 sec): 43 clusters Score: Raw -45958587.828649 + Penalty 53353.189014 = -45905234.639635 nChanged 23 Iteration 384Q (7834.497884 sec): 43 clusters Score: Raw -45958588.603020 + Penalty 53353.189014 = -45905235.414006 nChanged 15 Iteration 385Q (7841.183735 sec): 43 clusters Score: Raw -45958588.978533 + Penalty 53353.189014 = -45905235.789519 nChanged 8 Iteration 386Q (7848.041558 sec): 43 clusters Score: Raw -45958589.133230 + Penalty 53353.189014 = -45905235.944216 nChanged 4 Iteration 387Q (7854.844869 sec): 43 clusters Score: Raw -45958589.220009 + Penalty 53353.189014 = -45905236.030995 nChanged 5 Iteration 388Q (7861.604673 sec): 43 clusters Score: Raw -45958589.396057 + Penalty 53353.189014 = -45905236.207043 nChanged 5 Iteration 389Q (7868.293451 sec): 43 clusters Score: Raw -45958589.455779 + Penalty 53353.189014 = -45905236.266765 nChanged 3 Iteration 390Q (7874.838680 sec): 43 clusters Score: Raw -45958589.516521 + Penalty 53353.189014 = -45905236.327507 nChanged 1 Iteration 391Q (7881.569665 sec): 43 clusters Score: Raw -45958589.531596 + Penalty 53353.189014 = -45905236.342582 nChanged 0 Iteration 392F (7894.574657 sec): 43 clusters Score: Raw -45958589.531596 + Penalty 53353.189014 = -45905236.342582 nChanged 0 Compute initial score before splitting: Score: Raw -45958589.531596 + Penalty 53353.189014 = -45905236.342582 Trying to split cluster 1 (7877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7894.703512 sec): 2 clusters Score: Raw -594119.458290 + Penalty 852.311728 = -593267.146562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7894.761084 sec): 3 clusters Score: Raw -589580.111983 + Penalty 1704.623456 = -587875.488527 nChanged 3491 SP:Iteration 1F (7894.820547 sec): 3 clusters Score: Raw -591676.155146 + Penalty 1704.623456 = -589971.531690 nChanged 505 SP:Iteration 2F (7894.879126 sec): 3 clusters Score: Raw -591965.805707 + Penalty 1704.623456 = -590261.182251 nChanged 479 SP:Iteration 3F (7894.924469 sec): 3 clusters Score: Raw -592263.050956 + Penalty 1704.623456 = -590558.427500 nChanged 453 SP:Iteration 4F (7894.971780 sec): 3 clusters Score: Raw -592601.037909 + Penalty 1704.623456 = -590896.414453 nChanged 478 SP:Iteration 5F (7895.038128 sec): 3 clusters Score: Raw -592974.926093 + Penalty 1704.623456 = -591270.302637 nChanged 459 SP:Iteration 6F (7895.087125 sec): 3 clusters Score: Raw -593324.413244 + Penalty 1704.623456 = -591619.789788 nChanged 408 SP:Iteration 7F (7895.143155 sec): 3 clusters Score: Raw -593608.788376 + Penalty 1704.623456 = -591904.164920 nChanged 331 SP:Iteration 8Q (7895.197099 sec): 3 clusters Score: Raw -593803.862611 + Penalty 1704.623456 = -592099.239155 nChanged 259 SP:Iteration 9Q (7895.246608 sec): 3 clusters Score: Raw -593932.397569 + Penalty 1704.623456 = -592227.774113 nChanged 184 SP:Iteration 10Q (7895.295997 sec): 3 clusters Score: Raw -594010.222050 + Penalty 1704.623456 = -592305.598594 nChanged 137 SP:Iteration 11Q (7895.353585 sec): 3 clusters Score: Raw -594060.311665 + Penalty 1704.623456 = -592355.688209 nChanged 102 SP:Iteration 12Q (7895.396169 sec): 3 clusters Score: Raw -594094.089762 + Penalty 1704.623456 = -592389.466306 nChanged 82 SP:Iteration 13Q (7895.447614 sec): 3 clusters Score: Raw -594121.197940 + Penalty 1704.623456 = -592416.574484 nChanged 72 SP:Iteration 14Q (7895.496021 sec): 3 clusters Score: Raw -594141.580115 + Penalty 1704.623456 = -592436.956659 nChanged 62 SP:Iteration 15Q (7895.546371 sec): 3 clusters Score: Raw -594158.965241 + Penalty 1704.623456 = -592454.341785 nChanged 58 SP:Iteration 16Q (7895.604812 sec): 3 clusters Score: Raw -594174.790081 + Penalty 1704.623456 = -592470.166625 nChanged 59 SP:Iteration 17Q (7895.651924 sec): 3 clusters Score: Raw -594188.414405 + Penalty 1704.623456 = -592483.790949 nChanged 50 SP:Iteration 18Q (7895.702489 sec): 3 clusters Score: Raw -594201.887759 + Penalty 1704.623456 = -592497.264303 nChanged 56 SP:Iteration 19Q (7895.748071 sec): 3 clusters Score: Raw -594218.812614 + Penalty 1704.623456 = -592514.189158 nChanged 50 SP:Iteration 20F (7895.807668 sec): 3 clusters Score: Raw -594234.580377 + Penalty 1704.623456 = -592529.956921 nChanged 58 SP:Iteration 21Q (7895.850936 sec): 3 clusters Score: Raw -594253.131738 + Penalty 1704.623456 = -592548.508282 nChanged 58 SP:Iteration 22Q (7895.916782 sec): 3 clusters Score: Raw -594272.690748 + Penalty 1704.623456 = -592568.067292 nChanged 60 SP:Iteration 23Q (7895.962528 sec): 3 clusters Score: Raw -594292.321448 + Penalty 1704.623456 = -592587.697992 nChanged 56 SP:Iteration 24Q (7896.025626 sec): 3 clusters Score: Raw -594308.452275 + Penalty 1704.623456 = -592603.828819 nChanged 40 SP:Iteration 25Q (7896.072142 sec): 3 clusters Score: Raw -594320.743044 + Penalty 1704.623456 = -592616.119589 nChanged 52 SP:Iteration 26Q (7896.130108 sec): 3 clusters Score: Raw -594335.590448 + Penalty 1704.623456 = -592630.966992 nChanged 54 SP:Iteration 27Q (7896.181990 sec): 3 clusters Score: Raw -594349.544581 + Penalty 1704.623456 = -592644.921125 nChanged 44 SP:Iteration 28Q (7896.232089 sec): 3 clusters Score: Raw -594362.342169 + Penalty 1704.623456 = -592657.718713 nChanged 41 SP:Iteration 29Q (7896.283986 sec): 3 clusters Score: Raw -594371.381827 + Penalty 1704.623456 = -592666.758371 nChanged 39 SP:Iteration 30Q (7896.341329 sec): 3 clusters Score: Raw -594379.045899 + Penalty 1704.623456 = -592674.422443 nChanged 26 SP:Iteration 31Q (7896.397695 sec): 3 clusters Score: Raw -594383.785328 + Penalty 1704.623456 = -592679.161872 nChanged 27 SP:Iteration 32Q (7896.448578 sec): 3 clusters Score: Raw -594388.602907 + Penalty 1704.623456 = -592683.979451 nChanged 33 SP:Iteration 33Q (7896.496293 sec): 3 clusters Score: Raw -594393.784418 + Penalty 1704.623456 = -592689.160962 nChanged 26 SP:Iteration 34Q (7896.551719 sec): 3 clusters Score: Raw -594399.710242 + Penalty 1704.623456 = -592695.086786 nChanged 22 SP:Iteration 35Q (7896.618586 sec): 3 clusters Score: Raw -594403.884000 + Penalty 1704.623456 = -592699.260544 nChanged 22 SP:Iteration 36Q (7896.667234 sec): 3 clusters Score: Raw -594406.839724 + Penalty 1704.623456 = -592702.216268 nChanged 19 SP:Iteration 37Q (7896.722310 sec): 3 clusters Score: Raw -594409.616230 + Penalty 1704.623456 = -592704.992774 nChanged 16 SP:Iteration 38Q (7896.771628 sec): 3 clusters Score: Raw -594412.065798 + Penalty 1704.623456 = -592707.442342 nChanged 13 SP:Iteration 39Q (7896.823698 sec): 3 clusters Score: Raw -594413.458813 + Penalty 1704.623456 = -592708.835357 nChanged 11 SP:Iteration 40F (7896.881611 sec): 3 clusters Score: Raw -594414.715255 + Penalty 1704.623456 = -592710.091799 nChanged 12 SP:Iteration 41Q (7896.926852 sec): 3 clusters Score: Raw -594416.488490 + Penalty 1704.623456 = -592711.865034 nChanged 10 SP:Iteration 42Q (7896.982846 sec): 3 clusters Score: Raw -594418.228110 + Penalty 1704.623456 = -592713.604654 nChanged 9 SP:Iteration 43Q (7897.036304 sec): 3 clusters Score: Raw -594419.178063 + Penalty 1704.623456 = -592714.554607 nChanged 9 SP:Iteration 44Q (7897.101358 sec): 3 clusters Score: Raw -594419.887930 + Penalty 1704.623456 = -592715.264474 nChanged 10 SP:Iteration 45Q (7897.151169 sec): 3 clusters Score: Raw -594420.754660 + Penalty 1704.623456 = -592716.131204 nChanged 5 SP:Iteration 46Q (7897.203733 sec): 3 clusters Score: Raw -594421.174034 + Penalty 1704.623456 = -592716.550578 nChanged 2 SP:Iteration 47Q (7897.260718 sec): 3 clusters Score: Raw -594421.351361 + Penalty 1704.623456 = -592716.727906 nChanged 3 SP:Iteration 48Q (7897.304704 sec): 3 clusters Score: Raw -594421.810087 + Penalty 1704.623456 = -592717.186631 nChanged 0 SP:Iteration 49F (7897.353932 sec): 3 clusters Score: Raw -594421.810087 + Penalty 1704.623456 = -592717.186631 nChanged 0 Trying to split cluster 2 (7387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7897.386447 sec): 2 clusters Score: Raw -456714.773243 + Penalty 846.210313 = -455868.562930 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7897.444273 sec): 3 clusters Score: Raw -452440.297410 + Penalty 1692.420626 = -450747.876784 nChanged 3210 SP:Iteration 1F (7897.503300 sec): 3 clusters Score: Raw -454149.597354 + Penalty 1692.420626 = -452457.176728 nChanged 471 SP:Iteration 2F (7897.552436 sec): 3 clusters Score: Raw -454405.574364 + Penalty 1692.420626 = -452713.153738 nChanged 435 SP:Iteration 3F (7897.605219 sec): 3 clusters Score: Raw -454647.702634 + Penalty 1692.420626 = -452955.282008 nChanged 431 SP:Iteration 4F (7897.661085 sec): 3 clusters Score: Raw -454871.558173 + Penalty 1692.420626 = -453179.137547 nChanged 366 SP:Iteration 5Q (7897.720187 sec): 3 clusters Score: Raw -455109.526535 + Penalty 1692.420626 = -453417.105909 nChanged 394 SP:Iteration 6F (7897.775786 sec): 3 clusters Score: Raw -455346.916024 + Penalty 1692.420626 = -453654.495398 nChanged 349 SP:Iteration 7Q (7897.834580 sec): 3 clusters Score: Raw -455543.317816 + Penalty 1692.420626 = -453850.897190 nChanged 339 SP:Iteration 8Q (7897.890639 sec): 3 clusters Score: Raw -455727.100288 + Penalty 1692.420626 = -454034.679663 nChanged 321 SP:Iteration 9Q (7897.942310 sec): 3 clusters Score: Raw -455915.537922 + Penalty 1692.420626 = -454223.117297 nChanged 283 SP:Iteration 10Q (7897.987817 sec): 3 clusters Score: Raw -456072.583428 + Penalty 1692.420626 = -454380.162803 nChanged 253 SP:Iteration 11Q (7898.043679 sec): 3 clusters Score: Raw -456206.219532 + Penalty 1692.420626 = -454513.798907 nChanged 208 SP:Iteration 12Q (7898.095317 sec): 3 clusters Score: Raw -456319.508578 + Penalty 1692.420626 = -454627.087952 nChanged 188 SP:Iteration 13Q (7898.146047 sec): 3 clusters Score: Raw -456409.273351 + Penalty 1692.420626 = -454716.852725 nChanged 144 SP:Iteration 14Q (7898.196148 sec): 3 clusters Score: Raw -456464.176840 + Penalty 1692.420626 = -454771.756214 nChanged 119 SP:Iteration 15Q (7898.250202 sec): 3 clusters Score: Raw -456500.989142 + Penalty 1692.420626 = -454808.568516 nChanged 89 SP:Iteration 16Q (7898.313224 sec): 3 clusters Score: Raw -456525.188739 + Penalty 1692.420626 = -454832.768113 nChanged 92 SP:Iteration 17Q (7898.361475 sec): 3 clusters Score: Raw -456550.221008 + Penalty 1692.420626 = -454857.800382 nChanged 78 SP:Iteration 18Q (7898.420802 sec): 3 clusters Score: Raw -456571.913242 + Penalty 1692.420626 = -454879.492616 nChanged 67 SP:Iteration 19Q (7898.475549 sec): 3 clusters Score: Raw -456590.356333 + Penalty 1692.420626 = -454897.935707 nChanged 57 SP:Iteration 20F (7898.532137 sec): 3 clusters Score: Raw -456604.713425 + Penalty 1692.420626 = -454912.292799 nChanged 47 SP:Iteration 21Q (7898.588981 sec): 3 clusters Score: Raw -456615.470848 + Penalty 1692.420626 = -454923.050222 nChanged 48 SP:Iteration 22Q (7898.630192 sec): 3 clusters Score: Raw -456627.967119 + Penalty 1692.420626 = -454935.546493 nChanged 60 SP:Iteration 23Q (7898.685771 sec): 3 clusters Score: Raw -456644.911637 + Penalty 1692.420626 = -454952.491012 nChanged 53 SP:Iteration 24Q (7898.740818 sec): 3 clusters Score: Raw -456659.029684 + Penalty 1692.420626 = -454966.609058 nChanged 46 SP:Iteration 25Q (7898.795031 sec): 3 clusters Score: Raw -456669.901466 + Penalty 1692.420626 = -454977.480840 nChanged 40 SP:Iteration 26Q (7898.855332 sec): 3 clusters Score: Raw -456681.545051 + Penalty 1692.420626 = -454989.124425 nChanged 57 SP:Iteration 27Q (7898.899404 sec): 3 clusters Score: Raw -456699.799272 + Penalty 1692.420626 = -455007.378646 nChanged 48 SP:Iteration 28Q (7898.947317 sec): 3 clusters Score: Raw -456713.820640 + Penalty 1692.420626 = -455021.400014 nChanged 49 SP:Iteration 29Q (7899.004145 sec): 3 clusters Score: Raw -456726.973720 + Penalty 1692.420626 = -455034.553095 nChanged 43 SP:Iteration 30Q (7899.045064 sec): 3 clusters Score: Raw -456738.773588 + Penalty 1692.420626 = -455046.352963 nChanged 43 SP:Iteration 31Q (7899.090965 sec): 3 clusters Score: Raw -456749.871453 + Penalty 1692.420626 = -455057.450827 nChanged 38 SP:Iteration 32Q (7899.147635 sec): 3 clusters Score: Raw -456757.735010 + Penalty 1692.420626 = -455065.314384 nChanged 34 SP:Iteration 33Q (7899.191277 sec): 3 clusters Score: Raw -456765.317033 + Penalty 1692.420626 = -455072.896407 nChanged 31 SP:Iteration 34Q (7899.247695 sec): 3 clusters Score: Raw -456774.898890 + Penalty 1692.420626 = -455082.478265 nChanged 31 SP:Iteration 35Q (7899.297005 sec): 3 clusters Score: Raw -456785.031037 + Penalty 1692.420626 = -455092.610411 nChanged 35 SP:Iteration 36Q (7899.344310 sec): 3 clusters Score: Raw -456792.817488 + Penalty 1692.420626 = -455100.396862 nChanged 38 SP:Iteration 37Q (7899.392933 sec): 3 clusters Score: Raw -456805.242769 + Penalty 1692.420626 = -455112.822143 nChanged 33 SP:Iteration 38Q (7899.451280 sec): 3 clusters Score: Raw -456814.624936 + Penalty 1692.420626 = -455122.204310 nChanged 28 SP:Iteration 39Q (7899.496730 sec): 3 clusters Score: Raw -456822.506962 + Penalty 1692.420626 = -455130.086336 nChanged 25 SP:Iteration 40F (7899.560104 sec): 3 clusters Score: Raw -456829.237070 + Penalty 1692.420626 = -455136.816444 nChanged 29 SP:Iteration 41Q (7899.601903 sec): 3 clusters Score: Raw -456837.068482 + Penalty 1692.420626 = -455144.647856 nChanged 20 SP:Iteration 42Q (7899.658223 sec): 3 clusters Score: Raw -456841.515375 + Penalty 1692.420626 = -455149.094749 nChanged 12 SP:Iteration 43Q (7899.700005 sec): 3 clusters Score: Raw -456844.056255 + Penalty 1692.420626 = -455151.635629 nChanged 11 SP:Iteration 44Q (7899.765505 sec): 3 clusters Score: Raw -456845.936024 + Penalty 1692.420626 = -455153.515398 nChanged 10 SP:Iteration 45Q (7899.818352 sec): 3 clusters Score: Raw -456847.887184 + Penalty 1692.420626 = -455155.466559 nChanged 12 SP:Iteration 46Q (7899.867247 sec): 3 clusters Score: Raw -456849.591892 + Penalty 1692.420626 = -455157.171266 nChanged 5 SP:Iteration 47Q (7899.911791 sec): 3 clusters Score: Raw -456850.553692 + Penalty 1692.420626 = -455158.133066 nChanged 5 SP:Iteration 48Q (7899.959073 sec): 3 clusters Score: Raw -456851.282197 + Penalty 1692.420626 = -455158.861571 nChanged 5 SP:Iteration 49Q (7900.004701 sec): 3 clusters Score: Raw -456851.904556 + Penalty 1692.420626 = -455159.483930 nChanged 5 SP:Iteration 50Q (7900.057481 sec): 3 clusters Score: Raw -456852.643067 + Penalty 1692.420626 = -455160.222441 nChanged 5 SP:Iteration 51Q (7900.114415 sec): 3 clusters Score: Raw -456853.364208 + Penalty 1692.420626 = -455160.943583 nChanged 4 SP:Iteration 52Q (7900.162167 sec): 3 clusters Score: Raw -456853.885509 + Penalty 1692.420626 = -455161.464883 nChanged 2 SP:Iteration 53Q (7900.217508 sec): 3 clusters Score: Raw -456854.038595 + Penalty 1692.420626 = -455161.617969 nChanged 0 SP:Iteration 54F (7900.270499 sec): 3 clusters Score: Raw -456854.038595 + Penalty 1692.420626 = -455161.617969 nChanged 0 Trying to split cluster 3 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7900.302033 sec): 2 clusters Score: Raw -65897.932714 + Penalty 651.063414 = -65246.869300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7900.350152 sec): 3 clusters Score: Raw -65516.005207 + Penalty 1302.126828 = -64213.878380 nChanged 331 SP:Iteration 1F (7900.398998 sec): 3 clusters Score: Raw -65821.843521 + Penalty 1302.126828 = -64519.716693 nChanged 96 SP:Iteration 2F (7900.443407 sec): 3 clusters Score: Raw -65972.575743 + Penalty 1302.126828 = -64670.448915 nChanged 92 SP:Iteration 3F (7900.495988 sec): 3 clusters Score: Raw -66140.306013 + Penalty 1302.126828 = -64838.179186 nChanged 78 SP:Iteration 4F (7900.532332 sec): 3 clusters Score: Raw -66271.207360 + Penalty 1302.126828 = -64969.080533 nChanged 47 SP:Iteration 5Q (7900.579620 sec): 3 clusters Score: Raw -66326.749288 + Penalty 1302.126828 = -65024.622461 nChanged 27 SP:Iteration 6Q (7900.633619 sec): 3 clusters Score: Raw -66351.450261 + Penalty 1302.126828 = -65049.323433 nChanged 19 SP:Iteration 7Q (7900.679354 sec): 3 clusters Score: Raw -66372.930582 + Penalty 1302.126828 = -65070.803754 nChanged 16 SP:Iteration 8Q (7900.720725 sec): 3 clusters Score: Raw -66385.168118 + Penalty 1302.126828 = -65083.041290 nChanged 12 SP:Iteration 9Q (7900.767303 sec): 3 clusters Score: Raw -66392.658821 + Penalty 1302.126828 = -65090.531994 nChanged 6 SP:Iteration 10Q (7900.810716 sec): 3 clusters Score: Raw -66397.227435 + Penalty 1302.126828 = -65095.100607 nChanged 9 SP:Iteration 11Q (7900.849765 sec): 3 clusters Score: Raw -66405.366444 + Penalty 1302.126828 = -65103.239616 nChanged 8 SP:Iteration 12Q (7900.901571 sec): 3 clusters Score: Raw -66411.705537 + Penalty 1302.126828 = -65109.578709 nChanged 7 SP:Iteration 13Q (7900.939973 sec): 3 clusters Score: Raw -66417.850754 + Penalty 1302.126828 = -65115.723926 nChanged 8 SP:Iteration 14Q (7900.998217 sec): 3 clusters Score: Raw -66429.504871 + Penalty 1302.126828 = -65127.378043 nChanged 5 SP:Iteration 15Q (7901.046589 sec): 3 clusters Score: Raw -66435.538884 + Penalty 1302.126828 = -65133.412057 nChanged 7 SP:Iteration 16Q (7901.093721 sec): 3 clusters Score: Raw -66448.672364 + Penalty 1302.126828 = -65146.545536 nChanged 7 SP:Iteration 17Q (7901.122987 sec): 3 clusters Score: Raw -66454.014473 + Penalty 1302.126828 = -65151.887645 nChanged 6 SP:Iteration 18Q (7901.179590 sec): 3 clusters Score: Raw -66456.460604 + Penalty 1302.126828 = -65154.333776 nChanged 2 SP:Iteration 19Q (7901.228011 sec): 3 clusters Score: Raw -66458.062111 + Penalty 1302.126828 = -65155.935283 nChanged 0 SP:Iteration 20F (7901.266207 sec): 3 clusters Score: Raw -66458.062111 + Penalty 1302.126828 = -65155.935283 nChanged 0 Trying to split cluster 4 (14651 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7901.316607 sec): 2 clusters Score: Raw -1146946.299302 + Penalty 911.265068 = -1146035.034234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7901.384982 sec): 3 clusters Score: Raw -1137947.055544 + Penalty 1822.530136 = -1136124.525409 nChanged 6780 SP:Iteration 1F (7901.441255 sec): 3 clusters Score: Raw -1141686.480112 + Penalty 1822.530136 = -1139863.949976 nChanged 816 SP:Iteration 2F (7901.506468 sec): 3 clusters Score: Raw -1142055.011555 + Penalty 1822.530136 = -1140232.481420 nChanged 846 SP:Iteration 3F (7901.580856 sec): 3 clusters Score: Raw -1142448.829036 + Penalty 1822.530136 = -1140626.298900 nChanged 875 SP:Iteration 4F (7901.632119 sec): 3 clusters Score: Raw -1142902.842229 + Penalty 1822.530136 = -1141080.312094 nChanged 933 SP:Iteration 5F (7901.703584 sec): 3 clusters Score: Raw -1143502.960459 + Penalty 1822.530136 = -1141680.430323 nChanged 941 SP:Iteration 6F (7901.754840 sec): 3 clusters Score: Raw -1144183.396797 + Penalty 1822.530136 = -1142360.866662 nChanged 876 SP:Iteration 7F (7901.814132 sec): 3 clusters Score: Raw -1144843.094750 + Penalty 1822.530136 = -1143020.564614 nChanged 724 SP:Iteration 8Q (7901.875285 sec): 3 clusters Score: Raw -1145432.595794 + Penalty 1822.530136 = -1143610.065658 nChanged 582 SP:Iteration 9Q (7901.935692 sec): 3 clusters Score: Raw -1145891.339468 + Penalty 1822.530136 = -1144068.809333 nChanged 447 SP:Iteration 10Q (7902.008407 sec): 3 clusters Score: Raw -1146213.337251 + Penalty 1822.530136 = -1144390.807115 nChanged 325 SP:Iteration 11Q (7902.079100 sec): 3 clusters Score: Raw -1146418.655507 + Penalty 1822.530136 = -1144596.125371 nChanged 205 SP:Iteration 12Q (7902.141115 sec): 3 clusters Score: Raw -1146535.448541 + Penalty 1822.530136 = -1144712.918406 nChanged 148 SP:Iteration 13Q (7902.206533 sec): 3 clusters Score: Raw -1146598.898477 + Penalty 1822.530136 = -1144776.368341 nChanged 113 SP:Iteration 14Q (7902.265184 sec): 3 clusters Score: Raw -1146642.751775 + Penalty 1822.530136 = -1144820.221640 nChanged 101 SP:Iteration 15Q (7902.331086 sec): 3 clusters Score: Raw -1146681.995552 + Penalty 1822.530136 = -1144859.465416 nChanged 85 SP:Iteration 16Q (7902.394090 sec): 3 clusters Score: Raw -1146714.879463 + Penalty 1822.530136 = -1144892.349327 nChanged 80 SP:Iteration 17Q (7902.449024 sec): 3 clusters Score: Raw -1146741.106941 + Penalty 1822.530136 = -1144918.576806 nChanged 63 SP:Iteration 18Q (7902.502406 sec): 3 clusters Score: Raw -1146765.998338 + Penalty 1822.530136 = -1144943.468203 nChanged 70 SP:Iteration 19Q (7902.578241 sec): 3 clusters Score: Raw -1146794.098890 + Penalty 1822.530136 = -1144971.568754 nChanged 66 SP:Iteration 20F (7902.643735 sec): 3 clusters Score: Raw -1146819.406735 + Penalty 1822.530136 = -1144996.876599 nChanged 54 SP:Iteration 21Q (7902.699604 sec): 3 clusters Score: Raw -1146839.028408 + Penalty 1822.530136 = -1145016.498272 nChanged 37 SP:Iteration 22Q (7902.772585 sec): 3 clusters Score: Raw -1146852.125046 + Penalty 1822.530136 = -1145029.594910 nChanged 29 SP:Iteration 23Q (7902.838636 sec): 3 clusters Score: Raw -1146863.073795 + Penalty 1822.530136 = -1145040.543660 nChanged 35 SP:Iteration 24Q (7902.903552 sec): 3 clusters Score: Raw -1146876.576431 + Penalty 1822.530136 = -1145054.046295 nChanged 35 SP:Iteration 25Q (7902.960104 sec): 3 clusters Score: Raw -1146889.977388 + Penalty 1822.530136 = -1145067.447252 nChanged 30 SP:Iteration 26Q (7903.025559 sec): 3 clusters Score: Raw -1146901.824283 + Penalty 1822.530136 = -1145079.294148 nChanged 29 SP:Iteration 27Q (7903.080762 sec): 3 clusters Score: Raw -1146918.492781 + Penalty 1822.530136 = -1145095.962646 nChanged 42 SP:Iteration 28Q (7903.146767 sec): 3 clusters Score: Raw -1146939.544582 + Penalty 1822.530136 = -1145117.014446 nChanged 30 SP:Iteration 29Q (7903.197160 sec): 3 clusters Score: Raw -1146951.545647 + Penalty 1822.530136 = -1145129.015512 nChanged 29 SP:Iteration 30Q (7903.264207 sec): 3 clusters Score: Raw -1146965.540717 + Penalty 1822.530136 = -1145143.010582 nChanged 23 SP:Iteration 31Q (7903.322762 sec): 3 clusters Score: Raw -1146977.094867 + Penalty 1822.530136 = -1145154.564731 nChanged 21 SP:Iteration 32Q (7903.390835 sec): 3 clusters Score: Raw -1146986.532232 + Penalty 1822.530136 = -1145164.002096 nChanged 18 SP:Iteration 33Q (7903.456120 sec): 3 clusters Score: Raw -1146996.514283 + Penalty 1822.530136 = -1145173.984147 nChanged 20 SP:Iteration 34Q (7903.498529 sec): 3 clusters Score: Raw -1147006.712347 + Penalty 1822.530136 = -1145184.182211 nChanged 19 SP:Iteration 35Q (7903.563447 sec): 3 clusters Score: Raw -1147013.256393 + Penalty 1822.530136 = -1145190.726258 nChanged 15 SP:Iteration 36Q (7903.628472 sec): 3 clusters Score: Raw -1147018.017674 + Penalty 1822.530136 = -1145195.487539 nChanged 9 SP:Iteration 37Q (7903.678977 sec): 3 clusters Score: Raw -1147023.271570 + Penalty 1822.530136 = -1145200.741434 nChanged 9 SP:Iteration 38Q (7903.742727 sec): 3 clusters Score: Raw -1147027.297933 + Penalty 1822.530136 = -1145204.767797 nChanged 5 SP:Iteration 39Q (7903.798710 sec): 3 clusters Score: Raw -1147031.013620 + Penalty 1822.530136 = -1145208.483484 nChanged 7 SP:Iteration 40F (7903.853176 sec): 3 clusters Score: Raw -1147033.990474 + Penalty 1822.530136 = -1145211.460339 nChanged 4 SP:Iteration 41Q (7903.920630 sec): 3 clusters Score: Raw -1147035.859437 + Penalty 1822.530136 = -1145213.329302 nChanged 5 SP:Iteration 42Q (7903.982524 sec): 3 clusters Score: Raw -1147038.169297 + Penalty 1822.530136 = -1145215.639162 nChanged 3 SP:Iteration 43Q (7904.037390 sec): 3 clusters Score: Raw -1147038.960270 + Penalty 1822.530136 = -1145216.430134 nChanged 3 SP:Iteration 44Q (7904.104168 sec): 3 clusters Score: Raw -1147040.910992 + Penalty 1822.530136 = -1145218.380857 nChanged 5 SP:Iteration 45Q (7904.155558 sec): 3 clusters Score: Raw -1147044.040167 + Penalty 1822.530136 = -1145221.510032 nChanged 6 SP:Iteration 46Q (7904.205410 sec): 3 clusters Score: Raw -1147047.978482 + Penalty 1822.530136 = -1145225.448347 nChanged 5 SP:Iteration 47Q (7904.267630 sec): 3 clusters Score: Raw -1147050.999834 + Penalty 1822.530136 = -1145228.469698 nChanged 5 SP:Iteration 48Q (7904.333002 sec): 3 clusters Score: Raw -1147053.528089 + Penalty 1822.530136 = -1145230.997954 nChanged 6 SP:Iteration 49Q (7904.392624 sec): 3 clusters Score: Raw -1147057.097051 + Penalty 1822.530136 = -1145234.566915 nChanged 6 SP:Iteration 50Q (7904.454562 sec): 3 clusters Score: Raw -1147059.476711 + Penalty 1822.530136 = -1145236.946575 nChanged 2 SP:Iteration 51Q (7904.503012 sec): 3 clusters Score: Raw -1147060.270369 + Penalty 1822.530136 = -1145237.740234 nChanged 2 SP:Iteration 52Q (7904.565979 sec): 3 clusters Score: Raw -1147061.090601 + Penalty 1822.530136 = -1145238.560466 nChanged 0 SP:Iteration 53F (7904.628219 sec): 3 clusters Score: Raw -1147061.090601 + Penalty 1822.530136 = -1145238.560466 nChanged 0 Trying to split cluster 5 (1532 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7904.657849 sec): 2 clusters Score: Raw -99934.346677 + Penalty 696.761288 = -99237.585389 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7904.702754 sec): 3 clusters Score: Raw -99217.037941 + Penalty 1393.522577 = -97823.515365 nChanged 600 SP:Iteration 1F (7904.753885 sec): 3 clusters Score: Raw -99601.457532 + Penalty 1393.522577 = -98207.934956 nChanged 139 SP:Iteration 2F (7904.799390 sec): 3 clusters Score: Raw -99722.853123 + Penalty 1393.522577 = -98329.330546 nChanged 108 SP:Iteration 3F (7904.841911 sec): 3 clusters Score: Raw -99802.723109 + Penalty 1393.522577 = -98409.200533 nChanged 69 SP:Iteration 4Q (7904.883811 sec): 3 clusters Score: Raw -99848.788061 + Penalty 1393.522577 = -98455.265484 nChanged 66 SP:Iteration 5Q (7904.929867 sec): 3 clusters Score: Raw -99887.472691 + Penalty 1393.522577 = -98493.950114 nChanged 39 SP:Iteration 6Q (7904.985025 sec): 3 clusters Score: Raw -99912.151936 + Penalty 1393.522577 = -98518.629360 nChanged 45 SP:Iteration 7Q (7905.023450 sec): 3 clusters Score: Raw -99943.619558 + Penalty 1393.522577 = -98550.096981 nChanged 32 SP:Iteration 8Q (7905.061679 sec): 3 clusters Score: Raw -99966.214597 + Penalty 1393.522577 = -98572.692020 nChanged 24 SP:Iteration 9Q (7905.114383 sec): 3 clusters Score: Raw -99988.955065 + Penalty 1393.522577 = -98595.432488 nChanged 32 SP:Iteration 10Q (7905.157349 sec): 3 clusters Score: Raw -100014.657515 + Penalty 1393.522577 = -98621.134939 nChanged 25 SP:Iteration 11Q (7905.198020 sec): 3 clusters Score: Raw -100032.167002 + Penalty 1393.522577 = -98638.644425 nChanged 18 SP:Iteration 12Q (7905.248562 sec): 3 clusters Score: Raw -100042.720040 + Penalty 1393.522577 = -98649.197464 nChanged 13 SP:Iteration 13Q (7905.303043 sec): 3 clusters Score: Raw -100050.443582 + Penalty 1393.522577 = -98656.921006 nChanged 14 SP:Iteration 14Q (7905.358084 sec): 3 clusters Score: Raw -100062.286534 + Penalty 1393.522577 = -98668.763957 nChanged 14 SP:Iteration 15Q (7905.404126 sec): 3 clusters Score: Raw -100070.016696 + Penalty 1393.522577 = -98676.494119 nChanged 10 SP:Iteration 16Q (7905.452252 sec): 3 clusters Score: Raw -100074.654187 + Penalty 1393.522577 = -98681.131611 nChanged 6 SP:Iteration 17Q (7905.494204 sec): 3 clusters Score: Raw -100077.802061 + Penalty 1393.522577 = -98684.279484 nChanged 8 SP:Iteration 18Q (7905.537376 sec): 3 clusters Score: Raw -100082.415634 + Penalty 1393.522577 = -98688.893057 nChanged 5 SP:Iteration 19Q (7905.587885 sec): 3 clusters Score: Raw -100084.019638 + Penalty 1393.522577 = -98690.497061 nChanged 3 SP:Iteration 20F (7905.635492 sec): 3 clusters Score: Raw -100084.777209 + Penalty 1393.522577 = -98691.254633 nChanged 2 SP:Iteration 21Q (7905.683882 sec): 3 clusters Score: Raw -100085.318786 + Penalty 1393.522577 = -98691.796209 nChanged 3 SP:Iteration 22Q (7905.730407 sec): 3 clusters Score: Raw -100087.234007 + Penalty 1393.522577 = -98693.711430 nChanged 4 SP:Iteration 23Q (7905.781189 sec): 3 clusters Score: Raw -100088.587662 + Penalty 1393.522577 = -98695.065086 nChanged 4 SP:Iteration 24Q (7905.817122 sec): 3 clusters Score: Raw -100090.123587 + Penalty 1393.522577 = -98696.601010 nChanged 9 SP:Iteration 25Q (7905.862469 sec): 3 clusters Score: Raw -100095.455604 + Penalty 1393.522577 = -98701.933027 nChanged 7 SP:Iteration 26Q (7905.910394 sec): 3 clusters Score: Raw -100099.356444 + Penalty 1393.522577 = -98705.833868 nChanged 5 SP:Iteration 27Q (7905.948463 sec): 3 clusters Score: Raw -100101.882704 + Penalty 1393.522577 = -98708.360128 nChanged 4 SP:Iteration 28Q (7905.992759 sec): 3 clusters Score: Raw -100103.883975 + Penalty 1393.522577 = -98710.361398 nChanged 3 SP:Iteration 29Q (7906.025732 sec): 3 clusters Score: Raw -100106.009170 + Penalty 1393.522577 = -98712.486593 nChanged 3 SP:Iteration 30Q (7906.070833 sec): 3 clusters Score: Raw -100108.851940 + Penalty 1393.522577 = -98715.329363 nChanged 2 SP:Iteration 31Q (7906.118806 sec): 3 clusters Score: Raw -100109.685960 + Penalty 1393.522577 = -98716.163383 nChanged 1 SP:Iteration 32Q (7906.169377 sec): 3 clusters Score: Raw -100109.991015 + Penalty 1393.522577 = -98716.468438 nChanged 1 SP:Iteration 33Q (7906.225931 sec): 3 clusters Score: Raw -100110.140408 + Penalty 1393.522577 = -98716.617832 nChanged 0 SP:Iteration 34F (7906.258355 sec): 3 clusters Score: Raw -100110.140408 + Penalty 1393.522577 = -98716.617832 nChanged 0 Trying to split cluster 6 (12958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7906.292648 sec): 2 clusters Score: Raw -958082.489284 + Penalty 899.599521 = -957182.889764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7906.365468 sec): 3 clusters Score: Raw -950180.207549 + Penalty 1799.199041 = -948381.008508 nChanged 5950 SP:Iteration 1F (7906.419657 sec): 3 clusters Score: Raw -953476.846675 + Penalty 1799.199041 = -951677.647634 nChanged 701 SP:Iteration 2F (7906.471715 sec): 3 clusters Score: Raw -953780.997466 + Penalty 1799.199041 = -951981.798425 nChanged 719 SP:Iteration 3F (7906.543822 sec): 3 clusters Score: Raw -954141.951874 + Penalty 1799.199041 = -952342.752833 nChanged 756 SP:Iteration 4F (7906.605001 sec): 3 clusters Score: Raw -954581.762607 + Penalty 1799.199041 = -952782.563566 nChanged 753 SP:Iteration 5F (7906.662768 sec): 3 clusters Score: Raw -955092.989445 + Penalty 1799.199041 = -953293.790404 nChanged 774 SP:Iteration 6F (7906.725926 sec): 3 clusters Score: Raw -955623.205372 + Penalty 1799.199041 = -953824.006331 nChanged 695 SP:Iteration 7F (7906.789854 sec): 3 clusters Score: Raw -956104.348634 + Penalty 1799.199041 = -954305.149593 nChanged 606 SP:Iteration 8Q (7906.844360 sec): 3 clusters Score: Raw -956529.285728 + Penalty 1799.199041 = -954730.086687 nChanged 514 SP:Iteration 9Q (7906.905954 sec): 3 clusters Score: Raw -956796.013026 + Penalty 1799.199041 = -954996.813985 nChanged 334 SP:Iteration 10Q (7906.979745 sec): 3 clusters Score: Raw -956934.681404 + Penalty 1799.199041 = -955135.482363 nChanged 225 SP:Iteration 11Q (7907.043045 sec): 3 clusters Score: Raw -957016.056995 + Penalty 1799.199041 = -955216.857954 nChanged 191 SP:Iteration 12Q (7907.093980 sec): 3 clusters Score: Raw -957081.336794 + Penalty 1799.199041 = -955282.137753 nChanged 173 SP:Iteration 13Q (7907.164300 sec): 3 clusters Score: Raw -957135.748105 + Penalty 1799.199041 = -955336.549064 nChanged 154 SP:Iteration 14Q (7907.227888 sec): 3 clusters Score: Raw -957177.747021 + Penalty 1799.199041 = -955378.547980 nChanged 127 SP:Iteration 15Q (7907.290831 sec): 3 clusters Score: Raw -957209.098485 + Penalty 1799.199041 = -955409.899444 nChanged 102 SP:Iteration 16Q (7907.357972 sec): 3 clusters Score: Raw -957228.606222 + Penalty 1799.199041 = -955429.407181 nChanged 83 SP:Iteration 17Q (7907.421559 sec): 3 clusters Score: Raw -957241.957067 + Penalty 1799.199041 = -955442.758026 nChanged 67 SP:Iteration 18Q (7907.492674 sec): 3 clusters Score: Raw -957251.186163 + Penalty 1799.199041 = -955451.987122 nChanged 46 SP:Iteration 19Q (7907.558862 sec): 3 clusters Score: Raw -957256.210079 + Penalty 1799.199041 = -955457.011038 nChanged 33 SP:Iteration 20F (7907.625827 sec): 3 clusters Score: Raw -957259.074950 + Penalty 1799.199041 = -955459.875909 nChanged 37 SP:Iteration 21Q (7907.691581 sec): 3 clusters Score: Raw -957263.650469 + Penalty 1799.199041 = -955464.451428 nChanged 35 SP:Iteration 22Q (7907.744947 sec): 3 clusters Score: Raw -957267.334286 + Penalty 1799.199041 = -955468.135245 nChanged 29 SP:Iteration 23Q (7907.815596 sec): 3 clusters Score: Raw -957269.870741 + Penalty 1799.199041 = -955470.671700 nChanged 30 SP:Iteration 24Q (7907.876368 sec): 3 clusters Score: Raw -957272.870519 + Penalty 1799.199041 = -955473.671478 nChanged 30 SP:Iteration 25Q (7907.943825 sec): 3 clusters Score: Raw -957276.299549 + Penalty 1799.199041 = -955477.100508 nChanged 32 SP:Iteration 26Q (7908.000983 sec): 3 clusters Score: Raw -957279.404262 + Penalty 1799.199041 = -955480.205221 nChanged 27 SP:Iteration 27Q (7908.074543 sec): 3 clusters Score: Raw -957281.320240 + Penalty 1799.199041 = -955482.121199 nChanged 18 SP:Iteration 28Q (7908.134190 sec): 3 clusters Score: Raw -957283.167937 + Penalty 1799.199041 = -955483.968895 nChanged 24 SP:Iteration 29Q (7908.194474 sec): 3 clusters Score: Raw -957285.774816 + Penalty 1799.199041 = -955486.575775 nChanged 29 SP:Iteration 30Q (7908.255987 sec): 3 clusters Score: Raw -957289.518368 + Penalty 1799.199041 = -955490.319327 nChanged 35 SP:Iteration 31Q (7908.326756 sec): 3 clusters Score: Raw -957294.184604 + Penalty 1799.199041 = -955494.985563 nChanged 50 SP:Iteration 32Q (7908.385518 sec): 3 clusters Score: Raw -957303.712084 + Penalty 1799.199041 = -955504.513043 nChanged 47 SP:Iteration 33Q (7908.442787 sec): 3 clusters Score: Raw -957311.279258 + Penalty 1799.199041 = -955512.080217 nChanged 59 SP:Iteration 34Q (7908.509452 sec): 3 clusters Score: Raw -957320.687328 + Penalty 1799.199041 = -955521.488287 nChanged 50 SP:Iteration 35Q (7908.569122 sec): 3 clusters Score: Raw -957331.674891 + Penalty 1799.199041 = -955532.475850 nChanged 62 SP:Iteration 36Q (7908.632229 sec): 3 clusters Score: Raw -957341.220026 + Penalty 1799.199041 = -955542.020985 nChanged 50 SP:Iteration 37Q (7908.695376 sec): 3 clusters Score: Raw -957348.554909 + Penalty 1799.199041 = -955549.355868 nChanged 52 SP:Iteration 38Q (7908.753779 sec): 3 clusters Score: Raw -957356.785719 + Penalty 1799.199041 = -955557.586678 nChanged 48 SP:Iteration 39Q (7908.812049 sec): 3 clusters Score: Raw -957363.785533 + Penalty 1799.199041 = -955564.586492 nChanged 35 SP:Iteration 40F (7908.872613 sec): 3 clusters Score: Raw -957367.959051 + Penalty 1799.199041 = -955568.760010 nChanged 38 SP:Iteration 41Q (7908.935898 sec): 3 clusters Score: Raw -957373.352479 + Penalty 1799.199041 = -955574.153438 nChanged 40 SP:Iteration 42Q (7908.996775 sec): 3 clusters Score: Raw -957379.869127 + Penalty 1799.199041 = -955580.670086 nChanged 43 SP:Iteration 43Q (7909.055553 sec): 3 clusters Score: Raw -957388.781638 + Penalty 1799.199041 = -955589.582597 nChanged 48 SP:Iteration 44Q (7909.118234 sec): 3 clusters Score: Raw -957396.258152 + Penalty 1799.199041 = -955597.059110 nChanged 42 SP:Iteration 45Q (7909.176318 sec): 3 clusters Score: Raw -957403.691803 + Penalty 1799.199041 = -955604.492762 nChanged 52 SP:Iteration 46Q (7909.240517 sec): 3 clusters Score: Raw -957415.691732 + Penalty 1799.199041 = -955616.492691 nChanged 67 SP:Iteration 47Q (7909.301806 sec): 3 clusters Score: Raw -957433.804853 + Penalty 1799.199041 = -955634.605812 nChanged 68 SP:Iteration 48Q (7909.364445 sec): 3 clusters Score: Raw -957454.188242 + Penalty 1799.199041 = -955654.989201 nChanged 72 SP:Iteration 49Q (7909.429817 sec): 3 clusters Score: Raw -957477.477965 + Penalty 1799.199041 = -955678.278924 nChanged 82 SP:Iteration 50Q (7909.486414 sec): 3 clusters Score: Raw -957505.420892 + Penalty 1799.199041 = -955706.221851 nChanged 84 SP:Iteration 51Q (7909.554774 sec): 3 clusters Score: Raw -957530.394368 + Penalty 1799.199041 = -955731.195327 nChanged 61 SP:Iteration 52Q (7909.613919 sec): 3 clusters Score: Raw -957544.297958 + Penalty 1799.199041 = -955745.098917 nChanged 60 SP:Iteration 53Q (7909.673094 sec): 3 clusters Score: Raw -957562.228672 + Penalty 1799.199041 = -955763.029631 nChanged 62 SP:Iteration 54Q (7909.728320 sec): 3 clusters Score: Raw -957576.047999 + Penalty 1799.199041 = -955776.848958 nChanged 49 SP:Iteration 55Q (7909.793265 sec): 3 clusters Score: Raw -957584.497022 + Penalty 1799.199041 = -955785.297981 nChanged 37 SP:Iteration 56Q (7909.854599 sec): 3 clusters Score: Raw -957590.625548 + Penalty 1799.199041 = -955791.426507 nChanged 32 SP:Iteration 57Q (7909.921627 sec): 3 clusters Score: Raw -957594.037860 + Penalty 1799.199041 = -955794.838819 nChanged 19 SP:Iteration 58Q (7909.984164 sec): 3 clusters Score: Raw -957595.526848 + Penalty 1799.199041 = -955796.327806 nChanged 22 SP:Iteration 59Q (7910.038158 sec): 3 clusters Score: Raw -957597.630791 + Penalty 1799.199041 = -955798.431750 nChanged 18 SP:Iteration 60F (7910.097777 sec): 3 clusters Score: Raw -957598.654861 + Penalty 1799.199041 = -955799.455820 nChanged 10 SP:Iteration 61Q (7910.169111 sec): 3 clusters Score: Raw -957599.373078 + Penalty 1799.199041 = -955800.174037 nChanged 7 SP:Iteration 62Q (7910.232402 sec): 3 clusters Score: Raw -957599.978284 + Penalty 1799.199041 = -955800.779243 nChanged 7 SP:Iteration 63Q (7910.295535 sec): 3 clusters Score: Raw -957600.380605 + Penalty 1799.199041 = -955801.181564 nChanged 5 SP:Iteration 64Q (7910.352505 sec): 3 clusters Score: Raw -957600.663941 + Penalty 1799.199041 = -955801.464900 nChanged 4 SP:Iteration 65Q (7910.408935 sec): 3 clusters Score: Raw -957600.786601 + Penalty 1799.199041 = -955801.587560 nChanged 3 SP:Iteration 66Q (7910.471803 sec): 3 clusters Score: Raw -957600.956554 + Penalty 1799.199041 = -955801.757513 nChanged 2 SP:Iteration 67Q (7910.523081 sec): 3 clusters Score: Raw -957601.047762 + Penalty 1799.199041 = -955801.848721 nChanged 2 SP:Iteration 68Q (7910.585356 sec): 3 clusters Score: Raw -957601.121512 + Penalty 1799.199041 = -955801.922471 nChanged 1 SP:Iteration 69Q (7910.650613 sec): 3 clusters Score: Raw -957601.177362 + Penalty 1799.199041 = -955801.978321 nChanged 1 SP:Iteration 70Q (7910.700022 sec): 3 clusters Score: Raw -957601.287365 + Penalty 1799.199041 = -955802.088324 nChanged 1 SP:Iteration 71Q (7910.762751 sec): 3 clusters Score: Raw -957601.317930 + Penalty 1799.199041 = -955802.118889 nChanged 0 SP:Iteration 72F (7910.826321 sec): 3 clusters Score: Raw -957601.317930 + Penalty 1799.199041 = -955802.118889 nChanged 0 Trying to split cluster 7 (16126 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7910.871983 sec): 2 clusters Score: Raw -1250284.069496 + Penalty 920.377875 = -1249363.691621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7910.940320 sec): 3 clusters Score: Raw -1240333.431045 + Penalty 1840.755749 = -1238492.675295 nChanged 7423 SP:Iteration 1F (7911.007459 sec): 3 clusters Score: Raw -1244579.123424 + Penalty 1840.755749 = -1242738.367675 nChanged 853 SP:Iteration 2F (7911.061352 sec): 3 clusters Score: Raw -1244910.670148 + Penalty 1840.755749 = -1243069.914398 nChanged 824 SP:Iteration 3F (7911.129125 sec): 3 clusters Score: Raw -1245253.155094 + Penalty 1840.755749 = -1243412.399345 nChanged 860 SP:Iteration 4F (7911.196627 sec): 3 clusters Score: Raw -1245696.385112 + Penalty 1840.755749 = -1243855.629363 nChanged 999 SP:Iteration 5F (7911.255258 sec): 3 clusters Score: Raw -1246335.614757 + Penalty 1840.755749 = -1244494.859008 nChanged 1053 SP:Iteration 6F (7911.327958 sec): 3 clusters Score: Raw -1247095.475686 + Penalty 1840.755749 = -1245254.719937 nChanged 1002 SP:Iteration 7F (7911.379998 sec): 3 clusters Score: Raw -1247898.080714 + Penalty 1840.755749 = -1246057.324965 nChanged 882 SP:Iteration 8F (7911.449680 sec): 3 clusters Score: Raw -1248643.328332 + Penalty 1840.755749 = -1246802.572582 nChanged 691 SP:Iteration 9Q (7911.522714 sec): 3 clusters Score: Raw -1249253.481087 + Penalty 1840.755749 = -1247412.725338 nChanged 498 SP:Iteration 10Q (7911.576095 sec): 3 clusters Score: Raw -1249676.276731 + Penalty 1840.755749 = -1247835.520982 nChanged 341 SP:Iteration 11Q (7911.646323 sec): 3 clusters Score: Raw -1249949.980752 + Penalty 1840.755749 = -1248109.225002 nChanged 204 SP:Iteration 12Q (7911.682960 sec): 3 clusters Score: Raw -1250110.929665 + Penalty 1840.755749 = -1248270.173916 nChanged 142 SP:Iteration 13Q (7911.752273 sec): 3 clusters Score: Raw -1250221.053952 + Penalty 1840.755749 = -1248380.298203 nChanged 88 SP:Iteration 14Q (7911.808743 sec): 3 clusters Score: Raw -1250294.275227 + Penalty 1840.755749 = -1248453.519478 nChanged 53 SP:Iteration 15Q (7911.856681 sec): 3 clusters Score: Raw -1250336.362918 + Penalty 1840.755749 = -1248495.607168 nChanged 27 SP:Iteration 16Q (7911.915231 sec): 3 clusters Score: Raw -1250359.748487 + Penalty 1840.755749 = -1248518.992738 nChanged 10 SP:Iteration 17Q (7911.970244 sec): 3 clusters Score: Raw -1250367.289180 + Penalty 1840.755749 = -1248526.533431 nChanged 6 SP:Iteration 18Q (7912.021103 sec): 3 clusters Score: Raw -1250372.169919 + Penalty 1840.755749 = -1248531.414170 nChanged 5 SP:Iteration 19Q (7912.084618 sec): 3 clusters Score: Raw -1250375.456434 + Penalty 1840.755749 = -1248534.700684 nChanged 2 SP:Iteration 20F (7912.158711 sec): 3 clusters Score: Raw -1250376.499028 + Penalty 1840.755749 = -1248535.743278 nChanged 0 Trying to split cluster 8 (44553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7912.225519 sec): 2 clusters Score: Raw -3149636.386874 + Penalty 1016.921303 = -3148619.465571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7912.317075 sec): 3 clusters Score: Raw -3121140.095821 + Penalty 2033.842606 = -3119106.253215 nChanged 21122 SP:Iteration 1F (7912.418754 sec): 3 clusters Score: Raw -3134008.911977 + Penalty 2033.842606 = -3131975.069371 nChanged 2579 SP:Iteration 2F (7912.518403 sec): 3 clusters Score: Raw -3135186.146988 + Penalty 2033.842606 = -3133152.304381 nChanged 2769 SP:Iteration 3F (7912.611628 sec): 3 clusters Score: Raw -3136615.123899 + Penalty 2033.842606 = -3134581.281292 nChanged 2781 SP:Iteration 4F (7912.712326 sec): 3 clusters Score: Raw -3138318.024097 + Penalty 2033.842606 = -3136284.181490 nChanged 2884 SP:Iteration 5F (7912.814049 sec): 3 clusters Score: Raw -3140366.060375 + Penalty 2033.842606 = -3138332.217769 nChanged 2796 SP:Iteration 6F (7912.913343 sec): 3 clusters Score: Raw -3142550.526299 + Penalty 2033.842606 = -3140516.683693 nChanged 2519 SP:Iteration 7F (7913.007258 sec): 3 clusters Score: Raw -3144669.233917 + Penalty 2033.842606 = -3142635.391310 nChanged 2049 SP:Iteration 8Q (7913.120097 sec): 3 clusters Score: Raw -3146531.793991 + Penalty 2033.842606 = -3144497.951384 nChanged 1436 SP:Iteration 9Q (7913.220496 sec): 3 clusters Score: Raw -3147868.695945 + Penalty 2033.842606 = -3145834.853338 nChanged 907 SP:Iteration 10Q (7913.320304 sec): 3 clusters Score: Raw -3148732.847167 + Penalty 2033.842606 = -3146699.004561 nChanged 546 SP:Iteration 11Q (7913.413553 sec): 3 clusters Score: Raw -3149208.712357 + Penalty 2033.842606 = -3147174.869751 nChanged 377 SP:Iteration 12Q (7913.506046 sec): 3 clusters Score: Raw -3149468.197960 + Penalty 2033.842606 = -3147434.355353 nChanged 243 SP:Iteration 13Q (7913.585448 sec): 3 clusters Score: Raw -3149607.830795 + Penalty 2033.842606 = -3147573.988188 nChanged 181 SP:Iteration 14Q (7913.678309 sec): 3 clusters Score: Raw -3149694.704302 + Penalty 2033.842606 = -3147660.861695 nChanged 143 SP:Iteration 15Q (7913.767932 sec): 3 clusters Score: Raw -3149758.361135 + Penalty 2033.842606 = -3147724.518528 nChanged 98 SP:Iteration 16Q (7913.854704 sec): 3 clusters Score: Raw -3149800.116424 + Penalty 2033.842606 = -3147766.273818 nChanged 94 SP:Iteration 17Q (7913.945083 sec): 3 clusters Score: Raw -3149839.755090 + Penalty 2033.842606 = -3147805.912484 nChanged 88 SP:Iteration 18Q (7914.040153 sec): 3 clusters Score: Raw -3149875.836707 + Penalty 2033.842606 = -3147841.994101 nChanged 74 SP:Iteration 19Q (7914.137221 sec): 3 clusters Score: Raw -3149898.398889 + Penalty 2033.842606 = -3147864.556282 nChanged 45 SP:Iteration 20F (7914.235837 sec): 3 clusters Score: Raw -3149909.063302 + Penalty 2033.842606 = -3147875.220696 nChanged 40 SP:Iteration 21Q (7914.330400 sec): 3 clusters Score: Raw -3149916.920486 + Penalty 2033.842606 = -3147883.077879 nChanged 24 SP:Iteration 22Q (7914.411571 sec): 3 clusters Score: Raw -3149922.016831 + Penalty 2033.842606 = -3147888.174225 nChanged 17 SP:Iteration 23Q (7914.506795 sec): 3 clusters Score: Raw -3149925.029873 + Penalty 2033.842606 = -3147891.187267 nChanged 11 SP:Iteration 24Q (7914.595828 sec): 3 clusters Score: Raw -3149927.417456 + Penalty 2033.842606 = -3147893.574849 nChanged 6 SP:Iteration 25Q (7914.680541 sec): 3 clusters Score: Raw -3149928.127468 + Penalty 2033.842606 = -3147894.284861 nChanged 6 SP:Iteration 26Q (7914.769277 sec): 3 clusters Score: Raw -3149929.248438 + Penalty 2033.842606 = -3147895.405831 nChanged 5 SP:Iteration 27Q (7914.849776 sec): 3 clusters Score: Raw -3149929.929433 + Penalty 2033.842606 = -3147896.086827 nChanged 7 SP:Iteration 28Q (7914.942188 sec): 3 clusters Score: Raw -3149930.754113 + Penalty 2033.842606 = -3147896.911507 nChanged 6 SP:Iteration 29Q (7915.028753 sec): 3 clusters Score: Raw -3149931.633708 + Penalty 2033.842606 = -3147897.791102 nChanged 3 SP:Iteration 30Q (7915.124986 sec): 3 clusters Score: Raw -3149932.188336 + Penalty 2033.842606 = -3147898.345730 nChanged 2 SP:Iteration 31Q (7915.216224 sec): 3 clusters Score: Raw -3149932.374363 + Penalty 2033.842606 = -3147898.531756 nChanged 0 SP:Iteration 32F (7915.320724 sec): 3 clusters Score: Raw -3149932.374363 + Penalty 2033.842606 = -3147898.531756 nChanged 0 Trying to split cluster 9 (32118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7915.376901 sec): 2 clusters Score: Raw -2420688.797132 + Penalty 985.831330 = -2419702.965801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7915.461972 sec): 3 clusters Score: Raw -2400143.182113 + Penalty 1971.662661 = -2398171.519452 nChanged 15196 SP:Iteration 1F (7915.538879 sec): 3 clusters Score: Raw -2409282.100964 + Penalty 1971.662661 = -2407310.438303 nChanged 1646 SP:Iteration 2F (7915.628313 sec): 3 clusters Score: Raw -2410211.500828 + Penalty 1971.662661 = -2408239.838167 nChanged 1891 SP:Iteration 3F (7915.723361 sec): 3 clusters Score: Raw -2411554.924696 + Penalty 1971.662661 = -2409583.262035 nChanged 2090 SP:Iteration 4F (7915.796851 sec): 3 clusters Score: Raw -2413055.523385 + Penalty 1971.662661 = -2411083.860724 nChanged 2104 SP:Iteration 5F (7915.882175 sec): 3 clusters Score: Raw -2414444.924212 + Penalty 1971.662661 = -2412473.261551 nChanged 1906 SP:Iteration 6F (7915.968940 sec): 3 clusters Score: Raw -2415515.409892 + Penalty 1971.662661 = -2413543.747231 nChanged 1606 SP:Iteration 7F (7916.050233 sec): 3 clusters Score: Raw -2416296.786600 + Penalty 1971.662661 = -2414325.123939 nChanged 1237 SP:Iteration 8Q (7916.127916 sec): 3 clusters Score: Raw -2416846.778040 + Penalty 1971.662661 = -2414875.115379 nChanged 1067 SP:Iteration 9Q (7916.202578 sec): 3 clusters Score: Raw -2417296.011089 + Penalty 1971.662661 = -2415324.348428 nChanged 899 SP:Iteration 10Q (7916.276913 sec): 3 clusters Score: Raw -2417666.830893 + Penalty 1971.662661 = -2415695.168232 nChanged 823 SP:Iteration 11Q (7916.370683 sec): 3 clusters Score: Raw -2418008.323393 + Penalty 1971.662661 = -2416036.660732 nChanged 741 SP:Iteration 12Q (7916.451078 sec): 3 clusters Score: Raw -2418294.710267 + Penalty 1971.662661 = -2416323.047606 nChanged 660 SP:Iteration 13Q (7916.532907 sec): 3 clusters Score: Raw -2418539.022965 + Penalty 1971.662661 = -2416567.360304 nChanged 606 SP:Iteration 14Q (7916.623000 sec): 3 clusters Score: Raw -2418751.649491 + Penalty 1971.662661 = -2416779.986831 nChanged 548 SP:Iteration 15Q (7916.713775 sec): 3 clusters Score: Raw -2418911.564959 + Penalty 1971.662661 = -2416939.902298 nChanged 443 SP:Iteration 16Q (7916.801093 sec): 3 clusters Score: Raw -2419037.627914 + Penalty 1971.662661 = -2417065.965253 nChanged 380 SP:Iteration 17Q (7916.882131 sec): 3 clusters Score: Raw -2419136.792871 + Penalty 1971.662661 = -2417165.130211 nChanged 347 SP:Iteration 18Q (7916.958728 sec): 3 clusters Score: Raw -2419237.580472 + Penalty 1971.662661 = -2417265.917811 nChanged 306 SP:Iteration 19Q (7917.044305 sec): 3 clusters Score: Raw -2419328.648552 + Penalty 1971.662661 = -2417356.985891 nChanged 294 SP:Iteration 20F (7917.128990 sec): 3 clusters Score: Raw -2419404.329655 + Penalty 1971.662661 = -2417432.666994 nChanged 272 SP:Iteration 21Q (7917.214975 sec): 3 clusters Score: Raw -2419464.147736 + Penalty 1971.662661 = -2417492.485075 nChanged 247 SP:Iteration 22Q (7917.292209 sec): 3 clusters Score: Raw -2419513.278826 + Penalty 1971.662661 = -2417541.616166 nChanged 223 SP:Iteration 23Q (7917.390700 sec): 3 clusters Score: Raw -2419557.954904 + Penalty 1971.662661 = -2417586.292243 nChanged 218 SP:Iteration 24Q (7917.473655 sec): 3 clusters Score: Raw -2419597.967092 + Penalty 1971.662661 = -2417626.304431 nChanged 199 SP:Iteration 25Q (7917.554219 sec): 3 clusters Score: Raw -2419628.607779 + Penalty 1971.662661 = -2417656.945118 nChanged 186 SP:Iteration 26Q (7917.644274 sec): 3 clusters Score: Raw -2419656.224258 + Penalty 1971.662661 = -2417684.561597 nChanged 194 SP:Iteration 27Q (7917.731996 sec): 3 clusters Score: Raw -2419686.673257 + Penalty 1971.662661 = -2417715.010596 nChanged 195 SP:Iteration 28Q (7917.819737 sec): 3 clusters Score: Raw -2419711.970296 + Penalty 1971.662661 = -2417740.307636 nChanged 172 SP:Iteration 29Q (7917.904475 sec): 3 clusters Score: Raw -2419732.838591 + Penalty 1971.662661 = -2417761.175930 nChanged 167 SP:Iteration 30Q (7917.977154 sec): 3 clusters Score: Raw -2419752.783223 + Penalty 1971.662661 = -2417781.120562 nChanged 151 SP:Iteration 31Q (7918.067477 sec): 3 clusters Score: Raw -2419770.407114 + Penalty 1971.662661 = -2417798.744453 nChanged 147 SP:Iteration 32Q (7918.153261 sec): 3 clusters Score: Raw -2419787.656915 + Penalty 1971.662661 = -2417815.994254 nChanged 135 SP:Iteration 33Q (7918.233767 sec): 3 clusters Score: Raw -2419802.641986 + Penalty 1971.662661 = -2417830.979325 nChanged 120 SP:Iteration 34Q (7918.316616 sec): 3 clusters Score: Raw -2419814.439332 + Penalty 1971.662661 = -2417842.776671 nChanged 122 SP:Iteration 35Q (7918.409815 sec): 3 clusters Score: Raw -2419825.272572 + Penalty 1971.662661 = -2417853.609911 nChanged 119 SP:Iteration 36Q (7918.488790 sec): 3 clusters Score: Raw -2419835.908735 + Penalty 1971.662661 = -2417864.246074 nChanged 120 SP:Iteration 37Q (7918.571437 sec): 3 clusters Score: Raw -2419846.695953 + Penalty 1971.662661 = -2417875.033292 nChanged 120 SP:Iteration 38Q (7918.662938 sec): 3 clusters Score: Raw -2419856.986252 + Penalty 1971.662661 = -2417885.323592 nChanged 108 SP:Iteration 39Q (7918.745759 sec): 3 clusters Score: Raw -2419865.711395 + Penalty 1971.662661 = -2417894.048734 nChanged 108 SP:Iteration 40F (7918.820804 sec): 3 clusters Score: Raw -2419874.860746 + Penalty 1971.662661 = -2417903.198085 nChanged 97 SP:Iteration 41Q (7918.906480 sec): 3 clusters Score: Raw -2419884.455555 + Penalty 1971.662661 = -2417912.792894 nChanged 81 SP:Iteration 42Q (7918.995631 sec): 3 clusters Score: Raw -2419890.788831 + Penalty 1971.662661 = -2417919.126171 nChanged 75 SP:Iteration 43Q (7919.077312 sec): 3 clusters Score: Raw -2419896.593582 + Penalty 1971.662661 = -2417924.930921 nChanged 81 SP:Iteration 44Q (7919.158655 sec): 3 clusters Score: Raw -2419902.103578 + Penalty 1971.662661 = -2417930.440917 nChanged 68 SP:Iteration 45Q (7919.242452 sec): 3 clusters Score: Raw -2419906.988151 + Penalty 1971.662661 = -2417935.325490 nChanged 60 SP:Iteration 46Q (7919.327814 sec): 3 clusters Score: Raw -2419910.950631 + Penalty 1971.662661 = -2417939.287970 nChanged 64 SP:Iteration 47Q (7919.403832 sec): 3 clusters Score: Raw -2419914.927974 + Penalty 1971.662661 = -2417943.265313 nChanged 65 SP:Iteration 48Q (7919.497480 sec): 3 clusters Score: Raw -2419919.097241 + Penalty 1971.662661 = -2417947.434580 nChanged 56 SP:Iteration 49Q (7919.570339 sec): 3 clusters Score: Raw -2419922.758261 + Penalty 1971.662661 = -2417951.095600 nChanged 53 SP:Iteration 50Q (7919.663776 sec): 3 clusters Score: Raw -2419926.178959 + Penalty 1971.662661 = -2417954.516298 nChanged 45 SP:Iteration 51Q (7919.743961 sec): 3 clusters Score: Raw -2419928.538853 + Penalty 1971.662661 = -2417956.876192 nChanged 41 SP:Iteration 52Q (7919.823268 sec): 3 clusters Score: Raw -2419930.697806 + Penalty 1971.662661 = -2417959.035145 nChanged 38 SP:Iteration 53Q (7919.906523 sec): 3 clusters Score: Raw -2419933.023299 + Penalty 1971.662661 = -2417961.360638 nChanged 47 SP:Iteration 54Q (7919.987775 sec): 3 clusters Score: Raw -2419936.179584 + Penalty 1971.662661 = -2417964.516923 nChanged 47 SP:Iteration 55Q (7920.063666 sec): 3 clusters Score: Raw -2419939.072620 + Penalty 1971.662661 = -2417967.409959 nChanged 55 SP:Iteration 56Q (7920.158035 sec): 3 clusters Score: Raw -2419942.628759 + Penalty 1971.662661 = -2417970.966098 nChanged 65 SP:Iteration 57Q (7920.248487 sec): 3 clusters Score: Raw -2419947.016683 + Penalty 1971.662661 = -2417975.354022 nChanged 67 SP:Iteration 58Q (7920.335451 sec): 3 clusters Score: Raw -2419951.480627 + Penalty 1971.662661 = -2417979.817966 nChanged 92 SP:Iteration 59Q (7920.422595 sec): 3 clusters Score: Raw -2419958.720011 + Penalty 1971.662661 = -2417987.057350 nChanged 84 SP:Iteration 60F (7920.499363 sec): 3 clusters Score: Raw -2419966.126927 + Penalty 1971.662661 = -2417994.464267 nChanged 90 SP:Iteration 61Q (7920.574479 sec): 3 clusters Score: Raw -2419973.697705 + Penalty 1971.662661 = -2418002.035044 nChanged 80 SP:Iteration 62Q (7920.664983 sec): 3 clusters Score: Raw -2419980.343791 + Penalty 1971.662661 = -2418008.681130 nChanged 89 SP:Iteration 63Q (7920.742248 sec): 3 clusters Score: Raw -2419987.204863 + Penalty 1971.662661 = -2418015.542202 nChanged 86 SP:Iteration 64Q (7920.822764 sec): 3 clusters Score: Raw -2419993.872610 + Penalty 1971.662661 = -2418022.209949 nChanged 89 SP:Iteration 65Q (7920.907923 sec): 3 clusters Score: Raw -2419999.506833 + Penalty 1971.662661 = -2418027.844172 nChanged 72 SP:Iteration 66Q (7921.001402 sec): 3 clusters Score: Raw -2420003.515173 + Penalty 1971.662661 = -2418031.852512 nChanged 58 SP:Iteration 67Q (7921.069033 sec): 3 clusters Score: Raw -2420007.092781 + Penalty 1971.662661 = -2418035.430120 nChanged 66 SP:Iteration 68Q (7921.148807 sec): 3 clusters Score: Raw -2420010.680614 + Penalty 1971.662661 = -2418039.017953 nChanged 48 SP:Iteration 69Q (7921.235731 sec): 3 clusters Score: Raw -2420013.730044 + Penalty 1971.662661 = -2418042.067383 nChanged 51 SP:Iteration 70Q (7921.311944 sec): 3 clusters Score: Raw -2420016.598591 + Penalty 1971.662661 = -2418044.935930 nChanged 46 SP:Iteration 71Q (7921.406987 sec): 3 clusters Score: Raw -2420019.233283 + Penalty 1971.662661 = -2418047.570622 nChanged 41 SP:Iteration 72Q (7921.491560 sec): 3 clusters Score: Raw -2420021.416637 + Penalty 1971.662661 = -2418049.753976 nChanged 43 SP:Iteration 73Q (7921.567365 sec): 3 clusters Score: Raw -2420023.817543 + Penalty 1971.662661 = -2418052.154882 nChanged 42 SP:Iteration 74Q (7921.654784 sec): 3 clusters Score: Raw -2420025.781141 + Penalty 1971.662661 = -2418054.118480 nChanged 27 SP:Iteration 75Q (7921.736259 sec): 3 clusters Score: Raw -2420026.931578 + Penalty 1971.662661 = -2418055.268917 nChanged 21 SP:Iteration 76Q (7921.815315 sec): 3 clusters Score: Raw -2420027.922529 + Penalty 1971.662661 = -2418056.259868 nChanged 24 SP:Iteration 77Q (7921.896144 sec): 3 clusters Score: Raw -2420028.990074 + Penalty 1971.662661 = -2418057.327413 nChanged 22 SP:Iteration 78Q (7921.986823 sec): 3 clusters Score: Raw -2420029.787942 + Penalty 1971.662661 = -2418058.125282 nChanged 23 SP:Iteration 79Q (7922.059810 sec): 3 clusters Score: Raw -2420030.629865 + Penalty 1971.662661 = -2418058.967204 nChanged 13 SP:Iteration 80F (7922.138656 sec): 3 clusters Score: Raw -2420031.075635 + Penalty 1971.662661 = -2418059.412974 nChanged 17 SP:Iteration 81Q (7922.216876 sec): 3 clusters Score: Raw -2420031.481835 + Penalty 1971.662661 = -2418059.819174 nChanged 12 SP:Iteration 82Q (7922.311483 sec): 3 clusters Score: Raw -2420031.867713 + Penalty 1971.662661 = -2418060.205052 nChanged 11 SP:Iteration 83Q (7922.388698 sec): 3 clusters Score: Raw -2420032.254087 + Penalty 1971.662661 = -2418060.591426 nChanged 14 SP:Iteration 84Q (7922.460837 sec): 3 clusters Score: Raw -2420032.673165 + Penalty 1971.662661 = -2418061.010504 nChanged 15 SP:Iteration 85Q (7922.540071 sec): 3 clusters Score: Raw -2420033.246012 + Penalty 1971.662661 = -2418061.583351 nChanged 17 SP:Iteration 86Q (7922.619037 sec): 3 clusters Score: Raw -2420033.741721 + Penalty 1971.662661 = -2418062.079060 nChanged 17 SP:Iteration 87Q (7922.712360 sec): 3 clusters Score: Raw -2420034.340262 + Penalty 1971.662661 = -2418062.677601 nChanged 19 SP:Iteration 88Q (7922.781501 sec): 3 clusters Score: Raw -2420034.956550 + Penalty 1971.662661 = -2418063.293889 nChanged 17 SP:Iteration 89Q (7922.855621 sec): 3 clusters Score: Raw -2420035.429783 + Penalty 1971.662661 = -2418063.767122 nChanged 14 SP:Iteration 90Q (7922.944079 sec): 3 clusters Score: Raw -2420035.909768 + Penalty 1971.662661 = -2418064.247107 nChanged 15 SP:Iteration 91Q (7923.021794 sec): 3 clusters Score: Raw -2420036.237352 + Penalty 1971.662661 = -2418064.574691 nChanged 7 SP:Iteration 92Q (7923.110460 sec): 3 clusters Score: Raw -2420036.493962 + Penalty 1971.662661 = -2418064.831301 nChanged 7 SP:Iteration 93Q (7923.201587 sec): 3 clusters Score: Raw -2420036.722077 + Penalty 1971.662661 = -2418065.059416 nChanged 7 SP:Iteration 94Q (7923.279602 sec): 3 clusters Score: Raw -2420037.024442 + Penalty 1971.662661 = -2418065.361781 nChanged 10 SP:Iteration 95Q (7923.362156 sec): 3 clusters Score: Raw -2420037.423752 + Penalty 1971.662661 = -2418065.761091 nChanged 10 SP:Iteration 96Q (7923.452291 sec): 3 clusters Score: Raw -2420037.848979 + Penalty 1971.662661 = -2418066.186319 nChanged 14 SP:Iteration 97Q (7923.529133 sec): 3 clusters Score: Raw -2420038.451734 + Penalty 1971.662661 = -2418066.789073 nChanged 22 SP:Iteration 98Q (7923.608852 sec): 3 clusters Score: Raw -2420039.214748 + Penalty 1971.662661 = -2418067.552087 nChanged 16 SP:Iteration 99Q (7923.707372 sec): 3 clusters Score: Raw -2420039.782643 + Penalty 1971.662661 = -2418068.119983 nChanged 16 SP:Iteration 100F (7923.783693 sec): 3 clusters Score: Raw -2420040.283818 + Penalty 1971.662661 = -2418068.621157 nChanged 22 SP:Iteration 101Q (7923.868486 sec): 3 clusters Score: Raw -2420041.082441 + Penalty 1971.662661 = -2418069.419780 nChanged 21 SP:Iteration 102Q (7923.954977 sec): 3 clusters Score: Raw -2420041.889885 + Penalty 1971.662661 = -2418070.227224 nChanged 26 SP:Iteration 103Q (7924.025605 sec): 3 clusters Score: Raw -2420042.652230 + Penalty 1971.662661 = -2418070.989569 nChanged 22 SP:Iteration 104Q (7924.106595 sec): 3 clusters Score: Raw -2420043.301263 + Penalty 1971.662661 = -2418071.638602 nChanged 16 SP:Iteration 105Q (7924.192963 sec): 3 clusters Score: Raw -2420043.776453 + Penalty 1971.662661 = -2418072.113792 nChanged 11 SP:Iteration 106Q (7924.271604 sec): 3 clusters Score: Raw -2420044.206867 + Penalty 1971.662661 = -2418072.544206 nChanged 6 SP:Iteration 107Q (7924.367043 sec): 3 clusters Score: Raw -2420044.363711 + Penalty 1971.662661 = -2418072.701050 nChanged 7 SP:Iteration 108Q (7924.441234 sec): 3 clusters Score: Raw -2420044.531802 + Penalty 1971.662661 = -2418072.869141 nChanged 9 SP:Iteration 109Q (7924.524719 sec): 3 clusters Score: Raw -2420044.847404 + Penalty 1971.662661 = -2418073.184743 nChanged 10 SP:Iteration 110Q (7924.618185 sec): 3 clusters Score: Raw -2420045.048709 + Penalty 1971.662661 = -2418073.386048 nChanged 3 SP:Iteration 111Q (7924.703449 sec): 3 clusters Score: Raw -2420045.138890 + Penalty 1971.662661 = -2418073.476229 nChanged 0 SP:Iteration 112F (7924.782106 sec): 3 clusters Score: Raw -2420045.138890 + Penalty 1971.662661 = -2418073.476229 nChanged 0 Trying to split cluster 10 (488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7924.818108 sec): 2 clusters Score: Raw -22133.470509 + Penalty 588.079964 = -21545.390546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7924.853995 sec): 3 clusters Score: Raw -22062.888230 + Penalty 1176.159927 = -20886.728303 nChanged 159 SP:Iteration 1F (7924.893743 sec): 3 clusters Score: Raw -22284.408551 + Penalty 1176.159927 = -21108.248624 nChanged 49 SP:Iteration 2F (7924.939035 sec): 3 clusters Score: Raw -22380.686681 + Penalty 1176.159927 = -21204.526754 nChanged 22 SP:Iteration 3Q (7924.980376 sec): 3 clusters Score: Raw -22417.511316 + Penalty 1176.159927 = -21241.351389 nChanged 19 SP:Iteration 4Q (7925.034537 sec): 3 clusters Score: Raw -22488.193013 + Penalty 1176.159927 = -21312.033085 nChanged 16 SP:Iteration 5Q (7925.072214 sec): 3 clusters Score: Raw -22520.083441 + Penalty 1176.159927 = -21343.923513 nChanged 7 SP:Iteration 6Q (7925.114134 sec): 3 clusters Score: Raw -22526.821445 + Penalty 1176.159927 = -21350.661517 nChanged 2 SP:Iteration 7Q (7925.151443 sec): 3 clusters Score: Raw -22528.586139 + Penalty 1176.159927 = -21352.426212 nChanged 1 SP:Iteration 8Q (7925.200559 sec): 3 clusters Score: Raw -22529.322095 + Penalty 1176.159927 = -21353.162167 nChanged 1 SP:Iteration 9Q (7925.249941 sec): 3 clusters Score: Raw -22530.313503 + Penalty 1176.159927 = -21354.153576 nChanged 3 SP:Iteration 10Q (7925.286466 sec): 3 clusters Score: Raw -22539.127818 + Penalty 1176.159927 = -21362.967891 nChanged 3 SP:Iteration 11Q (7925.333114 sec): 3 clusters Score: Raw -22547.903843 + Penalty 1176.159927 = -21371.743916 nChanged 2 SP:Iteration 12Q (7925.372187 sec): 3 clusters Score: Raw -22555.055192 + Penalty 1176.159927 = -21378.895265 nChanged 5 SP:Iteration 13Q (7925.420143 sec): 3 clusters Score: Raw -22561.816341 + Penalty 1176.159927 = -21385.656413 nChanged 0 SP:Iteration 14F (7925.464809 sec): 3 clusters Score: Raw -22561.816341 + Penalty 1176.159927 = -21385.656413 nChanged 0 Trying to split cluster 11 (15766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7925.495485 sec): 2 clusters Score: Raw -1074153.813447 + Penalty 918.233045 = -1073235.580402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7925.569461 sec): 3 clusters Score: Raw -1064441.358601 + Penalty 1836.466090 = -1062604.892511 nChanged 7247 SP:Iteration 1F (7925.638377 sec): 3 clusters Score: Raw -1068619.220547 + Penalty 1836.466090 = -1066782.754457 nChanged 922 SP:Iteration 2F (7925.705596 sec): 3 clusters Score: Raw -1069011.091252 + Penalty 1836.466090 = -1067174.625162 nChanged 864 SP:Iteration 3F (7925.759860 sec): 3 clusters Score: Raw -1069406.989231 + Penalty 1836.466090 = -1067570.523140 nChanged 832 SP:Iteration 4F (7925.825325 sec): 3 clusters Score: Raw -1069802.982874 + Penalty 1836.466090 = -1067966.516783 nChanged 852 SP:Iteration 5F (7925.887184 sec): 3 clusters Score: Raw -1070202.186934 + Penalty 1836.466090 = -1068365.720844 nChanged 783 SP:Iteration 6Q (7925.955656 sec): 3 clusters Score: Raw -1070592.390610 + Penalty 1836.466090 = -1068755.924520 nChanged 745 SP:Iteration 7Q (7926.023232 sec): 3 clusters Score: Raw -1070972.250840 + Penalty 1836.466090 = -1069135.784750 nChanged 717 SP:Iteration 8Q (7926.076924 sec): 3 clusters Score: Raw -1071412.413103 + Penalty 1836.466090 = -1069575.947012 nChanged 656 SP:Iteration 9Q (7926.143083 sec): 3 clusters Score: Raw -1071839.159346 + Penalty 1836.466090 = -1070002.693256 nChanged 649 SP:Iteration 10Q (7926.208852 sec): 3 clusters Score: Raw -1072335.723103 + Penalty 1836.466090 = -1070499.257013 nChanged 641 SP:Iteration 11Q (7926.276929 sec): 3 clusters Score: Raw -1072878.992912 + Penalty 1836.466090 = -1071042.526821 nChanged 567 SP:Iteration 12Q (7926.336035 sec): 3 clusters Score: Raw -1073334.816686 + Penalty 1836.466090 = -1071498.350596 nChanged 438 SP:Iteration 13Q (7926.390663 sec): 3 clusters Score: Raw -1073669.439318 + Penalty 1836.466090 = -1071832.973228 nChanged 325 SP:Iteration 14Q (7926.460100 sec): 3 clusters Score: Raw -1073905.858982 + Penalty 1836.466090 = -1072069.392891 nChanged 264 SP:Iteration 15Q (7926.516534 sec): 3 clusters Score: Raw -1074118.730512 + Penalty 1836.466090 = -1072282.264421 nChanged 200 SP:Iteration 16Q (7926.588967 sec): 3 clusters Score: Raw -1074271.307422 + Penalty 1836.466090 = -1072434.841331 nChanged 160 SP:Iteration 17Q (7926.640896 sec): 3 clusters Score: Raw -1074375.007724 + Penalty 1836.466090 = -1072538.541633 nChanged 109 SP:Iteration 18Q (7926.699537 sec): 3 clusters Score: Raw -1074426.070909 + Penalty 1836.466090 = -1072589.604818 nChanged 84 SP:Iteration 19Q (7926.753778 sec): 3 clusters Score: Raw -1074468.373268 + Penalty 1836.466090 = -1072631.907177 nChanged 67 SP:Iteration 20F (7926.814671 sec): 3 clusters Score: Raw -1074497.652695 + Penalty 1836.466090 = -1072661.186604 nChanged 54 SP:Iteration 21Q (7926.882306 sec): 3 clusters Score: Raw -1074518.011085 + Penalty 1836.466090 = -1072681.544995 nChanged 42 SP:Iteration 22Q (7926.943552 sec): 3 clusters Score: Raw -1074534.931911 + Penalty 1836.466090 = -1072698.465821 nChanged 30 SP:Iteration 23Q (7927.004701 sec): 3 clusters Score: Raw -1074547.430582 + Penalty 1836.466090 = -1072710.964491 nChanged 27 SP:Iteration 24Q (7927.055805 sec): 3 clusters Score: Raw -1074555.482036 + Penalty 1836.466090 = -1072719.015946 nChanged 15 SP:Iteration 25Q (7927.109849 sec): 3 clusters Score: Raw -1074559.498875 + Penalty 1836.466090 = -1072723.032785 nChanged 12 SP:Iteration 26Q (7927.164647 sec): 3 clusters Score: Raw -1074562.411961 + Penalty 1836.466090 = -1072725.945871 nChanged 17 SP:Iteration 27Q (7927.223454 sec): 3 clusters Score: Raw -1074569.936075 + Penalty 1836.466090 = -1072733.469985 nChanged 15 SP:Iteration 28Q (7927.289457 sec): 3 clusters Score: Raw -1074574.473129 + Penalty 1836.466090 = -1072738.007039 nChanged 11 SP:Iteration 29Q (7927.334749 sec): 3 clusters Score: Raw -1074577.910296 + Penalty 1836.466090 = -1072741.444206 nChanged 7 SP:Iteration 30Q (7927.408846 sec): 3 clusters Score: Raw -1074580.395795 + Penalty 1836.466090 = -1072743.929705 nChanged 5 SP:Iteration 31Q (7927.468866 sec): 3 clusters Score: Raw -1074581.745713 + Penalty 1836.466090 = -1072745.279623 nChanged 6 SP:Iteration 32Q (7927.529223 sec): 3 clusters Score: Raw -1074583.412062 + Penalty 1836.466090 = -1072746.945972 nChanged 4 SP:Iteration 33Q (7927.577820 sec): 3 clusters Score: Raw -1074584.059370 + Penalty 1836.466090 = -1072747.593280 nChanged 4 SP:Iteration 34Q (7927.638118 sec): 3 clusters Score: Raw -1074584.942372 + Penalty 1836.466090 = -1072748.476281 nChanged 3 SP:Iteration 35Q (7927.706776 sec): 3 clusters Score: Raw -1074585.531812 + Penalty 1836.466090 = -1072749.065721 nChanged 6 SP:Iteration 36Q (7927.754559 sec): 3 clusters Score: Raw -1074586.975975 + Penalty 1836.466090 = -1072750.509885 nChanged 7 SP:Iteration 37Q (7927.815840 sec): 3 clusters Score: Raw -1074588.407198 + Penalty 1836.466090 = -1072751.941108 nChanged 3 SP:Iteration 38Q (7927.872713 sec): 3 clusters Score: Raw -1074589.227267 + Penalty 1836.466090 = -1072752.761177 nChanged 2 SP:Iteration 39Q (7927.943906 sec): 3 clusters Score: Raw -1074589.540266 + Penalty 1836.466090 = -1072753.074176 nChanged 2 SP:Iteration 40F (7928.009609 sec): 3 clusters Score: Raw -1074589.998156 + Penalty 1836.466090 = -1072753.532066 nChanged 3 SP:Iteration 41Q (7928.066318 sec): 3 clusters Score: Raw -1074590.311975 + Penalty 1836.466090 = -1072753.845884 nChanged 1 SP:Iteration 42Q (7928.116554 sec): 3 clusters Score: Raw -1074590.474432 + Penalty 1836.466090 = -1072754.008342 nChanged 0 SP:Iteration 43F (7928.176577 sec): 3 clusters Score: Raw -1074590.474432 + Penalty 1836.466090 = -1072754.008342 nChanged 0 Trying to split cluster 12 (7375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7928.208192 sec): 2 clusters Score: Raw -520666.110190 + Penalty 846.055862 = -519820.054328 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7928.274635 sec): 3 clusters Score: Raw -516387.052855 + Penalty 1692.111724 = -514694.941130 nChanged 3267 SP:Iteration 1F (7928.332747 sec): 3 clusters Score: Raw -518171.068479 + Penalty 1692.111724 = -516478.956755 nChanged 516 SP:Iteration 2F (7928.383843 sec): 3 clusters Score: Raw -518473.053994 + Penalty 1692.111724 = -516780.942270 nChanged 536 SP:Iteration 3F (7928.429211 sec): 3 clusters Score: Raw -518795.780173 + Penalty 1692.111724 = -517103.668449 nChanged 479 SP:Iteration 4F (7928.491644 sec): 3 clusters Score: Raw -519083.124760 + Penalty 1692.111724 = -517391.013035 nChanged 429 SP:Iteration 5F (7928.536058 sec): 3 clusters Score: Raw -519339.225222 + Penalty 1692.111724 = -517647.113498 nChanged 382 SP:Iteration 6F (7928.592878 sec): 3 clusters Score: Raw -519536.586927 + Penalty 1692.111724 = -517844.475203 nChanged 304 SP:Iteration 7Q (7928.634502 sec): 3 clusters Score: Raw -519692.922980 + Penalty 1692.111724 = -518000.811255 nChanged 280 SP:Iteration 8Q (7928.699723 sec): 3 clusters Score: Raw -519865.902557 + Penalty 1692.111724 = -518173.790833 nChanged 230 SP:Iteration 9Q (7928.742763 sec): 3 clusters Score: Raw -520010.310993 + Penalty 1692.111724 = -518318.199268 nChanged 190 SP:Iteration 10Q (7928.790136 sec): 3 clusters Score: Raw -520142.599237 + Penalty 1692.111724 = -518450.487512 nChanged 169 SP:Iteration 11Q (7928.850552 sec): 3 clusters Score: Raw -520277.793888 + Penalty 1692.111724 = -518585.682164 nChanged 154 SP:Iteration 12Q (7928.903330 sec): 3 clusters Score: Raw -520420.701591 + Penalty 1692.111724 = -518728.589866 nChanged 124 SP:Iteration 13Q (7928.953784 sec): 3 clusters Score: Raw -520523.250469 + Penalty 1692.111724 = -518831.138745 nChanged 91 SP:Iteration 14Q (7929.004711 sec): 3 clusters Score: Raw -520589.392662 + Penalty 1692.111724 = -518897.280938 nChanged 77 SP:Iteration 15Q (7929.060271 sec): 3 clusters Score: Raw -520646.325099 + Penalty 1692.111724 = -518954.213375 nChanged 47 SP:Iteration 16Q (7929.108143 sec): 3 clusters Score: Raw -520671.386899 + Penalty 1692.111724 = -518979.275175 nChanged 45 SP:Iteration 17Q (7929.164807 sec): 3 clusters Score: Raw -520695.397104 + Penalty 1692.111724 = -519003.285379 nChanged 52 SP:Iteration 18Q (7929.212190 sec): 3 clusters Score: Raw -520726.456007 + Penalty 1692.111724 = -519034.344283 nChanged 39 SP:Iteration 19Q (7929.258102 sec): 3 clusters Score: Raw -520743.751557 + Penalty 1692.111724 = -519051.639832 nChanged 23 SP:Iteration 20F (7929.307892 sec): 3 clusters Score: Raw -520753.113390 + Penalty 1692.111724 = -519061.001666 nChanged 20 SP:Iteration 21Q (7929.365786 sec): 3 clusters Score: Raw -520760.496142 + Penalty 1692.111724 = -519068.384418 nChanged 24 SP:Iteration 22Q (7929.407620 sec): 3 clusters Score: Raw -520770.734299 + Penalty 1692.111724 = -519078.622574 nChanged 19 SP:Iteration 23Q (7929.459337 sec): 3 clusters Score: Raw -520777.799548 + Penalty 1692.111724 = -519085.687824 nChanged 18 SP:Iteration 24Q (7929.519177 sec): 3 clusters Score: Raw -520784.878703 + Penalty 1692.111724 = -519092.766979 nChanged 14 SP:Iteration 25Q (7929.570676 sec): 3 clusters Score: Raw -520790.862403 + Penalty 1692.111724 = -519098.750678 nChanged 14 SP:Iteration 26Q (7929.608880 sec): 3 clusters Score: Raw -520796.040760 + Penalty 1692.111724 = -519103.929035 nChanged 13 SP:Iteration 27Q (7929.657877 sec): 3 clusters Score: Raw -520801.857778 + Penalty 1692.111724 = -519109.746053 nChanged 11 SP:Iteration 28Q (7929.721052 sec): 3 clusters Score: Raw -520807.058865 + Penalty 1692.111724 = -519114.947141 nChanged 10 SP:Iteration 29Q (7929.769009 sec): 3 clusters Score: Raw -520814.528932 + Penalty 1692.111724 = -519122.417208 nChanged 10 SP:Iteration 30Q (7929.813245 sec): 3 clusters Score: Raw -520821.350599 + Penalty 1692.111724 = -519129.238875 nChanged 8 SP:Iteration 31Q (7929.872595 sec): 3 clusters Score: Raw -520825.431707 + Penalty 1692.111724 = -519133.319983 nChanged 8 SP:Iteration 32Q (7929.910297 sec): 3 clusters Score: Raw -520829.931123 + Penalty 1692.111724 = -519137.819399 nChanged 6 SP:Iteration 33Q (7929.963076 sec): 3 clusters Score: Raw -520832.217402 + Penalty 1692.111724 = -519140.105677 nChanged 5 SP:Iteration 34Q (7930.010077 sec): 3 clusters Score: Raw -520834.570583 + Penalty 1692.111724 = -519142.458858 nChanged 5 SP:Iteration 35Q (7930.056427 sec): 3 clusters Score: Raw -520837.409860 + Penalty 1692.111724 = -519145.298135 nChanged 5 SP:Iteration 36Q (7930.108061 sec): 3 clusters Score: Raw -520838.835602 + Penalty 1692.111724 = -519146.723878 nChanged 3 SP:Iteration 37Q (7930.158680 sec): 3 clusters Score: Raw -520839.659227 + Penalty 1692.111724 = -519147.547502 nChanged 5 SP:Iteration 38Q (7930.210512 sec): 3 clusters Score: Raw -520842.017439 + Penalty 1692.111724 = -519149.905714 nChanged 2 SP:Iteration 39Q (7930.275217 sec): 3 clusters Score: Raw -520842.846742 + Penalty 1692.111724 = -519150.735018 nChanged 2 SP:Iteration 40F (7930.328390 sec): 3 clusters Score: Raw -520843.422332 + Penalty 1692.111724 = -519151.310607 nChanged 1 SP:Iteration 41Q (7930.371899 sec): 3 clusters Score: Raw -520843.946874 + Penalty 1692.111724 = -519151.835150 nChanged 2 SP:Iteration 42Q (7930.418566 sec): 3 clusters Score: Raw -520844.460298 + Penalty 1692.111724 = -519152.348574 nChanged 1 SP:Iteration 43Q (7930.463876 sec): 3 clusters Score: Raw -520844.854021 + Penalty 1692.111724 = -519152.742296 nChanged 1 SP:Iteration 44Q (7930.514233 sec): 3 clusters Score: Raw -520845.173846 + Penalty 1692.111724 = -519153.062121 nChanged 1 SP:Iteration 45Q (7930.560480 sec): 3 clusters Score: Raw -520845.548121 + Penalty 1692.111724 = -519153.436397 nChanged 1 SP:Iteration 46Q (7930.603720 sec): 3 clusters Score: Raw -520845.808207 + Penalty 1692.111724 = -519153.696483 nChanged 0 SP:Iteration 47F (7930.670376 sec): 3 clusters Score: Raw -520845.808207 + Penalty 1692.111724 = -519153.696483 nChanged 0 Trying to split cluster 13 (55606 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7930.749998 sec): 2 clusters Score: Raw -4148703.311150 + Penalty 1037.974407 = -4147665.336743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7930.860248 sec): 3 clusters Score: Raw -4112560.238754 + Penalty 2075.948814 = -4110484.289940 nChanged 26540 SP:Iteration 1F (7930.973965 sec): 3 clusters Score: Raw -4128752.639568 + Penalty 2075.948814 = -4126676.690754 nChanged 3022 SP:Iteration 2F (7931.087528 sec): 3 clusters Score: Raw -4130153.911770 + Penalty 2075.948814 = -4128077.962957 nChanged 3641 SP:Iteration 3F (7931.198650 sec): 3 clusters Score: Raw -4132303.782337 + Penalty 2075.948814 = -4130227.833523 nChanged 4375 SP:Iteration 4F (7931.303918 sec): 3 clusters Score: Raw -4135507.396482 + Penalty 2075.948814 = -4133431.447668 nChanged 4514 SP:Iteration 5F (7931.405807 sec): 3 clusters Score: Raw -4139467.997209 + Penalty 2075.948814 = -4137392.048395 nChanged 4059 SP:Iteration 6F (7931.520864 sec): 3 clusters Score: Raw -4143379.772050 + Penalty 2075.948814 = -4141303.823236 nChanged 2834 SP:Iteration 7F (7931.634222 sec): 3 clusters Score: Raw -4146179.599907 + Penalty 2075.948814 = -4144103.651094 nChanged 1563 SP:Iteration 8Q (7931.734358 sec): 3 clusters Score: Raw -4147724.414890 + Penalty 2075.948814 = -4145648.466076 nChanged 751 SP:Iteration 9Q (7931.837328 sec): 3 clusters Score: Raw -4148423.991796 + Penalty 2075.948814 = -4146348.042982 nChanged 398 SP:Iteration 10Q (7931.939198 sec): 3 clusters Score: Raw -4148775.721408 + Penalty 2075.948814 = -4146699.772594 nChanged 241 SP:Iteration 11Q (7932.040997 sec): 3 clusters Score: Raw -4148948.289458 + Penalty 2075.948814 = -4146872.340644 nChanged 135 SP:Iteration 12Q (7932.134574 sec): 3 clusters Score: Raw -4149031.547804 + Penalty 2075.948814 = -4146955.598990 nChanged 80 SP:Iteration 13Q (7932.238225 sec): 3 clusters Score: Raw -4149069.698329 + Penalty 2075.948814 = -4146993.749515 nChanged 62 SP:Iteration 14Q (7932.334464 sec): 3 clusters Score: Raw -4149098.785265 + Penalty 2075.948814 = -4147022.836451 nChanged 47 SP:Iteration 15Q (7932.428696 sec): 3 clusters Score: Raw -4149120.688772 + Penalty 2075.948814 = -4147044.739958 nChanged 39 SP:Iteration 16Q (7932.525430 sec): 3 clusters Score: Raw -4149132.335736 + Penalty 2075.948814 = -4147056.386922 nChanged 18 SP:Iteration 17Q (7932.626598 sec): 3 clusters Score: Raw -4149138.000423 + Penalty 2075.948814 = -4147062.051610 nChanged 16 SP:Iteration 18Q (7932.730040 sec): 3 clusters Score: Raw -4149143.649345 + Penalty 2075.948814 = -4147067.700532 nChanged 11 SP:Iteration 19Q (7932.836099 sec): 3 clusters Score: Raw -4149146.409770 + Penalty 2075.948814 = -4147070.460956 nChanged 10 SP:Iteration 20F (7932.951049 sec): 3 clusters Score: Raw -4149148.513681 + Penalty 2075.948814 = -4147072.564868 nChanged 6 SP:Iteration 21Q (7933.036223 sec): 3 clusters Score: Raw -4149150.235126 + Penalty 2075.948814 = -4147074.286312 nChanged 6 SP:Iteration 22Q (7933.135111 sec): 3 clusters Score: Raw -4149151.642991 + Penalty 2075.948814 = -4147075.694178 nChanged 5 SP:Iteration 23Q (7933.243471 sec): 3 clusters Score: Raw -4149152.840815 + Penalty 2075.948814 = -4147076.892002 nChanged 1 SP:Iteration 24Q (7933.349124 sec): 3 clusters Score: Raw -4149153.124248 + Penalty 2075.948814 = -4147077.175434 nChanged 4 SP:Iteration 25Q (7933.446992 sec): 3 clusters Score: Raw -4149154.761114 + Penalty 2075.948814 = -4147078.812300 nChanged 4 SP:Iteration 26Q (7933.531525 sec): 3 clusters Score: Raw -4149156.039016 + Penalty 2075.948814 = -4147080.090203 nChanged 3 SP:Iteration 27Q (7933.625560 sec): 3 clusters Score: Raw -4149156.355335 + Penalty 2075.948814 = -4147080.406521 nChanged 2 SP:Iteration 28Q (7933.725614 sec): 3 clusters Score: Raw -4149157.154375 + Penalty 2075.948814 = -4147081.205561 nChanged 4 SP:Iteration 29Q (7933.811941 sec): 3 clusters Score: Raw -4149158.838895 + Penalty 2075.948814 = -4147082.890082 nChanged 8 SP:Iteration 30Q (7933.903792 sec): 3 clusters Score: Raw -4149161.350835 + Penalty 2075.948814 = -4147085.402021 nChanged 4 SP:Iteration 31Q (7934.002493 sec): 3 clusters Score: Raw -4149162.439487 + Penalty 2075.948814 = -4147086.490673 nChanged 3 SP:Iteration 32Q (7934.105537 sec): 3 clusters Score: Raw -4149163.161362 + Penalty 2075.948814 = -4147087.212549 nChanged 5 SP:Iteration 33Q (7934.200366 sec): 3 clusters Score: Raw -4149164.300417 + Penalty 2075.948814 = -4147088.351603 nChanged 2 SP:Iteration 34Q (7934.302738 sec): 3 clusters Score: Raw -4149164.589117 + Penalty 2075.948814 = -4147088.640303 nChanged 1 SP:Iteration 35Q (7934.405360 sec): 3 clusters Score: Raw -4149164.975460 + Penalty 2075.948814 = -4147089.026646 nChanged 3 SP:Iteration 36Q (7934.500199 sec): 3 clusters Score: Raw -4149166.734511 + Penalty 2075.948814 = -4147090.785697 nChanged 5 SP:Iteration 37Q (7934.597478 sec): 3 clusters Score: Raw -4149167.530018 + Penalty 2075.948814 = -4147091.581204 nChanged 0 SP:Iteration 38F (7934.704051 sec): 3 clusters Score: Raw -4149167.530018 + Penalty 2075.948814 = -4147091.581204 nChanged 0 Trying to split cluster 14 (7444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7934.735883 sec): 2 clusters Score: Raw -538259.787587 + Penalty 846.940544 = -537412.847043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7934.797635 sec): 3 clusters Score: Raw -533956.937706 + Penalty 1693.881087 = -532263.056619 nChanged 3328 SP:Iteration 1F (7934.851040 sec): 3 clusters Score: Raw -535959.414285 + Penalty 1693.881087 = -534265.533197 nChanged 583 SP:Iteration 2F (7934.911345 sec): 3 clusters Score: Raw -536307.952938 + Penalty 1693.881087 = -534614.071851 nChanged 475 SP:Iteration 3F (7934.956750 sec): 3 clusters Score: Raw -536569.840483 + Penalty 1693.881087 = -534875.959396 nChanged 373 SP:Iteration 4F (7935.019967 sec): 3 clusters Score: Raw -536768.523755 + Penalty 1693.881087 = -535074.642668 nChanged 348 SP:Iteration 5Q (7935.065810 sec): 3 clusters Score: Raw -536953.107543 + Penalty 1693.881087 = -535259.226456 nChanged 305 SP:Iteration 6Q (7935.126144 sec): 3 clusters Score: Raw -537109.299918 + Penalty 1693.881087 = -535415.418831 nChanged 270 SP:Iteration 7Q (7935.169975 sec): 3 clusters Score: Raw -537249.183884 + Penalty 1693.881087 = -535555.302796 nChanged 242 SP:Iteration 8Q (7935.226458 sec): 3 clusters Score: Raw -537364.599465 + Penalty 1693.881087 = -535670.718377 nChanged 222 SP:Iteration 9Q (7935.287685 sec): 3 clusters Score: Raw -537480.142280 + Penalty 1693.881087 = -535786.261193 nChanged 185 SP:Iteration 10Q (7935.333298 sec): 3 clusters Score: Raw -537579.265498 + Penalty 1693.881087 = -535885.384411 nChanged 193 SP:Iteration 11Q (7935.381716 sec): 3 clusters Score: Raw -537659.137591 + Penalty 1693.881087 = -535965.256503 nChanged 149 SP:Iteration 12Q (7935.434440 sec): 3 clusters Score: Raw -537714.367356 + Penalty 1693.881087 = -536020.486268 nChanged 119 SP:Iteration 13Q (7935.485203 sec): 3 clusters Score: Raw -537755.373286 + Penalty 1693.881087 = -536061.492199 nChanged 112 SP:Iteration 14Q (7935.525590 sec): 3 clusters Score: Raw -537789.095745 + Penalty 1693.881087 = -536095.214657 nChanged 93 SP:Iteration 15Q (7935.580269 sec): 3 clusters Score: Raw -537823.292068 + Penalty 1693.881087 = -536129.410981 nChanged 81 SP:Iteration 16Q (7935.641825 sec): 3 clusters Score: Raw -537848.305559 + Penalty 1693.881087 = -536154.424472 nChanged 69 SP:Iteration 17Q (7935.682952 sec): 3 clusters Score: Raw -537868.966819 + Penalty 1693.881087 = -536175.085732 nChanged 72 SP:Iteration 18Q (7935.730381 sec): 3 clusters Score: Raw -537892.146629 + Penalty 1693.881087 = -536198.265541 nChanged 64 SP:Iteration 19Q (7935.780605 sec): 3 clusters Score: Raw -537914.262048 + Penalty 1693.881087 = -536220.380961 nChanged 62 SP:Iteration 20F (7935.832974 sec): 3 clusters Score: Raw -537935.436147 + Penalty 1693.881087 = -536241.555059 nChanged 70 SP:Iteration 21Q (7935.883419 sec): 3 clusters Score: Raw -537960.807015 + Penalty 1693.881087 = -536266.925928 nChanged 78 SP:Iteration 22Q (7935.950217 sec): 3 clusters Score: Raw -537988.160609 + Penalty 1693.881087 = -536294.279521 nChanged 57 SP:Iteration 23Q (7935.998782 sec): 3 clusters Score: Raw -538010.970948 + Penalty 1693.881087 = -536317.089860 nChanged 73 SP:Iteration 24Q (7936.051294 sec): 3 clusters Score: Raw -538036.772291 + Penalty 1693.881087 = -536342.891204 nChanged 65 SP:Iteration 25Q (7936.094055 sec): 3 clusters Score: Raw -538057.304535 + Penalty 1693.881087 = -536363.423448 nChanged 50 SP:Iteration 26Q (7936.155086 sec): 3 clusters Score: Raw -538071.896353 + Penalty 1693.881087 = -536378.015266 nChanged 47 SP:Iteration 27Q (7936.209535 sec): 3 clusters Score: Raw -538085.460774 + Penalty 1693.881087 = -536391.579686 nChanged 42 SP:Iteration 28Q (7936.258702 sec): 3 clusters Score: Raw -538100.381666 + Penalty 1693.881087 = -536406.500579 nChanged 38 SP:Iteration 29Q (7936.303996 sec): 3 clusters Score: Raw -538110.809959 + Penalty 1693.881087 = -536416.928872 nChanged 37 SP:Iteration 30Q (7936.356866 sec): 3 clusters Score: Raw -538120.468527 + Penalty 1693.881087 = -536426.587440 nChanged 42 SP:Iteration 31Q (7936.408837 sec): 3 clusters Score: Raw -538132.285663 + Penalty 1693.881087 = -536438.404576 nChanged 39 SP:Iteration 32Q (7936.467834 sec): 3 clusters Score: Raw -538147.250965 + Penalty 1693.881087 = -536453.369878 nChanged 38 SP:Iteration 33Q (7936.516401 sec): 3 clusters Score: Raw -538164.327531 + Penalty 1693.881087 = -536470.446444 nChanged 55 SP:Iteration 34Q (7936.567655 sec): 3 clusters Score: Raw -538188.902015 + Penalty 1693.881087 = -536495.020927 nChanged 51 SP:Iteration 35Q (7936.620224 sec): 3 clusters Score: Raw -538206.908981 + Penalty 1693.881087 = -536513.027893 nChanged 42 SP:Iteration 36Q (7936.674483 sec): 3 clusters Score: Raw -538221.995405 + Penalty 1693.881087 = -536528.114317 nChanged 44 SP:Iteration 37Q (7936.729774 sec): 3 clusters Score: Raw -538236.708111 + Penalty 1693.881087 = -536542.827023 nChanged 35 SP:Iteration 38Q (7936.787121 sec): 3 clusters Score: Raw -538248.659011 + Penalty 1693.881087 = -536554.777924 nChanged 30 SP:Iteration 39Q (7936.834671 sec): 3 clusters Score: Raw -538261.832790 + Penalty 1693.881087 = -536567.951702 nChanged 30 SP:Iteration 40F (7936.882898 sec): 3 clusters Score: Raw -538276.777199 + Penalty 1693.881087 = -536582.896111 nChanged 27 SP:Iteration 41Q (7936.939931 sec): 3 clusters Score: Raw -538291.105521 + Penalty 1693.881087 = -536597.224434 nChanged 31 SP:Iteration 42Q (7936.987113 sec): 3 clusters Score: Raw -538305.060777 + Penalty 1693.881087 = -536611.179690 nChanged 26 SP:Iteration 43Q (7937.039572 sec): 3 clusters Score: Raw -538317.310877 + Penalty 1693.881087 = -536623.429790 nChanged 25 SP:Iteration 44Q (7937.098046 sec): 3 clusters Score: Raw -538333.766476 + Penalty 1693.881087 = -536639.885389 nChanged 22 SP:Iteration 45Q (7937.136927 sec): 3 clusters Score: Raw -538343.141042 + Penalty 1693.881087 = -536649.259955 nChanged 16 SP:Iteration 46Q (7937.190716 sec): 3 clusters Score: Raw -538348.563086 + Penalty 1693.881087 = -536654.681999 nChanged 15 SP:Iteration 47Q (7937.238751 sec): 3 clusters Score: Raw -538354.031104 + Penalty 1693.881087 = -536660.150016 nChanged 10 SP:Iteration 48Q (7937.291184 sec): 3 clusters Score: Raw -538357.472284 + Penalty 1693.881087 = -536663.591197 nChanged 5 SP:Iteration 49Q (7937.339951 sec): 3 clusters Score: Raw -538358.666758 + Penalty 1693.881087 = -536664.785671 nChanged 6 SP:Iteration 50Q (7937.396751 sec): 3 clusters Score: Raw -538360.528074 + Penalty 1693.881087 = -536666.646986 nChanged 2 SP:Iteration 51Q (7937.437274 sec): 3 clusters Score: Raw -538361.506240 + Penalty 1693.881087 = -536667.625153 nChanged 3 SP:Iteration 52Q (7937.494352 sec): 3 clusters Score: Raw -538362.906911 + Penalty 1693.881087 = -536669.025823 nChanged 5 SP:Iteration 53Q (7937.543685 sec): 3 clusters Score: Raw -538365.161313 + Penalty 1693.881087 = -536671.280225 nChanged 7 SP:Iteration 54Q (7937.565630 sec): 3 clusters Score: Raw -538368.917700 + Penalty 1693.881087 = -536675.036612 nChanged 5 SP:Iteration 55Q (7937.620837 sec): 3 clusters Score: Raw -538370.715356 + Penalty 1693.881087 = -536676.834269 nChanged 7 SP:Iteration 56Q (7937.680364 sec): 3 clusters Score: Raw -538372.558620 + Penalty 1693.881087 = -536678.677532 nChanged 6 SP:Iteration 57Q (7937.726212 sec): 3 clusters Score: Raw -538376.199483 + Penalty 1693.881087 = -536682.318396 nChanged 8 SP:Iteration 58Q (7937.775252 sec): 3 clusters Score: Raw -538378.659463 + Penalty 1693.881087 = -536684.778376 nChanged 7 SP:Iteration 59Q (7937.817076 sec): 3 clusters Score: Raw -538380.609691 + Penalty 1693.881087 = -536686.728604 nChanged 5 SP:Iteration 60F (7937.866406 sec): 3 clusters Score: Raw -538382.559466 + Penalty 1693.881087 = -536688.678379 nChanged 3 SP:Iteration 61Q (7937.915150 sec): 3 clusters Score: Raw -538383.193802 + Penalty 1693.881087 = -536689.312714 nChanged 2 SP:Iteration 62Q (7937.962384 sec): 3 clusters Score: Raw -538383.828733 + Penalty 1693.881087 = -536689.947645 nChanged 1 SP:Iteration 63Q (7938.011093 sec): 3 clusters Score: Raw -538383.925621 + Penalty 1693.881087 = -536690.044533 nChanged 0 SP:Iteration 64F (7938.063213 sec): 3 clusters Score: Raw -538383.925621 + Penalty 1693.881087 = -536690.044533 nChanged 0 Trying to split cluster 15 (2968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7938.090684 sec): 2 clusters Score: Raw -205895.615777 + Penalty 759.586142 = -205136.029635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7938.140340 sec): 3 clusters Score: Raw -204411.366687 + Penalty 1519.172285 = -202892.194402 nChanged 1180 SP:Iteration 1F (7938.199111 sec): 3 clusters Score: Raw -205119.457528 + Penalty 1519.172285 = -203600.285244 nChanged 249 SP:Iteration 2F (7938.236071 sec): 3 clusters Score: Raw -205349.139602 + Penalty 1519.172285 = -203829.967317 nChanged 244 SP:Iteration 3F (7938.281549 sec): 3 clusters Score: Raw -205605.798670 + Penalty 1519.172285 = -204086.626385 nChanged 241 SP:Iteration 4F (7938.328181 sec): 3 clusters Score: Raw -205868.974138 + Penalty 1519.172285 = -204349.801853 nChanged 222 SP:Iteration 5F (7938.370271 sec): 3 clusters Score: Raw -206091.348674 + Penalty 1519.172285 = -204572.176389 nChanged 139 SP:Iteration 6Q (7938.414730 sec): 3 clusters Score: Raw -206231.076332 + Penalty 1519.172285 = -204711.904047 nChanged 97 SP:Iteration 7Q (7938.462555 sec): 3 clusters Score: Raw -206322.789455 + Penalty 1519.172285 = -204803.617170 nChanged 55 SP:Iteration 8Q (7938.508229 sec): 3 clusters Score: Raw -206366.573944 + Penalty 1519.172285 = -204847.401659 nChanged 32 SP:Iteration 9Q (7938.547865 sec): 3 clusters Score: Raw -206388.689649 + Penalty 1519.172285 = -204869.517364 nChanged 22 SP:Iteration 10Q (7938.594170 sec): 3 clusters Score: Raw -206408.690702 + Penalty 1519.172285 = -204889.518417 nChanged 27 SP:Iteration 11Q (7938.643391 sec): 3 clusters Score: Raw -206431.361913 + Penalty 1519.172285 = -204912.189628 nChanged 25 SP:Iteration 12Q (7938.691267 sec): 3 clusters Score: Raw -206447.397210 + Penalty 1519.172285 = -204928.224926 nChanged 12 SP:Iteration 13Q (7938.739391 sec): 3 clusters Score: Raw -206454.589632 + Penalty 1519.172285 = -204935.417347 nChanged 6 SP:Iteration 14Q (7938.773843 sec): 3 clusters Score: Raw -206459.565096 + Penalty 1519.172285 = -204940.392812 nChanged 8 SP:Iteration 15Q (7938.816890 sec): 3 clusters Score: Raw -206463.698267 + Penalty 1519.172285 = -204944.525982 nChanged 4 SP:Iteration 16Q (7938.875827 sec): 3 clusters Score: Raw -206466.348762 + Penalty 1519.172285 = -204947.176477 nChanged 6 SP:Iteration 17Q (7938.903543 sec): 3 clusters Score: Raw -206468.431109 + Penalty 1519.172285 = -204949.258824 nChanged 1 SP:Iteration 18Q (7938.948312 sec): 3 clusters Score: Raw -206469.015836 + Penalty 1519.172285 = -204949.843552 nChanged 2 SP:Iteration 19Q (7939.002100 sec): 3 clusters Score: Raw -206469.568171 + Penalty 1519.172285 = -204950.395887 nChanged 1 SP:Iteration 20F (7939.047982 sec): 3 clusters Score: Raw -206469.853964 + Penalty 1519.172285 = -204950.681679 nChanged 0 Trying to split cluster 16 (3102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7939.073560 sec): 2 clusters Score: Raw -194644.624726 + Penalty 763.781223 = -193880.843504 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7939.120977 sec): 3 clusters Score: Raw -193076.744028 + Penalty 1527.562445 = -191549.181583 nChanged 1247 SP:Iteration 1F (7939.159069 sec): 3 clusters Score: Raw -193825.526835 + Penalty 1527.562445 = -192297.964390 nChanged 262 SP:Iteration 2F (7939.199203 sec): 3 clusters Score: Raw -194011.055460 + Penalty 1527.562445 = -192483.493015 nChanged 212 SP:Iteration 3F (7939.252100 sec): 3 clusters Score: Raw -194165.141402 + Penalty 1527.562445 = -192637.578957 nChanged 181 SP:Iteration 4F (7939.293038 sec): 3 clusters Score: Raw -194285.379962 + Penalty 1527.562445 = -192757.817517 nChanged 141 SP:Iteration 5Q (7939.339108 sec): 3 clusters Score: Raw -194391.288076 + Penalty 1527.562445 = -192863.725631 nChanged 119 SP:Iteration 6Q (7939.381437 sec): 3 clusters Score: Raw -194471.623735 + Penalty 1527.562445 = -192944.061290 nChanged 109 SP:Iteration 7Q (7939.426830 sec): 3 clusters Score: Raw -194537.959679 + Penalty 1527.562445 = -193010.397234 nChanged 84 SP:Iteration 8Q (7939.470532 sec): 3 clusters Score: Raw -194581.639010 + Penalty 1527.562445 = -193054.076565 nChanged 54 SP:Iteration 9Q (7939.529735 sec): 3 clusters Score: Raw -194610.537891 + Penalty 1527.562445 = -193082.975446 nChanged 54 SP:Iteration 10Q (7939.566607 sec): 3 clusters Score: Raw -194637.135739 + Penalty 1527.562445 = -193109.573294 nChanged 50 SP:Iteration 11Q (7939.616146 sec): 3 clusters Score: Raw -194662.831640 + Penalty 1527.562445 = -193135.269195 nChanged 38 SP:Iteration 12Q (7939.648066 sec): 3 clusters Score: Raw -194684.837987 + Penalty 1527.562445 = -193157.275541 nChanged 42 SP:Iteration 13Q (7939.697436 sec): 3 clusters Score: Raw -194710.654968 + Penalty 1527.562445 = -193183.092523 nChanged 40 SP:Iteration 14Q (7939.745118 sec): 3 clusters Score: Raw -194735.217658 + Penalty 1527.562445 = -193207.655213 nChanged 32 SP:Iteration 15Q (7939.791263 sec): 3 clusters Score: Raw -194758.846382 + Penalty 1527.562445 = -193231.283937 nChanged 37 SP:Iteration 16Q (7939.838589 sec): 3 clusters Score: Raw -194782.812449 + Penalty 1527.562445 = -193255.250004 nChanged 35 SP:Iteration 17Q (7939.886330 sec): 3 clusters Score: Raw -194807.912738 + Penalty 1527.562445 = -193280.350293 nChanged 27 SP:Iteration 18Q (7939.928174 sec): 3 clusters Score: Raw -194828.024942 + Penalty 1527.562445 = -193300.462497 nChanged 22 SP:Iteration 19Q (7939.975193 sec): 3 clusters Score: Raw -194848.410701 + Penalty 1527.562445 = -193320.848255 nChanged 28 SP:Iteration 20F (7940.018476 sec): 3 clusters Score: Raw -194867.805976 + Penalty 1527.562445 = -193340.243531 nChanged 18 SP:Iteration 21Q (7940.065533 sec): 3 clusters Score: Raw -194879.074050 + Penalty 1527.562445 = -193351.511604 nChanged 24 SP:Iteration 22Q (7940.112073 sec): 3 clusters Score: Raw -194892.868242 + Penalty 1527.562445 = -193365.305797 nChanged 12 SP:Iteration 23Q (7940.152708 sec): 3 clusters Score: Raw -194898.311255 + Penalty 1527.562445 = -193370.748809 nChanged 6 SP:Iteration 24Q (7940.210199 sec): 3 clusters Score: Raw -194901.371844 + Penalty 1527.562445 = -193373.809399 nChanged 6 SP:Iteration 25Q (7940.247273 sec): 3 clusters Score: Raw -194904.155310 + Penalty 1527.562445 = -193376.592865 nChanged 4 SP:Iteration 26Q (7940.303409 sec): 3 clusters Score: Raw -194906.413203 + Penalty 1527.562445 = -193378.850758 nChanged 4 SP:Iteration 27Q (7940.350762 sec): 3 clusters Score: Raw -194907.546941 + Penalty 1527.562445 = -193379.984496 nChanged 2 SP:Iteration 28Q (7940.381553 sec): 3 clusters Score: Raw -194908.197291 + Penalty 1527.562445 = -193380.634845 nChanged 1 SP:Iteration 29Q (7940.428432 sec): 3 clusters Score: Raw -194908.382840 + Penalty 1527.562445 = -193380.820395 nChanged 0 SP:Iteration 30F (7940.470567 sec): 3 clusters Score: Raw -194908.382840 + Penalty 1527.562445 = -193380.820395 nChanged 0 Trying to split cluster 17 (1800 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7940.493946 sec): 2 clusters Score: Raw -102531.775480 + Penalty 712.076485 = -101819.698996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7940.548056 sec): 3 clusters Score: Raw -101731.998581 + Penalty 1424.152969 = -100307.845612 nChanged 696 SP:Iteration 1F (7940.589911 sec): 3 clusters Score: Raw -102316.875822 + Penalty 1424.152969 = -100892.722852 nChanged 200 SP:Iteration 2F (7940.624218 sec): 3 clusters Score: Raw -102591.201481 + Penalty 1424.152969 = -101167.048512 nChanged 160 SP:Iteration 3F (7940.665039 sec): 3 clusters Score: Raw -102770.093773 + Penalty 1424.152969 = -101345.940803 nChanged 122 SP:Iteration 4F (7940.700019 sec): 3 clusters Score: Raw -102908.264827 + Penalty 1424.152969 = -101484.111857 nChanged 92 SP:Iteration 5F (7940.744950 sec): 3 clusters Score: Raw -103000.381749 + Penalty 1424.152969 = -101576.228779 nChanged 69 SP:Iteration 6Q (7940.785196 sec): 3 clusters Score: Raw -103062.559820 + Penalty 1424.152969 = -101638.406850 nChanged 52 SP:Iteration 7Q (7940.830907 sec): 3 clusters Score: Raw -103099.943160 + Penalty 1424.152969 = -101675.790191 nChanged 30 SP:Iteration 8Q (7940.870159 sec): 3 clusters Score: Raw -103120.180626 + Penalty 1424.152969 = -101696.027656 nChanged 26 SP:Iteration 9Q (7940.917588 sec): 3 clusters Score: Raw -103132.052904 + Penalty 1424.152969 = -101707.899935 nChanged 24 SP:Iteration 10Q (7940.973919 sec): 3 clusters Score: Raw -103141.999090 + Penalty 1424.152969 = -101717.846120 nChanged 13 SP:Iteration 11Q (7941.006031 sec): 3 clusters Score: Raw -103154.841010 + Penalty 1424.152969 = -101730.688041 nChanged 13 SP:Iteration 12Q (7941.059223 sec): 3 clusters Score: Raw -103164.169930 + Penalty 1424.152969 = -101740.016961 nChanged 11 SP:Iteration 13Q (7941.098988 sec): 3 clusters Score: Raw -103178.346642 + Penalty 1424.152969 = -101754.193672 nChanged 20 SP:Iteration 14Q (7941.145157 sec): 3 clusters Score: Raw -103202.711931 + Penalty 1424.152969 = -101778.558962 nChanged 24 SP:Iteration 15Q (7941.190691 sec): 3 clusters Score: Raw -103221.012561 + Penalty 1424.152969 = -101796.859592 nChanged 21 SP:Iteration 16Q (7941.233423 sec): 3 clusters Score: Raw -103242.070523 + Penalty 1424.152969 = -101817.917554 nChanged 21 SP:Iteration 17Q (7941.279534 sec): 3 clusters Score: Raw -103257.524363 + Penalty 1424.152969 = -101833.371394 nChanged 14 SP:Iteration 18Q (7941.328324 sec): 3 clusters Score: Raw -103264.362641 + Penalty 1424.152969 = -101840.209671 nChanged 11 SP:Iteration 19Q (7941.370122 sec): 3 clusters Score: Raw -103271.387754 + Penalty 1424.152969 = -101847.234784 nChanged 6 SP:Iteration 20F (7941.420069 sec): 3 clusters Score: Raw -103275.480820 + Penalty 1424.152969 = -101851.327850 nChanged 8 SP:Iteration 21Q (7941.449458 sec): 3 clusters Score: Raw -103279.603311 + Penalty 1424.152969 = -101855.450342 nChanged 2 SP:Iteration 22Q (7941.488179 sec): 3 clusters Score: Raw -103279.992913 + Penalty 1424.152969 = -101855.839943 nChanged 0 SP:Iteration 23F (7941.535923 sec): 3 clusters Score: Raw -103279.992913 + Penalty 1424.152969 = -101855.839943 nChanged 0 Score: Raw -45959337.749029 + Penalty 54623.503038 = -45904714.245991 Splitting cluster 17 changes total score from -45905236.342582 to -45904714.245991 So it's not getting split. Trying to split cluster 18 (13522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7954.559558 sec): 2 clusters Score: Raw -946823.721517 + Penalty 903.646960 = -945920.074557 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7954.624389 sec): 3 clusters Score: Raw -938541.739328 + Penalty 1807.293921 = -936734.445407 nChanged 6227 SP:Iteration 1F (7954.671987 sec): 3 clusters Score: Raw -942181.452931 + Penalty 1807.293921 = -940374.159010 nChanged 825 SP:Iteration 2F (7954.737190 sec): 3 clusters Score: Raw -942554.410435 + Penalty 1807.293921 = -940747.116514 nChanged 797 SP:Iteration 3F (7954.802798 sec): 3 clusters Score: Raw -942924.763464 + Penalty 1807.293921 = -941117.469543 nChanged 781 SP:Iteration 4F (7954.871884 sec): 3 clusters Score: Raw -943312.557285 + Penalty 1807.293921 = -941505.263364 nChanged 806 SP:Iteration 5F (7954.929857 sec): 3 clusters Score: Raw -943751.824860 + Penalty 1807.293921 = -941944.530939 nChanged 757 SP:Iteration 6F (7955.001928 sec): 3 clusters Score: Raw -944196.938616 + Penalty 1807.293921 = -942389.644695 nChanged 685 SP:Iteration 7F (7955.049729 sec): 3 clusters Score: Raw -944641.142687 + Penalty 1807.293921 = -942833.848766 nChanged 631 SP:Iteration 8Q (7955.110973 sec): 3 clusters Score: Raw -945145.187790 + Penalty 1807.293921 = -943337.893869 nChanged 567 SP:Iteration 9Q (7955.166596 sec): 3 clusters Score: Raw -945682.788636 + Penalty 1807.293921 = -943875.494715 nChanged 473 SP:Iteration 10Q (7955.220350 sec): 3 clusters Score: Raw -946076.271638 + Penalty 1807.293921 = -944268.977717 nChanged 321 SP:Iteration 11Q (7955.280424 sec): 3 clusters Score: Raw -946252.642278 + Penalty 1807.293921 = -944445.348358 nChanged 202 SP:Iteration 12Q (7955.346168 sec): 3 clusters Score: Raw -946328.484759 + Penalty 1807.293921 = -944521.190838 nChanged 122 SP:Iteration 13Q (7955.408432 sec): 3 clusters Score: Raw -946369.405048 + Penalty 1807.293921 = -944562.111127 nChanged 110 SP:Iteration 14Q (7955.463207 sec): 3 clusters Score: Raw -946406.584582 + Penalty 1807.293921 = -944599.290661 nChanged 101 SP:Iteration 15Q (7955.518536 sec): 3 clusters Score: Raw -946443.499562 + Penalty 1807.293921 = -944636.205641 nChanged 95 SP:Iteration 16Q (7955.573852 sec): 3 clusters Score: Raw -946474.802669 + Penalty 1807.293921 = -944667.508748 nChanged 82 SP:Iteration 17Q (7955.641664 sec): 3 clusters Score: Raw -946496.635809 + Penalty 1807.293921 = -944689.341888 nChanged 62 SP:Iteration 18Q (7955.700572 sec): 3 clusters Score: Raw -946513.185714 + Penalty 1807.293921 = -944705.891793 nChanged 74 SP:Iteration 19Q (7955.760579 sec): 3 clusters Score: Raw -946532.985558 + Penalty 1807.293921 = -944725.691637 nChanged 69 SP:Iteration 20F (7955.818892 sec): 3 clusters Score: Raw -946551.352614 + Penalty 1807.293921 = -944744.058693 nChanged 60 SP:Iteration 21Q (7955.883107 sec): 3 clusters Score: Raw -946564.198944 + Penalty 1807.293921 = -944756.905024 nChanged 51 SP:Iteration 22Q (7955.944719 sec): 3 clusters Score: Raw -946573.303456 + Penalty 1807.293921 = -944766.009535 nChanged 39 SP:Iteration 23Q (7955.996752 sec): 3 clusters Score: Raw -946581.059586 + Penalty 1807.293921 = -944773.765665 nChanged 47 SP:Iteration 24Q (7956.052171 sec): 3 clusters Score: Raw -946590.837751 + Penalty 1807.293921 = -944783.543830 nChanged 46 SP:Iteration 25Q (7956.115811 sec): 3 clusters Score: Raw -946600.125002 + Penalty 1807.293921 = -944792.831081 nChanged 45 SP:Iteration 26Q (7956.178975 sec): 3 clusters Score: Raw -946609.202846 + Penalty 1807.293921 = -944801.908925 nChanged 41 SP:Iteration 27Q (7956.230581 sec): 3 clusters Score: Raw -946617.707626 + Penalty 1807.293921 = -944810.413705 nChanged 36 SP:Iteration 28Q (7956.296560 sec): 3 clusters Score: Raw -946623.930623 + Penalty 1807.293921 = -944816.636702 nChanged 33 SP:Iteration 29Q (7956.349102 sec): 3 clusters Score: Raw -946629.942894 + Penalty 1807.293921 = -944822.648973 nChanged 31 SP:Iteration 30Q (7956.419136 sec): 3 clusters Score: Raw -946635.988568 + Penalty 1807.293921 = -944828.694647 nChanged 33 SP:Iteration 31Q (7956.475564 sec): 3 clusters Score: Raw -946641.590523 + Penalty 1807.293921 = -944834.296602 nChanged 22 SP:Iteration 32Q (7956.536260 sec): 3 clusters Score: Raw -946646.600233 + Penalty 1807.293921 = -944839.306312 nChanged 27 SP:Iteration 33Q (7956.595970 sec): 3 clusters Score: Raw -946652.417132 + Penalty 1807.293921 = -944845.123211 nChanged 27 SP:Iteration 34Q (7956.646660 sec): 3 clusters Score: Raw -946657.355527 + Penalty 1807.293921 = -944850.061606 nChanged 24 SP:Iteration 35Q (7956.701114 sec): 3 clusters Score: Raw -946661.811282 + Penalty 1807.293921 = -944854.517361 nChanged 28 SP:Iteration 36Q (7956.764509 sec): 3 clusters Score: Raw -946668.377582 + Penalty 1807.293921 = -944861.083661 nChanged 33 SP:Iteration 37Q (7956.824136 sec): 3 clusters Score: Raw -946674.981219 + Penalty 1807.293921 = -944867.687298 nChanged 32 SP:Iteration 38Q (7956.888334 sec): 3 clusters Score: Raw -946680.950616 + Penalty 1807.293921 = -944873.656695 nChanged 26 SP:Iteration 39Q (7956.941052 sec): 3 clusters Score: Raw -946686.117015 + Penalty 1807.293921 = -944878.823094 nChanged 29 SP:Iteration 40F (7956.999165 sec): 3 clusters Score: Raw -946690.926465 + Penalty 1807.293921 = -944883.632545 nChanged 28 SP:Iteration 41Q (7957.057630 sec): 3 clusters Score: Raw -946697.040297 + Penalty 1807.293921 = -944889.746376 nChanged 28 SP:Iteration 42Q (7957.128730 sec): 3 clusters Score: Raw -946703.434973 + Penalty 1807.293921 = -944896.141052 nChanged 21 SP:Iteration 43Q (7957.182385 sec): 3 clusters Score: Raw -946707.064139 + Penalty 1807.293921 = -944899.770218 nChanged 19 SP:Iteration 44Q (7957.245055 sec): 3 clusters Score: Raw -946710.074019 + Penalty 1807.293921 = -944902.780098 nChanged 16 SP:Iteration 45Q (7957.306416 sec): 3 clusters Score: Raw -946712.158631 + Penalty 1807.293921 = -944904.864710 nChanged 11 SP:Iteration 46Q (7957.373167 sec): 3 clusters Score: Raw -946713.486758 + Penalty 1807.293921 = -944906.192837 nChanged 7 SP:Iteration 47Q (7957.418603 sec): 3 clusters Score: Raw -946714.436289 + Penalty 1807.293921 = -944907.142368 nChanged 10 SP:Iteration 48Q (7957.479724 sec): 3 clusters Score: Raw -946716.162330 + Penalty 1807.293921 = -944908.868409 nChanged 9 SP:Iteration 49Q (7957.547122 sec): 3 clusters Score: Raw -946717.421291 + Penalty 1807.293921 = -944910.127370 nChanged 10 SP:Iteration 50Q (7957.605460 sec): 3 clusters Score: Raw -946718.684929 + Penalty 1807.293921 = -944911.391008 nChanged 6 SP:Iteration 51Q (7957.663769 sec): 3 clusters Score: Raw -946719.379103 + Penalty 1807.293921 = -944912.085183 nChanged 8 SP:Iteration 52Q (7957.727683 sec): 3 clusters Score: Raw -946721.069883 + Penalty 1807.293921 = -944913.775963 nChanged 12 SP:Iteration 53Q (7957.775504 sec): 3 clusters Score: Raw -946723.730584 + Penalty 1807.293921 = -944916.436663 nChanged 16 SP:Iteration 54Q (7957.828650 sec): 3 clusters Score: Raw -946725.783324 + Penalty 1807.293921 = -944918.489403 nChanged 9 SP:Iteration 55Q (7957.895999 sec): 3 clusters Score: Raw -946727.166621 + Penalty 1807.293921 = -944919.872700 nChanged 10 SP:Iteration 56Q (7957.950639 sec): 3 clusters Score: Raw -946728.151324 + Penalty 1807.293921 = -944920.857404 nChanged 9 SP:Iteration 57Q (7958.010512 sec): 3 clusters Score: Raw -946729.132798 + Penalty 1807.293921 = -944921.838878 nChanged 6 SP:Iteration 58Q (7958.059503 sec): 3 clusters Score: Raw -946729.643354 + Penalty 1807.293921 = -944922.349433 nChanged 3 SP:Iteration 59Q (7958.111413 sec): 3 clusters Score: Raw -946729.933215 + Penalty 1807.293921 = -944922.639294 nChanged 4 SP:Iteration 60F (7958.173009 sec): 3 clusters Score: Raw -946730.577559 + Penalty 1807.293921 = -944923.283638 nChanged 4 SP:Iteration 61Q (7958.232932 sec): 3 clusters Score: Raw -946731.053609 + Penalty 1807.293921 = -944923.759688 nChanged 2 SP:Iteration 62Q (7958.283485 sec): 3 clusters Score: Raw -946731.152565 + Penalty 1807.293921 = -944923.858644 nChanged 2 SP:Iteration 63Q (7958.329724 sec): 3 clusters Score: Raw -946731.500568 + Penalty 1807.293921 = -944924.206647 nChanged 3 SP:Iteration 64Q (7958.391653 sec): 3 clusters Score: Raw -946732.042858 + Penalty 1807.293921 = -944924.748937 nChanged 6 SP:Iteration 65Q (7958.448683 sec): 3 clusters Score: Raw -946732.735326 + Penalty 1807.293921 = -944925.441405 nChanged 5 SP:Iteration 66Q (7958.513363 sec): 3 clusters Score: Raw -946733.191060 + Penalty 1807.293921 = -944925.897139 nChanged 4 SP:Iteration 67Q (7958.566887 sec): 3 clusters Score: Raw -946733.657228 + Penalty 1807.293921 = -944926.363308 nChanged 5 SP:Iteration 68Q (7958.631500 sec): 3 clusters Score: Raw -946734.112309 + Penalty 1807.293921 = -944926.818388 nChanged 4 SP:Iteration 69Q (7958.683807 sec): 3 clusters Score: Raw -946734.681597 + Penalty 1807.293921 = -944927.387676 nChanged 3 SP:Iteration 70Q (7958.754180 sec): 3 clusters Score: Raw -946735.252740 + Penalty 1807.293921 = -944927.958819 nChanged 5 SP:Iteration 71Q (7958.812045 sec): 3 clusters Score: Raw -946736.183613 + Penalty 1807.293921 = -944928.889693 nChanged 9 SP:Iteration 72Q (7958.862141 sec): 3 clusters Score: Raw -946737.322916 + Penalty 1807.293921 = -944930.028995 nChanged 11 SP:Iteration 73Q (7958.930785 sec): 3 clusters Score: Raw -946739.081730 + Penalty 1807.293921 = -944931.787809 nChanged 14 SP:Iteration 74Q (7958.993031 sec): 3 clusters Score: Raw -946741.340753 + Penalty 1807.293921 = -944934.046832 nChanged 14 SP:Iteration 75Q (7959.053692 sec): 3 clusters Score: Raw -946744.197571 + Penalty 1807.293921 = -944936.903650 nChanged 11 SP:Iteration 76Q (7959.113689 sec): 3 clusters Score: Raw -946746.023956 + Penalty 1807.293921 = -944938.730035 nChanged 8 SP:Iteration 77Q (7959.168190 sec): 3 clusters Score: Raw -946747.256189 + Penalty 1807.293921 = -944939.962268 nChanged 7 SP:Iteration 78Q (7959.217976 sec): 3 clusters Score: Raw -946748.337289 + Penalty 1807.293921 = -944941.043368 nChanged 7 SP:Iteration 79Q (7959.273907 sec): 3 clusters Score: Raw -946749.145381 + Penalty 1807.293921 = -944941.851460 nChanged 4 SP:Iteration 80F (7959.328289 sec): 3 clusters Score: Raw -946749.479586 + Penalty 1807.293921 = -944942.185665 nChanged 2 SP:Iteration 81Q (7959.395658 sec): 3 clusters Score: Raw -946749.722828 + Penalty 1807.293921 = -944942.428907 nChanged 2 SP:Iteration 82Q (7959.456768 sec): 3 clusters Score: Raw -946749.897819 + Penalty 1807.293921 = -944942.603899 nChanged 1 SP:Iteration 83Q (7959.518046 sec): 3 clusters Score: Raw -946749.917150 + Penalty 1807.293921 = -944942.623229 nChanged 0 SP:Iteration 84F (7959.571880 sec): 3 clusters Score: Raw -946749.917150 + Penalty 1807.293921 = -944942.623229 nChanged 0 Trying to split cluster 19 (14041 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7959.600610 sec): 2 clusters Score: Raw -994345.963775 + Penalty 907.225006 = -993438.738770 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7959.654468 sec): 3 clusters Score: Raw -985745.784793 + Penalty 1814.450011 = -983931.334782 nChanged 6440 SP:Iteration 1F (7959.727311 sec): 3 clusters Score: Raw -989338.944886 + Penalty 1814.450011 = -987524.494875 nChanged 800 SP:Iteration 2F (7959.786824 sec): 3 clusters Score: Raw -989675.173862 + Penalty 1814.450011 = -987860.723851 nChanged 758 SP:Iteration 3F (7959.849961 sec): 3 clusters Score: Raw -990003.406525 + Penalty 1814.450011 = -988188.956514 nChanged 708 SP:Iteration 4F (7959.913148 sec): 3 clusters Score: Raw -990310.475049 + Penalty 1814.450011 = -988496.025038 nChanged 696 SP:Iteration 5Q (7959.976395 sec): 3 clusters Score: Raw -990647.297157 + Penalty 1814.450011 = -988832.847146 nChanged 690 SP:Iteration 6Q (7960.032233 sec): 3 clusters Score: Raw -991010.319528 + Penalty 1814.450011 = -989195.869517 nChanged 668 SP:Iteration 7Q (7960.097837 sec): 3 clusters Score: Raw -991416.192619 + Penalty 1814.450011 = -989601.742608 nChanged 684 SP:Iteration 8Q (7960.154144 sec): 3 clusters Score: Raw -991823.662335 + Penalty 1814.450011 = -990009.212324 nChanged 656 SP:Iteration 9Q (7960.221523 sec): 3 clusters Score: Raw -992208.547550 + Penalty 1814.450011 = -990394.097539 nChanged 590 SP:Iteration 10Q (7960.279923 sec): 3 clusters Score: Raw -992555.269613 + Penalty 1814.450011 = -990740.819602 nChanged 526 SP:Iteration 11Q (7960.338964 sec): 3 clusters Score: Raw -992829.066132 + Penalty 1814.450011 = -991014.616121 nChanged 437 SP:Iteration 12Q (7960.404980 sec): 3 clusters Score: Raw -993061.107357 + Penalty 1814.450011 = -991246.657346 nChanged 362 SP:Iteration 13Q (7960.446969 sec): 3 clusters Score: Raw -993212.443466 + Penalty 1814.450011 = -991397.993455 nChanged 287 SP:Iteration 14Q (7960.513449 sec): 3 clusters Score: Raw -993319.503487 + Penalty 1814.450011 = -991505.053476 nChanged 249 SP:Iteration 15Q (7960.580789 sec): 3 clusters Score: Raw -993409.608287 + Penalty 1814.450011 = -991595.158276 nChanged 214 SP:Iteration 16Q (7960.620836 sec): 3 clusters Score: Raw -993487.072673 + Penalty 1814.450011 = -991672.622662 nChanged 214 SP:Iteration 17Q (7960.687698 sec): 3 clusters Score: Raw -993562.233298 + Penalty 1814.450011 = -991747.783287 nChanged 197 SP:Iteration 18Q (7960.752112 sec): 3 clusters Score: Raw -993631.114688 + Penalty 1814.450011 = -991816.664677 nChanged 192 SP:Iteration 19Q (7960.807391 sec): 3 clusters Score: Raw -993694.253429 + Penalty 1814.450011 = -991879.803418 nChanged 162 SP:Iteration 20F (7960.856233 sec): 3 clusters Score: Raw -993747.437669 + Penalty 1814.450011 = -991932.987658 nChanged 154 SP:Iteration 21Q (7960.929372 sec): 3 clusters Score: Raw -993797.850437 + Penalty 1814.450011 = -991983.400426 nChanged 161 SP:Iteration 22Q (7960.982114 sec): 3 clusters Score: Raw -993852.983277 + Penalty 1814.450011 = -992038.533266 nChanged 146 SP:Iteration 23Q (7961.045047 sec): 3 clusters Score: Raw -993900.988298 + Penalty 1814.450011 = -992086.538287 nChanged 140 SP:Iteration 24Q (7961.098410 sec): 3 clusters Score: Raw -993946.861109 + Penalty 1814.450011 = -992132.411098 nChanged 125 SP:Iteration 25Q (7961.167994 sec): 3 clusters Score: Raw -993979.077870 + Penalty 1814.450011 = -992164.627859 nChanged 113 SP:Iteration 26Q (7961.231257 sec): 3 clusters Score: Raw -994005.009843 + Penalty 1814.450011 = -992190.559832 nChanged 91 SP:Iteration 27Q (7961.293722 sec): 3 clusters Score: Raw -994024.317882 + Penalty 1814.450011 = -992209.867871 nChanged 81 SP:Iteration 28Q (7961.344064 sec): 3 clusters Score: Raw -994043.403676 + Penalty 1814.450011 = -992228.953664 nChanged 74 SP:Iteration 29Q (7961.406949 sec): 3 clusters Score: Raw -994059.314080 + Penalty 1814.450011 = -992244.864069 nChanged 63 SP:Iteration 30Q (7961.470954 sec): 3 clusters Score: Raw -994075.375430 + Penalty 1814.450011 = -992260.925419 nChanged 66 SP:Iteration 31Q (7961.529621 sec): 3 clusters Score: Raw -994088.195577 + Penalty 1814.450011 = -992273.745566 nChanged 59 SP:Iteration 32Q (7961.596014 sec): 3 clusters Score: Raw -994098.061549 + Penalty 1814.450011 = -992283.611538 nChanged 57 SP:Iteration 33Q (7961.663569 sec): 3 clusters Score: Raw -994107.598440 + Penalty 1814.450011 = -992293.148429 nChanged 50 SP:Iteration 34Q (7961.712983 sec): 3 clusters Score: Raw -994114.474011 + Penalty 1814.450011 = -992300.024000 nChanged 39 SP:Iteration 35Q (7961.775354 sec): 3 clusters Score: Raw -994118.382628 + Penalty 1814.450011 = -992303.932617 nChanged 40 SP:Iteration 36Q (7961.844940 sec): 3 clusters Score: Raw -994122.804830 + Penalty 1814.450011 = -992308.354819 nChanged 40 SP:Iteration 37Q (7961.901204 sec): 3 clusters Score: Raw -994127.556280 + Penalty 1814.450011 = -992313.106269 nChanged 31 SP:Iteration 38Q (7961.964153 sec): 3 clusters Score: Raw -994131.980519 + Penalty 1814.450011 = -992317.530508 nChanged 35 SP:Iteration 39Q (7962.028225 sec): 3 clusters Score: Raw -994135.650567 + Penalty 1814.450011 = -992321.200556 nChanged 23 SP:Iteration 40F (7962.088252 sec): 3 clusters Score: Raw -994137.535440 + Penalty 1814.450011 = -992323.085429 nChanged 21 SP:Iteration 41Q (7962.148454 sec): 3 clusters Score: Raw -994139.352349 + Penalty 1814.450011 = -992324.902338 nChanged 17 SP:Iteration 42Q (7962.198764 sec): 3 clusters Score: Raw -994140.825221 + Penalty 1814.450011 = -992326.375210 nChanged 18 SP:Iteration 43Q (7962.261254 sec): 3 clusters Score: Raw -994142.261545 + Penalty 1814.450011 = -992327.811534 nChanged 15 SP:Iteration 44Q (7962.328789 sec): 3 clusters Score: Raw -994143.649015 + Penalty 1814.450011 = -992329.199004 nChanged 15 SP:Iteration 45Q (7962.393015 sec): 3 clusters Score: Raw -994145.171708 + Penalty 1814.450011 = -992330.721697 nChanged 18 SP:Iteration 46Q (7962.453369 sec): 3 clusters Score: Raw -994147.306894 + Penalty 1814.450011 = -992332.856883 nChanged 17 SP:Iteration 47Q (7962.517444 sec): 3 clusters Score: Raw -994149.340805 + Penalty 1814.450011 = -992334.890794 nChanged 19 SP:Iteration 48Q (7962.571311 sec): 3 clusters Score: Raw -994151.732004 + Penalty 1814.450011 = -992337.281993 nChanged 27 SP:Iteration 49Q (7962.634785 sec): 3 clusters Score: Raw -994154.646898 + Penalty 1814.450011 = -992340.196887 nChanged 20 SP:Iteration 50Q (7962.690511 sec): 3 clusters Score: Raw -994156.645068 + Penalty 1814.450011 = -992342.195057 nChanged 18 SP:Iteration 51Q (7962.749206 sec): 3 clusters Score: Raw -994158.068712 + Penalty 1814.450011 = -992343.618701 nChanged 13 SP:Iteration 52Q (7962.816180 sec): 3 clusters Score: Raw -994159.115516 + Penalty 1814.450011 = -992344.665505 nChanged 14 SP:Iteration 53Q (7962.870085 sec): 3 clusters Score: Raw -994160.025249 + Penalty 1814.450011 = -992345.575238 nChanged 10 SP:Iteration 54Q (7962.935779 sec): 3 clusters Score: Raw -994160.592025 + Penalty 1814.450011 = -992346.142014 nChanged 11 SP:Iteration 55Q (7963.000829 sec): 3 clusters Score: Raw -994161.083836 + Penalty 1814.450011 = -992346.633825 nChanged 5 SP:Iteration 56Q (7963.055147 sec): 3 clusters Score: Raw -994161.299821 + Penalty 1814.450011 = -992346.849810 nChanged 5 SP:Iteration 57Q (7963.114460 sec): 3 clusters Score: Raw -994161.673648 + Penalty 1814.450011 = -992347.223637 nChanged 9 SP:Iteration 58Q (7963.174604 sec): 3 clusters Score: Raw -994162.354729 + Penalty 1814.450011 = -992347.904718 nChanged 6 SP:Iteration 59Q (7963.235093 sec): 3 clusters Score: Raw -994162.707889 + Penalty 1814.450011 = -992348.257878 nChanged 9 SP:Iteration 60F (7963.301109 sec): 3 clusters Score: Raw -994163.289789 + Penalty 1814.450011 = -992348.839778 nChanged 7 SP:Iteration 61Q (7963.358863 sec): 3 clusters Score: Raw -994163.834785 + Penalty 1814.450011 = -992349.384774 nChanged 5 SP:Iteration 62Q (7963.422675 sec): 3 clusters Score: Raw -994164.200531 + Penalty 1814.450011 = -992349.750520 nChanged 4 SP:Iteration 63Q (7963.487353 sec): 3 clusters Score: Raw -994164.410611 + Penalty 1814.450011 = -992349.960600 nChanged 3 SP:Iteration 64Q (7963.555997 sec): 3 clusters Score: Raw -994164.620703 + Penalty 1814.450011 = -992350.170692 nChanged 3 SP:Iteration 65Q (7963.615251 sec): 3 clusters Score: Raw -994164.975626 + Penalty 1814.450011 = -992350.525615 nChanged 9 SP:Iteration 66Q (7963.669372 sec): 3 clusters Score: Raw -994166.146734 + Penalty 1814.450011 = -992351.696723 nChanged 13 SP:Iteration 67Q (7963.734307 sec): 3 clusters Score: Raw -994167.341280 + Penalty 1814.450011 = -992352.891269 nChanged 14 SP:Iteration 68Q (7963.786573 sec): 3 clusters Score: Raw -994168.528006 + Penalty 1814.450011 = -992354.077995 nChanged 15 SP:Iteration 69Q (7963.843708 sec): 3 clusters Score: Raw -994169.618621 + Penalty 1814.450011 = -992355.168610 nChanged 13 SP:Iteration 70Q (7963.901501 sec): 3 clusters Score: Raw -994170.304926 + Penalty 1814.450011 = -992355.854915 nChanged 10 SP:Iteration 71Q (7963.970416 sec): 3 clusters Score: Raw -994170.746374 + Penalty 1814.450011 = -992356.296363 nChanged 5 SP:Iteration 72Q (7964.035868 sec): 3 clusters Score: Raw -994170.924230 + Penalty 1814.450011 = -992356.474219 nChanged 2 SP:Iteration 73Q (7964.096482 sec): 3 clusters Score: Raw -994171.117945 + Penalty 1814.450011 = -992356.667934 nChanged 1 SP:Iteration 74Q (7964.159040 sec): 3 clusters Score: Raw -994171.148675 + Penalty 1814.450011 = -992356.698664 nChanged 1 SP:Iteration 75Q (7964.212773 sec): 3 clusters Score: Raw -994171.254431 + Penalty 1814.450011 = -992356.804420 nChanged 4 SP:Iteration 76Q (7964.281260 sec): 3 clusters Score: Raw -994171.679486 + Penalty 1814.450011 = -992357.229475 nChanged 4 SP:Iteration 77Q (7964.337158 sec): 3 clusters Score: Raw -994172.120357 + Penalty 1814.450011 = -992357.670346 nChanged 8 SP:Iteration 78Q (7964.394631 sec): 3 clusters Score: Raw -994172.668564 + Penalty 1814.450011 = -992358.218553 nChanged 6 SP:Iteration 79Q (7964.465709 sec): 3 clusters Score: Raw -994173.193774 + Penalty 1814.450011 = -992358.743763 nChanged 10 SP:Iteration 80F (7964.522912 sec): 3 clusters Score: Raw -994173.967915 + Penalty 1814.450011 = -992359.517904 nChanged 8 SP:Iteration 81Q (7964.583628 sec): 3 clusters Score: Raw -994174.640229 + Penalty 1814.450011 = -992360.190218 nChanged 8 SP:Iteration 82Q (7964.641539 sec): 3 clusters Score: Raw -994175.177202 + Penalty 1814.450011 = -992360.727191 nChanged 8 SP:Iteration 83Q (7964.717260 sec): 3 clusters Score: Raw -994175.587955 + Penalty 1814.450011 = -992361.137944 nChanged 7 SP:Iteration 84Q (7964.781264 sec): 3 clusters Score: Raw -994175.975509 + Penalty 1814.450011 = -992361.525498 nChanged 9 SP:Iteration 85Q (7964.836011 sec): 3 clusters Score: Raw -994176.647329 + Penalty 1814.450011 = -992362.197318 nChanged 8 SP:Iteration 86Q (7964.904882 sec): 3 clusters Score: Raw -994177.601845 + Penalty 1814.450011 = -992363.151834 nChanged 15 SP:Iteration 87Q (7964.967456 sec): 3 clusters Score: Raw -994179.059619 + Penalty 1814.450011 = -992364.609608 nChanged 20 SP:Iteration 88Q (7965.028797 sec): 3 clusters Score: Raw -994181.692796 + Penalty 1814.450011 = -992367.242785 nChanged 22 SP:Iteration 89Q (7965.088105 sec): 3 clusters Score: Raw -994183.904507 + Penalty 1814.450011 = -992369.454496 nChanged 16 SP:Iteration 90Q (7965.142691 sec): 3 clusters Score: Raw -994185.791978 + Penalty 1814.450011 = -992371.341967 nChanged 19 SP:Iteration 91Q (7965.205269 sec): 3 clusters Score: Raw -994187.203764 + Penalty 1814.450011 = -992372.753753 nChanged 12 SP:Iteration 92Q (7965.275072 sec): 3 clusters Score: Raw -994188.073746 + Penalty 1814.450011 = -992373.623735 nChanged 15 SP:Iteration 93Q (7965.337386 sec): 3 clusters Score: Raw -994189.471133 + Penalty 1814.450011 = -992375.021122 nChanged 18 SP:Iteration 94Q (7965.400131 sec): 3 clusters Score: Raw -994191.509311 + Penalty 1814.450011 = -992377.059300 nChanged 21 SP:Iteration 95Q (7965.460288 sec): 3 clusters Score: Raw -994194.176591 + Penalty 1814.450011 = -992379.726580 nChanged 23 SP:Iteration 96Q (7965.519551 sec): 3 clusters Score: Raw -994196.629886 + Penalty 1814.450011 = -992382.179875 nChanged 18 SP:Iteration 97Q (7965.588199 sec): 3 clusters Score: Raw -994197.893715 + Penalty 1814.450011 = -992383.443704 nChanged 21 SP:Iteration 98Q (7965.647609 sec): 3 clusters Score: Raw -994200.197789 + Penalty 1814.450011 = -992385.747778 nChanged 30 SP:Iteration 99Q (7965.709260 sec): 3 clusters Score: Raw -994203.383840 + Penalty 1814.450011 = -992388.933829 nChanged 26 SP:Iteration 100F (7965.778350 sec): 3 clusters Score: Raw -994206.261858 + Penalty 1814.450011 = -992391.811847 nChanged 23 SP:Iteration 101Q (7965.843595 sec): 3 clusters Score: Raw -994207.926793 + Penalty 1814.450011 = -992393.476782 nChanged 17 SP:Iteration 102Q (7965.898654 sec): 3 clusters Score: Raw -994209.350247 + Penalty 1814.450011 = -992394.900236 nChanged 19 SP:Iteration 103Q (7965.955906 sec): 3 clusters Score: Raw -994210.912506 + Penalty 1814.450011 = -992396.462495 nChanged 18 SP:Iteration 104Q (7966.022095 sec): 3 clusters Score: Raw -994212.378521 + Penalty 1814.450011 = -992397.928510 nChanged 18 SP:Iteration 105Q (7966.089908 sec): 3 clusters Score: Raw -994213.923261 + Penalty 1814.450011 = -992399.473250 nChanged 21 SP:Iteration 106Q (7966.142661 sec): 3 clusters Score: Raw -994215.545466 + Penalty 1814.450011 = -992401.095455 nChanged 21 SP:Iteration 107Q (7966.204995 sec): 3 clusters Score: Raw -994217.129699 + Penalty 1814.450011 = -992402.679688 nChanged 22 SP:Iteration 108Q (7966.267340 sec): 3 clusters Score: Raw -994219.146492 + Penalty 1814.450011 = -992404.696481 nChanged 22 SP:Iteration 109Q (7966.325423 sec): 3 clusters Score: Raw -994221.645763 + Penalty 1814.450011 = -992407.195752 nChanged 25 SP:Iteration 110Q (7966.392335 sec): 3 clusters Score: Raw -994225.057238 + Penalty 1814.450011 = -992410.607227 nChanged 31 SP:Iteration 111Q (7966.444683 sec): 3 clusters Score: Raw -994229.094070 + Penalty 1814.450011 = -992414.644059 nChanged 34 SP:Iteration 112Q (7966.509491 sec): 3 clusters Score: Raw -994232.762539 + Penalty 1814.450011 = -992418.312528 nChanged 20 SP:Iteration 113Q (7966.565704 sec): 3 clusters Score: Raw -994234.721607 + Penalty 1814.450011 = -992420.271596 nChanged 24 SP:Iteration 114Q (7966.624664 sec): 3 clusters Score: Raw -994236.898544 + Penalty 1814.450011 = -992422.448533 nChanged 22 SP:Iteration 115Q (7966.688504 sec): 3 clusters Score: Raw -994239.334701 + Penalty 1814.450011 = -992424.884690 nChanged 29 SP:Iteration 116Q (7966.750043 sec): 3 clusters Score: Raw -994243.477791 + Penalty 1814.450011 = -992429.027780 nChanged 44 SP:Iteration 117Q (7966.808329 sec): 3 clusters Score: Raw -994249.302073 + Penalty 1814.450011 = -992434.852062 nChanged 35 SP:Iteration 118Q (7966.862182 sec): 3 clusters Score: Raw -994253.401503 + Penalty 1814.450011 = -992438.951492 nChanged 38 SP:Iteration 119Q (7966.933545 sec): 3 clusters Score: Raw -994258.531989 + Penalty 1814.450011 = -992444.081977 nChanged 39 SP:Iteration 120F (7966.998076 sec): 3 clusters Score: Raw -994263.087214 + Penalty 1814.450011 = -992448.637203 nChanged 31 SP:Iteration 121Q (7967.055225 sec): 3 clusters Score: Raw -994266.751482 + Penalty 1814.450011 = -992452.301471 nChanged 40 SP:Iteration 122Q (7967.111546 sec): 3 clusters Score: Raw -994271.545331 + Penalty 1814.450011 = -992457.095320 nChanged 39 SP:Iteration 123Q (7967.171547 sec): 3 clusters Score: Raw -994276.603945 + Penalty 1814.450011 = -992462.153934 nChanged 45 SP:Iteration 124Q (7967.230719 sec): 3 clusters Score: Raw -994283.083600 + Penalty 1814.450011 = -992468.633589 nChanged 44 SP:Iteration 125Q (7967.294752 sec): 3 clusters Score: Raw -994290.932107 + Penalty 1814.450011 = -992476.482096 nChanged 47 SP:Iteration 126Q (7967.348930 sec): 3 clusters Score: Raw -994299.359201 + Penalty 1814.450011 = -992484.909190 nChanged 44 SP:Iteration 127Q (7967.412810 sec): 3 clusters Score: Raw -994306.624597 + Penalty 1814.450011 = -992492.174586 nChanged 36 SP:Iteration 128Q (7967.478537 sec): 3 clusters Score: Raw -994311.596210 + Penalty 1814.450011 = -992497.146199 nChanged 32 SP:Iteration 129Q (7967.539231 sec): 3 clusters Score: Raw -994315.520968 + Penalty 1814.450011 = -992501.070957 nChanged 33 SP:Iteration 130Q (7967.604936 sec): 3 clusters Score: Raw -994319.545717 + Penalty 1814.450011 = -992505.095706 nChanged 34 SP:Iteration 131Q (7967.669581 sec): 3 clusters Score: Raw -994324.011028 + Penalty 1814.450011 = -992509.561017 nChanged 31 SP:Iteration 132Q (7967.729631 sec): 3 clusters Score: Raw -994327.754440 + Penalty 1814.450011 = -992513.304429 nChanged 31 SP:Iteration 133Q (7967.782457 sec): 3 clusters Score: Raw -994331.737278 + Penalty 1814.450011 = -992517.287267 nChanged 34 SP:Iteration 134Q (7967.833559 sec): 3 clusters Score: Raw -994336.545222 + Penalty 1814.450011 = -992522.095211 nChanged 33 SP:Iteration 135Q (7967.908124 sec): 3 clusters Score: Raw -994341.425190 + Penalty 1814.450011 = -992526.975179 nChanged 43 SP:Iteration 136Q (7967.971311 sec): 3 clusters Score: Raw -994347.413297 + Penalty 1814.450011 = -992532.963286 nChanged 34 SP:Iteration 137Q (7968.025816 sec): 3 clusters Score: Raw -994352.501178 + Penalty 1814.450011 = -992538.051167 nChanged 21 SP:Iteration 138Q (7968.093134 sec): 3 clusters Score: Raw -994354.513392 + Penalty 1814.450011 = -992540.063381 nChanged 15 SP:Iteration 139Q (7968.153276 sec): 3 clusters Score: Raw -994356.124385 + Penalty 1814.450011 = -992541.674374 nChanged 18 SP:Iteration 140F (7968.210428 sec): 3 clusters Score: Raw -994358.428111 + Penalty 1814.450011 = -992543.978100 nChanged 16 SP:Iteration 141Q (7968.267164 sec): 3 clusters Score: Raw -994360.792138 + Penalty 1814.450011 = -992546.342127 nChanged 15 SP:Iteration 142Q (7968.332331 sec): 3 clusters Score: Raw -994362.619082 + Penalty 1814.450011 = -992548.169071 nChanged 20 SP:Iteration 143Q (7968.384136 sec): 3 clusters Score: Raw -994364.518176 + Penalty 1814.450011 = -992550.068165 nChanged 13 SP:Iteration 144Q (7968.443486 sec): 3 clusters Score: Raw -994366.436045 + Penalty 1814.450011 = -992551.986034 nChanged 15 SP:Iteration 145Q (7968.509937 sec): 3 clusters Score: Raw -994369.102853 + Penalty 1814.450011 = -992554.652842 nChanged 19 SP:Iteration 146Q (7968.563902 sec): 3 clusters Score: Raw -994371.957077 + Penalty 1814.450011 = -992557.507065 nChanged 21 SP:Iteration 147Q (7968.632060 sec): 3 clusters Score: Raw -994374.710839 + Penalty 1814.450011 = -992560.260828 nChanged 27 SP:Iteration 148Q (7968.680810 sec): 3 clusters Score: Raw -994378.253668 + Penalty 1814.450011 = -992563.803657 nChanged 17 SP:Iteration 149Q (7968.751384 sec): 3 clusters Score: Raw -994380.758551 + Penalty 1814.450011 = -992566.308540 nChanged 18 SP:Iteration 150Q (7968.812699 sec): 3 clusters Score: Raw -994384.121561 + Penalty 1814.450011 = -992569.671550 nChanged 26 SP:Iteration 151Q (7968.864725 sec): 3 clusters Score: Raw -994387.997477 + Penalty 1814.450011 = -992573.547466 nChanged 24 SP:Iteration 152Q (7968.922758 sec): 3 clusters Score: Raw -994392.519376 + Penalty 1814.450011 = -992578.069365 nChanged 25 SP:Iteration 153Q (7968.979847 sec): 3 clusters Score: Raw -994396.367399 + Penalty 1814.450011 = -992581.917388 nChanged 19 SP:Iteration 154Q (7969.037212 sec): 3 clusters Score: Raw -994399.720825 + Penalty 1814.450011 = -992585.270814 nChanged 23 SP:Iteration 155Q (7969.094221 sec): 3 clusters Score: Raw -994402.742185 + Penalty 1814.450011 = -992588.292174 nChanged 15 SP:Iteration 156Q (7969.154068 sec): 3 clusters Score: Raw -994405.126494 + Penalty 1814.450011 = -992590.676483 nChanged 16 SP:Iteration 157Q (7969.224078 sec): 3 clusters Score: Raw -994407.496867 + Penalty 1814.450011 = -992593.046856 nChanged 15 SP:Iteration 158Q (7969.265775 sec): 3 clusters Score: Raw -994409.834976 + Penalty 1814.450011 = -992595.384965 nChanged 13 SP:Iteration 159Q (7969.325435 sec): 3 clusters Score: Raw -994411.570640 + Penalty 1814.450011 = -992597.120629 nChanged 13 SP:Iteration 160F (7969.385797 sec): 3 clusters Score: Raw -994413.391982 + Penalty 1814.450011 = -992598.941971 nChanged 16 SP:Iteration 161Q (7969.433400 sec): 3 clusters Score: Raw -994415.288331 + Penalty 1814.450011 = -992600.838320 nChanged 12 SP:Iteration 162Q (7969.490259 sec): 3 clusters Score: Raw -994416.882534 + Penalty 1814.450011 = -992602.432523 nChanged 15 SP:Iteration 163Q (7969.561498 sec): 3 clusters Score: Raw -994419.393014 + Penalty 1814.450011 = -992604.943003 nChanged 11 SP:Iteration 164Q (7969.616154 sec): 3 clusters Score: Raw -994420.837098 + Penalty 1814.450011 = -992606.387087 nChanged 8 SP:Iteration 165Q (7969.680077 sec): 3 clusters Score: Raw -994422.011445 + Penalty 1814.450011 = -992607.561434 nChanged 7 SP:Iteration 166Q (7969.741062 sec): 3 clusters Score: Raw -994422.766627 + Penalty 1814.450011 = -992608.316616 nChanged 10 SP:Iteration 167Q (7969.798000 sec): 3 clusters Score: Raw -994424.111740 + Penalty 1814.450011 = -992609.661729 nChanged 11 SP:Iteration 168Q (7969.865168 sec): 3 clusters Score: Raw -994425.297542 + Penalty 1814.450011 = -992610.847531 nChanged 8 SP:Iteration 169Q (7969.926140 sec): 3 clusters Score: Raw -994426.200166 + Penalty 1814.450011 = -992611.750154 nChanged 9 SP:Iteration 170Q (7969.984750 sec): 3 clusters Score: Raw -994428.070059 + Penalty 1814.450011 = -992613.620048 nChanged 13 SP:Iteration 171Q (7970.047365 sec): 3 clusters Score: Raw -994430.451982 + Penalty 1814.450011 = -992616.001971 nChanged 18 SP:Iteration 172Q (7970.095708 sec): 3 clusters Score: Raw -994433.874968 + Penalty 1814.450011 = -992619.424957 nChanged 16 SP:Iteration 173Q (7970.163870 sec): 3 clusters Score: Raw -994437.387621 + Penalty 1814.450011 = -992622.937610 nChanged 10 SP:Iteration 174Q (7970.215561 sec): 3 clusters Score: Raw -994438.766855 + Penalty 1814.450011 = -992624.316844 nChanged 10 SP:Iteration 175Q (7970.275859 sec): 3 clusters Score: Raw -994439.913424 + Penalty 1814.450011 = -992625.463413 nChanged 5 SP:Iteration 176Q (7970.339316 sec): 3 clusters Score: Raw -994440.257308 + Penalty 1814.450011 = -992625.807297 nChanged 6 SP:Iteration 177Q (7970.398340 sec): 3 clusters Score: Raw -994440.989414 + Penalty 1814.450011 = -992626.539403 nChanged 7 SP:Iteration 178Q (7970.460725 sec): 3 clusters Score: Raw -994442.063744 + Penalty 1814.450011 = -992627.613733 nChanged 9 SP:Iteration 179Q (7970.508042 sec): 3 clusters Score: Raw -994443.076655 + Penalty 1814.450011 = -992628.626644 nChanged 9 SP:Iteration 180F (7970.582805 sec): 3 clusters Score: Raw -994444.130106 + Penalty 1814.450011 = -992629.680095 nChanged 7 SP:Iteration 181Q (7970.639783 sec): 3 clusters Score: Raw -994444.554649 + Penalty 1814.450011 = -992630.104638 nChanged 6 SP:Iteration 182Q (7970.694814 sec): 3 clusters Score: Raw -994444.970941 + Penalty 1814.450011 = -992630.520930 nChanged 5 SP:Iteration 183Q (7970.759325 sec): 3 clusters Score: Raw -994445.455130 + Penalty 1814.450011 = -992631.005119 nChanged 5 SP:Iteration 184Q (7970.826576 sec): 3 clusters Score: Raw -994446.202606 + Penalty 1814.450011 = -992631.752595 nChanged 6 SP:Iteration 185Q (7970.887530 sec): 3 clusters Score: Raw -994447.040603 + Penalty 1814.450011 = -992632.590592 nChanged 10 SP:Iteration 186Q (7970.940836 sec): 3 clusters Score: Raw -994448.447093 + Penalty 1814.450011 = -992633.997082 nChanged 10 SP:Iteration 187Q (7970.988553 sec): 3 clusters Score: Raw -994449.828841 + Penalty 1814.450011 = -992635.378830 nChanged 9 SP:Iteration 188Q (7971.056859 sec): 3 clusters Score: Raw -994451.246835 + Penalty 1814.450011 = -992636.796824 nChanged 11 SP:Iteration 189Q (7971.107576 sec): 3 clusters Score: Raw -994452.996820 + Penalty 1814.450011 = -992638.546809 nChanged 11 SP:Iteration 190Q (7971.178648 sec): 3 clusters Score: Raw -994454.132521 + Penalty 1814.450011 = -992639.682510 nChanged 14 SP:Iteration 191Q (7971.241305 sec): 3 clusters Score: Raw -994455.797150 + Penalty 1814.450011 = -992641.347139 nChanged 11 SP:Iteration 192Q (7971.290491 sec): 3 clusters Score: Raw -994457.446361 + Penalty 1814.450011 = -992642.996350 nChanged 9 SP:Iteration 193Q (7971.355856 sec): 3 clusters Score: Raw -994458.502156 + Penalty 1814.450011 = -992644.052145 nChanged 7 SP:Iteration 194Q (7971.408562 sec): 3 clusters Score: Raw -994459.713269 + Penalty 1814.450011 = -992645.263258 nChanged 7 SP:Iteration 195Q (7971.470642 sec): 3 clusters Score: Raw -994460.377545 + Penalty 1814.450011 = -992645.927534 nChanged 5 SP:Iteration 196Q (7971.523487 sec): 3 clusters Score: Raw -994460.887767 + Penalty 1814.450011 = -992646.437756 nChanged 5 SP:Iteration 197Q (7971.587770 sec): 3 clusters Score: Raw -994461.315313 + Penalty 1814.450011 = -992646.865302 nChanged 4 SP:Iteration 198Q (7971.648603 sec): 3 clusters Score: Raw -994461.793046 + Penalty 1814.450011 = -992647.343035 nChanged 8 SP:Iteration 199Q (7971.707934 sec): 3 clusters Score: Raw -994463.475976 + Penalty 1814.450011 = -992649.025965 nChanged 11 SP:Iteration 200F (7971.758049 sec): 3 clusters Score: Raw -994464.833833 + Penalty 1814.450011 = -992650.383822 nChanged 10 SP:Iteration 201Q (7971.825977 sec): 3 clusters Score: Raw -994465.720779 + Penalty 1814.450011 = -992651.270768 nChanged 3 SP:Iteration 202Q (7971.880938 sec): 3 clusters Score: Raw -994466.004406 + Penalty 1814.450011 = -992651.554395 nChanged 2 SP:Iteration 203Q (7971.940202 sec): 3 clusters Score: Raw -994466.144546 + Penalty 1814.450011 = -992651.694535 nChanged 0 SP:Iteration 204F (7972.010809 sec): 3 clusters Score: Raw -994466.144546 + Penalty 1814.450011 = -992651.694535 nChanged 0 Trying to split cluster 20 (20497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7972.050184 sec): 2 clusters Score: Raw -1529653.632999 + Penalty 943.163212 = -1528710.469787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7972.132525 sec): 3 clusters Score: Raw -1516864.858052 + Penalty 1886.326424 = -1514978.531627 nChanged 9423 SP:Iteration 1F (7972.197488 sec): 3 clusters Score: Raw -1522514.583175 + Penalty 1886.326424 = -1520628.256751 nChanged 1194 SP:Iteration 2F (7972.274360 sec): 3 clusters Score: Raw -1523066.247173 + Penalty 1886.326424 = -1521179.920748 nChanged 1234 SP:Iteration 3F (7972.333007 sec): 3 clusters Score: Raw -1523712.493098 + Penalty 1886.326424 = -1521826.166673 nChanged 1276 SP:Iteration 4F (7972.391700 sec): 3 clusters Score: Raw -1524517.427149 + Penalty 1886.326424 = -1522631.100724 nChanged 1336 SP:Iteration 5F (7972.453910 sec): 3 clusters Score: Raw -1525522.862119 + Penalty 1886.326424 = -1523636.535694 nChanged 1324 SP:Iteration 6F (7972.529539 sec): 3 clusters Score: Raw -1526688.419694 + Penalty 1886.326424 = -1524802.093270 nChanged 1164 SP:Iteration 7F (7972.595304 sec): 3 clusters Score: Raw -1527747.582272 + Penalty 1886.326424 = -1525861.255847 nChanged 877 SP:Iteration 8Q (7972.675159 sec): 3 clusters Score: Raw -1528327.697725 + Penalty 1886.326424 = -1526441.371300 nChanged 546 SP:Iteration 9Q (7972.747765 sec): 3 clusters Score: Raw -1528575.284508 + Penalty 1886.326424 = -1526688.958084 nChanged 339 SP:Iteration 10Q (7972.819837 sec): 3 clusters Score: Raw -1528716.710683 + Penalty 1886.326424 = -1526830.384259 nChanged 299 SP:Iteration 11Q (7972.891932 sec): 3 clusters Score: Raw -1528828.465830 + Penalty 1886.326424 = -1526942.139406 nChanged 237 SP:Iteration 12Q (7972.953922 sec): 3 clusters Score: Raw -1528903.563519 + Penalty 1886.326424 = -1527017.237095 nChanged 200 SP:Iteration 13Q (7973.032660 sec): 3 clusters Score: Raw -1528962.013980 + Penalty 1886.326424 = -1527075.687556 nChanged 173 SP:Iteration 14Q (7973.106976 sec): 3 clusters Score: Raw -1529011.111955 + Penalty 1886.326424 = -1527124.785530 nChanged 163 SP:Iteration 15Q (7973.177968 sec): 3 clusters Score: Raw -1529053.737589 + Penalty 1886.326424 = -1527167.411164 nChanged 145 SP:Iteration 16Q (7973.248954 sec): 3 clusters Score: Raw -1529089.409739 + Penalty 1886.326424 = -1527203.083315 nChanged 157 SP:Iteration 17Q (7973.317395 sec): 3 clusters Score: Raw -1529135.977016 + Penalty 1886.326424 = -1527249.650591 nChanged 150 SP:Iteration 18Q (7973.390075 sec): 3 clusters Score: Raw -1529178.776797 + Penalty 1886.326424 = -1527292.450372 nChanged 128 SP:Iteration 19Q (7973.463337 sec): 3 clusters Score: Raw -1529214.647534 + Penalty 1886.326424 = -1527328.321110 nChanged 134 SP:Iteration 20F (7973.537083 sec): 3 clusters Score: Raw -1529251.376043 + Penalty 1886.326424 = -1527365.049619 nChanged 131 SP:Iteration 21Q (7973.606149 sec): 3 clusters Score: Raw -1529291.220385 + Penalty 1886.326424 = -1527404.893961 nChanged 120 SP:Iteration 22Q (7973.675223 sec): 3 clusters Score: Raw -1529330.416886 + Penalty 1886.326424 = -1527444.090462 nChanged 122 SP:Iteration 23Q (7973.741153 sec): 3 clusters Score: Raw -1529370.088902 + Penalty 1886.326424 = -1527483.762477 nChanged 112 SP:Iteration 24Q (7973.819258 sec): 3 clusters Score: Raw -1529407.510994 + Penalty 1886.326424 = -1527521.184570 nChanged 120 SP:Iteration 25Q (7973.876271 sec): 3 clusters Score: Raw -1529448.453627 + Penalty 1886.326424 = -1527562.127203 nChanged 119 SP:Iteration 26Q (7973.953731 sec): 3 clusters Score: Raw -1529495.642903 + Penalty 1886.326424 = -1527609.316478 nChanged 121 SP:Iteration 27Q (7974.020291 sec): 3 clusters Score: Raw -1529535.568250 + Penalty 1886.326424 = -1527649.241826 nChanged 128 SP:Iteration 28Q (7974.102481 sec): 3 clusters Score: Raw -1529574.135390 + Penalty 1886.326424 = -1527687.808966 nChanged 120 SP:Iteration 29Q (7974.164369 sec): 3 clusters Score: Raw -1529610.731842 + Penalty 1886.326424 = -1527724.405418 nChanged 103 SP:Iteration 30Q (7974.230131 sec): 3 clusters Score: Raw -1529640.350517 + Penalty 1886.326424 = -1527754.024093 nChanged 94 SP:Iteration 31Q (7974.297562 sec): 3 clusters Score: Raw -1529665.949384 + Penalty 1886.326424 = -1527779.622960 nChanged 104 SP:Iteration 32Q (7974.376396 sec): 3 clusters Score: Raw -1529696.715264 + Penalty 1886.326424 = -1527810.388839 nChanged 107 SP:Iteration 33Q (7974.449278 sec): 3 clusters Score: Raw -1529730.780663 + Penalty 1886.326424 = -1527844.454239 nChanged 104 SP:Iteration 34Q (7974.511701 sec): 3 clusters Score: Raw -1529759.653545 + Penalty 1886.326424 = -1527873.327121 nChanged 89 SP:Iteration 35Q (7974.581519 sec): 3 clusters Score: Raw -1529781.609560 + Penalty 1886.326424 = -1527895.283135 nChanged 67 SP:Iteration 36Q (7974.639219 sec): 3 clusters Score: Raw -1529794.535512 + Penalty 1886.326424 = -1527908.209088 nChanged 51 SP:Iteration 37Q (7974.708171 sec): 3 clusters Score: Raw -1529804.498936 + Penalty 1886.326424 = -1527918.172512 nChanged 43 SP:Iteration 38Q (7974.775564 sec): 3 clusters Score: Raw -1529813.227276 + Penalty 1886.326424 = -1527926.900852 nChanged 35 SP:Iteration 39Q (7974.844911 sec): 3 clusters Score: Raw -1529818.105090 + Penalty 1886.326424 = -1527931.778665 nChanged 30 SP:Iteration 40F (7974.923450 sec): 3 clusters Score: Raw -1529823.043537 + Penalty 1886.326424 = -1527936.717112 nChanged 32 SP:Iteration 41Q (7974.986020 sec): 3 clusters Score: Raw -1529827.911225 + Penalty 1886.326424 = -1527941.584800 nChanged 19 SP:Iteration 42Q (7975.062905 sec): 3 clusters Score: Raw -1529830.375151 + Penalty 1886.326424 = -1527944.048727 nChanged 20 SP:Iteration 43Q (7975.134036 sec): 3 clusters Score: Raw -1529832.993720 + Penalty 1886.326424 = -1527946.667295 nChanged 21 SP:Iteration 44Q (7975.216064 sec): 3 clusters Score: Raw -1529836.004359 + Penalty 1886.326424 = -1527949.677935 nChanged 21 SP:Iteration 45Q (7975.271889 sec): 3 clusters Score: Raw -1529838.827087 + Penalty 1886.326424 = -1527952.500663 nChanged 22 SP:Iteration 46Q (7975.348849 sec): 3 clusters Score: Raw -1529842.710679 + Penalty 1886.326424 = -1527956.384254 nChanged 26 SP:Iteration 47Q (7975.419945 sec): 3 clusters Score: Raw -1529846.883534 + Penalty 1886.326424 = -1527960.557110 nChanged 24 SP:Iteration 48Q (7975.485494 sec): 3 clusters Score: Raw -1529850.343393 + Penalty 1886.326424 = -1527964.016968 nChanged 22 SP:Iteration 49Q (7975.545636 sec): 3 clusters Score: Raw -1529853.283807 + Penalty 1886.326424 = -1527966.957382 nChanged 21 SP:Iteration 50Q (7975.609509 sec): 3 clusters Score: Raw -1529856.091821 + Penalty 1886.326424 = -1527969.765396 nChanged 17 SP:Iteration 51Q (7975.678244 sec): 3 clusters Score: Raw -1529858.254667 + Penalty 1886.326424 = -1527971.928242 nChanged 19 SP:Iteration 52Q (7975.746486 sec): 3 clusters Score: Raw -1529860.993519 + Penalty 1886.326424 = -1527974.667095 nChanged 26 SP:Iteration 53Q (7975.816371 sec): 3 clusters Score: Raw -1529864.778199 + Penalty 1886.326424 = -1527978.451774 nChanged 21 SP:Iteration 54Q (7975.890272 sec): 3 clusters Score: Raw -1529868.154174 + Penalty 1886.326424 = -1527981.827749 nChanged 23 SP:Iteration 55Q (7975.951604 sec): 3 clusters Score: Raw -1529871.033883 + Penalty 1886.326424 = -1527984.707459 nChanged 20 SP:Iteration 56Q (7976.012569 sec): 3 clusters Score: Raw -1529873.969783 + Penalty 1886.326424 = -1527987.643359 nChanged 27 SP:Iteration 57Q (7976.089398 sec): 3 clusters Score: Raw -1529878.055844 + Penalty 1886.326424 = -1527991.729419 nChanged 27 SP:Iteration 58Q (7976.152392 sec): 3 clusters Score: Raw -1529882.397403 + Penalty 1886.326424 = -1527996.070978 nChanged 22 SP:Iteration 59Q (7976.222066 sec): 3 clusters Score: Raw -1529886.208335 + Penalty 1886.326424 = -1527999.881911 nChanged 16 SP:Iteration 60F (7976.296504 sec): 3 clusters Score: Raw -1529889.184038 + Penalty 1886.326424 = -1528002.857614 nChanged 12 SP:Iteration 61Q (7976.368636 sec): 3 clusters Score: Raw -1529891.073006 + Penalty 1886.326424 = -1528004.746582 nChanged 19 SP:Iteration 62Q (7976.427567 sec): 3 clusters Score: Raw -1529893.494913 + Penalty 1886.326424 = -1528007.168488 nChanged 19 SP:Iteration 63Q (7976.508040 sec): 3 clusters Score: Raw -1529896.727378 + Penalty 1886.326424 = -1528010.400954 nChanged 15 SP:Iteration 64Q (7976.577536 sec): 3 clusters Score: Raw -1529898.706197 + Penalty 1886.326424 = -1528012.379772 nChanged 18 SP:Iteration 65Q (7976.638953 sec): 3 clusters Score: Raw -1529902.145348 + Penalty 1886.326424 = -1528015.818924 nChanged 12 SP:Iteration 66Q (7976.712908 sec): 3 clusters Score: Raw -1529904.335821 + Penalty 1886.326424 = -1528018.009397 nChanged 12 SP:Iteration 67Q (7976.781104 sec): 3 clusters Score: Raw -1529905.806738 + Penalty 1886.326424 = -1528019.480313 nChanged 12 SP:Iteration 68Q (7976.846900 sec): 3 clusters Score: Raw -1529907.574738 + Penalty 1886.326424 = -1528021.248313 nChanged 14 SP:Iteration 69Q (7976.912488 sec): 3 clusters Score: Raw -1529910.804927 + Penalty 1886.326424 = -1528024.478502 nChanged 19 SP:Iteration 70Q (7976.980596 sec): 3 clusters Score: Raw -1529914.594620 + Penalty 1886.326424 = -1528028.268196 nChanged 14 SP:Iteration 71Q (7977.047864 sec): 3 clusters Score: Raw -1529916.549041 + Penalty 1886.326424 = -1528030.222617 nChanged 10 SP:Iteration 72Q (7977.113318 sec): 3 clusters Score: Raw -1529917.955192 + Penalty 1886.326424 = -1528031.628767 nChanged 9 SP:Iteration 73Q (7977.180287 sec): 3 clusters Score: Raw -1529919.031725 + Penalty 1886.326424 = -1528032.705301 nChanged 4 SP:Iteration 74Q (7977.251616 sec): 3 clusters Score: Raw -1529919.401722 + Penalty 1886.326424 = -1528033.075298 nChanged 6 SP:Iteration 75Q (7977.319185 sec): 3 clusters Score: Raw -1529919.991331 + Penalty 1886.326424 = -1528033.664906 nChanged 6 SP:Iteration 76Q (7977.382156 sec): 3 clusters Score: Raw -1529920.587246 + Penalty 1886.326424 = -1528034.260821 nChanged 4 SP:Iteration 77Q (7977.452689 sec): 3 clusters Score: Raw -1529920.864430 + Penalty 1886.326424 = -1528034.538005 nChanged 3 SP:Iteration 78Q (7977.514895 sec): 3 clusters Score: Raw -1529921.136481 + Penalty 1886.326424 = -1528034.810057 nChanged 4 SP:Iteration 79Q (7977.591794 sec): 3 clusters Score: Raw -1529921.657346 + Penalty 1886.326424 = -1528035.330921 nChanged 5 SP:Iteration 80F (7977.660846 sec): 3 clusters Score: Raw -1529922.121429 + Penalty 1886.326424 = -1528035.795005 nChanged 2 SP:Iteration 81Q (7977.730317 sec): 3 clusters Score: Raw -1529922.310949 + Penalty 1886.326424 = -1528035.984525 nChanged 1 SP:Iteration 82Q (7977.801784 sec): 3 clusters Score: Raw -1529922.364886 + Penalty 1886.326424 = -1528036.038461 nChanged 2 SP:Iteration 83Q (7977.866078 sec): 3 clusters Score: Raw -1529922.541031 + Penalty 1886.326424 = -1528036.214606 nChanged 2 SP:Iteration 84Q (7977.938069 sec): 3 clusters Score: Raw -1529922.681477 + Penalty 1886.326424 = -1528036.355053 nChanged 2 SP:Iteration 85Q (7978.009772 sec): 3 clusters Score: Raw -1529922.823590 + Penalty 1886.326424 = -1528036.497165 nChanged 3 SP:Iteration 86Q (7978.071310 sec): 3 clusters Score: Raw -1529923.129331 + Penalty 1886.326424 = -1528036.802907 nChanged 2 SP:Iteration 87Q (7978.140733 sec): 3 clusters Score: Raw -1529923.312814 + Penalty 1886.326424 = -1528036.986389 nChanged 1 SP:Iteration 88Q (7978.210631 sec): 3 clusters Score: Raw -1529923.411584 + Penalty 1886.326424 = -1528037.085159 nChanged 1 SP:Iteration 89Q (7978.274693 sec): 3 clusters Score: Raw -1529923.492597 + Penalty 1886.326424 = -1528037.166172 nChanged 0 SP:Iteration 90F (7978.349684 sec): 3 clusters Score: Raw -1529923.492597 + Penalty 1886.326424 = -1528037.166172 nChanged 0 Trying to split cluster 21 (3570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7978.380492 sec): 2 clusters Score: Raw -273901.259578 + Penalty 777.130483 = -273124.129095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7978.428570 sec): 3 clusters Score: Raw -272055.791287 + Penalty 1554.260966 = -270501.530321 nChanged 1450 SP:Iteration 1F (7978.477561 sec): 3 clusters Score: Raw -272877.253507 + Penalty 1554.260966 = -271322.992540 nChanged 268 SP:Iteration 2F (7978.529622 sec): 3 clusters Score: Raw -273032.064544 + Penalty 1554.260966 = -271477.803578 nChanged 205 SP:Iteration 3F (7978.582046 sec): 3 clusters Score: Raw -273138.039562 + Penalty 1554.260966 = -271583.778595 nChanged 172 SP:Iteration 4Q (7978.634673 sec): 3 clusters Score: Raw -273241.696705 + Penalty 1554.260966 = -271687.435739 nChanged 167 SP:Iteration 5Q (7978.688663 sec): 3 clusters Score: Raw -273334.304320 + Penalty 1554.260966 = -271780.043354 nChanged 153 SP:Iteration 6Q (7978.729727 sec): 3 clusters Score: Raw -273412.534951 + Penalty 1554.260966 = -271858.273984 nChanged 130 SP:Iteration 7Q (7978.792943 sec): 3 clusters Score: Raw -273474.331488 + Penalty 1554.260966 = -271920.070522 nChanged 110 SP:Iteration 8Q (7978.831329 sec): 3 clusters Score: Raw -273527.138400 + Penalty 1554.260966 = -271972.877434 nChanged 98 SP:Iteration 9Q (7978.882056 sec): 3 clusters Score: Raw -273578.371942 + Penalty 1554.260966 = -272024.110976 nChanged 96 SP:Iteration 10Q (7978.935489 sec): 3 clusters Score: Raw -273628.692553 + Penalty 1554.260966 = -272074.431586 nChanged 91 SP:Iteration 11Q (7978.985982 sec): 3 clusters Score: Raw -273679.475753 + Penalty 1554.260966 = -272125.214787 nChanged 76 SP:Iteration 12Q (7979.037283 sec): 3 clusters Score: Raw -273716.440959 + Penalty 1554.260966 = -272162.179993 nChanged 72 SP:Iteration 13Q (7979.088281 sec): 3 clusters Score: Raw -273744.905201 + Penalty 1554.260966 = -272190.644234 nChanged 49 SP:Iteration 14Q (7979.133123 sec): 3 clusters Score: Raw -273767.046255 + Penalty 1554.260966 = -272212.785289 nChanged 46 SP:Iteration 15Q (7979.186014 sec): 3 clusters Score: Raw -273787.626526 + Penalty 1554.260966 = -272233.365560 nChanged 32 SP:Iteration 16Q (7979.229168 sec): 3 clusters Score: Raw -273798.867423 + Penalty 1554.260966 = -272244.606457 nChanged 24 SP:Iteration 17Q (7979.290587 sec): 3 clusters Score: Raw -273811.325750 + Penalty 1554.260966 = -272257.064784 nChanged 25 SP:Iteration 18Q (7979.339882 sec): 3 clusters Score: Raw -273820.711436 + Penalty 1554.260966 = -272266.450470 nChanged 25 SP:Iteration 19Q (7979.387880 sec): 3 clusters Score: Raw -273831.531668 + Penalty 1554.260966 = -272277.270702 nChanged 40 SP:Iteration 20F (7979.428515 sec): 3 clusters Score: Raw -273855.205927 + Penalty 1554.260966 = -272300.944961 nChanged 42 SP:Iteration 21Q (7979.476581 sec): 3 clusters Score: Raw -273878.636973 + Penalty 1554.260966 = -272324.376007 nChanged 33 SP:Iteration 22Q (7979.519296 sec): 3 clusters Score: Raw -273890.357959 + Penalty 1554.260966 = -272336.096992 nChanged 32 SP:Iteration 23Q (7979.560402 sec): 3 clusters Score: Raw -273899.588929 + Penalty 1554.260966 = -272345.327962 nChanged 22 SP:Iteration 24Q (7979.616193 sec): 3 clusters Score: Raw -273904.943253 + Penalty 1554.260966 = -272350.682287 nChanged 18 SP:Iteration 25Q (7979.665183 sec): 3 clusters Score: Raw -273909.029468 + Penalty 1554.260966 = -272354.768502 nChanged 18 SP:Iteration 26Q (7979.705937 sec): 3 clusters Score: Raw -273913.604220 + Penalty 1554.260966 = -272359.343253 nChanged 9 SP:Iteration 27Q (7979.755082 sec): 3 clusters Score: Raw -273916.292445 + Penalty 1554.260966 = -272362.031478 nChanged 13 SP:Iteration 28Q (7979.813673 sec): 3 clusters Score: Raw -273920.678150 + Penalty 1554.260966 = -272366.417183 nChanged 15 SP:Iteration 29Q (7979.857314 sec): 3 clusters Score: Raw -273924.426468 + Penalty 1554.260966 = -272370.165502 nChanged 9 SP:Iteration 30Q (7979.912942 sec): 3 clusters Score: Raw -273926.594852 + Penalty 1554.260966 = -272372.333886 nChanged 12 SP:Iteration 31Q (7979.958495 sec): 3 clusters Score: Raw -273930.098432 + Penalty 1554.260966 = -272375.837465 nChanged 17 SP:Iteration 32Q (7979.994917 sec): 3 clusters Score: Raw -273934.782643 + Penalty 1554.260966 = -272380.521677 nChanged 13 SP:Iteration 33Q (7980.041930 sec): 3 clusters Score: Raw -273937.717966 + Penalty 1554.260966 = -272383.457000 nChanged 11 SP:Iteration 34Q (7980.092076 sec): 3 clusters Score: Raw -273940.398704 + Penalty 1554.260966 = -272386.137737 nChanged 17 SP:Iteration 35Q (7980.142147 sec): 3 clusters Score: Raw -273944.697415 + Penalty 1554.260966 = -272390.436449 nChanged 16 SP:Iteration 36Q (7980.181960 sec): 3 clusters Score: Raw -273949.135544 + Penalty 1554.260966 = -272394.874578 nChanged 14 SP:Iteration 37Q (7980.239050 sec): 3 clusters Score: Raw -273954.032827 + Penalty 1554.260966 = -272399.771861 nChanged 14 SP:Iteration 38Q (7980.285451 sec): 3 clusters Score: Raw -273958.121404 + Penalty 1554.260966 = -272403.860437 nChanged 14 SP:Iteration 39Q (7980.325987 sec): 3 clusters Score: Raw -273961.358080 + Penalty 1554.260966 = -272407.097114 nChanged 12 SP:Iteration 40F (7980.376553 sec): 3 clusters Score: Raw -273964.443065 + Penalty 1554.260966 = -272410.182099 nChanged 14 SP:Iteration 41Q (7980.429468 sec): 3 clusters Score: Raw -273968.312332 + Penalty 1554.260966 = -272414.051366 nChanged 11 SP:Iteration 42Q (7980.486182 sec): 3 clusters Score: Raw -273970.383808 + Penalty 1554.260966 = -272416.122842 nChanged 10 SP:Iteration 43Q (7980.536099 sec): 3 clusters Score: Raw -273972.485517 + Penalty 1554.260966 = -272418.224551 nChanged 11 SP:Iteration 44Q (7980.588581 sec): 3 clusters Score: Raw -273974.950416 + Penalty 1554.260966 = -272420.689450 nChanged 10 SP:Iteration 45Q (7980.631855 sec): 3 clusters Score: Raw -273976.973816 + Penalty 1554.260966 = -272422.712850 nChanged 11 SP:Iteration 46Q (7980.684644 sec): 3 clusters Score: Raw -273978.784312 + Penalty 1554.260966 = -272424.523345 nChanged 11 SP:Iteration 47Q (7980.722589 sec): 3 clusters Score: Raw -273981.814117 + Penalty 1554.260966 = -272427.553151 nChanged 13 SP:Iteration 48Q (7980.767437 sec): 3 clusters Score: Raw -273985.636664 + Penalty 1554.260966 = -272431.375698 nChanged 12 SP:Iteration 49Q (7980.814209 sec): 3 clusters Score: Raw -273988.462913 + Penalty 1554.260966 = -272434.201947 nChanged 10 SP:Iteration 50Q (7980.858919 sec): 3 clusters Score: Raw -273990.347309 + Penalty 1554.260966 = -272436.086343 nChanged 11 SP:Iteration 51Q (7980.907761 sec): 3 clusters Score: Raw -273994.061835 + Penalty 1554.260966 = -272439.800869 nChanged 11 SP:Iteration 52Q (7980.943799 sec): 3 clusters Score: Raw -273998.018610 + Penalty 1554.260966 = -272443.757643 nChanged 10 SP:Iteration 53Q (7980.991026 sec): 3 clusters Score: Raw -274000.551795 + Penalty 1554.260966 = -272446.290829 nChanged 6 SP:Iteration 54Q (7981.052905 sec): 3 clusters Score: Raw -274002.367074 + Penalty 1554.260966 = -272448.106108 nChanged 8 SP:Iteration 55Q (7981.090301 sec): 3 clusters Score: Raw -274003.768553 + Penalty 1554.260966 = -272449.507586 nChanged 5 SP:Iteration 56Q (7981.143564 sec): 3 clusters Score: Raw -274004.839411 + Penalty 1554.260966 = -272450.578444 nChanged 6 SP:Iteration 57Q (7981.182527 sec): 3 clusters Score: Raw -274006.755797 + Penalty 1554.260966 = -272452.494831 nChanged 7 SP:Iteration 58Q (7981.231696 sec): 3 clusters Score: Raw -274008.738297 + Penalty 1554.260966 = -272454.477331 nChanged 7 SP:Iteration 59Q (7981.284919 sec): 3 clusters Score: Raw -274011.196782 + Penalty 1554.260966 = -272456.935816 nChanged 7 SP:Iteration 60F (7981.327396 sec): 3 clusters Score: Raw -274013.952281 + Penalty 1554.260966 = -272459.691315 nChanged 11 SP:Iteration 61Q (7981.378669 sec): 3 clusters Score: Raw -274018.788390 + Penalty 1554.260966 = -272464.527424 nChanged 18 SP:Iteration 62Q (7981.416269 sec): 3 clusters Score: Raw -274026.520730 + Penalty 1554.260966 = -272472.259764 nChanged 15 SP:Iteration 63Q (7981.463500 sec): 3 clusters Score: Raw -274031.873471 + Penalty 1554.260966 = -272477.612505 nChanged 8 SP:Iteration 64Q (7981.514278 sec): 3 clusters Score: Raw -274034.477779 + Penalty 1554.260966 = -272480.216812 nChanged 7 SP:Iteration 65Q (7981.567512 sec): 3 clusters Score: Raw -274036.985778 + Penalty 1554.260966 = -272482.724812 nChanged 8 SP:Iteration 66Q (7981.612084 sec): 3 clusters Score: Raw -274039.541866 + Penalty 1554.260966 = -272485.280900 nChanged 5 SP:Iteration 67Q (7981.649179 sec): 3 clusters Score: Raw -274040.944761 + Penalty 1554.260966 = -272486.683795 nChanged 6 SP:Iteration 68Q (7981.708614 sec): 3 clusters Score: Raw -274043.395857 + Penalty 1554.260966 = -272489.134891 nChanged 7 SP:Iteration 69Q (7981.746148 sec): 3 clusters Score: Raw -274046.456159 + Penalty 1554.260966 = -272492.195193 nChanged 11 SP:Iteration 70Q (7981.801303 sec): 3 clusters Score: Raw -274049.902404 + Penalty 1554.260966 = -272495.641437 nChanged 10 SP:Iteration 71Q (7981.855472 sec): 3 clusters Score: Raw -274052.026402 + Penalty 1554.260966 = -272497.765436 nChanged 10 SP:Iteration 72Q (7981.894561 sec): 3 clusters Score: Raw -274055.401421 + Penalty 1554.260966 = -272501.140454 nChanged 10 SP:Iteration 73Q (7981.940663 sec): 3 clusters Score: Raw -274058.559832 + Penalty 1554.260966 = -272504.298865 nChanged 11 SP:Iteration 74Q (7981.993941 sec): 3 clusters Score: Raw -274061.553501 + Penalty 1554.260966 = -272507.292535 nChanged 10 SP:Iteration 75Q (7982.037427 sec): 3 clusters Score: Raw -274065.090799 + Penalty 1554.260966 = -272510.829833 nChanged 10 SP:Iteration 76Q (7982.087750 sec): 3 clusters Score: Raw -274068.922281 + Penalty 1554.260966 = -272514.661314 nChanged 8 SP:Iteration 77Q (7982.127352 sec): 3 clusters Score: Raw -274072.251827 + Penalty 1554.260966 = -272517.990861 nChanged 8 SP:Iteration 78Q (7982.177561 sec): 3 clusters Score: Raw -274075.497772 + Penalty 1554.260966 = -272521.236805 nChanged 8 SP:Iteration 79Q (7982.232813 sec): 3 clusters Score: Raw -274078.002839 + Penalty 1554.260966 = -272523.741873 nChanged 7 SP:Iteration 80F (7982.289121 sec): 3 clusters Score: Raw -274079.492373 + Penalty 1554.260966 = -272525.231407 nChanged 7 SP:Iteration 81Q (7982.339751 sec): 3 clusters Score: Raw -274081.053134 + Penalty 1554.260966 = -272526.792167 nChanged 6 SP:Iteration 82Q (7982.377932 sec): 3 clusters Score: Raw -274083.114670 + Penalty 1554.260966 = -272528.853704 nChanged 3 SP:Iteration 83Q (7982.428242 sec): 3 clusters Score: Raw -274084.569887 + Penalty 1554.260966 = -272530.308921 nChanged 3 SP:Iteration 84Q (7982.466620 sec): 3 clusters Score: Raw -274085.211256 + Penalty 1554.260966 = -272530.950290 nChanged 1 SP:Iteration 85Q (7982.514799 sec): 3 clusters Score: Raw -274085.314424 + Penalty 1554.260966 = -272531.053457 nChanged 1 SP:Iteration 86Q (7982.569371 sec): 3 clusters Score: Raw -274085.623138 + Penalty 1554.260966 = -272531.362172 nChanged 0 SP:Iteration 87F (7982.607248 sec): 3 clusters Score: Raw -274085.623138 + Penalty 1554.260966 = -272531.362172 nChanged 0 Trying to split cluster 22 (6664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7982.643073 sec): 2 clusters Score: Raw -441313.751114 + Penalty 836.425142 = -440477.325972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7982.700240 sec): 3 clusters Score: Raw -437487.691187 + Penalty 1672.850285 = -435814.840902 nChanged 2907 SP:Iteration 1F (7982.747803 sec): 3 clusters Score: Raw -439235.101783 + Penalty 1672.850285 = -437562.251498 nChanged 541 SP:Iteration 2F (7982.800977 sec): 3 clusters Score: Raw -439643.341868 + Penalty 1672.850285 = -437970.491583 nChanged 529 SP:Iteration 3F (7982.857868 sec): 3 clusters Score: Raw -440097.643575 + Penalty 1672.850285 = -438424.793290 nChanged 491 SP:Iteration 4F (7982.909578 sec): 3 clusters Score: Raw -440457.059269 + Penalty 1672.850285 = -438784.208984 nChanged 384 SP:Iteration 5F (7982.962828 sec): 3 clusters Score: Raw -440700.850378 + Penalty 1672.850285 = -439028.000093 nChanged 293 SP:Iteration 6Q (7983.010405 sec): 3 clusters Score: Raw -440874.241255 + Penalty 1672.850285 = -439201.390970 nChanged 244 SP:Iteration 7Q (7983.067816 sec): 3 clusters Score: Raw -441015.236448 + Penalty 1672.850285 = -439342.386163 nChanged 180 SP:Iteration 8Q (7983.125088 sec): 3 clusters Score: Raw -441097.195855 + Penalty 1672.850285 = -439424.345570 nChanged 135 SP:Iteration 9Q (7983.177102 sec): 3 clusters Score: Raw -441146.913418 + Penalty 1672.850285 = -439474.063133 nChanged 94 SP:Iteration 10Q (7983.233455 sec): 3 clusters Score: Raw -441173.485687 + Penalty 1672.850285 = -439500.635402 nChanged 71 SP:Iteration 11Q (7983.272128 sec): 3 clusters Score: Raw -441191.362842 + Penalty 1672.850285 = -439518.512557 nChanged 59 SP:Iteration 12Q (7983.323975 sec): 3 clusters Score: Raw -441206.494406 + Penalty 1672.850285 = -439533.644121 nChanged 57 SP:Iteration 13Q (7983.382077 sec): 3 clusters Score: Raw -441220.860038 + Penalty 1672.850285 = -439548.009753 nChanged 48 SP:Iteration 14Q (7983.439810 sec): 3 clusters Score: Raw -441230.326513 + Penalty 1672.850285 = -439557.476228 nChanged 38 SP:Iteration 15Q (7983.493326 sec): 3 clusters Score: Raw -441237.034090 + Penalty 1672.850285 = -439564.183805 nChanged 35 SP:Iteration 16Q (7983.547006 sec): 3 clusters Score: Raw -441243.114646 + Penalty 1672.850285 = -439570.264361 nChanged 40 SP:Iteration 17Q (7983.600579 sec): 3 clusters Score: Raw -441252.157586 + Penalty 1672.850285 = -439579.307301 nChanged 31 SP:Iteration 18Q (7983.650068 sec): 3 clusters Score: Raw -441257.361471 + Penalty 1672.850285 = -439584.511186 nChanged 28 SP:Iteration 19Q (7983.698249 sec): 3 clusters Score: Raw -441262.036000 + Penalty 1672.850285 = -439589.185715 nChanged 21 SP:Iteration 20F (7983.754458 sec): 3 clusters Score: Raw -441265.459510 + Penalty 1672.850285 = -439592.609226 nChanged 19 SP:Iteration 21Q (7983.797850 sec): 3 clusters Score: Raw -441268.101033 + Penalty 1672.850285 = -439595.250749 nChanged 21 SP:Iteration 22Q (7983.855685 sec): 3 clusters Score: Raw -441270.486100 + Penalty 1672.850285 = -439597.635815 nChanged 19 SP:Iteration 23Q (7983.905382 sec): 3 clusters Score: Raw -441272.846687 + Penalty 1672.850285 = -439599.996402 nChanged 15 SP:Iteration 24Q (7983.948518 sec): 3 clusters Score: Raw -441275.055083 + Penalty 1672.850285 = -439602.204798 nChanged 18 SP:Iteration 25Q (7984.004419 sec): 3 clusters Score: Raw -441278.454167 + Penalty 1672.850285 = -439605.603882 nChanged 22 SP:Iteration 26Q (7984.046657 sec): 3 clusters Score: Raw -441282.520647 + Penalty 1672.850285 = -439609.670362 nChanged 21 SP:Iteration 27Q (7984.098007 sec): 3 clusters Score: Raw -441285.024365 + Penalty 1672.850285 = -439612.174080 nChanged 17 SP:Iteration 28Q (7984.147451 sec): 3 clusters Score: Raw -441287.291993 + Penalty 1672.850285 = -439614.441708 nChanged 11 SP:Iteration 29Q (7984.201162 sec): 3 clusters Score: Raw -441289.108469 + Penalty 1672.850285 = -439616.258184 nChanged 15 SP:Iteration 30Q (7984.241502 sec): 3 clusters Score: Raw -441290.896636 + Penalty 1672.850285 = -439618.046351 nChanged 8 SP:Iteration 31Q (7984.283573 sec): 3 clusters Score: Raw -441292.147895 + Penalty 1672.850285 = -439619.297610 nChanged 12 SP:Iteration 32Q (7984.327274 sec): 3 clusters Score: Raw -441293.476204 + Penalty 1672.850285 = -439620.625919 nChanged 5 SP:Iteration 33Q (7984.393065 sec): 3 clusters Score: Raw -441294.088356 + Penalty 1672.850285 = -439621.238071 nChanged 5 SP:Iteration 34Q (7984.435295 sec): 3 clusters Score: Raw -441294.594987 + Penalty 1672.850285 = -439621.744702 nChanged 6 SP:Iteration 35Q (7984.480088 sec): 3 clusters Score: Raw -441295.116979 + Penalty 1672.850285 = -439622.266694 nChanged 4 SP:Iteration 36Q (7984.530446 sec): 3 clusters Score: Raw -441295.342959 + Penalty 1672.850285 = -439622.492674 nChanged 3 SP:Iteration 37Q (7984.576115 sec): 3 clusters Score: Raw -441295.448938 + Penalty 1672.850285 = -439622.598653 nChanged 1 SP:Iteration 38Q (7984.636315 sec): 3 clusters Score: Raw -441295.523912 + Penalty 1672.850285 = -439622.673627 nChanged 1 SP:Iteration 39Q (7984.688021 sec): 3 clusters Score: Raw -441295.627423 + Penalty 1672.850285 = -439622.777138 nChanged 4 SP:Iteration 40F (7984.730385 sec): 3 clusters Score: Raw -441296.127491 + Penalty 1672.850285 = -439623.277206 nChanged 6 SP:Iteration 41Q (7984.785188 sec): 3 clusters Score: Raw -441296.692476 + Penalty 1672.850285 = -439623.842191 nChanged 1 SP:Iteration 42Q (7984.831831 sec): 3 clusters Score: Raw -441296.752320 + Penalty 1672.850285 = -439623.902035 nChanged 2 SP:Iteration 43Q (7984.884024 sec): 3 clusters Score: Raw -441296.856893 + Penalty 1672.850285 = -439624.006608 nChanged 1 SP:Iteration 44Q (7984.945387 sec): 3 clusters Score: Raw -441296.904367 + Penalty 1672.850285 = -439624.054082 nChanged 0 SP:Iteration 45F (7984.991127 sec): 3 clusters Score: Raw -441296.904367 + Penalty 1672.850285 = -439624.054082 nChanged 0 Trying to split cluster 23 (4182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7985.025623 sec): 2 clusters Score: Raw -314794.817924 + Penalty 792.161764 = -314002.656160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7985.075468 sec): 3 clusters Score: Raw -312561.975826 + Penalty 1584.323527 = -310977.652299 nChanged 1785 SP:Iteration 1F (7985.122750 sec): 3 clusters Score: Raw -314036.640882 + Penalty 1584.323527 = -312452.317355 nChanged 515 SP:Iteration 2F (7985.180229 sec): 3 clusters Score: Raw -314660.212000 + Penalty 1584.323527 = -313075.888473 nChanged 403 SP:Iteration 3F (7985.228212 sec): 3 clusters Score: Raw -315042.327825 + Penalty 1584.323527 = -313458.004298 nChanged 231 SP:Iteration 4F (7985.271682 sec): 3 clusters Score: Raw -315215.260836 + Penalty 1584.323527 = -313630.937309 nChanged 144 SP:Iteration 5Q (7985.324850 sec): 3 clusters Score: Raw -315317.504033 + Penalty 1584.323527 = -313733.180506 nChanged 84 SP:Iteration 6Q (7985.384223 sec): 3 clusters Score: Raw -315378.225109 + Penalty 1584.323527 = -313793.901582 nChanged 64 SP:Iteration 7Q (7985.437531 sec): 3 clusters Score: Raw -315415.989647 + Penalty 1584.323527 = -313831.666119 nChanged 52 SP:Iteration 8Q (7985.480979 sec): 3 clusters Score: Raw -315439.969142 + Penalty 1584.323527 = -313855.645615 nChanged 32 SP:Iteration 9Q (7985.531686 sec): 3 clusters Score: Raw -315452.528306 + Penalty 1584.323527 = -313868.204779 nChanged 32 SP:Iteration 10Q (7985.582703 sec): 3 clusters Score: Raw -315464.899641 + Penalty 1584.323527 = -313880.576114 nChanged 20 SP:Iteration 11Q (7985.624854 sec): 3 clusters Score: Raw -315473.817271 + Penalty 1584.323527 = -313889.493744 nChanged 21 SP:Iteration 12Q (7985.681935 sec): 3 clusters Score: Raw -315484.160261 + Penalty 1584.323527 = -313899.836734 nChanged 17 SP:Iteration 13Q (7985.740246 sec): 3 clusters Score: Raw -315492.487054 + Penalty 1584.323527 = -313908.163527 nChanged 18 SP:Iteration 14Q (7985.789769 sec): 3 clusters Score: Raw -315498.218676 + Penalty 1584.323527 = -313913.895149 nChanged 15 SP:Iteration 15Q (7985.838686 sec): 3 clusters Score: Raw -315502.999235 + Penalty 1584.323527 = -313918.675708 nChanged 15 SP:Iteration 16Q (7985.893236 sec): 3 clusters Score: Raw -315507.865613 + Penalty 1584.323527 = -313923.542086 nChanged 7 SP:Iteration 17Q (7985.946425 sec): 3 clusters Score: Raw -315509.884087 + Penalty 1584.323527 = -313925.560559 nChanged 5 SP:Iteration 18Q (7985.997605 sec): 3 clusters Score: Raw -315510.938102 + Penalty 1584.323527 = -313926.614575 nChanged 2 SP:Iteration 19Q (7986.049621 sec): 3 clusters Score: Raw -315511.588884 + Penalty 1584.323527 = -313927.265356 nChanged 3 SP:Iteration 20F (7986.092549 sec): 3 clusters Score: Raw -315512.425739 + Penalty 1584.323527 = -313928.102211 nChanged 3 SP:Iteration 21Q (7986.146086 sec): 3 clusters Score: Raw -315513.547344 + Penalty 1584.323527 = -313929.223817 nChanged 5 SP:Iteration 22Q (7986.202346 sec): 3 clusters Score: Raw -315515.601789 + Penalty 1584.323527 = -313931.278262 nChanged 7 SP:Iteration 23Q (7986.257355 sec): 3 clusters Score: Raw -315517.941575 + Penalty 1584.323527 = -313933.618047 nChanged 4 SP:Iteration 24Q (7986.317550 sec): 3 clusters Score: Raw -315519.356969 + Penalty 1584.323527 = -313935.033442 nChanged 2 SP:Iteration 25Q (7986.358263 sec): 3 clusters Score: Raw -315519.924958 + Penalty 1584.323527 = -313935.601431 nChanged 1 SP:Iteration 26Q (7986.414677 sec): 3 clusters Score: Raw -315520.034093 + Penalty 1584.323527 = -313935.710565 nChanged 0 SP:Iteration 27F (7986.462379 sec): 3 clusters Score: Raw -315520.034093 + Penalty 1584.323527 = -313935.710565 nChanged 0 Trying to split cluster 24 (3083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7986.493147 sec): 2 clusters Score: Raw -201264.957275 + Penalty 763.197551 = -200501.759724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7986.543311 sec): 3 clusters Score: Raw -199670.083968 + Penalty 1526.395101 = -198143.688867 nChanged 1248 SP:Iteration 1F (7986.596171 sec): 3 clusters Score: Raw -200414.789355 + Penalty 1526.395101 = -198888.394254 nChanged 290 SP:Iteration 2F (7986.636744 sec): 3 clusters Score: Raw -200652.733244 + Penalty 1526.395101 = -199126.338143 nChanged 257 SP:Iteration 3F (7986.697660 sec): 3 clusters Score: Raw -200876.158534 + Penalty 1526.395101 = -199349.763433 nChanged 227 SP:Iteration 4F (7986.735293 sec): 3 clusters Score: Raw -201063.082767 + Penalty 1526.395101 = -199536.687666 nChanged 178 SP:Iteration 5F (7986.777530 sec): 3 clusters Score: Raw -201186.977763 + Penalty 1526.395101 = -199660.582661 nChanged 123 SP:Iteration 6Q (7986.835642 sec): 3 clusters Score: Raw -201275.026505 + Penalty 1526.395101 = -199748.631404 nChanged 100 SP:Iteration 7Q (7986.883830 sec): 3 clusters Score: Raw -201331.440086 + Penalty 1526.395101 = -199805.044984 nChanged 74 SP:Iteration 8Q (7986.925945 sec): 3 clusters Score: Raw -201361.299446 + Penalty 1526.395101 = -199834.904345 nChanged 54 SP:Iteration 9Q (7986.990045 sec): 3 clusters Score: Raw -201384.564009 + Penalty 1526.395101 = -199858.168908 nChanged 42 SP:Iteration 10Q (7987.028392 sec): 3 clusters Score: Raw -201397.654448 + Penalty 1526.395101 = -199871.259347 nChanged 24 SP:Iteration 11Q (7987.083142 sec): 3 clusters Score: Raw -201402.658088 + Penalty 1526.395101 = -199876.262986 nChanged 12 SP:Iteration 12Q (7987.132886 sec): 3 clusters Score: Raw -201405.376996 + Penalty 1526.395101 = -199878.981894 nChanged 14 SP:Iteration 13Q (7987.186985 sec): 3 clusters Score: Raw -201408.277721 + Penalty 1526.395101 = -199881.882619 nChanged 12 SP:Iteration 14Q (7987.240324 sec): 3 clusters Score: Raw -201411.547792 + Penalty 1526.395101 = -199885.152690 nChanged 11 SP:Iteration 15Q (7987.284023 sec): 3 clusters Score: Raw -201414.092370 + Penalty 1526.395101 = -199887.697269 nChanged 11 SP:Iteration 16Q (7987.334606 sec): 3 clusters Score: Raw -201417.269642 + Penalty 1526.395101 = -199890.874541 nChanged 9 SP:Iteration 17Q (7987.385342 sec): 3 clusters Score: Raw -201419.147269 + Penalty 1526.395101 = -199892.752167 nChanged 9 SP:Iteration 18Q (7987.444363 sec): 3 clusters Score: Raw -201421.413698 + Penalty 1526.395101 = -199895.018597 nChanged 7 SP:Iteration 19Q (7987.488091 sec): 3 clusters Score: Raw -201423.365610 + Penalty 1526.395101 = -199896.970508 nChanged 8 SP:Iteration 20F (7987.531358 sec): 3 clusters Score: Raw -201425.118526 + Penalty 1526.395101 = -199898.723425 nChanged 5 SP:Iteration 21Q (7987.595020 sec): 3 clusters Score: Raw -201426.424428 + Penalty 1526.395101 = -199900.029326 nChanged 6 SP:Iteration 22Q (7987.632764 sec): 3 clusters Score: Raw -201428.765832 + Penalty 1526.395101 = -199902.370730 nChanged 5 SP:Iteration 23Q (7987.694400 sec): 3 clusters Score: Raw -201429.832511 + Penalty 1526.395101 = -199903.437409 nChanged 6 SP:Iteration 24Q (7987.740234 sec): 3 clusters Score: Raw -201431.000265 + Penalty 1526.395101 = -199904.605164 nChanged 5 SP:Iteration 25Q (7987.791367 sec): 3 clusters Score: Raw -201431.629759 + Penalty 1526.395101 = -199905.234658 nChanged 3 SP:Iteration 26Q (7987.825590 sec): 3 clusters Score: Raw -201431.896687 + Penalty 1526.395101 = -199905.501586 nChanged 2 SP:Iteration 27Q (7987.872751 sec): 3 clusters Score: Raw -201432.129361 + Penalty 1526.395101 = -199905.734260 nChanged 2 SP:Iteration 28Q (7987.921655 sec): 3 clusters Score: Raw -201432.332367 + Penalty 1526.395101 = -199905.937266 nChanged 0 SP:Iteration 29F (7987.961785 sec): 3 clusters Score: Raw -201432.332367 + Penalty 1526.395101 = -199905.937266 nChanged 0 Trying to split cluster 25 (149231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7988.144813 sec): 2 clusters Score: Raw -11611553.272859 + Penalty 1131.758818 = -11610421.514040 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7988.374262 sec): 3 clusters Score: Raw -11511664.102717 + Penalty 2263.517637 = -11509400.585081 nChanged 72694 SP:Iteration 1F (7988.608874 sec): 3 clusters Score: Raw -11556288.670988 + Penalty 2263.517637 = -11554025.153351 nChanged 5916 SP:Iteration 2Q (7988.851584 sec): 3 clusters Score: Raw -11558541.100592 + Penalty 2263.517637 = -11556277.582955 nChanged 7342 SP:Iteration 3Q (7989.095119 sec): 3 clusters Score: Raw -11562182.116522 + Penalty 2263.517637 = -11559918.598885 nChanged 9105 SP:Iteration 4F (7989.318935 sec): 3 clusters Score: Raw -11567846.637056 + Penalty 2263.517637 = -11565583.119419 nChanged 10564 SP:Iteration 5F (7989.554361 sec): 3 clusters Score: Raw -11575749.743314 + Penalty 2263.517637 = -11573486.225677 nChanged 11290 SP:Iteration 6F (7989.789176 sec): 3 clusters Score: Raw -11585481.507221 + Penalty 2263.517637 = -11583217.989584 nChanged 10149 SP:Iteration 7F (7990.020314 sec): 3 clusters Score: Raw -11594800.457568 + Penalty 2263.517637 = -11592536.939932 nChanged 7765 SP:Iteration 8F (7990.255697 sec): 3 clusters Score: Raw -11601913.197778 + Penalty 2263.517637 = -11599649.680141 nChanged 5002 SP:Iteration 9Q (7990.478446 sec): 3 clusters Score: Raw -11606247.918631 + Penalty 2263.517637 = -11603984.400994 nChanged 3013 SP:Iteration 10Q (7990.693061 sec): 3 clusters Score: Raw -11608634.294417 + Penalty 2263.517637 = -11606370.776781 nChanged 1790 SP:Iteration 11Q (7990.902386 sec): 3 clusters Score: Raw -11609974.050891 + Penalty 2263.517637 = -11607710.533255 nChanged 1048 SP:Iteration 12Q (7991.109008 sec): 3 clusters Score: Raw -11610692.525242 + Penalty 2263.517637 = -11608429.007605 nChanged 621 SP:Iteration 13Q (7991.315135 sec): 3 clusters Score: Raw -11611091.490872 + Penalty 2263.517637 = -11608827.973235 nChanged 394 SP:Iteration 14Q (7991.518301 sec): 3 clusters Score: Raw -11611323.343859 + Penalty 2263.517637 = -11609059.826222 nChanged 230 SP:Iteration 15Q (7991.720102 sec): 3 clusters Score: Raw -11611450.199463 + Penalty 2263.517637 = -11609186.681826 nChanged 157 SP:Iteration 16Q (7991.907882 sec): 3 clusters Score: Raw -11611524.030990 + Penalty 2263.517637 = -11609260.513354 nChanged 104 SP:Iteration 17Q (7992.101945 sec): 3 clusters Score: Raw -11611582.986195 + Penalty 2263.517637 = -11609319.468558 nChanged 80 SP:Iteration 18Q (7992.291455 sec): 3 clusters Score: Raw -11611633.330762 + Penalty 2263.517637 = -11609369.813125 nChanged 67 SP:Iteration 19Q (7992.493874 sec): 3 clusters Score: Raw -11611673.126700 + Penalty 2263.517637 = -11609409.609063 nChanged 45 SP:Iteration 20F (7992.723510 sec): 3 clusters Score: Raw -11611699.282035 + Penalty 2263.517637 = -11609435.764398 nChanged 35 SP:Iteration 21Q (7992.922566 sec): 3 clusters Score: Raw -11611719.392682 + Penalty 2263.517637 = -11609455.875046 nChanged 25 SP:Iteration 22Q (7993.115121 sec): 3 clusters Score: Raw -11611735.145397 + Penalty 2263.517637 = -11609471.627760 nChanged 21 SP:Iteration 23Q (7993.289369 sec): 3 clusters Score: Raw -11611746.868198 + Penalty 2263.517637 = -11609483.350561 nChanged 14 SP:Iteration 24Q (7993.485671 sec): 3 clusters Score: Raw -11611752.268757 + Penalty 2263.517637 = -11609488.751120 nChanged 10 SP:Iteration 25Q (7993.679359 sec): 3 clusters Score: Raw -11611755.226390 + Penalty 2263.517637 = -11609491.708753 nChanged 2 SP:Iteration 26Q (7993.865263 sec): 3 clusters Score: Raw -11611755.605352 + Penalty 2263.517637 = -11609492.087715 nChanged 1 SP:Iteration 27Q (7994.064265 sec): 3 clusters Score: Raw -11611755.980028 + Penalty 2263.517637 = -11609492.462391 nChanged 1 SP:Iteration 28Q (7994.259043 sec): 3 clusters Score: Raw -11611757.218382 + Penalty 2263.517637 = -11609493.700745 nChanged 2 SP:Iteration 29Q (7994.438966 sec): 3 clusters Score: Raw -11611758.057927 + Penalty 2263.517637 = -11609494.540291 nChanged 1 SP:Iteration 30Q (7994.621878 sec): 3 clusters Score: Raw -11611758.377536 + Penalty 2263.517637 = -11609494.859899 nChanged 1 SP:Iteration 31Q (7994.813804 sec): 3 clusters Score: Raw -11611758.593645 + Penalty 2263.517637 = -11609495.076008 nChanged 1 SP:Iteration 32Q (7995.000666 sec): 3 clusters Score: Raw -11611758.730105 + Penalty 2263.517637 = -11609495.212468 nChanged 0 SP:Iteration 33F (7995.229673 sec): 3 clusters Score: Raw -11611758.730105 + Penalty 2263.517637 = -11609495.212468 nChanged 0 Trying to split cluster 26 (106805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7995.364880 sec): 2 clusters Score: Raw -8356764.429712 + Penalty 1099.982202 = -8355664.447510 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7995.544712 sec): 3 clusters Score: Raw -8286265.238159 + Penalty 2199.964404 = -8284065.273755 nChanged 51550 SP:Iteration 1F (7995.721246 sec): 3 clusters Score: Raw -8319255.792664 + Penalty 2199.964404 = -8317055.828260 nChanged 5922 SP:Iteration 2F (7995.893225 sec): 3 clusters Score: Raw -8322401.363985 + Penalty 2199.964404 = -8320201.399581 nChanged 6907 SP:Iteration 3F (7996.070008 sec): 3 clusters Score: Raw -8326733.116840 + Penalty 2199.964404 = -8324533.152436 nChanged 7496 SP:Iteration 4F (7996.237730 sec): 3 clusters Score: Raw -8331768.601467 + Penalty 2199.964404 = -8329568.637063 nChanged 6893 SP:Iteration 5F (7996.413762 sec): 3 clusters Score: Raw -8336343.894131 + Penalty 2199.964404 = -8334143.929727 nChanged 5854 SP:Iteration 6F (7996.597600 sec): 3 clusters Score: Raw -8339912.973157 + Penalty 2199.964404 = -8337713.008753 nChanged 4375 SP:Iteration 7Q (7996.774604 sec): 3 clusters Score: Raw -8342107.899570 + Penalty 2199.964404 = -8339907.935166 nChanged 3121 SP:Iteration 8Q (7996.950320 sec): 3 clusters Score: Raw -8343306.344769 + Penalty 2199.964404 = -8341106.380365 nChanged 2200 SP:Iteration 9Q (7997.132337 sec): 3 clusters Score: Raw -8344053.204479 + Penalty 2199.964404 = -8341853.240075 nChanged 1810 SP:Iteration 10Q (7997.313475 sec): 3 clusters Score: Raw -8344680.327256 + Penalty 2199.964404 = -8342480.362852 nChanged 1767 SP:Iteration 11Q (7997.491870 sec): 3 clusters Score: Raw -8345294.822918 + Penalty 2199.964404 = -8343094.858514 nChanged 1705 SP:Iteration 12Q (7997.673096 sec): 3 clusters Score: Raw -8345920.046596 + Penalty 2199.964404 = -8343720.082192 nChanged 1836 SP:Iteration 13Q (7997.853201 sec): 3 clusters Score: Raw -8346569.939153 + Penalty 2199.964404 = -8344369.974749 nChanged 1791 SP:Iteration 14Q (7998.028217 sec): 3 clusters Score: Raw -8347207.563677 + Penalty 2199.964404 = -8345007.599273 nChanged 1814 SP:Iteration 15Q (7998.208472 sec): 3 clusters Score: Raw -8347882.665633 + Penalty 2199.964404 = -8345682.701229 nChanged 1835 SP:Iteration 16Q (7998.385966 sec): 3 clusters Score: Raw -8348563.157359 + Penalty 2199.964404 = -8346363.192955 nChanged 1738 SP:Iteration 17Q (7998.562477 sec): 3 clusters Score: Raw -8349188.861405 + Penalty 2199.964404 = -8346988.897001 nChanged 1627 SP:Iteration 18Q (7998.734510 sec): 3 clusters Score: Raw -8349791.506676 + Penalty 2199.964404 = -8347591.542272 nChanged 1623 SP:Iteration 19Q (7998.903953 sec): 3 clusters Score: Raw -8350384.922125 + Penalty 2199.964404 = -8348184.957721 nChanged 1498 SP:Iteration 20F (7999.073440 sec): 3 clusters Score: Raw -8350918.685004 + Penalty 2199.964404 = -8348718.720600 nChanged 1446 SP:Iteration 21Q (7999.236451 sec): 3 clusters Score: Raw -8351418.486429 + Penalty 2199.964404 = -8349218.522025 nChanged 1372 SP:Iteration 22Q (7999.402788 sec): 3 clusters Score: Raw -8351909.615826 + Penalty 2199.964404 = -8349709.651422 nChanged 1374 SP:Iteration 23Q (7999.564702 sec): 3 clusters Score: Raw -8352419.046576 + Penalty 2199.964404 = -8350219.082172 nChanged 1296 SP:Iteration 24Q (7999.737385 sec): 3 clusters Score: Raw -8352875.475434 + Penalty 2199.964404 = -8350675.511030 nChanged 1163 SP:Iteration 25Q (7999.897868 sec): 3 clusters Score: Raw -8353271.239913 + Penalty 2199.964404 = -8351071.275509 nChanged 1108 SP:Iteration 26Q (8000.035244 sec): 3 clusters Score: Raw -8353666.435706 + Penalty 2199.964404 = -8351466.471302 nChanged 1074 SP:Iteration 27Q (8000.192913 sec): 3 clusters Score: Raw -8354051.417602 + Penalty 2199.964404 = -8351851.453198 nChanged 992 SP:Iteration 28Q (8000.355915 sec): 3 clusters Score: Raw -8354393.891126 + Penalty 2199.964404 = -8352193.926722 nChanged 916 SP:Iteration 29Q (8000.515706 sec): 3 clusters Score: Raw -8354711.375529 + Penalty 2199.964404 = -8352511.411125 nChanged 836 SP:Iteration 30Q (8000.672499 sec): 3 clusters Score: Raw -8354998.383916 + Penalty 2199.964404 = -8352798.419512 nChanged 741 SP:Iteration 31Q (8000.836585 sec): 3 clusters Score: Raw -8355258.461058 + Penalty 2199.964404 = -8353058.496654 nChanged 701 SP:Iteration 32Q (8000.999648 sec): 3 clusters Score: Raw -8355517.160415 + Penalty 2199.964404 = -8353317.196011 nChanged 630 SP:Iteration 33Q (8001.156816 sec): 3 clusters Score: Raw -8355756.124844 + Penalty 2199.964404 = -8353556.160440 nChanged 561 SP:Iteration 34Q (8001.308448 sec): 3 clusters Score: Raw -8355961.838448 + Penalty 2199.964404 = -8353761.874044 nChanged 499 SP:Iteration 35Q (8001.462368 sec): 3 clusters Score: Raw -8356139.008274 + Penalty 2199.964404 = -8353939.043870 nChanged 435 SP:Iteration 36Q (8001.616353 sec): 3 clusters Score: Raw -8356279.574552 + Penalty 2199.964404 = -8354079.610148 nChanged 354 SP:Iteration 37Q (8001.768939 sec): 3 clusters Score: Raw -8356386.691477 + Penalty 2199.964404 = -8354186.727074 nChanged 335 SP:Iteration 38Q (8001.924901 sec): 3 clusters Score: Raw -8356487.055478 + Penalty 2199.964404 = -8354287.091074 nChanged 303 SP:Iteration 39Q (8002.080006 sec): 3 clusters Score: Raw -8356575.723025 + Penalty 2199.964404 = -8354375.758621 nChanged 260 SP:Iteration 40F (8002.250930 sec): 3 clusters Score: Raw -8356649.745929 + Penalty 2199.964404 = -8354449.781526 nChanged 226 SP:Iteration 41Q (8002.407857 sec): 3 clusters Score: Raw -8356720.402688 + Penalty 2199.964404 = -8354520.438284 nChanged 207 SP:Iteration 42Q (8002.549726 sec): 3 clusters Score: Raw -8356782.569634 + Penalty 2199.964404 = -8354582.605230 nChanged 176 SP:Iteration 43Q (8002.702784 sec): 3 clusters Score: Raw -8356833.103876 + Penalty 2199.964404 = -8354633.139472 nChanged 161 SP:Iteration 44Q (8002.855153 sec): 3 clusters Score: Raw -8356870.102489 + Penalty 2199.964404 = -8354670.138085 nChanged 126 SP:Iteration 45Q (8003.012460 sec): 3 clusters Score: Raw -8356898.162814 + Penalty 2199.964404 = -8354698.198410 nChanged 121 SP:Iteration 46Q (8003.162653 sec): 3 clusters Score: Raw -8356930.704294 + Penalty 2199.964404 = -8354730.739890 nChanged 116 SP:Iteration 47Q (8003.314137 sec): 3 clusters Score: Raw -8356963.454103 + Penalty 2199.964404 = -8354763.489699 nChanged 103 SP:Iteration 48Q (8003.482334 sec): 3 clusters Score: Raw -8356984.371930 + Penalty 2199.964404 = -8354784.407526 nChanged 88 SP:Iteration 49Q (8003.628943 sec): 3 clusters Score: Raw -8357002.132672 + Penalty 2199.964404 = -8354802.168268 nChanged 63 SP:Iteration 50Q (8003.779342 sec): 3 clusters Score: Raw -8357012.239495 + Penalty 2199.964404 = -8354812.275091 nChanged 64 SP:Iteration 51Q (8003.928933 sec): 3 clusters Score: Raw -8357023.269110 + Penalty 2199.964404 = -8354823.304706 nChanged 70 SP:Iteration 52Q (8004.071037 sec): 3 clusters Score: Raw -8357037.804867 + Penalty 2199.964404 = -8354837.840463 nChanged 64 SP:Iteration 53Q (8004.222550 sec): 3 clusters Score: Raw -8357048.398823 + Penalty 2199.964404 = -8354848.434419 nChanged 51 SP:Iteration 54Q (8004.369787 sec): 3 clusters Score: Raw -8357057.131417 + Penalty 2199.964404 = -8354857.167013 nChanged 45 SP:Iteration 55Q (8004.522768 sec): 3 clusters Score: Raw -8357065.308052 + Penalty 2199.964404 = -8354865.343648 nChanged 45 SP:Iteration 56Q (8004.669233 sec): 3 clusters Score: Raw -8357073.866671 + Penalty 2199.964404 = -8354873.902267 nChanged 38 SP:Iteration 57Q (8004.824511 sec): 3 clusters Score: Raw -8357079.439514 + Penalty 2199.964404 = -8354879.475110 nChanged 27 SP:Iteration 58Q (8004.965270 sec): 3 clusters Score: Raw -8357085.376001 + Penalty 2199.964404 = -8354885.411597 nChanged 31 SP:Iteration 59Q (8005.120722 sec): 3 clusters Score: Raw -8357092.146250 + Penalty 2199.964404 = -8354892.181846 nChanged 29 SP:Iteration 60F (8005.298851 sec): 3 clusters Score: Raw -8357096.472216 + Penalty 2199.964404 = -8354896.507812 nChanged 21 SP:Iteration 61Q (8005.447346 sec): 3 clusters Score: Raw -8357099.105193 + Penalty 2199.964404 = -8354899.140790 nChanged 21 SP:Iteration 62Q (8005.596411 sec): 3 clusters Score: Raw -8357103.265288 + Penalty 2199.964404 = -8354903.300884 nChanged 20 SP:Iteration 63Q (8005.741725 sec): 3 clusters Score: Raw -8357106.984985 + Penalty 2199.964404 = -8354907.020581 nChanged 22 SP:Iteration 64Q (8005.883124 sec): 3 clusters Score: Raw -8357109.837401 + Penalty 2199.964404 = -8354909.872997 nChanged 11 SP:Iteration 65Q (8006.024390 sec): 3 clusters Score: Raw -8357111.672712 + Penalty 2199.964404 = -8354911.708308 nChanged 10 SP:Iteration 66Q (8006.185529 sec): 3 clusters Score: Raw -8357112.656181 + Penalty 2199.964404 = -8354912.691777 nChanged 6 SP:Iteration 67Q (8006.333142 sec): 3 clusters Score: Raw -8357113.033273 + Penalty 2199.964404 = -8354913.068869 nChanged 5 SP:Iteration 68Q (8006.485393 sec): 3 clusters Score: Raw -8357113.516865 + Penalty 2199.964404 = -8354913.552461 nChanged 5 SP:Iteration 69Q (8006.637663 sec): 3 clusters Score: Raw -8357114.029287 + Penalty 2199.964404 = -8354914.064883 nChanged 3 SP:Iteration 70Q (8006.790877 sec): 3 clusters Score: Raw -8357114.282512 + Penalty 2199.964404 = -8354914.318108 nChanged 2 SP:Iteration 71Q (8006.937631 sec): 3 clusters Score: Raw -8357114.390881 + Penalty 2199.964404 = -8354914.426477 nChanged 1 SP:Iteration 72Q (8007.068398 sec): 3 clusters Score: Raw -8357114.426012 + Penalty 2199.964404 = -8354914.461608 nChanged 0 SP:Iteration 73F (8007.248572 sec): 3 clusters Score: Raw -8357114.426012 + Penalty 2199.964404 = -8354914.461608 nChanged 0 Trying to split cluster 27 (8086 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8007.284513 sec): 2 clusters Score: Raw -519112.099426 + Penalty 854.799498 = -518257.299928 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8007.343761 sec): 3 clusters Score: Raw -514448.766707 + Penalty 1709.598996 = -512739.167711 nChanged 3561 SP:Iteration 1F (8007.401483 sec): 3 clusters Score: Raw -516642.461682 + Penalty 1709.598996 = -514932.862687 nChanged 527 SP:Iteration 2F (8007.447182 sec): 3 clusters Score: Raw -516933.203868 + Penalty 1709.598996 = -515223.604873 nChanged 491 SP:Iteration 3F (8007.516837 sec): 3 clusters Score: Raw -517185.654967 + Penalty 1709.598996 = -515476.055971 nChanged 437 SP:Iteration 4F (8007.566331 sec): 3 clusters Score: Raw -517407.417836 + Penalty 1709.598996 = -515697.818840 nChanged 381 SP:Iteration 5Q (8007.628468 sec): 3 clusters Score: Raw -517586.560492 + Penalty 1709.598996 = -515876.961496 nChanged 307 SP:Iteration 6Q (8007.676476 sec): 3 clusters Score: Raw -517736.363848 + Penalty 1709.598996 = -516026.764852 nChanged 300 SP:Iteration 7Q (8007.731502 sec): 3 clusters Score: Raw -517869.453206 + Penalty 1709.598996 = -516159.854211 nChanged 235 SP:Iteration 8Q (8007.792859 sec): 3 clusters Score: Raw -517983.434341 + Penalty 1709.598996 = -516273.835345 nChanged 229 SP:Iteration 9Q (8007.851073 sec): 3 clusters Score: Raw -518093.744420 + Penalty 1709.598996 = -516384.145425 nChanged 196 SP:Iteration 10Q (8007.907907 sec): 3 clusters Score: Raw -518177.709452 + Penalty 1709.598996 = -516468.110456 nChanged 178 SP:Iteration 11Q (8007.969477 sec): 3 clusters Score: Raw -518247.117070 + Penalty 1709.598996 = -516537.518074 nChanged 160 SP:Iteration 12Q (8008.015871 sec): 3 clusters Score: Raw -518308.927913 + Penalty 1709.598996 = -516599.328917 nChanged 140 SP:Iteration 13Q (8008.070733 sec): 3 clusters Score: Raw -518365.057106 + Penalty 1709.598996 = -516655.458111 nChanged 120 SP:Iteration 14Q (8008.119969 sec): 3 clusters Score: Raw -518401.655626 + Penalty 1709.598996 = -516692.056631 nChanged 90 SP:Iteration 15Q (8008.168044 sec): 3 clusters Score: Raw -518433.236290 + Penalty 1709.598996 = -516723.637294 nChanged 87 SP:Iteration 16Q (8008.228320 sec): 3 clusters Score: Raw -518469.036558 + Penalty 1709.598996 = -516759.437563 nChanged 92 SP:Iteration 17Q (8008.281673 sec): 3 clusters Score: Raw -518505.633980 + Penalty 1709.598996 = -516796.034985 nChanged 97 SP:Iteration 18Q (8008.337635 sec): 3 clusters Score: Raw -518540.580621 + Penalty 1709.598996 = -516830.981625 nChanged 86 SP:Iteration 19Q (8008.390466 sec): 3 clusters Score: Raw -518569.626293 + Penalty 1709.598996 = -516860.027297 nChanged 95 SP:Iteration 20F (8008.438489 sec): 3 clusters Score: Raw -518599.587524 + Penalty 1709.598996 = -516889.988528 nChanged 90 SP:Iteration 21Q (8008.490488 sec): 3 clusters Score: Raw -518633.091175 + Penalty 1709.598996 = -516923.492180 nChanged 88 SP:Iteration 22Q (8008.553212 sec): 3 clusters Score: Raw -518669.433259 + Penalty 1709.598996 = -516959.834264 nChanged 105 SP:Iteration 23Q (8008.596706 sec): 3 clusters Score: Raw -518719.890583 + Penalty 1709.598996 = -517010.291588 nChanged 102 SP:Iteration 24Q (8008.650976 sec): 3 clusters Score: Raw -518766.424404 + Penalty 1709.598996 = -517056.825409 nChanged 104 SP:Iteration 25Q (8008.705844 sec): 3 clusters Score: Raw -518808.267967 + Penalty 1709.598996 = -517098.668972 nChanged 78 SP:Iteration 26Q (8008.755707 sec): 3 clusters Score: Raw -518835.377092 + Penalty 1709.598996 = -517125.778096 nChanged 75 SP:Iteration 27Q (8008.805830 sec): 3 clusters Score: Raw -518861.932046 + Penalty 1709.598996 = -517152.333051 nChanged 64 SP:Iteration 28Q (8008.852958 sec): 3 clusters Score: Raw -518879.748036 + Penalty 1709.598996 = -517170.149040 nChanged 62 SP:Iteration 29Q (8008.905917 sec): 3 clusters Score: Raw -518895.603507 + Penalty 1709.598996 = -517186.004511 nChanged 54 SP:Iteration 30Q (8008.964076 sec): 3 clusters Score: Raw -518911.521950 + Penalty 1709.598996 = -517201.922954 nChanged 55 SP:Iteration 31Q (8009.016351 sec): 3 clusters Score: Raw -518931.035843 + Penalty 1709.598996 = -517221.436848 nChanged 62 SP:Iteration 32Q (8009.063245 sec): 3 clusters Score: Raw -518951.821086 + Penalty 1709.598996 = -517242.222090 nChanged 56 SP:Iteration 33Q (8009.119200 sec): 3 clusters Score: Raw -518971.874501 + Penalty 1709.598996 = -517262.275506 nChanged 58 SP:Iteration 34Q (8009.175113 sec): 3 clusters Score: Raw -518993.009201 + Penalty 1709.598996 = -517283.410205 nChanged 60 SP:Iteration 35Q (8009.228075 sec): 3 clusters Score: Raw -519017.951832 + Penalty 1709.598996 = -517308.352837 nChanged 67 SP:Iteration 36Q (8009.255709 sec): 3 clusters Score: Raw -519046.755006 + Penalty 1709.598996 = -517337.156010 nChanged 79 SP:Iteration 37Q (8009.321596 sec): 3 clusters Score: Raw -519079.926423 + Penalty 1709.598996 = -517370.327428 nChanged 74 SP:Iteration 38Q (8009.374738 sec): 3 clusters Score: Raw -519115.699128 + Penalty 1709.598996 = -517406.100133 nChanged 67 SP:Iteration 39Q (8009.416687 sec): 3 clusters Score: Raw -519149.446742 + Penalty 1709.598996 = -517439.847746 nChanged 62 SP:Iteration 40F (8009.471095 sec): 3 clusters Score: Raw -519176.206542 + Penalty 1709.598996 = -517466.607547 nChanged 51 SP:Iteration 41Q (8009.514153 sec): 3 clusters Score: Raw -519196.092161 + Penalty 1709.598996 = -517486.493165 nChanged 54 SP:Iteration 42Q (8009.574990 sec): 3 clusters Score: Raw -519215.546839 + Penalty 1709.598996 = -517505.947843 nChanged 45 SP:Iteration 43Q (8009.617574 sec): 3 clusters Score: Raw -519231.109546 + Penalty 1709.598996 = -517521.510551 nChanged 45 SP:Iteration 44Q (8009.685500 sec): 3 clusters Score: Raw -519246.008116 + Penalty 1709.598996 = -517536.409121 nChanged 41 SP:Iteration 45Q (8009.740967 sec): 3 clusters Score: Raw -519258.981996 + Penalty 1709.598996 = -517549.383001 nChanged 34 SP:Iteration 46Q (8009.797027 sec): 3 clusters Score: Raw -519268.350788 + Penalty 1709.598996 = -517558.751793 nChanged 25 SP:Iteration 47Q (8009.850601 sec): 3 clusters Score: Raw -519273.920282 + Penalty 1709.598996 = -517564.321287 nChanged 19 SP:Iteration 48Q (8009.903804 sec): 3 clusters Score: Raw -519280.121481 + Penalty 1709.598996 = -517570.522486 nChanged 20 SP:Iteration 49Q (8009.958468 sec): 3 clusters Score: Raw -519285.669997 + Penalty 1709.598996 = -517576.071002 nChanged 18 SP:Iteration 50Q (8010.012429 sec): 3 clusters Score: Raw -519291.360053 + Penalty 1709.598996 = -517581.761058 nChanged 18 SP:Iteration 51Q (8010.066651 sec): 3 clusters Score: Raw -519298.056397 + Penalty 1709.598996 = -517588.457402 nChanged 21 SP:Iteration 52Q (8010.125283 sec): 3 clusters Score: Raw -519306.347944 + Penalty 1709.598996 = -517596.748948 nChanged 16 SP:Iteration 53Q (8010.178037 sec): 3 clusters Score: Raw -519312.380933 + Penalty 1709.598996 = -517602.781937 nChanged 17 SP:Iteration 54Q (8010.237032 sec): 3 clusters Score: Raw -519322.314403 + Penalty 1709.598996 = -517612.715407 nChanged 19 SP:Iteration 55Q (8010.285258 sec): 3 clusters Score: Raw -519327.974333 + Penalty 1709.598996 = -517618.375338 nChanged 9 SP:Iteration 56Q (8010.337114 sec): 3 clusters Score: Raw -519331.514520 + Penalty 1709.598996 = -517621.915524 nChanged 10 SP:Iteration 57Q (8010.386837 sec): 3 clusters Score: Raw -519334.463761 + Penalty 1709.598996 = -517624.864765 nChanged 6 SP:Iteration 58Q (8010.441094 sec): 3 clusters Score: Raw -519336.518046 + Penalty 1709.598996 = -517626.919051 nChanged 10 SP:Iteration 59Q (8010.493736 sec): 3 clusters Score: Raw -519340.820060 + Penalty 1709.598996 = -517631.221065 nChanged 7 SP:Iteration 60F (8010.547923 sec): 3 clusters Score: Raw -519342.373155 + Penalty 1709.598996 = -517632.774159 nChanged 7 SP:Iteration 61Q (8010.600021 sec): 3 clusters Score: Raw -519344.772156 + Penalty 1709.598996 = -517635.173161 nChanged 4 SP:Iteration 62Q (8010.652474 sec): 3 clusters Score: Raw -519347.214180 + Penalty 1709.598996 = -517637.615185 nChanged 7 SP:Iteration 63Q (8010.699040 sec): 3 clusters Score: Raw -519348.948062 + Penalty 1709.598996 = -517639.349066 nChanged 6 SP:Iteration 64Q (8010.750436 sec): 3 clusters Score: Raw -519350.024764 + Penalty 1709.598996 = -517640.425769 nChanged 5 SP:Iteration 65Q (8010.803051 sec): 3 clusters Score: Raw -519351.459402 + Penalty 1709.598996 = -517641.860406 nChanged 2 SP:Iteration 66Q (8010.850600 sec): 3 clusters Score: Raw -519351.875502 + Penalty 1709.598996 = -517642.276506 nChanged 2 SP:Iteration 67Q (8010.897643 sec): 3 clusters Score: Raw -519352.847634 + Penalty 1709.598996 = -517643.248638 nChanged 2 SP:Iteration 68Q (8010.958151 sec): 3 clusters Score: Raw -519353.149918 + Penalty 1709.598996 = -517643.550923 nChanged 1 SP:Iteration 69Q (8010.999024 sec): 3 clusters Score: Raw -519353.582742 + Penalty 1709.598996 = -517643.983746 nChanged 3 SP:Iteration 70Q (8011.050032 sec): 3 clusters Score: Raw -519353.836255 + Penalty 1709.598996 = -517644.237260 nChanged 4 SP:Iteration 71Q (8011.112071 sec): 3 clusters Score: Raw -519354.626418 + Penalty 1709.598996 = -517645.027423 nChanged 2 SP:Iteration 72Q (8011.146352 sec): 3 clusters Score: Raw -519355.234406 + Penalty 1709.598996 = -517645.635410 nChanged 2 SP:Iteration 73Q (8011.200927 sec): 3 clusters Score: Raw -519355.505943 + Penalty 1709.598996 = -517645.906947 nChanged 1 SP:Iteration 74Q (8011.255174 sec): 3 clusters Score: Raw -519355.730110 + Penalty 1709.598996 = -517646.131114 nChanged 3 SP:Iteration 75Q (8011.307406 sec): 3 clusters Score: Raw -519356.166205 + Penalty 1709.598996 = -517646.567210 nChanged 5 SP:Iteration 76Q (8011.353439 sec): 3 clusters Score: Raw -519357.448187 + Penalty 1709.598996 = -517647.849192 nChanged 8 SP:Iteration 77Q (8011.409978 sec): 3 clusters Score: Raw -519359.081716 + Penalty 1709.598996 = -517649.482720 nChanged 4 SP:Iteration 78Q (8011.460380 sec): 3 clusters Score: Raw -519359.752780 + Penalty 1709.598996 = -517650.153785 nChanged 2 SP:Iteration 79Q (8011.511575 sec): 3 clusters Score: Raw -519360.060667 + Penalty 1709.598996 = -517650.461671 nChanged 1 SP:Iteration 80F (8011.567431 sec): 3 clusters Score: Raw -519360.119438 + Penalty 1709.598996 = -517650.520442 nChanged 0 Trying to split cluster 28 (9778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8011.603079 sec): 2 clusters Score: Raw -645661.862093 + Penalty 872.849573 = -644789.012519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8011.661258 sec): 3 clusters Score: Raw -639903.515514 + Penalty 1745.699146 = -638157.816368 nChanged 4389 SP:Iteration 1F (8011.706477 sec): 3 clusters Score: Raw -642642.860575 + Penalty 1745.699146 = -640897.161429 nChanged 823 SP:Iteration 2F (8011.768452 sec): 3 clusters Score: Raw -643380.122357 + Penalty 1745.699146 = -641634.423211 nChanged 886 SP:Iteration 3F (8011.819391 sec): 3 clusters Score: Raw -644146.247274 + Penalty 1745.699146 = -642400.548128 nChanged 751 SP:Iteration 4F (8011.883661 sec): 3 clusters Score: Raw -644715.393158 + Penalty 1745.699146 = -642969.694012 nChanged 578 SP:Iteration 5F (8011.946700 sec): 3 clusters Score: Raw -645067.124857 + Penalty 1745.699146 = -643321.425710 nChanged 396 SP:Iteration 6Q (8012.008343 sec): 3 clusters Score: Raw -645263.911685 + Penalty 1745.699146 = -643518.212538 nChanged 314 SP:Iteration 7Q (8012.053221 sec): 3 clusters Score: Raw -645410.066250 + Penalty 1745.699146 = -643664.367103 nChanged 255 SP:Iteration 8Q (8012.123425 sec): 3 clusters Score: Raw -645533.873873 + Penalty 1745.699146 = -643788.174727 nChanged 197 SP:Iteration 9Q (8012.174153 sec): 3 clusters Score: Raw -645623.097683 + Penalty 1745.699146 = -643877.398537 nChanged 150 SP:Iteration 10Q (8012.220986 sec): 3 clusters Score: Raw -645684.881198 + Penalty 1745.699146 = -643939.182052 nChanged 123 SP:Iteration 11Q (8012.286400 sec): 3 clusters Score: Raw -645725.823682 + Penalty 1745.699146 = -643980.124536 nChanged 99 SP:Iteration 12Q (8012.345177 sec): 3 clusters Score: Raw -645759.578210 + Penalty 1745.699146 = -644013.879064 nChanged 67 SP:Iteration 13Q (8012.390248 sec): 3 clusters Score: Raw -645772.863599 + Penalty 1745.699146 = -644027.164453 nChanged 52 SP:Iteration 14Q (8012.446730 sec): 3 clusters Score: Raw -645784.946641 + Penalty 1745.699146 = -644039.247494 nChanged 51 SP:Iteration 15Q (8012.510102 sec): 3 clusters Score: Raw -645796.736500 + Penalty 1745.699146 = -644051.037354 nChanged 48 SP:Iteration 16Q (8012.557207 sec): 3 clusters Score: Raw -645807.387005 + Penalty 1745.699146 = -644061.687858 nChanged 42 SP:Iteration 17Q (8012.621172 sec): 3 clusters Score: Raw -645814.257978 + Penalty 1745.699146 = -644068.558832 nChanged 34 SP:Iteration 18Q (8012.669920 sec): 3 clusters Score: Raw -645819.796083 + Penalty 1745.699146 = -644074.096937 nChanged 26 SP:Iteration 19Q (8012.722089 sec): 3 clusters Score: Raw -645823.693334 + Penalty 1745.699146 = -644077.994187 nChanged 30 SP:Iteration 20F (8012.777610 sec): 3 clusters Score: Raw -645827.672209 + Penalty 1745.699146 = -644081.973063 nChanged 22 SP:Iteration 21Q (8012.844790 sec): 3 clusters Score: Raw -645830.851599 + Penalty 1745.699146 = -644085.152452 nChanged 23 SP:Iteration 22Q (8012.889135 sec): 3 clusters Score: Raw -645833.809859 + Penalty 1745.699146 = -644088.110713 nChanged 21 SP:Iteration 23Q (8012.950816 sec): 3 clusters Score: Raw -645836.845263 + Penalty 1745.699146 = -644091.146116 nChanged 20 SP:Iteration 24Q (8013.009464 sec): 3 clusters Score: Raw -645839.883809 + Penalty 1745.699146 = -644094.184662 nChanged 23 SP:Iteration 25Q (8013.059051 sec): 3 clusters Score: Raw -645844.116693 + Penalty 1745.699146 = -644098.417547 nChanged 29 SP:Iteration 26Q (8013.119112 sec): 3 clusters Score: Raw -645848.115106 + Penalty 1745.699146 = -644102.415960 nChanged 30 SP:Iteration 27Q (8013.159518 sec): 3 clusters Score: Raw -645853.394365 + Penalty 1745.699146 = -644107.695219 nChanged 29 SP:Iteration 28Q (8013.220380 sec): 3 clusters Score: Raw -645858.261243 + Penalty 1745.699146 = -644112.562097 nChanged 22 SP:Iteration 29Q (8013.278696 sec): 3 clusters Score: Raw -645861.276963 + Penalty 1745.699146 = -644115.577817 nChanged 25 SP:Iteration 30Q (8013.336093 sec): 3 clusters Score: Raw -645864.692795 + Penalty 1745.699146 = -644118.993649 nChanged 18 SP:Iteration 31Q (8013.381395 sec): 3 clusters Score: Raw -645867.350725 + Penalty 1745.699146 = -644121.651578 nChanged 19 SP:Iteration 32Q (8013.430254 sec): 3 clusters Score: Raw -645869.683724 + Penalty 1745.699146 = -644123.984578 nChanged 21 SP:Iteration 33Q (8013.494364 sec): 3 clusters Score: Raw -645872.846491 + Penalty 1745.699146 = -644127.147345 nChanged 17 SP:Iteration 34Q (8013.545304 sec): 3 clusters Score: Raw -645875.323630 + Penalty 1745.699146 = -644129.624484 nChanged 23 SP:Iteration 35Q (8013.594577 sec): 3 clusters Score: Raw -645878.274379 + Penalty 1745.699146 = -644132.575233 nChanged 16 SP:Iteration 36Q (8013.644865 sec): 3 clusters Score: Raw -645880.513663 + Penalty 1745.699146 = -644134.814517 nChanged 15 SP:Iteration 37Q (8013.705116 sec): 3 clusters Score: Raw -645882.478639 + Penalty 1745.699146 = -644136.779493 nChanged 21 SP:Iteration 38Q (8013.756072 sec): 3 clusters Score: Raw -645885.205053 + Penalty 1745.699146 = -644139.505907 nChanged 17 SP:Iteration 39Q (8013.821433 sec): 3 clusters Score: Raw -645886.940399 + Penalty 1745.699146 = -644141.241253 nChanged 15 SP:Iteration 40F (8013.874776 sec): 3 clusters Score: Raw -645888.717364 + Penalty 1745.699146 = -644143.018217 nChanged 23 SP:Iteration 41Q (8013.924624 sec): 3 clusters Score: Raw -645891.109627 + Penalty 1745.699146 = -644145.410481 nChanged 26 SP:Iteration 42Q (8013.979766 sec): 3 clusters Score: Raw -645893.561159 + Penalty 1745.699146 = -644147.862013 nChanged 18 SP:Iteration 43Q (8014.040161 sec): 3 clusters Score: Raw -645894.905997 + Penalty 1745.699146 = -644149.206851 nChanged 16 SP:Iteration 44Q (8014.081602 sec): 3 clusters Score: Raw -645896.699788 + Penalty 1745.699146 = -644151.000642 nChanged 18 SP:Iteration 45Q (8014.135152 sec): 3 clusters Score: Raw -645899.100860 + Penalty 1745.699146 = -644153.401713 nChanged 20 SP:Iteration 46Q (8014.182217 sec): 3 clusters Score: Raw -645902.298551 + Penalty 1745.699146 = -644156.599405 nChanged 14 SP:Iteration 47Q (8014.249464 sec): 3 clusters Score: Raw -645904.041049 + Penalty 1745.699146 = -644158.341903 nChanged 20 SP:Iteration 48Q (8014.292121 sec): 3 clusters Score: Raw -645907.027696 + Penalty 1745.699146 = -644161.328550 nChanged 25 SP:Iteration 49Q (8014.349011 sec): 3 clusters Score: Raw -645910.555713 + Penalty 1745.699146 = -644164.856567 nChanged 22 SP:Iteration 50Q (8014.401282 sec): 3 clusters Score: Raw -645913.347771 + Penalty 1745.699146 = -644167.648625 nChanged 17 SP:Iteration 51Q (8014.457744 sec): 3 clusters Score: Raw -645915.051383 + Penalty 1745.699146 = -644169.352237 nChanged 8 SP:Iteration 52Q (8014.517632 sec): 3 clusters Score: Raw -645915.859525 + Penalty 1745.699146 = -644170.160378 nChanged 6 SP:Iteration 53Q (8014.577047 sec): 3 clusters Score: Raw -645916.373166 + Penalty 1745.699146 = -644170.674020 nChanged 4 SP:Iteration 54Q (8014.634420 sec): 3 clusters Score: Raw -645916.658915 + Penalty 1745.699146 = -644170.959769 nChanged 3 SP:Iteration 55Q (8014.690171 sec): 3 clusters Score: Raw -645916.970751 + Penalty 1745.699146 = -644171.271605 nChanged 5 SP:Iteration 56Q (8014.750377 sec): 3 clusters Score: Raw -645917.278756 + Penalty 1745.699146 = -644171.579609 nChanged 2 SP:Iteration 57Q (8014.798851 sec): 3 clusters Score: Raw -645917.537594 + Penalty 1745.699146 = -644171.838448 nChanged 0 SP:Iteration 58F (8014.860222 sec): 3 clusters Score: Raw -645917.537594 + Penalty 1745.699146 = -644171.838448 nChanged 0 Trying to split cluster 29 (8501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8014.894196 sec): 2 clusters Score: Raw -620934.954673 + Penalty 859.554213 = -620075.400460 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8014.951496 sec): 3 clusters Score: Raw -616031.272728 + Penalty 1719.108426 = -614312.164303 nChanged 3727 SP:Iteration 1F (8015.006859 sec): 3 clusters Score: Raw -618170.586833 + Penalty 1719.108426 = -616451.478408 nChanged 611 SP:Iteration 2F (8015.055285 sec): 3 clusters Score: Raw -618587.375011 + Penalty 1719.108426 = -616868.266585 nChanged 621 SP:Iteration 3F (8015.112366 sec): 3 clusters Score: Raw -619039.343031 + Penalty 1719.108426 = -617320.234605 nChanged 622 SP:Iteration 4F (8015.158426 sec): 3 clusters Score: Raw -619537.692511 + Penalty 1719.108426 = -617818.584085 nChanged 636 SP:Iteration 5F (8015.209627 sec): 3 clusters Score: Raw -620056.126426 + Penalty 1719.108426 = -618337.018001 nChanged 566 SP:Iteration 6F (8015.272672 sec): 3 clusters Score: Raw -620487.346485 + Penalty 1719.108426 = -618768.238060 nChanged 455 SP:Iteration 7F (8015.320170 sec): 3 clusters Score: Raw -620843.829864 + Penalty 1719.108426 = -619124.721438 nChanged 343 SP:Iteration 8Q (8015.379003 sec): 3 clusters Score: Raw -621061.011547 + Penalty 1719.108426 = -619341.903122 nChanged 234 SP:Iteration 9Q (8015.438843 sec): 3 clusters Score: Raw -621182.547244 + Penalty 1719.108426 = -619463.438819 nChanged 163 SP:Iteration 10Q (8015.498337 sec): 3 clusters Score: Raw -621246.174901 + Penalty 1719.108426 = -619527.066475 nChanged 112 SP:Iteration 11Q (8015.555362 sec): 3 clusters Score: Raw -621285.111736 + Penalty 1719.108426 = -619566.003310 nChanged 87 SP:Iteration 12Q (8015.599876 sec): 3 clusters Score: Raw -621311.434423 + Penalty 1719.108426 = -619592.325998 nChanged 60 SP:Iteration 13Q (8015.661838 sec): 3 clusters Score: Raw -621327.836602 + Penalty 1719.108426 = -619608.728177 nChanged 67 SP:Iteration 14Q (8015.713003 sec): 3 clusters Score: Raw -621346.615621 + Penalty 1719.108426 = -619627.507195 nChanged 62 SP:Iteration 15Q (8015.769684 sec): 3 clusters Score: Raw -621364.355350 + Penalty 1719.108426 = -619645.246924 nChanged 59 SP:Iteration 16Q (8015.828684 sec): 3 clusters Score: Raw -621383.112272 + Penalty 1719.108426 = -619664.003846 nChanged 52 SP:Iteration 17Q (8015.874414 sec): 3 clusters Score: Raw -621396.266698 + Penalty 1719.108426 = -619677.158273 nChanged 47 SP:Iteration 18Q (8015.929178 sec): 3 clusters Score: Raw -621406.010350 + Penalty 1719.108426 = -619686.901925 nChanged 41 SP:Iteration 19Q (8015.987861 sec): 3 clusters Score: Raw -621414.212692 + Penalty 1719.108426 = -619695.104266 nChanged 29 SP:Iteration 20F (8016.041459 sec): 3 clusters Score: Raw -621420.240249 + Penalty 1719.108426 = -619701.131823 nChanged 26 SP:Iteration 21Q (8016.100078 sec): 3 clusters Score: Raw -621424.919245 + Penalty 1719.108426 = -619705.810819 nChanged 22 SP:Iteration 22Q (8016.149439 sec): 3 clusters Score: Raw -621428.821856 + Penalty 1719.108426 = -619709.713430 nChanged 19 SP:Iteration 23Q (8016.210273 sec): 3 clusters Score: Raw -621432.681592 + Penalty 1719.108426 = -619713.573166 nChanged 25 SP:Iteration 24Q (8016.261602 sec): 3 clusters Score: Raw -621436.733402 + Penalty 1719.108426 = -619717.624976 nChanged 17 SP:Iteration 25Q (8016.317463 sec): 3 clusters Score: Raw -621439.557559 + Penalty 1719.108426 = -619720.449134 nChanged 17 SP:Iteration 26Q (8016.360174 sec): 3 clusters Score: Raw -621442.162535 + Penalty 1719.108426 = -619723.054110 nChanged 14 SP:Iteration 27Q (8016.414936 sec): 3 clusters Score: Raw -621443.801479 + Penalty 1719.108426 = -619724.693054 nChanged 12 SP:Iteration 28Q (8016.474170 sec): 3 clusters Score: Raw -621445.153305 + Penalty 1719.108426 = -619726.044879 nChanged 8 SP:Iteration 29Q (8016.528246 sec): 3 clusters Score: Raw -621446.061805 + Penalty 1719.108426 = -619726.953379 nChanged 8 SP:Iteration 30Q (8016.584576 sec): 3 clusters Score: Raw -621446.586276 + Penalty 1719.108426 = -619727.477851 nChanged 6 SP:Iteration 31Q (8016.629879 sec): 3 clusters Score: Raw -621447.451633 + Penalty 1719.108426 = -619728.343208 nChanged 7 SP:Iteration 32Q (8016.682754 sec): 3 clusters Score: Raw -621448.598023 + Penalty 1719.108426 = -619729.489597 nChanged 14 SP:Iteration 33Q (8016.736982 sec): 3 clusters Score: Raw -621450.405722 + Penalty 1719.108426 = -619731.297297 nChanged 10 SP:Iteration 34Q (8016.773499 sec): 3 clusters Score: Raw -621451.539471 + Penalty 1719.108426 = -619732.431046 nChanged 5 SP:Iteration 35Q (8016.833206 sec): 3 clusters Score: Raw -621451.811687 + Penalty 1719.108426 = -619732.703261 nChanged 4 SP:Iteration 36Q (8016.877362 sec): 3 clusters Score: Raw -621452.068039 + Penalty 1719.108426 = -619732.959613 nChanged 5 SP:Iteration 37Q (8016.927949 sec): 3 clusters Score: Raw -621452.712764 + Penalty 1719.108426 = -619733.604338 nChanged 5 SP:Iteration 38Q (8016.970264 sec): 3 clusters Score: Raw -621453.164411 + Penalty 1719.108426 = -619734.055985 nChanged 5 SP:Iteration 39Q (8017.020989 sec): 3 clusters Score: Raw -621453.910813 + Penalty 1719.108426 = -619734.802388 nChanged 7 SP:Iteration 40F (8017.085741 sec): 3 clusters Score: Raw -621454.316659 + Penalty 1719.108426 = -619735.208234 nChanged 5 SP:Iteration 41Q (8017.137116 sec): 3 clusters Score: Raw -621454.563159 + Penalty 1719.108426 = -619735.454733 nChanged 1 SP:Iteration 42Q (8017.196181 sec): 3 clusters Score: Raw -621454.677047 + Penalty 1719.108426 = -619735.568621 nChanged 3 SP:Iteration 43Q (8017.240978 sec): 3 clusters Score: Raw -621454.928785 + Penalty 1719.108426 = -619735.820360 nChanged 1 SP:Iteration 44Q (8017.301757 sec): 3 clusters Score: Raw -621455.097670 + Penalty 1719.108426 = -619735.989244 nChanged 2 SP:Iteration 45Q (8017.355351 sec): 3 clusters Score: Raw -621455.256647 + Penalty 1719.108426 = -619736.148222 nChanged 2 SP:Iteration 46Q (8017.407516 sec): 3 clusters Score: Raw -621455.467538 + Penalty 1719.108426 = -619736.359112 nChanged 3 SP:Iteration 47Q (8017.467825 sec): 3 clusters Score: Raw -621455.825505 + Penalty 1719.108426 = -619736.717079 nChanged 4 SP:Iteration 48Q (8017.526002 sec): 3 clusters Score: Raw -621456.186745 + Penalty 1719.108426 = -619737.078319 nChanged 4 SP:Iteration 49Q (8017.581852 sec): 3 clusters Score: Raw -621456.464209 + Penalty 1719.108426 = -619737.355783 nChanged 0 SP:Iteration 50F (8017.632340 sec): 3 clusters Score: Raw -621456.464209 + Penalty 1719.108426 = -619737.355783 nChanged 0 Trying to split cluster 30 (1628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8017.663779 sec): 2 clusters Score: Raw -85247.397986 + Penalty 702.535217 = -84544.862769 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8017.701995 sec): 3 clusters Score: Raw -84498.248507 + Penalty 1405.070434 = -83093.178073 nChanged 615 SP:Iteration 1F (8017.755060 sec): 3 clusters Score: Raw -84897.335794 + Penalty 1405.070434 = -83492.265360 nChanged 141 SP:Iteration 2F (8017.789819 sec): 3 clusters Score: Raw -84998.743361 + Penalty 1405.070434 = -83593.672928 nChanged 95 SP:Iteration 3F (8017.838492 sec): 3 clusters Score: Raw -85082.259500 + Penalty 1405.070434 = -83677.189067 nChanged 85 SP:Iteration 4F (8017.883947 sec): 3 clusters Score: Raw -85147.190623 + Penalty 1405.070434 = -83742.120189 nChanged 77 SP:Iteration 5Q (8017.929230 sec): 3 clusters Score: Raw -85208.890359 + Penalty 1405.070434 = -83803.819925 nChanged 68 SP:Iteration 6Q (8017.973777 sec): 3 clusters Score: Raw -85251.473777 + Penalty 1405.070434 = -83846.403343 nChanged 54 SP:Iteration 7Q (8018.018500 sec): 3 clusters Score: Raw -85288.695186 + Penalty 1405.070434 = -83883.624752 nChanged 52 SP:Iteration 8Q (8018.070650 sec): 3 clusters Score: Raw -85328.521494 + Penalty 1405.070434 = -83923.451060 nChanged 52 SP:Iteration 9Q (8018.111154 sec): 3 clusters Score: Raw -85369.622874 + Penalty 1405.070434 = -83964.552440 nChanged 33 SP:Iteration 10Q (8018.153999 sec): 3 clusters Score: Raw -85393.618182 + Penalty 1405.070434 = -83988.547749 nChanged 32 SP:Iteration 11Q (8018.201179 sec): 3 clusters Score: Raw -85419.311137 + Penalty 1405.070434 = -84014.240704 nChanged 33 SP:Iteration 12Q (8018.247712 sec): 3 clusters Score: Raw -85437.223229 + Penalty 1405.070434 = -84032.152795 nChanged 21 SP:Iteration 13Q (8018.295659 sec): 3 clusters Score: Raw -85450.165712 + Penalty 1405.070434 = -84045.095279 nChanged 22 SP:Iteration 14Q (8018.333406 sec): 3 clusters Score: Raw -85463.076633 + Penalty 1405.070434 = -84058.006199 nChanged 19 SP:Iteration 15Q (8018.378240 sec): 3 clusters Score: Raw -85473.450075 + Penalty 1405.070434 = -84068.379642 nChanged 11 SP:Iteration 16Q (8018.422037 sec): 3 clusters Score: Raw -85479.459982 + Penalty 1405.070434 = -84074.389548 nChanged 12 SP:Iteration 17Q (8018.471444 sec): 3 clusters Score: Raw -85488.663916 + Penalty 1405.070434 = -84083.593482 nChanged 16 SP:Iteration 18Q (8018.520003 sec): 3 clusters Score: Raw -85498.425959 + Penalty 1405.070434 = -84093.355525 nChanged 14 SP:Iteration 19Q (8018.558161 sec): 3 clusters Score: Raw -85506.855307 + Penalty 1405.070434 = -84101.784874 nChanged 12 SP:Iteration 20F (8018.603128 sec): 3 clusters Score: Raw -85512.849868 + Penalty 1405.070434 = -84107.779434 nChanged 11 SP:Iteration 21Q (8018.655116 sec): 3 clusters Score: Raw -85519.675423 + Penalty 1405.070434 = -84114.604989 nChanged 6 SP:Iteration 22Q (8018.703446 sec): 3 clusters Score: Raw -85521.797511 + Penalty 1405.070434 = -84116.727077 nChanged 5 SP:Iteration 23Q (8018.738624 sec): 3 clusters Score: Raw -85524.845994 + Penalty 1405.070434 = -84119.775561 nChanged 6 SP:Iteration 24Q (8018.784519 sec): 3 clusters Score: Raw -85529.037829 + Penalty 1405.070434 = -84123.967395 nChanged 5 SP:Iteration 25Q (8018.822172 sec): 3 clusters Score: Raw -85533.457118 + Penalty 1405.070434 = -84128.386684 nChanged 4 SP:Iteration 26Q (8018.865773 sec): 3 clusters Score: Raw -85535.499700 + Penalty 1405.070434 = -84130.429266 nChanged 4 SP:Iteration 27Q (8018.915089 sec): 3 clusters Score: Raw -85538.329536 + Penalty 1405.070434 = -84133.259103 nChanged 4 SP:Iteration 28Q (8018.961600 sec): 3 clusters Score: Raw -85541.358596 + Penalty 1405.070434 = -84136.288162 nChanged 3 SP:Iteration 29Q (8018.998786 sec): 3 clusters Score: Raw -85542.361356 + Penalty 1405.070434 = -84137.290923 nChanged 2 SP:Iteration 30Q (8019.056538 sec): 3 clusters Score: Raw -85543.312248 + Penalty 1405.070434 = -84138.241814 nChanged 2 SP:Iteration 31Q (8019.100562 sec): 3 clusters Score: Raw -85544.402056 + Penalty 1405.070434 = -84139.331622 nChanged 1 SP:Iteration 32Q (8019.141925 sec): 3 clusters Score: Raw -85544.723458 + Penalty 1405.070434 = -84139.653024 nChanged 0 SP:Iteration 33F (8019.188057 sec): 3 clusters Score: Raw -85544.723458 + Penalty 1405.070434 = -84139.653024 nChanged 0 Trying to split cluster 31 (3158 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8019.213253 sec): 2 clusters Score: Raw -223876.309472 + Penalty 765.480949 = -223110.828524 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8019.260432 sec): 3 clusters Score: Raw -222171.910570 + Penalty 1530.961897 = -220640.948673 nChanged 1304 SP:Iteration 1F (8019.306678 sec): 3 clusters Score: Raw -222944.920519 + Penalty 1530.961897 = -221413.958622 nChanged 219 SP:Iteration 2F (8019.364324 sec): 3 clusters Score: Raw -223062.205764 + Penalty 1530.961897 = -221531.243867 nChanged 178 SP:Iteration 3F (8019.417242 sec): 3 clusters Score: Raw -223170.115670 + Penalty 1530.961897 = -221639.153773 nChanged 157 SP:Iteration 4Q (8019.452732 sec): 3 clusters Score: Raw -223260.497952 + Penalty 1530.961897 = -221729.536055 nChanged 139 SP:Iteration 5Q (8019.488699 sec): 3 clusters Score: Raw -223341.565066 + Penalty 1530.961897 = -221810.603169 nChanged 133 SP:Iteration 6Q (8019.527880 sec): 3 clusters Score: Raw -223424.785400 + Penalty 1530.961897 = -221893.823503 nChanged 131 SP:Iteration 7Q (8019.569853 sec): 3 clusters Score: Raw -223506.643578 + Penalty 1530.961897 = -221975.681681 nChanged 126 SP:Iteration 8Q (8019.621667 sec): 3 clusters Score: Raw -223571.375130 + Penalty 1530.961897 = -222040.413233 nChanged 102 SP:Iteration 9Q (8019.659685 sec): 3 clusters Score: Raw -223625.495923 + Penalty 1530.961897 = -222094.534026 nChanged 93 SP:Iteration 10Q (8019.710762 sec): 3 clusters Score: Raw -223673.155597 + Penalty 1530.961897 = -222142.193700 nChanged 82 SP:Iteration 11Q (8019.766203 sec): 3 clusters Score: Raw -223710.981608 + Penalty 1530.961897 = -222180.019711 nChanged 73 SP:Iteration 12Q (8019.813323 sec): 3 clusters Score: Raw -223743.003392 + Penalty 1530.961897 = -222212.041495 nChanged 83 SP:Iteration 13Q (8019.846478 sec): 3 clusters Score: Raw -223780.467899 + Penalty 1530.961897 = -222249.506002 nChanged 75 SP:Iteration 14Q (8019.893300 sec): 3 clusters Score: Raw -223821.394812 + Penalty 1530.961897 = -222290.432915 nChanged 64 SP:Iteration 15Q (8019.946607 sec): 3 clusters Score: Raw -223855.225766 + Penalty 1530.961897 = -222324.263869 nChanged 53 SP:Iteration 16Q (8019.990782 sec): 3 clusters Score: Raw -223889.944476 + Penalty 1530.961897 = -222358.982579 nChanged 45 SP:Iteration 17Q (8020.035055 sec): 3 clusters Score: Raw -223925.523106 + Penalty 1530.961897 = -222394.561209 nChanged 52 SP:Iteration 18Q (8020.075450 sec): 3 clusters Score: Raw -223962.495547 + Penalty 1530.961897 = -222431.533650 nChanged 51 SP:Iteration 19Q (8020.123646 sec): 3 clusters Score: Raw -223995.624025 + Penalty 1530.961897 = -222464.662128 nChanged 47 SP:Iteration 20F (8020.171651 sec): 3 clusters Score: Raw -224023.250398 + Penalty 1530.961897 = -222492.288501 nChanged 39 SP:Iteration 21Q (8020.214705 sec): 3 clusters Score: Raw -224040.953399 + Penalty 1530.961897 = -222509.991502 nChanged 29 SP:Iteration 22Q (8020.265174 sec): 3 clusters Score: Raw -224056.092201 + Penalty 1530.961897 = -222525.130304 nChanged 24 SP:Iteration 23Q (8020.318642 sec): 3 clusters Score: Raw -224067.948459 + Penalty 1530.961897 = -222536.986562 nChanged 24 SP:Iteration 24Q (8020.357778 sec): 3 clusters Score: Raw -224080.736521 + Penalty 1530.961897 = -222549.774624 nChanged 22 SP:Iteration 25Q (8020.404320 sec): 3 clusters Score: Raw -224091.909228 + Penalty 1530.961897 = -222560.947331 nChanged 28 SP:Iteration 26Q (8020.459559 sec): 3 clusters Score: Raw -224104.554693 + Penalty 1530.961897 = -222573.592796 nChanged 18 SP:Iteration 27Q (8020.493696 sec): 3 clusters Score: Raw -224113.169886 + Penalty 1530.961897 = -222582.207989 nChanged 15 SP:Iteration 28Q (8020.542848 sec): 3 clusters Score: Raw -224119.792642 + Penalty 1530.961897 = -222588.830745 nChanged 15 SP:Iteration 29Q (8020.595028 sec): 3 clusters Score: Raw -224125.746929 + Penalty 1530.961897 = -222594.785032 nChanged 16 SP:Iteration 30Q (8020.639749 sec): 3 clusters Score: Raw -224131.300718 + Penalty 1530.961897 = -222600.338821 nChanged 9 SP:Iteration 31Q (8020.697871 sec): 3 clusters Score: Raw -224136.337194 + Penalty 1530.961897 = -222605.375297 nChanged 9 SP:Iteration 32Q (8020.742082 sec): 3 clusters Score: Raw -224140.381852 + Penalty 1530.961897 = -222609.419955 nChanged 12 SP:Iteration 33Q (8020.775512 sec): 3 clusters Score: Raw -224148.831402 + Penalty 1530.961897 = -222617.869505 nChanged 15 SP:Iteration 34Q (8020.822987 sec): 3 clusters Score: Raw -224157.113553 + Penalty 1530.961897 = -222626.151656 nChanged 14 SP:Iteration 35Q (8020.873472 sec): 3 clusters Score: Raw -224163.504977 + Penalty 1530.961897 = -222632.543080 nChanged 7 SP:Iteration 36Q (8020.916024 sec): 3 clusters Score: Raw -224165.710700 + Penalty 1530.961897 = -222634.748803 nChanged 7 SP:Iteration 37Q (8020.975987 sec): 3 clusters Score: Raw -224167.946105 + Penalty 1530.961897 = -222636.984208 nChanged 5 SP:Iteration 38Q (8021.010498 sec): 3 clusters Score: Raw -224170.223268 + Penalty 1530.961897 = -222639.261370 nChanged 9 SP:Iteration 39Q (8021.060679 sec): 3 clusters Score: Raw -224174.065270 + Penalty 1530.961897 = -222643.103373 nChanged 12 SP:Iteration 40F (8021.118495 sec): 3 clusters Score: Raw -224178.297021 + Penalty 1530.961897 = -222647.335124 nChanged 10 SP:Iteration 41Q (8021.164490 sec): 3 clusters Score: Raw -224181.347418 + Penalty 1530.961897 = -222650.385521 nChanged 9 SP:Iteration 42Q (8021.211735 sec): 3 clusters Score: Raw -224185.497513 + Penalty 1530.961897 = -222654.535616 nChanged 9 SP:Iteration 43Q (8021.264602 sec): 3 clusters Score: Raw -224190.370401 + Penalty 1530.961897 = -222659.408504 nChanged 15 SP:Iteration 44Q (8021.313379 sec): 3 clusters Score: Raw -224199.902291 + Penalty 1530.961897 = -222668.940394 nChanged 12 SP:Iteration 45Q (8021.351698 sec): 3 clusters Score: Raw -224208.792152 + Penalty 1530.961897 = -222677.830255 nChanged 16 SP:Iteration 46Q (8021.401080 sec): 3 clusters Score: Raw -224216.888691 + Penalty 1530.961897 = -222685.926794 nChanged 10 SP:Iteration 47Q (8021.447780 sec): 3 clusters Score: Raw -224224.828050 + Penalty 1530.961897 = -222693.866153 nChanged 16 SP:Iteration 48Q (8021.492290 sec): 3 clusters Score: Raw -224235.623479 + Penalty 1530.961897 = -222704.661582 nChanged 12 SP:Iteration 49Q (8021.540972 sec): 3 clusters Score: Raw -224243.643162 + Penalty 1530.961897 = -222712.681265 nChanged 9 SP:Iteration 50Q (8021.586477 sec): 3 clusters Score: Raw -224251.407066 + Penalty 1530.961897 = -222720.445169 nChanged 3 SP:Iteration 51Q (8021.621676 sec): 3 clusters Score: Raw -224253.424280 + Penalty 1530.961897 = -222722.462383 nChanged 5 SP:Iteration 52Q (8021.679802 sec): 3 clusters Score: Raw -224256.112302 + Penalty 1530.961897 = -222725.150405 nChanged 8 SP:Iteration 53Q (8021.714935 sec): 3 clusters Score: Raw -224260.118635 + Penalty 1530.961897 = -222729.156738 nChanged 5 SP:Iteration 54Q (8021.766558 sec): 3 clusters Score: Raw -224262.936176 + Penalty 1530.961897 = -222731.974279 nChanged 5 SP:Iteration 55Q (8021.817276 sec): 3 clusters Score: Raw -224264.897378 + Penalty 1530.961897 = -222733.935481 nChanged 4 SP:Iteration 56Q (8021.862744 sec): 3 clusters Score: Raw -224268.671013 + Penalty 1530.961897 = -222737.709116 nChanged 6 SP:Iteration 57Q (8021.901105 sec): 3 clusters Score: Raw -224273.210720 + Penalty 1530.961897 = -222742.248823 nChanged 11 SP:Iteration 58Q (8021.949009 sec): 3 clusters Score: Raw -224278.351730 + Penalty 1530.961897 = -222747.389833 nChanged 5 SP:Iteration 59Q (8021.984664 sec): 3 clusters Score: Raw -224281.567661 + Penalty 1530.961897 = -222750.605764 nChanged 8 SP:Iteration 60F (8022.017162 sec): 3 clusters Score: Raw -224284.620560 + Penalty 1530.961897 = -222753.658663 nChanged 4 SP:Iteration 61Q (8022.062254 sec): 3 clusters Score: Raw -224287.558753 + Penalty 1530.961897 = -222756.596856 nChanged 4 SP:Iteration 62Q (8022.105597 sec): 3 clusters Score: Raw -224289.936005 + Penalty 1530.961897 = -222758.974108 nChanged 2 SP:Iteration 63Q (8022.154181 sec): 3 clusters Score: Raw -224290.774227 + Penalty 1530.961897 = -222759.812330 nChanged 2 SP:Iteration 64Q (8022.205433 sec): 3 clusters Score: Raw -224292.322420 + Penalty 1530.961897 = -222761.360523 nChanged 2 SP:Iteration 65Q (8022.250242 sec): 3 clusters Score: Raw -224294.067629 + Penalty 1530.961897 = -222763.105732 nChanged 2 SP:Iteration 66Q (8022.290099 sec): 3 clusters Score: Raw -224295.084616 + Penalty 1530.961897 = -222764.122719 nChanged 1 SP:Iteration 67Q (8022.331255 sec): 3 clusters Score: Raw -224295.305925 + Penalty 1530.961897 = -222764.344028 nChanged 0 SP:Iteration 68F (8022.380846 sec): 3 clusters Score: Raw -224295.305925 + Penalty 1530.961897 = -222764.344028 nChanged 0 Trying to split cluster 32 (3474 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8022.417307 sec): 2 clusters Score: Raw -194722.925333 + Penalty 774.540885 = -193948.384448 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8022.461044 sec): 3 clusters Score: Raw -192884.058931 + Penalty 1549.081770 = -191334.977161 nChanged 1450 SP:Iteration 1F (8022.501820 sec): 3 clusters Score: Raw -193819.398272 + Penalty 1549.081770 = -192270.316502 nChanged 285 SP:Iteration 2F (8022.549728 sec): 3 clusters Score: Raw -194037.959576 + Penalty 1549.081770 = -192488.877806 nChanged 220 SP:Iteration 3F (8022.599776 sec): 3 clusters Score: Raw -194191.975994 + Penalty 1549.081770 = -192642.894224 nChanged 180 SP:Iteration 4F (8022.649516 sec): 3 clusters Score: Raw -194325.311103 + Penalty 1549.081770 = -192776.229333 nChanged 137 SP:Iteration 5Q (8022.701036 sec): 3 clusters Score: Raw -194420.213277 + Penalty 1549.081770 = -192871.131507 nChanged 122 SP:Iteration 6Q (8022.754927 sec): 3 clusters Score: Raw -194497.725124 + Penalty 1549.081770 = -192948.643354 nChanged 114 SP:Iteration 7Q (8022.797082 sec): 3 clusters Score: Raw -194559.612334 + Penalty 1549.081770 = -193010.530564 nChanged 97 SP:Iteration 8Q (8022.846283 sec): 3 clusters Score: Raw -194599.273127 + Penalty 1549.081770 = -193050.191357 nChanged 72 SP:Iteration 9Q (8022.907806 sec): 3 clusters Score: Raw -194625.087616 + Penalty 1549.081770 = -193076.005846 nChanged 58 SP:Iteration 10Q (8022.952431 sec): 3 clusters Score: Raw -194641.682565 + Penalty 1549.081770 = -193092.600795 nChanged 44 SP:Iteration 11Q (8022.994994 sec): 3 clusters Score: Raw -194655.567111 + Penalty 1549.081770 = -193106.485341 nChanged 39 SP:Iteration 12Q (8023.039665 sec): 3 clusters Score: Raw -194667.635558 + Penalty 1549.081770 = -193118.553788 nChanged 39 SP:Iteration 13Q (8023.085803 sec): 3 clusters Score: Raw -194680.256313 + Penalty 1549.081770 = -193131.174543 nChanged 39 SP:Iteration 14Q (8023.133641 sec): 3 clusters Score: Raw -194694.147332 + Penalty 1549.081770 = -193145.065562 nChanged 39 SP:Iteration 15Q (8023.179913 sec): 3 clusters Score: Raw -194710.934440 + Penalty 1549.081770 = -193161.852670 nChanged 44 SP:Iteration 16Q (8023.240686 sec): 3 clusters Score: Raw -194727.542667 + Penalty 1549.081770 = -193178.460897 nChanged 41 SP:Iteration 17Q (8023.285251 sec): 3 clusters Score: Raw -194744.173297 + Penalty 1549.081770 = -193195.091527 nChanged 35 SP:Iteration 18Q (8023.337949 sec): 3 clusters Score: Raw -194755.217953 + Penalty 1549.081770 = -193206.136183 nChanged 37 SP:Iteration 19Q (8023.378437 sec): 3 clusters Score: Raw -194766.530265 + Penalty 1549.081770 = -193217.448495 nChanged 23 SP:Iteration 20F (8023.431582 sec): 3 clusters Score: Raw -194775.039531 + Penalty 1549.081770 = -193225.957761 nChanged 25 SP:Iteration 21Q (8023.484762 sec): 3 clusters Score: Raw -194783.040916 + Penalty 1549.081770 = -193233.959146 nChanged 30 SP:Iteration 22Q (8023.529666 sec): 3 clusters Score: Raw -194793.877826 + Penalty 1549.081770 = -193244.796056 nChanged 34 SP:Iteration 23Q (8023.568377 sec): 3 clusters Score: Raw -194802.975648 + Penalty 1549.081770 = -193253.893878 nChanged 29 SP:Iteration 24Q (8023.613763 sec): 3 clusters Score: Raw -194811.480246 + Penalty 1549.081770 = -193262.398476 nChanged 30 SP:Iteration 25Q (8023.656888 sec): 3 clusters Score: Raw -194823.377790 + Penalty 1549.081770 = -193274.296021 nChanged 32 SP:Iteration 26Q (8023.700000 sec): 3 clusters Score: Raw -194837.205546 + Penalty 1549.081770 = -193288.123776 nChanged 41 SP:Iteration 27Q (8023.750596 sec): 3 clusters Score: Raw -194855.945346 + Penalty 1549.081770 = -193306.863576 nChanged 40 SP:Iteration 28Q (8023.797159 sec): 3 clusters Score: Raw -194868.193094 + Penalty 1549.081770 = -193319.111324 nChanged 31 SP:Iteration 29Q (8023.848056 sec): 3 clusters Score: Raw -194878.458868 + Penalty 1549.081770 = -193329.377098 nChanged 25 SP:Iteration 30Q (8023.892198 sec): 3 clusters Score: Raw -194885.550588 + Penalty 1549.081770 = -193336.468818 nChanged 25 SP:Iteration 31Q (8023.943233 sec): 3 clusters Score: Raw -194892.715011 + Penalty 1549.081770 = -193343.633241 nChanged 25 SP:Iteration 32Q (8023.993524 sec): 3 clusters Score: Raw -194901.883707 + Penalty 1549.081770 = -193352.801937 nChanged 27 SP:Iteration 33Q (8024.047240 sec): 3 clusters Score: Raw -194909.400361 + Penalty 1549.081770 = -193360.318591 nChanged 23 SP:Iteration 34Q (8024.097319 sec): 3 clusters Score: Raw -194915.804077 + Penalty 1549.081770 = -193366.722308 nChanged 27 SP:Iteration 35Q (8024.134811 sec): 3 clusters Score: Raw -194924.451613 + Penalty 1549.081770 = -193375.369843 nChanged 25 SP:Iteration 36Q (8024.183294 sec): 3 clusters Score: Raw -194932.073529 + Penalty 1549.081770 = -193382.991759 nChanged 17 SP:Iteration 37Q (8024.232473 sec): 3 clusters Score: Raw -194936.856441 + Penalty 1549.081770 = -193387.774671 nChanged 25 SP:Iteration 38Q (8024.278165 sec): 3 clusters Score: Raw -194944.944639 + Penalty 1549.081770 = -193395.862869 nChanged 25 SP:Iteration 39Q (8024.332215 sec): 3 clusters Score: Raw -194952.151768 + Penalty 1549.081770 = -193403.069999 nChanged 30 SP:Iteration 40F (8024.371748 sec): 3 clusters Score: Raw -194962.852037 + Penalty 1549.081770 = -193413.770267 nChanged 28 SP:Iteration 41Q (8024.419195 sec): 3 clusters Score: Raw -194974.461506 + Penalty 1549.081770 = -193425.379737 nChanged 30 SP:Iteration 42Q (8024.456584 sec): 3 clusters Score: Raw -194986.488475 + Penalty 1549.081770 = -193437.406705 nChanged 29 SP:Iteration 43Q (8024.502581 sec): 3 clusters Score: Raw -194999.059354 + Penalty 1549.081770 = -193449.977584 nChanged 34 SP:Iteration 44Q (8024.542943 sec): 3 clusters Score: Raw -195011.654629 + Penalty 1549.081770 = -193462.572859 nChanged 24 SP:Iteration 45Q (8024.589750 sec): 3 clusters Score: Raw -195020.186554 + Penalty 1549.081770 = -193471.104784 nChanged 19 SP:Iteration 46Q (8024.649113 sec): 3 clusters Score: Raw -195028.483267 + Penalty 1549.081770 = -193479.401497 nChanged 25 SP:Iteration 47Q (8024.688228 sec): 3 clusters Score: Raw -195039.830517 + Penalty 1549.081770 = -193490.748747 nChanged 23 SP:Iteration 48Q (8024.740743 sec): 3 clusters Score: Raw -195049.779169 + Penalty 1549.081770 = -193500.697399 nChanged 20 SP:Iteration 49Q (8024.798095 sec): 3 clusters Score: Raw -195057.398767 + Penalty 1549.081770 = -193508.316997 nChanged 16 SP:Iteration 50Q (8024.832132 sec): 3 clusters Score: Raw -195069.030323 + Penalty 1549.081770 = -193519.948553 nChanged 22 SP:Iteration 51Q (8024.883900 sec): 3 clusters Score: Raw -195081.225854 + Penalty 1549.081770 = -193532.144084 nChanged 18 SP:Iteration 52Q (8024.933319 sec): 3 clusters Score: Raw -195089.299363 + Penalty 1549.081770 = -193540.217594 nChanged 19 SP:Iteration 53Q (8024.973058 sec): 3 clusters Score: Raw -195098.458868 + Penalty 1549.081770 = -193549.377098 nChanged 13 SP:Iteration 54Q (8025.021584 sec): 3 clusters Score: Raw -195105.411383 + Penalty 1549.081770 = -193556.329613 nChanged 19 SP:Iteration 55Q (8025.070362 sec): 3 clusters Score: Raw -195113.192425 + Penalty 1549.081770 = -193564.110655 nChanged 14 SP:Iteration 56Q (8025.104548 sec): 3 clusters Score: Raw -195118.542137 + Penalty 1549.081770 = -193569.460367 nChanged 11 SP:Iteration 57Q (8025.144767 sec): 3 clusters Score: Raw -195122.992139 + Penalty 1549.081770 = -193573.910369 nChanged 10 SP:Iteration 58Q (8025.201762 sec): 3 clusters Score: Raw -195128.433598 + Penalty 1549.081770 = -193579.351828 nChanged 10 SP:Iteration 59Q (8025.250573 sec): 3 clusters Score: Raw -195133.735613 + Penalty 1549.081770 = -193584.653843 nChanged 9 SP:Iteration 60F (8025.304886 sec): 3 clusters Score: Raw -195136.982544 + Penalty 1549.081770 = -193587.900774 nChanged 5 SP:Iteration 61Q (8025.352454 sec): 3 clusters Score: Raw -195138.272286 + Penalty 1549.081770 = -193589.190516 nChanged 3 SP:Iteration 62Q (8025.400234 sec): 3 clusters Score: Raw -195140.104299 + Penalty 1549.081770 = -193591.022529 nChanged 5 SP:Iteration 63Q (8025.438525 sec): 3 clusters Score: Raw -195141.735837 + Penalty 1549.081770 = -193592.654067 nChanged 1 SP:Iteration 64Q (8025.478455 sec): 3 clusters Score: Raw -195141.781242 + Penalty 1549.081770 = -193592.699472 nChanged 0 SP:Iteration 65F (8025.533784 sec): 3 clusters Score: Raw -195141.781242 + Penalty 1549.081770 = -193592.699472 nChanged 0 Trying to split cluster 33 (17687 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8025.582699 sec): 2 clusters Score: Raw -1320550.400970 + Penalty 929.155593 = -1319621.245378 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8025.656234 sec): 3 clusters Score: Raw -1309656.425635 + Penalty 1858.311185 = -1307798.114449 nChanged 8162 SP:Iteration 1F (8025.727286 sec): 3 clusters Score: Raw -1314272.799484 + Penalty 1858.311185 = -1312414.488299 nChanged 961 SP:Iteration 2F (8025.787711 sec): 3 clusters Score: Raw -1314688.111025 + Penalty 1858.311185 = -1312829.799840 nChanged 1037 SP:Iteration 3F (8025.851581 sec): 3 clusters Score: Raw -1315228.816890 + Penalty 1858.311185 = -1313370.505704 nChanged 1176 SP:Iteration 4F (8025.912016 sec): 3 clusters Score: Raw -1315965.457171 + Penalty 1858.311185 = -1314107.145986 nChanged 1203 SP:Iteration 5F (8025.984684 sec): 3 clusters Score: Raw -1316816.731107 + Penalty 1858.311185 = -1314958.419922 nChanged 1196 SP:Iteration 6F (8026.059024 sec): 3 clusters Score: Raw -1317813.076619 + Penalty 1858.311185 = -1315954.765434 nChanged 1071 SP:Iteration 7F (8026.114020 sec): 3 clusters Score: Raw -1318812.447466 + Penalty 1858.311185 = -1316954.136281 nChanged 824 SP:Iteration 8Q (8026.181161 sec): 3 clusters Score: Raw -1319624.663160 + Penalty 1858.311185 = -1317766.351974 nChanged 507 SP:Iteration 9Q (8026.250706 sec): 3 clusters Score: Raw -1320122.967243 + Penalty 1858.311185 = -1318264.656058 nChanged 292 SP:Iteration 10Q (8026.317842 sec): 3 clusters Score: Raw -1320401.725773 + Penalty 1858.311185 = -1318543.414587 nChanged 146 SP:Iteration 11Q (8026.366825 sec): 3 clusters Score: Raw -1320516.258966 + Penalty 1858.311185 = -1318657.947781 nChanged 71 SP:Iteration 12Q (8026.435891 sec): 3 clusters Score: Raw -1320570.985915 + Penalty 1858.311185 = -1318712.674729 nChanged 42 SP:Iteration 13Q (8026.500157 sec): 3 clusters Score: Raw -1320607.368419 + Penalty 1858.311185 = -1318749.057234 nChanged 26 SP:Iteration 14Q (8026.558571 sec): 3 clusters Score: Raw -1320628.082450 + Penalty 1858.311185 = -1318769.771265 nChanged 16 SP:Iteration 15Q (8026.622761 sec): 3 clusters Score: Raw -1320638.053821 + Penalty 1858.311185 = -1318779.742636 nChanged 6 SP:Iteration 16Q (8026.680896 sec): 3 clusters Score: Raw -1320642.096330 + Penalty 1858.311185 = -1318783.785144 nChanged 8 SP:Iteration 17Q (8026.743518 sec): 3 clusters Score: Raw -1320649.648510 + Penalty 1858.311185 = -1318791.337325 nChanged 10 SP:Iteration 18Q (8026.796419 sec): 3 clusters Score: Raw -1320656.974549 + Penalty 1858.311185 = -1318798.663364 nChanged 14 SP:Iteration 19Q (8026.860401 sec): 3 clusters Score: Raw -1320667.044230 + Penalty 1858.311185 = -1318808.733044 nChanged 10 SP:Iteration 20F (8026.938263 sec): 3 clusters Score: Raw -1320682.271966 + Penalty 1858.311185 = -1318823.960781 nChanged 12 SP:Iteration 21Q (8027.003218 sec): 3 clusters Score: Raw -1320693.140749 + Penalty 1858.311185 = -1318834.829564 nChanged 3 SP:Iteration 22Q (8027.060368 sec): 3 clusters Score: Raw -1320694.355951 + Penalty 1858.311185 = -1318836.044766 nChanged 3 SP:Iteration 23Q (8027.114750 sec): 3 clusters Score: Raw -1320696.928825 + Penalty 1858.311185 = -1318838.617640 nChanged 2 SP:Iteration 24Q (8027.182890 sec): 3 clusters Score: Raw -1320698.857657 + Penalty 1858.311185 = -1318840.546472 nChanged 2 SP:Iteration 25Q (8027.244419 sec): 3 clusters Score: Raw -1320701.651934 + Penalty 1858.311185 = -1318843.340748 nChanged 5 SP:Iteration 26Q (8027.299362 sec): 3 clusters Score: Raw -1320707.836371 + Penalty 1858.311185 = -1318849.525185 nChanged 6 SP:Iteration 27Q (8027.355577 sec): 3 clusters Score: Raw -1320712.430312 + Penalty 1858.311185 = -1318854.119127 nChanged 2 SP:Iteration 28Q (8027.419529 sec): 3 clusters Score: Raw -1320714.120240 + Penalty 1858.311185 = -1318855.809055 nChanged 1 SP:Iteration 29Q (8027.477632 sec): 3 clusters Score: Raw -1320714.985529 + Penalty 1858.311185 = -1318856.674344 nChanged 1 SP:Iteration 30Q (8027.539085 sec): 3 clusters Score: Raw -1320715.348098 + Penalty 1858.311185 = -1318857.036913 nChanged 1 SP:Iteration 31Q (8027.599518 sec): 3 clusters Score: Raw -1320715.647546 + Penalty 1858.311185 = -1318857.336361 nChanged 0 SP:Iteration 32F (8027.659926 sec): 3 clusters Score: Raw -1320715.647546 + Penalty 1858.311185 = -1318857.336361 nChanged 0 Trying to split cluster 34 (1120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8027.686999 sec): 2 clusters Score: Raw -69626.448441 + Penalty 667.002977 = -68959.445464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8027.731656 sec): 3 clusters Score: Raw -69163.657478 + Penalty 1334.005953 = -67829.651525 nChanged 411 SP:Iteration 1F (8027.770265 sec): 3 clusters Score: Raw -69470.710706 + Penalty 1334.005953 = -68136.704753 nChanged 100 SP:Iteration 2F (8027.810276 sec): 3 clusters Score: Raw -69592.277697 + Penalty 1334.005953 = -68258.271744 nChanged 94 SP:Iteration 3F (8027.848902 sec): 3 clusters Score: Raw -69731.011724 + Penalty 1334.005953 = -68397.005770 nChanged 73 SP:Iteration 4F (8027.893186 sec): 3 clusters Score: Raw -69864.216277 + Penalty 1334.005953 = -68530.210324 nChanged 70 SP:Iteration 5F (8027.936220 sec): 3 clusters Score: Raw -69983.003974 + Penalty 1334.005953 = -68648.998021 nChanged 65 SP:Iteration 6F (8027.984253 sec): 3 clusters Score: Raw -70055.435414 + Penalty 1334.005953 = -68721.429461 nChanged 28 SP:Iteration 7Q (8028.026773 sec): 3 clusters Score: Raw -70079.637001 + Penalty 1334.005953 = -68745.631048 nChanged 20 SP:Iteration 8Q (8028.074302 sec): 3 clusters Score: Raw -70096.594685 + Penalty 1334.005953 = -68762.588732 nChanged 14 SP:Iteration 9Q (8028.126655 sec): 3 clusters Score: Raw -70106.855455 + Penalty 1334.005953 = -68772.849502 nChanged 13 SP:Iteration 10Q (8028.176892 sec): 3 clusters Score: Raw -70117.812182 + Penalty 1334.005953 = -68783.806229 nChanged 15 SP:Iteration 11Q (8028.218068 sec): 3 clusters Score: Raw -70130.126418 + Penalty 1334.005953 = -68796.120465 nChanged 11 SP:Iteration 12Q (8028.266880 sec): 3 clusters Score: Raw -70138.190386 + Penalty 1334.005953 = -68804.184432 nChanged 9 SP:Iteration 13Q (8028.312468 sec): 3 clusters Score: Raw -70145.459072 + Penalty 1334.005953 = -68811.453119 nChanged 5 SP:Iteration 14Q (8028.349936 sec): 3 clusters Score: Raw -70148.395068 + Penalty 1334.005953 = -68814.389115 nChanged 6 SP:Iteration 15Q (8028.405243 sec): 3 clusters Score: Raw -70152.935216 + Penalty 1334.005953 = -68818.929263 nChanged 5 SP:Iteration 16Q (8028.443096 sec): 3 clusters Score: Raw -70157.341854 + Penalty 1334.005953 = -68823.335901 nChanged 7 SP:Iteration 17Q (8028.482114 sec): 3 clusters Score: Raw -70166.562342 + Penalty 1334.005953 = -68832.556389 nChanged 10 SP:Iteration 18Q (8028.536194 sec): 3 clusters Score: Raw -70178.630008 + Penalty 1334.005953 = -68844.624055 nChanged 6 SP:Iteration 19Q (8028.572112 sec): 3 clusters Score: Raw -70191.697897 + Penalty 1334.005953 = -68857.691943 nChanged 7 SP:Iteration 20F (8028.624610 sec): 3 clusters Score: Raw -70205.151175 + Penalty 1334.005953 = -68871.145222 nChanged 10 SP:Iteration 21Q (8028.659013 sec): 3 clusters Score: Raw -70219.978173 + Penalty 1334.005953 = -68885.972220 nChanged 14 SP:Iteration 22Q (8028.700496 sec): 3 clusters Score: Raw -70239.923871 + Penalty 1334.005953 = -68905.917917 nChanged 13 SP:Iteration 23Q (8028.749233 sec): 3 clusters Score: Raw -70256.347698 + Penalty 1334.005953 = -68922.341745 nChanged 14 SP:Iteration 24Q (8028.790835 sec): 3 clusters Score: Raw -70270.139462 + Penalty 1334.005953 = -68936.133509 nChanged 8 SP:Iteration 25Q (8028.843613 sec): 3 clusters Score: Raw -70279.503344 + Penalty 1334.005953 = -68945.497390 nChanged 7 SP:Iteration 26Q (8028.887306 sec): 3 clusters Score: Raw -70288.045725 + Penalty 1334.005953 = -68954.039772 nChanged 6 SP:Iteration 27Q (8028.931641 sec): 3 clusters Score: Raw -70296.455215 + Penalty 1334.005953 = -68962.449262 nChanged 14 SP:Iteration 28Q (8028.979245 sec): 3 clusters Score: Raw -70329.472878 + Penalty 1334.005953 = -68995.466925 nChanged 14 SP:Iteration 29Q (8029.028923 sec): 3 clusters Score: Raw -70357.293731 + Penalty 1334.005953 = -69023.287777 nChanged 12 SP:Iteration 30Q (8029.070003 sec): 3 clusters Score: Raw -70371.122286 + Penalty 1334.005953 = -69037.116333 nChanged 8 SP:Iteration 31Q (8029.120640 sec): 3 clusters Score: Raw -70378.159625 + Penalty 1334.005953 = -69044.153671 nChanged 10 SP:Iteration 32Q (8029.161914 sec): 3 clusters Score: Raw -70388.500752 + Penalty 1334.005953 = -69054.494798 nChanged 6 SP:Iteration 33Q (8029.205720 sec): 3 clusters Score: Raw -70392.453374 + Penalty 1334.005953 = -69058.447420 nChanged 1 SP:Iteration 34Q (8029.258913 sec): 3 clusters Score: Raw -70393.042324 + Penalty 1334.005953 = -69059.036371 nChanged 1 SP:Iteration 35Q (8029.301707 sec): 3 clusters Score: Raw -70393.576679 + Penalty 1334.005953 = -69059.570726 nChanged 2 SP:Iteration 36Q (8029.348239 sec): 3 clusters Score: Raw -70394.936571 + Penalty 1334.005953 = -69060.930618 nChanged 2 SP:Iteration 37Q (8029.380511 sec): 3 clusters Score: Raw -70395.997385 + Penalty 1334.005953 = -69061.991432 nChanged 0 SP:Iteration 38F (8029.418590 sec): 3 clusters Score: Raw -70398.135440 + Penalty 1334.005953 = -69064.129486 nChanged 1 SP:Iteration 39Q (8029.458062 sec): 3 clusters Score: Raw -70398.847550 + Penalty 1334.005953 = -69064.841597 nChanged 0 SP:Iteration 40F (8029.508407 sec): 3 clusters Score: Raw -70398.847550 + Penalty 1334.005953 = -69064.841597 nChanged 0 Score: Raw -45959361.930705 + Penalty 54623.503038 = -45904738.427667 Splitting cluster 34 changes total score from -45905236.342582 to -45904738.427667 So it's not getting split. Trying to split cluster 35 (5025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8042.695482 sec): 2 clusters Score: Raw -327593.288573 + Penalty 809.607170 = -326783.681404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8042.755741 sec): 3 clusters Score: Raw -324798.746561 + Penalty 1619.214339 = -323179.532222 nChanged 2151 SP:Iteration 1F (8042.805407 sec): 3 clusters Score: Raw -325977.915200 + Penalty 1619.214339 = -324358.700861 nChanged 383 SP:Iteration 2F (8042.851080 sec): 3 clusters Score: Raw -326193.576605 + Penalty 1619.214339 = -324574.362265 nChanged 347 SP:Iteration 3F (8042.896953 sec): 3 clusters Score: Raw -326416.894353 + Penalty 1619.214339 = -324797.680013 nChanged 325 SP:Iteration 4F (8042.951251 sec): 3 clusters Score: Raw -326621.263731 + Penalty 1619.214339 = -325002.049391 nChanged 285 SP:Iteration 5F (8043.000272 sec): 3 clusters Score: Raw -326810.836991 + Penalty 1619.214339 = -325191.622652 nChanged 250 SP:Iteration 6Q (8043.054003 sec): 3 clusters Score: Raw -326972.501316 + Penalty 1619.214339 = -325353.286976 nChanged 209 SP:Iteration 7Q (8043.108412 sec): 3 clusters Score: Raw -327123.340548 + Penalty 1619.214339 = -325504.126209 nChanged 172 SP:Iteration 8Q (8043.149829 sec): 3 clusters Score: Raw -327256.436215 + Penalty 1619.214339 = -325637.221876 nChanged 151 SP:Iteration 9Q (8043.202523 sec): 3 clusters Score: Raw -327389.871336 + Penalty 1619.214339 = -325770.656996 nChanged 129 SP:Iteration 10Q (8043.253922 sec): 3 clusters Score: Raw -327504.701265 + Penalty 1619.214339 = -325885.486926 nChanged 102 SP:Iteration 11Q (8043.299110 sec): 3 clusters Score: Raw -327572.797803 + Penalty 1619.214339 = -325953.583464 nChanged 71 SP:Iteration 12Q (8043.345579 sec): 3 clusters Score: Raw -327611.013312 + Penalty 1619.214339 = -325991.798973 nChanged 60 SP:Iteration 13Q (8043.405604 sec): 3 clusters Score: Raw -327640.235019 + Penalty 1619.214339 = -326021.020679 nChanged 45 SP:Iteration 14Q (8043.455396 sec): 3 clusters Score: Raw -327658.697151 + Penalty 1619.214339 = -326039.482812 nChanged 37 SP:Iteration 15Q (8043.509895 sec): 3 clusters Score: Raw -327672.909117 + Penalty 1619.214339 = -326053.694778 nChanged 31 SP:Iteration 16Q (8043.561348 sec): 3 clusters Score: Raw -327685.091321 + Penalty 1619.214339 = -326065.876982 nChanged 26 SP:Iteration 17Q (8043.610038 sec): 3 clusters Score: Raw -327695.297609 + Penalty 1619.214339 = -326076.083270 nChanged 22 SP:Iteration 18Q (8043.661306 sec): 3 clusters Score: Raw -327702.157035 + Penalty 1619.214339 = -326082.942696 nChanged 17 SP:Iteration 19Q (8043.699933 sec): 3 clusters Score: Raw -327706.348555 + Penalty 1619.214339 = -326087.134216 nChanged 11 SP:Iteration 20F (8043.760113 sec): 3 clusters Score: Raw -327709.146907 + Penalty 1619.214339 = -326089.932567 nChanged 11 SP:Iteration 21Q (8043.805966 sec): 3 clusters Score: Raw -327712.425651 + Penalty 1619.214339 = -326093.211312 nChanged 7 SP:Iteration 22Q (8043.868773 sec): 3 clusters Score: Raw -327715.367295 + Penalty 1619.214339 = -326096.152956 nChanged 11 SP:Iteration 23Q (8043.909554 sec): 3 clusters Score: Raw -327718.717237 + Penalty 1619.214339 = -326099.502897 nChanged 12 SP:Iteration 24Q (8043.974274 sec): 3 clusters Score: Raw -327723.186097 + Penalty 1619.214339 = -326103.971757 nChanged 4 SP:Iteration 25Q (8044.022229 sec): 3 clusters Score: Raw -327724.334850 + Penalty 1619.214339 = -326105.120511 nChanged 5 SP:Iteration 26Q (8044.073805 sec): 3 clusters Score: Raw -327725.769842 + Penalty 1619.214339 = -326106.555503 nChanged 4 SP:Iteration 27Q (8044.116341 sec): 3 clusters Score: Raw -327726.437426 + Penalty 1619.214339 = -326107.223087 nChanged 2 SP:Iteration 28Q (8044.175009 sec): 3 clusters Score: Raw -327727.068258 + Penalty 1619.214339 = -326107.853918 nChanged 2 SP:Iteration 29Q (8044.229291 sec): 3 clusters Score: Raw -327727.800502 + Penalty 1619.214339 = -326108.586163 nChanged 4 SP:Iteration 30Q (8044.273751 sec): 3 clusters Score: Raw -327728.350741 + Penalty 1619.214339 = -326109.136402 nChanged 1 SP:Iteration 31Q (8044.332296 sec): 3 clusters Score: Raw -327728.670587 + Penalty 1619.214339 = -326109.456248 nChanged 2 SP:Iteration 32Q (8044.384421 sec): 3 clusters Score: Raw -327729.124762 + Penalty 1619.214339 = -326109.910423 nChanged 1 SP:Iteration 33Q (8044.435551 sec): 3 clusters Score: Raw -327729.217442 + Penalty 1619.214339 = -326110.003102 nChanged 0 SP:Iteration 34F (8044.471606 sec): 3 clusters Score: Raw -327729.217442 + Penalty 1619.214339 = -326110.003102 nChanged 0 Trying to split cluster 36 (5533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8044.508874 sec): 2 clusters Score: Raw -387545.783796 + Penalty 818.756117 = -386727.027679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8044.547915 sec): 3 clusters Score: Raw -384416.129880 + Penalty 1637.512234 = -382778.617646 nChanged 2407 SP:Iteration 1F (8044.611043 sec): 3 clusters Score: Raw -385832.067184 + Penalty 1637.512234 = -384194.554950 nChanged 440 SP:Iteration 2F (8044.653222 sec): 3 clusters Score: Raw -386138.485852 + Penalty 1637.512234 = -384500.973618 nChanged 422 SP:Iteration 3F (8044.703318 sec): 3 clusters Score: Raw -386446.696169 + Penalty 1637.512234 = -384809.183934 nChanged 394 SP:Iteration 4F (8044.760424 sec): 3 clusters Score: Raw -386749.903829 + Penalty 1637.512234 = -385112.391595 nChanged 354 SP:Iteration 5F (8044.804237 sec): 3 clusters Score: Raw -387022.597407 + Penalty 1637.512234 = -385385.085173 nChanged 256 SP:Iteration 6Q (8044.850620 sec): 3 clusters Score: Raw -387228.612935 + Penalty 1637.512234 = -385591.100701 nChanged 218 SP:Iteration 7Q (8044.902162 sec): 3 clusters Score: Raw -387396.069999 + Penalty 1637.512234 = -385758.557765 nChanged 161 SP:Iteration 8Q (8044.944513 sec): 3 clusters Score: Raw -387547.471747 + Penalty 1637.512234 = -385909.959513 nChanged 122 SP:Iteration 9Q (8044.997450 sec): 3 clusters Score: Raw -387659.352577 + Penalty 1637.512234 = -386021.840343 nChanged 117 SP:Iteration 10Q (8045.044071 sec): 3 clusters Score: Raw -387760.549868 + Penalty 1637.512234 = -386123.037634 nChanged 75 SP:Iteration 11Q (8045.100488 sec): 3 clusters Score: Raw -387847.276957 + Penalty 1637.512234 = -386209.764723 nChanged 62 SP:Iteration 12Q (8045.141991 sec): 3 clusters Score: Raw -387926.253018 + Penalty 1637.512234 = -386288.740784 nChanged 54 SP:Iteration 13Q (8045.185737 sec): 3 clusters Score: Raw -387966.546595 + Penalty 1637.512234 = -386329.034361 nChanged 34 SP:Iteration 14Q (8045.233242 sec): 3 clusters Score: Raw -387985.771390 + Penalty 1637.512234 = -386348.259156 nChanged 25 SP:Iteration 15Q (8045.292100 sec): 3 clusters Score: Raw -387999.866812 + Penalty 1637.512234 = -386362.354578 nChanged 17 SP:Iteration 16Q (8045.325614 sec): 3 clusters Score: Raw -388009.579657 + Penalty 1637.512234 = -386372.067422 nChanged 8 SP:Iteration 17Q (8045.366577 sec): 3 clusters Score: Raw -388013.955944 + Penalty 1637.512234 = -386376.443710 nChanged 5 SP:Iteration 18Q (8045.410547 sec): 3 clusters Score: Raw -388017.587138 + Penalty 1637.512234 = -386380.074904 nChanged 6 SP:Iteration 19Q (8045.466882 sec): 3 clusters Score: Raw -388019.409970 + Penalty 1637.512234 = -386381.897736 nChanged 3 SP:Iteration 20F (8045.506915 sec): 3 clusters Score: Raw -388020.837658 + Penalty 1637.512234 = -386383.325424 nChanged 2 SP:Iteration 21Q (8045.548765 sec): 3 clusters Score: Raw -388022.306471 + Penalty 1637.512234 = -386384.794237 nChanged 1 SP:Iteration 22Q (8045.599047 sec): 3 clusters Score: Raw -388022.576176 + Penalty 1637.512234 = -386385.063942 nChanged 0 SP:Iteration 23F (8045.655643 sec): 3 clusters Score: Raw -388022.576176 + Penalty 1637.512234 = -386385.063942 nChanged 0 Trying to split cluster 37 (4106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8045.686949 sec): 2 clusters Score: Raw -295445.814422 + Penalty 790.419437 = -294655.394985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8045.730820 sec): 3 clusters Score: Raw -293206.610725 + Penalty 1580.838874 = -291625.771852 nChanged 1721 SP:Iteration 1F (8045.772312 sec): 3 clusters Score: Raw -294216.936813 + Penalty 1580.838874 = -292636.097939 nChanged 339 SP:Iteration 2F (8045.822643 sec): 3 clusters Score: Raw -294468.379269 + Penalty 1580.838874 = -292887.540396 nChanged 329 SP:Iteration 3F (8045.865134 sec): 3 clusters Score: Raw -294732.746874 + Penalty 1580.838874 = -293151.908000 nChanged 280 SP:Iteration 4F (8045.920477 sec): 3 clusters Score: Raw -294952.546244 + Penalty 1580.838874 = -293371.707370 nChanged 214 SP:Iteration 5F (8045.973525 sec): 3 clusters Score: Raw -295100.683604 + Penalty 1580.838874 = -293519.844731 nChanged 147 SP:Iteration 6Q (8046.019830 sec): 3 clusters Score: Raw -295189.728400 + Penalty 1580.838874 = -293608.889526 nChanged 111 SP:Iteration 7Q (8046.073464 sec): 3 clusters Score: Raw -295260.749866 + Penalty 1580.838874 = -293679.910993 nChanged 98 SP:Iteration 8Q (8046.125093 sec): 3 clusters Score: Raw -295313.814658 + Penalty 1580.838874 = -293732.975784 nChanged 94 SP:Iteration 9Q (8046.174813 sec): 3 clusters Score: Raw -295366.168855 + Penalty 1580.838874 = -293785.329981 nChanged 77 SP:Iteration 10Q (8046.222261 sec): 3 clusters Score: Raw -295402.405194 + Penalty 1580.838874 = -293821.566321 nChanged 50 SP:Iteration 11Q (8046.267611 sec): 3 clusters Score: Raw -295424.478731 + Penalty 1580.838874 = -293843.639857 nChanged 48 SP:Iteration 12Q (8046.309246 sec): 3 clusters Score: Raw -295444.172114 + Penalty 1580.838874 = -293863.333240 nChanged 33 SP:Iteration 13Q (8046.360024 sec): 3 clusters Score: Raw -295457.090772 + Penalty 1580.838874 = -293876.251899 nChanged 31 SP:Iteration 14Q (8046.413475 sec): 3 clusters Score: Raw -295469.618515 + Penalty 1580.838874 = -293888.779642 nChanged 23 SP:Iteration 15Q (8046.473497 sec): 3 clusters Score: Raw -295478.137237 + Penalty 1580.838874 = -293897.298364 nChanged 20 SP:Iteration 16Q (8046.513243 sec): 3 clusters Score: Raw -295484.077067 + Penalty 1580.838874 = -293903.238194 nChanged 23 SP:Iteration 17Q (8046.569745 sec): 3 clusters Score: Raw -295492.657444 + Penalty 1580.838874 = -293911.818570 nChanged 13 SP:Iteration 18Q (8046.609359 sec): 3 clusters Score: Raw -295496.858073 + Penalty 1580.838874 = -293916.019199 nChanged 18 SP:Iteration 19Q (8046.660361 sec): 3 clusters Score: Raw -295504.952688 + Penalty 1580.838874 = -293924.113815 nChanged 16 SP:Iteration 20F (8046.719676 sec): 3 clusters Score: Raw -295510.127067 + Penalty 1580.838874 = -293929.288193 nChanged 12 SP:Iteration 21Q (8046.764610 sec): 3 clusters Score: Raw -295513.584138 + Penalty 1580.838874 = -293932.745265 nChanged 10 SP:Iteration 22Q (8046.820044 sec): 3 clusters Score: Raw -295515.903680 + Penalty 1580.838874 = -293935.064806 nChanged 12 SP:Iteration 23Q (8046.861263 sec): 3 clusters Score: Raw -295518.684290 + Penalty 1580.838874 = -293937.845416 nChanged 8 SP:Iteration 24Q (8046.910208 sec): 3 clusters Score: Raw -295520.756770 + Penalty 1580.838874 = -293939.917896 nChanged 9 SP:Iteration 25Q (8046.966831 sec): 3 clusters Score: Raw -295523.325668 + Penalty 1580.838874 = -293942.486795 nChanged 4 SP:Iteration 26Q (8047.013279 sec): 3 clusters Score: Raw -295524.638823 + Penalty 1580.838874 = -293943.799950 nChanged 5 SP:Iteration 27Q (8047.057215 sec): 3 clusters Score: Raw -295525.903688 + Penalty 1580.838874 = -293945.064815 nChanged 5 SP:Iteration 28Q (8047.103032 sec): 3 clusters Score: Raw -295526.536656 + Penalty 1580.838874 = -293945.697783 nChanged 3 SP:Iteration 29Q (8047.158441 sec): 3 clusters Score: Raw -295526.989914 + Penalty 1580.838874 = -293946.151040 nChanged 4 SP:Iteration 30Q (8047.196645 sec): 3 clusters Score: Raw -295527.716634 + Penalty 1580.838874 = -293946.877761 nChanged 3 SP:Iteration 31Q (8047.253974 sec): 3 clusters Score: Raw -295528.303959 + Penalty 1580.838874 = -293947.465085 nChanged 3 SP:Iteration 32Q (8047.304084 sec): 3 clusters Score: Raw -295529.002895 + Penalty 1580.838874 = -293948.164021 nChanged 2 SP:Iteration 33Q (8047.345357 sec): 3 clusters Score: Raw -295529.409458 + Penalty 1580.838874 = -293948.570585 nChanged 5 SP:Iteration 34Q (8047.390439 sec): 3 clusters Score: Raw -295531.126668 + Penalty 1580.838874 = -293950.287795 nChanged 4 SP:Iteration 35Q (8047.436104 sec): 3 clusters Score: Raw -295532.124267 + Penalty 1580.838874 = -293951.285393 nChanged 2 SP:Iteration 36Q (8047.485108 sec): 3 clusters Score: Raw -295532.983470 + Penalty 1580.838874 = -293952.144597 nChanged 2 SP:Iteration 37Q (8047.538533 sec): 3 clusters Score: Raw -295533.633062 + Penalty 1580.838874 = -293952.794188 nChanged 2 SP:Iteration 38Q (8047.580279 sec): 3 clusters Score: Raw -295534.293377 + Penalty 1580.838874 = -293953.454503 nChanged 6 SP:Iteration 39Q (8047.632662 sec): 3 clusters Score: Raw -295536.513222 + Penalty 1580.838874 = -293955.674349 nChanged 8 SP:Iteration 40F (8047.686276 sec): 3 clusters Score: Raw -295539.404418 + Penalty 1580.838874 = -293958.565544 nChanged 10 SP:Iteration 41Q (8047.726311 sec): 3 clusters Score: Raw -295541.620403 + Penalty 1580.838874 = -293960.781529 nChanged 7 SP:Iteration 42Q (8047.789099 sec): 3 clusters Score: Raw -295543.556192 + Penalty 1580.838874 = -293962.717318 nChanged 8 SP:Iteration 43Q (8047.833990 sec): 3 clusters Score: Raw -295545.159539 + Penalty 1580.838874 = -293964.320666 nChanged 6 SP:Iteration 44Q (8047.873895 sec): 3 clusters Score: Raw -295546.732078 + Penalty 1580.838874 = -293965.893205 nChanged 6 SP:Iteration 45Q (8047.916102 sec): 3 clusters Score: Raw -295548.027119 + Penalty 1580.838874 = -293967.188245 nChanged 3 SP:Iteration 46Q (8047.957318 sec): 3 clusters Score: Raw -295548.617096 + Penalty 1580.838874 = -293967.778223 nChanged 0 SP:Iteration 47F (8048.007108 sec): 3 clusters Score: Raw -295548.617096 + Penalty 1580.838874 = -293967.778223 nChanged 0 Trying to split cluster 38 (1657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8048.037457 sec): 2 clusters Score: Raw -131436.460797 + Penalty 704.212582 = -130732.248216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8048.077683 sec): 3 clusters Score: Raw -130647.846576 + Penalty 1408.425163 = -129239.421413 nChanged 629 SP:Iteration 1F (8048.111605 sec): 3 clusters Score: Raw -131011.095813 + Penalty 1408.425163 = -129602.670650 nChanged 144 SP:Iteration 2F (8048.167521 sec): 3 clusters Score: Raw -131121.010312 + Penalty 1408.425163 = -129712.585149 nChanged 92 SP:Iteration 3F (8048.202785 sec): 3 clusters Score: Raw -131175.091795 + Penalty 1408.425163 = -129766.666632 nChanged 59 SP:Iteration 4Q (8048.248139 sec): 3 clusters Score: Raw -131204.778442 + Penalty 1408.425163 = -129796.353279 nChanged 45 SP:Iteration 5Q (8048.289103 sec): 3 clusters Score: Raw -131228.791589 + Penalty 1408.425163 = -129820.366426 nChanged 38 SP:Iteration 6Q (8048.347136 sec): 3 clusters Score: Raw -131243.110739 + Penalty 1408.425163 = -129834.685576 nChanged 21 SP:Iteration 7Q (8048.381674 sec): 3 clusters Score: Raw -131253.140196 + Penalty 1408.425163 = -129844.715033 nChanged 18 SP:Iteration 8Q (8048.431744 sec): 3 clusters Score: Raw -131259.355489 + Penalty 1408.425163 = -129850.930326 nChanged 17 SP:Iteration 9Q (8048.479748 sec): 3 clusters Score: Raw -131266.269931 + Penalty 1408.425163 = -129857.844768 nChanged 18 SP:Iteration 10Q (8048.521587 sec): 3 clusters Score: Raw -131272.724861 + Penalty 1408.425163 = -129864.299698 nChanged 11 SP:Iteration 11Q (8048.564031 sec): 3 clusters Score: Raw -131276.173059 + Penalty 1408.425163 = -129867.747896 nChanged 10 SP:Iteration 12Q (8048.604733 sec): 3 clusters Score: Raw -131280.490317 + Penalty 1408.425163 = -129872.065154 nChanged 16 SP:Iteration 13Q (8048.651830 sec): 3 clusters Score: Raw -131286.171573 + Penalty 1408.425163 = -129877.746410 nChanged 14 SP:Iteration 14Q (8048.691188 sec): 3 clusters Score: Raw -131291.462043 + Penalty 1408.425163 = -129883.036880 nChanged 15 SP:Iteration 15Q (8048.737322 sec): 3 clusters Score: Raw -131296.614304 + Penalty 1408.425163 = -129888.189141 nChanged 18 SP:Iteration 16Q (8048.779523 sec): 3 clusters Score: Raw -131302.956896 + Penalty 1408.425163 = -129894.531732 nChanged 18 SP:Iteration 17Q (8048.818884 sec): 3 clusters Score: Raw -131310.705573 + Penalty 1408.425163 = -129902.280410 nChanged 16 SP:Iteration 18Q (8048.870203 sec): 3 clusters Score: Raw -131318.629096 + Penalty 1408.425163 = -129910.203933 nChanged 12 SP:Iteration 19Q (8048.915322 sec): 3 clusters Score: Raw -131322.900868 + Penalty 1408.425163 = -129914.475705 nChanged 12 SP:Iteration 20F (8048.967367 sec): 3 clusters Score: Raw -131327.694389 + Penalty 1408.425163 = -129919.269226 nChanged 12 SP:Iteration 21Q (8049.012340 sec): 3 clusters Score: Raw -131331.179624 + Penalty 1408.425163 = -129922.754461 nChanged 8 SP:Iteration 22Q (8049.059915 sec): 3 clusters Score: Raw -131333.641740 + Penalty 1408.425163 = -129925.216577 nChanged 6 SP:Iteration 23Q (8049.109967 sec): 3 clusters Score: Raw -131336.089938 + Penalty 1408.425163 = -129927.664774 nChanged 4 SP:Iteration 24Q (8049.142776 sec): 3 clusters Score: Raw -131337.314578 + Penalty 1408.425163 = -129928.889414 nChanged 4 SP:Iteration 25Q (8049.189838 sec): 3 clusters Score: Raw -131339.382050 + Penalty 1408.425163 = -129930.956887 nChanged 6 SP:Iteration 26Q (8049.238807 sec): 3 clusters Score: Raw -131342.041836 + Penalty 1408.425163 = -129933.616673 nChanged 8 SP:Iteration 27Q (8049.282691 sec): 3 clusters Score: Raw -131344.849874 + Penalty 1408.425163 = -129936.424710 nChanged 8 SP:Iteration 28Q (8049.331833 sec): 3 clusters Score: Raw -131348.162142 + Penalty 1408.425163 = -129939.736978 nChanged 11 SP:Iteration 29Q (8049.379470 sec): 3 clusters Score: Raw -131356.404183 + Penalty 1408.425163 = -129947.979020 nChanged 11 SP:Iteration 30Q (8049.427393 sec): 3 clusters Score: Raw -131360.113819 + Penalty 1408.425163 = -129951.688656 nChanged 15 SP:Iteration 31Q (8049.464196 sec): 3 clusters Score: Raw -131367.755998 + Penalty 1408.425163 = -129959.330835 nChanged 18 SP:Iteration 32Q (8049.507252 sec): 3 clusters Score: Raw -131375.562523 + Penalty 1408.425163 = -129967.137360 nChanged 17 SP:Iteration 33Q (8049.555101 sec): 3 clusters Score: Raw -131384.575056 + Penalty 1408.425163 = -129976.149893 nChanged 22 SP:Iteration 34Q (8049.601535 sec): 3 clusters Score: Raw -131395.743926 + Penalty 1408.425163 = -129987.318763 nChanged 25 SP:Iteration 35Q (8049.646854 sec): 3 clusters Score: Raw -131410.047709 + Penalty 1408.425163 = -130001.622546 nChanged 19 SP:Iteration 36Q (8049.696782 sec): 3 clusters Score: Raw -131419.068685 + Penalty 1408.425163 = -130010.643522 nChanged 14 SP:Iteration 37Q (8049.750066 sec): 3 clusters Score: Raw -131424.211371 + Penalty 1408.425163 = -130015.786208 nChanged 13 SP:Iteration 38Q (8049.790902 sec): 3 clusters Score: Raw -131429.741208 + Penalty 1408.425163 = -130021.316044 nChanged 15 SP:Iteration 39Q (8049.838087 sec): 3 clusters Score: Raw -131436.976968 + Penalty 1408.425163 = -130028.551804 nChanged 18 SP:Iteration 40F (8049.886060 sec): 3 clusters Score: Raw -131445.827720 + Penalty 1408.425163 = -130037.402557 nChanged 16 SP:Iteration 41Q (8049.942742 sec): 3 clusters Score: Raw -131455.289292 + Penalty 1408.425163 = -130046.864129 nChanged 18 SP:Iteration 42Q (8049.975821 sec): 3 clusters Score: Raw -131464.988655 + Penalty 1408.425163 = -130056.563492 nChanged 14 SP:Iteration 43Q (8050.029068 sec): 3 clusters Score: Raw -131474.756257 + Penalty 1408.425163 = -130066.331094 nChanged 10 SP:Iteration 44Q (8050.071205 sec): 3 clusters Score: Raw -131480.986257 + Penalty 1408.425163 = -130072.561093 nChanged 10 SP:Iteration 45Q (8050.109154 sec): 3 clusters Score: Raw -131487.896588 + Penalty 1408.425163 = -130079.471424 nChanged 9 SP:Iteration 46Q (8050.162456 sec): 3 clusters Score: Raw -131494.938794 + Penalty 1408.425163 = -130086.513631 nChanged 8 SP:Iteration 47Q (8050.207171 sec): 3 clusters Score: Raw -131500.554664 + Penalty 1408.425163 = -130092.129500 nChanged 14 SP:Iteration 48Q (8050.253097 sec): 3 clusters Score: Raw -131509.640349 + Penalty 1408.425163 = -130101.215186 nChanged 8 SP:Iteration 49Q (8050.302964 sec): 3 clusters Score: Raw -131514.432742 + Penalty 1408.425163 = -130106.007579 nChanged 3 SP:Iteration 50Q (8050.345987 sec): 3 clusters Score: Raw -131516.433165 + Penalty 1408.425163 = -130108.008002 nChanged 4 SP:Iteration 51Q (8050.384537 sec): 3 clusters Score: Raw -131521.559055 + Penalty 1408.425163 = -130113.133892 nChanged 3 SP:Iteration 52Q (8050.432253 sec): 3 clusters Score: Raw -131523.183593 + Penalty 1408.425163 = -130114.758429 nChanged 0 SP:Iteration 53F (8050.464718 sec): 3 clusters Score: Raw -131523.183593 + Penalty 1408.425163 = -130114.758429 nChanged 0 Trying to split cluster 39 (2835 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8050.500016 sec): 2 clusters Score: Raw -221033.237577 + Penalty 755.230736 = -220278.006842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8050.541382 sec): 3 clusters Score: Raw -219553.063350 + Penalty 1510.461471 = -218042.601879 nChanged 1159 SP:Iteration 1F (8050.585702 sec): 3 clusters Score: Raw -220282.068841 + Penalty 1510.461471 = -218771.607370 nChanged 224 SP:Iteration 2F (8050.625402 sec): 3 clusters Score: Raw -220456.510966 + Penalty 1510.461471 = -218946.049495 nChanged 192 SP:Iteration 3F (8050.663226 sec): 3 clusters Score: Raw -220612.951639 + Penalty 1510.461471 = -219102.490168 nChanged 160 SP:Iteration 4F (8050.702651 sec): 3 clusters Score: Raw -220730.372747 + Penalty 1510.461471 = -219219.911276 nChanged 124 SP:Iteration 5Q (8050.746029 sec): 3 clusters Score: Raw -220822.912518 + Penalty 1510.461471 = -219312.451047 nChanged 116 SP:Iteration 6Q (8050.799005 sec): 3 clusters Score: Raw -220894.889996 + Penalty 1510.461471 = -219384.428525 nChanged 80 SP:Iteration 7Q (8050.837696 sec): 3 clusters Score: Raw -220933.456866 + Penalty 1510.461471 = -219422.995395 nChanged 63 SP:Iteration 8Q (8050.876954 sec): 3 clusters Score: Raw -220961.922501 + Penalty 1510.461471 = -219451.461030 nChanged 51 SP:Iteration 9Q (8050.918852 sec): 3 clusters Score: Raw -220983.752236 + Penalty 1510.461471 = -219473.290765 nChanged 48 SP:Iteration 10Q (8050.961781 sec): 3 clusters Score: Raw -221015.727285 + Penalty 1510.461471 = -219505.265814 nChanged 57 SP:Iteration 11Q (8050.999936 sec): 3 clusters Score: Raw -221047.547119 + Penalty 1510.461471 = -219537.085648 nChanged 49 SP:Iteration 12Q (8051.050321 sec): 3 clusters Score: Raw -221080.287831 + Penalty 1510.461471 = -219569.826360 nChanged 55 SP:Iteration 13Q (8051.104238 sec): 3 clusters Score: Raw -221110.071259 + Penalty 1510.461471 = -219599.609788 nChanged 48 SP:Iteration 14Q (8051.140254 sec): 3 clusters Score: Raw -221139.089176 + Penalty 1510.461471 = -219628.627705 nChanged 52 SP:Iteration 15Q (8051.188089 sec): 3 clusters Score: Raw -221172.132753 + Penalty 1510.461471 = -219661.671281 nChanged 52 SP:Iteration 16Q (8051.241720 sec): 3 clusters Score: Raw -221208.993654 + Penalty 1510.461471 = -219698.532183 nChanged 53 SP:Iteration 17Q (8051.294267 sec): 3 clusters Score: Raw -221240.305170 + Penalty 1510.461471 = -219729.843699 nChanged 45 SP:Iteration 18Q (8051.333054 sec): 3 clusters Score: Raw -221262.130359 + Penalty 1510.461471 = -219751.668888 nChanged 35 SP:Iteration 19Q (8051.383918 sec): 3 clusters Score: Raw -221276.358551 + Penalty 1510.461471 = -219765.897080 nChanged 25 SP:Iteration 20F (8051.428396 sec): 3 clusters Score: Raw -221287.322293 + Penalty 1510.461471 = -219776.860822 nChanged 23 SP:Iteration 21Q (8051.481087 sec): 3 clusters Score: Raw -221293.897879 + Penalty 1510.461471 = -219783.436408 nChanged 14 SP:Iteration 22Q (8051.529109 sec): 3 clusters Score: Raw -221299.631944 + Penalty 1510.461471 = -219789.170473 nChanged 16 SP:Iteration 23Q (8051.580769 sec): 3 clusters Score: Raw -221307.569732 + Penalty 1510.461471 = -219797.108261 nChanged 18 SP:Iteration 24Q (8051.623684 sec): 3 clusters Score: Raw -221314.688587 + Penalty 1510.461471 = -219804.227116 nChanged 15 SP:Iteration 25Q (8051.660560 sec): 3 clusters Score: Raw -221321.455932 + Penalty 1510.461471 = -219810.994461 nChanged 15 SP:Iteration 26Q (8051.705265 sec): 3 clusters Score: Raw -221327.276431 + Penalty 1510.461471 = -219816.814960 nChanged 14 SP:Iteration 27Q (8051.760766 sec): 3 clusters Score: Raw -221330.639496 + Penalty 1510.461471 = -219820.178025 nChanged 7 SP:Iteration 28Q (8051.809889 sec): 3 clusters Score: Raw -221333.816675 + Penalty 1510.461471 = -219823.355203 nChanged 7 SP:Iteration 29Q (8051.859771 sec): 3 clusters Score: Raw -221336.352416 + Penalty 1510.461471 = -219825.890945 nChanged 9 SP:Iteration 30Q (8051.903712 sec): 3 clusters Score: Raw -221339.690576 + Penalty 1510.461471 = -219829.229105 nChanged 13 SP:Iteration 31Q (8051.956147 sec): 3 clusters Score: Raw -221343.371267 + Penalty 1510.461471 = -219832.909796 nChanged 4 SP:Iteration 32Q (8052.000555 sec): 3 clusters Score: Raw -221343.764961 + Penalty 1510.461471 = -219833.303490 nChanged 1 SP:Iteration 33Q (8052.044433 sec): 3 clusters Score: Raw -221343.896667 + Penalty 1510.461471 = -219833.435196 nChanged 1 SP:Iteration 34Q (8052.094409 sec): 3 clusters Score: Raw -221343.959425 + Penalty 1510.461471 = -219833.497954 nChanged 0 SP:Iteration 35F (8052.141016 sec): 3 clusters Score: Raw -221343.959425 + Penalty 1510.461471 = -219833.497954 nChanged 0 Trying to split cluster 40 (5080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8052.171620 sec): 2 clusters Score: Raw -362730.752876 + Penalty 810.641321 = -361920.111554 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8052.225478 sec): 3 clusters Score: Raw -359843.237149 + Penalty 1621.282643 = -358221.954507 nChanged 2215 SP:Iteration 1F (8052.279412 sec): 3 clusters Score: Raw -361128.050086 + Penalty 1621.282643 = -359506.767443 nChanged 371 SP:Iteration 2F (8052.333674 sec): 3 clusters Score: Raw -361349.771082 + Penalty 1621.282643 = -359728.488440 nChanged 313 SP:Iteration 3F (8052.376755 sec): 3 clusters Score: Raw -361529.243718 + Penalty 1621.282643 = -359907.961075 nChanged 264 SP:Iteration 4F (8052.431094 sec): 3 clusters Score: Raw -361681.955078 + Penalty 1621.282643 = -360060.672435 nChanged 260 SP:Iteration 5F (8052.472877 sec): 3 clusters Score: Raw -361863.742504 + Penalty 1621.282643 = -360242.459861 nChanged 286 SP:Iteration 6F (8052.535897 sec): 3 clusters Score: Raw -362072.510124 + Penalty 1621.282643 = -360451.227482 nChanged 272 SP:Iteration 7F (8052.588206 sec): 3 clusters Score: Raw -362271.442724 + Penalty 1621.282643 = -360650.160081 nChanged 265 SP:Iteration 8F (8052.636530 sec): 3 clusters Score: Raw -362437.448877 + Penalty 1621.282643 = -360816.166234 nChanged 220 SP:Iteration 9Q (8052.686451 sec): 3 clusters Score: Raw -362555.520484 + Penalty 1621.282643 = -360934.237841 nChanged 159 SP:Iteration 10Q (8052.724175 sec): 3 clusters Score: Raw -362621.100196 + Penalty 1621.282643 = -360999.817553 nChanged 97 SP:Iteration 11Q (8052.778281 sec): 3 clusters Score: Raw -362646.952738 + Penalty 1621.282643 = -361025.670096 nChanged 74 SP:Iteration 12Q (8052.823891 sec): 3 clusters Score: Raw -362668.948266 + Penalty 1621.282643 = -361047.665624 nChanged 64 SP:Iteration 13Q (8052.874928 sec): 3 clusters Score: Raw -362686.178516 + Penalty 1621.282643 = -361064.895873 nChanged 46 SP:Iteration 14Q (8052.929014 sec): 3 clusters Score: Raw -362695.694457 + Penalty 1621.282643 = -361074.411814 nChanged 33 SP:Iteration 15Q (8052.978001 sec): 3 clusters Score: Raw -362703.346389 + Penalty 1621.282643 = -361082.063747 nChanged 34 SP:Iteration 16Q (8053.021346 sec): 3 clusters Score: Raw -362713.899164 + Penalty 1621.282643 = -361092.616521 nChanged 34 SP:Iteration 17Q (8053.075914 sec): 3 clusters Score: Raw -362727.055399 + Penalty 1621.282643 = -361105.772756 nChanged 39 SP:Iteration 18Q (8053.128100 sec): 3 clusters Score: Raw -362740.389934 + Penalty 1621.282643 = -361119.107291 nChanged 38 SP:Iteration 19Q (8053.170682 sec): 3 clusters Score: Raw -362755.654401 + Penalty 1621.282643 = -361134.371758 nChanged 44 SP:Iteration 20F (8053.218605 sec): 3 clusters Score: Raw -362773.440799 + Penalty 1621.282643 = -361152.158156 nChanged 39 SP:Iteration 21Q (8053.272195 sec): 3 clusters Score: Raw -362783.312829 + Penalty 1621.282643 = -361162.030186 nChanged 34 SP:Iteration 22Q (8053.324481 sec): 3 clusters Score: Raw -362793.709087 + Penalty 1621.282643 = -361172.426444 nChanged 33 SP:Iteration 23Q (8053.369772 sec): 3 clusters Score: Raw -362804.110719 + Penalty 1621.282643 = -361182.828076 nChanged 37 SP:Iteration 24Q (8053.418599 sec): 3 clusters Score: Raw -362817.140588 + Penalty 1621.282643 = -361195.857945 nChanged 39 SP:Iteration 25Q (8053.464562 sec): 3 clusters Score: Raw -362827.579739 + Penalty 1621.282643 = -361206.297096 nChanged 29 SP:Iteration 26Q (8053.511336 sec): 3 clusters Score: Raw -362834.811598 + Penalty 1621.282643 = -361213.528955 nChanged 26 SP:Iteration 27Q (8053.560592 sec): 3 clusters Score: Raw -362840.611118 + Penalty 1621.282643 = -361219.328476 nChanged 21 SP:Iteration 28Q (8053.598076 sec): 3 clusters Score: Raw -362846.233149 + Penalty 1621.282643 = -361224.950506 nChanged 19 SP:Iteration 29Q (8053.645201 sec): 3 clusters Score: Raw -362850.866232 + Penalty 1621.282643 = -361229.583589 nChanged 24 SP:Iteration 30Q (8053.694967 sec): 3 clusters Score: Raw -362857.107692 + Penalty 1621.282643 = -361235.825049 nChanged 23 SP:Iteration 31Q (8053.734120 sec): 3 clusters Score: Raw -362862.924546 + Penalty 1621.282643 = -361241.641903 nChanged 23 SP:Iteration 32Q (8053.774176 sec): 3 clusters Score: Raw -362867.652385 + Penalty 1621.282643 = -361246.369742 nChanged 15 SP:Iteration 33Q (8053.824905 sec): 3 clusters Score: Raw -362870.368723 + Penalty 1621.282643 = -361249.086081 nChanged 16 SP:Iteration 34Q (8053.884956 sec): 3 clusters Score: Raw -362873.274228 + Penalty 1621.282643 = -361251.991585 nChanged 17 SP:Iteration 35Q (8053.921621 sec): 3 clusters Score: Raw -362876.480617 + Penalty 1621.282643 = -361255.197974 nChanged 18 SP:Iteration 36Q (8053.976068 sec): 3 clusters Score: Raw -362879.541202 + Penalty 1621.282643 = -361258.258559 nChanged 12 SP:Iteration 37Q (8054.023233 sec): 3 clusters Score: Raw -362881.167425 + Penalty 1621.282643 = -361259.884782 nChanged 11 SP:Iteration 38Q (8054.072348 sec): 3 clusters Score: Raw -362883.710662 + Penalty 1621.282643 = -361262.428019 nChanged 13 SP:Iteration 39Q (8054.119873 sec): 3 clusters Score: Raw -362886.700633 + Penalty 1621.282643 = -361265.417990 nChanged 19 SP:Iteration 40F (8054.168963 sec): 3 clusters Score: Raw -362891.451471 + Penalty 1621.282643 = -361270.168828 nChanged 20 SP:Iteration 41Q (8054.224342 sec): 3 clusters Score: Raw -362896.945081 + Penalty 1621.282643 = -361275.662438 nChanged 24 SP:Iteration 42Q (8054.271663 sec): 3 clusters Score: Raw -362903.180952 + Penalty 1621.282643 = -361281.898309 nChanged 28 SP:Iteration 43Q (8054.313874 sec): 3 clusters Score: Raw -362912.762611 + Penalty 1621.282643 = -361291.479968 nChanged 36 SP:Iteration 44Q (8054.364492 sec): 3 clusters Score: Raw -362922.229212 + Penalty 1621.282643 = -361300.946569 nChanged 28 SP:Iteration 45Q (8054.409311 sec): 3 clusters Score: Raw -362930.570086 + Penalty 1621.282643 = -361309.287443 nChanged 21 SP:Iteration 46Q (8054.460542 sec): 3 clusters Score: Raw -362936.649031 + Penalty 1621.282643 = -361315.366388 nChanged 17 SP:Iteration 47Q (8054.521796 sec): 3 clusters Score: Raw -362940.242363 + Penalty 1621.282643 = -361318.959721 nChanged 22 SP:Iteration 48Q (8054.576597 sec): 3 clusters Score: Raw -362944.873630 + Penalty 1621.282643 = -361323.590987 nChanged 19 SP:Iteration 49Q (8054.615736 sec): 3 clusters Score: Raw -362949.318581 + Penalty 1621.282643 = -361328.035939 nChanged 18 SP:Iteration 50Q (8054.676363 sec): 3 clusters Score: Raw -362954.067104 + Penalty 1621.282643 = -361332.784462 nChanged 17 SP:Iteration 51Q (8054.728889 sec): 3 clusters Score: Raw -362956.838813 + Penalty 1621.282643 = -361335.556170 nChanged 12 SP:Iteration 52Q (8054.779141 sec): 3 clusters Score: Raw -362958.509929 + Penalty 1621.282643 = -361337.227287 nChanged 7 SP:Iteration 53Q (8054.830556 sec): 3 clusters Score: Raw -362959.085984 + Penalty 1621.282643 = -361337.803342 nChanged 1 SP:Iteration 54Q (8054.870623 sec): 3 clusters Score: Raw -362959.257157 + Penalty 1621.282643 = -361337.974514 nChanged 1 SP:Iteration 55Q (8054.913774 sec): 3 clusters Score: Raw -362959.320739 + Penalty 1621.282643 = -361338.038097 nChanged 0 SP:Iteration 56F (8054.964188 sec): 3 clusters Score: Raw -362959.320739 + Penalty 1621.282643 = -361338.038097 nChanged 0 Trying to split cluster 41 (3142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8054.997324 sec): 2 clusters Score: Raw -237354.251381 + Penalty 764.998408 = -236589.252973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8055.048114 sec): 3 clusters Score: Raw -235674.732606 + Penalty 1529.996816 = -234144.735791 nChanged 1330 SP:Iteration 1F (8055.084493 sec): 3 clusters Score: Raw -236457.440054 + Penalty 1529.996816 = -234927.443239 nChanged 245 SP:Iteration 2F (8055.138075 sec): 3 clusters Score: Raw -236638.293906 + Penalty 1529.996816 = -235108.297091 nChanged 225 SP:Iteration 3F (8055.187532 sec): 3 clusters Score: Raw -236859.925028 + Penalty 1529.996816 = -235329.928213 nChanged 245 SP:Iteration 4F (8055.230417 sec): 3 clusters Score: Raw -237079.826471 + Penalty 1529.996816 = -235549.829656 nChanged 197 SP:Iteration 5F (8055.281812 sec): 3 clusters Score: Raw -237211.930681 + Penalty 1529.996816 = -235681.933865 nChanged 141 SP:Iteration 6Q (8055.335583 sec): 3 clusters Score: Raw -237306.764477 + Penalty 1529.996816 = -235776.767662 nChanged 118 SP:Iteration 7Q (8055.380110 sec): 3 clusters Score: Raw -237393.056089 + Penalty 1529.996816 = -235863.059274 nChanged 94 SP:Iteration 8Q (8055.424609 sec): 3 clusters Score: Raw -237456.009866 + Penalty 1529.996816 = -235926.013050 nChanged 86 SP:Iteration 9Q (8055.470393 sec): 3 clusters Score: Raw -237500.870078 + Penalty 1529.996816 = -235970.873263 nChanged 61 SP:Iteration 10Q (8055.521781 sec): 3 clusters Score: Raw -237530.073696 + Penalty 1529.996816 = -236000.076881 nChanged 43 SP:Iteration 11Q (8055.576608 sec): 3 clusters Score: Raw -237547.784203 + Penalty 1529.996816 = -236017.787388 nChanged 35 SP:Iteration 12Q (8055.621022 sec): 3 clusters Score: Raw -237563.397682 + Penalty 1529.996816 = -236033.400867 nChanged 35 SP:Iteration 13Q (8055.662282 sec): 3 clusters Score: Raw -237579.362929 + Penalty 1529.996816 = -236049.366114 nChanged 33 SP:Iteration 14Q (8055.722720 sec): 3 clusters Score: Raw -237594.677210 + Penalty 1529.996816 = -236064.680395 nChanged 35 SP:Iteration 15Q (8055.774882 sec): 3 clusters Score: Raw -237613.051347 + Penalty 1529.996816 = -236083.054531 nChanged 38 SP:Iteration 16Q (8055.818706 sec): 3 clusters Score: Raw -237629.387761 + Penalty 1529.996816 = -236099.390945 nChanged 30 SP:Iteration 17Q (8055.867355 sec): 3 clusters Score: Raw -237639.267022 + Penalty 1529.996816 = -236109.270207 nChanged 17 SP:Iteration 18Q (8055.911185 sec): 3 clusters Score: Raw -237646.448478 + Penalty 1529.996816 = -236116.451662 nChanged 21 SP:Iteration 19Q (8055.958399 sec): 3 clusters Score: Raw -237653.073599 + Penalty 1529.996816 = -236123.076784 nChanged 13 SP:Iteration 20F (8056.002881 sec): 3 clusters Score: Raw -237658.345963 + Penalty 1529.996816 = -236128.349148 nChanged 13 SP:Iteration 21Q (8056.042145 sec): 3 clusters Score: Raw -237662.948312 + Penalty 1529.996816 = -236132.951496 nChanged 11 SP:Iteration 22Q (8056.088200 sec): 3 clusters Score: Raw -237667.329431 + Penalty 1529.996816 = -236137.332615 nChanged 18 SP:Iteration 23Q (8056.123760 sec): 3 clusters Score: Raw -237676.072532 + Penalty 1529.996816 = -236146.075716 nChanged 15 SP:Iteration 24Q (8056.173996 sec): 3 clusters Score: Raw -237684.136110 + Penalty 1529.996816 = -236154.139294 nChanged 15 SP:Iteration 25Q (8056.213737 sec): 3 clusters Score: Raw -237695.943308 + Penalty 1529.996816 = -236165.946492 nChanged 19 SP:Iteration 26Q (8056.251375 sec): 3 clusters Score: Raw -237710.151752 + Penalty 1529.996816 = -236180.154937 nChanged 26 SP:Iteration 27Q (8056.292780 sec): 3 clusters Score: Raw -237730.778562 + Penalty 1529.996816 = -236200.781746 nChanged 26 SP:Iteration 28Q (8056.347768 sec): 3 clusters Score: Raw -237763.602439 + Penalty 1529.996816 = -236233.605623 nChanged 33 SP:Iteration 29Q (8056.393458 sec): 3 clusters Score: Raw -237808.143692 + Penalty 1529.996816 = -236278.146877 nChanged 34 SP:Iteration 30Q (8056.431638 sec): 3 clusters Score: Raw -237847.723042 + Penalty 1529.996816 = -236317.726227 nChanged 36 SP:Iteration 31Q (8056.478894 sec): 3 clusters Score: Raw -237879.679555 + Penalty 1529.996816 = -236349.682739 nChanged 22 SP:Iteration 32Q (8056.528997 sec): 3 clusters Score: Raw -237904.291926 + Penalty 1529.996816 = -236374.295110 nChanged 21 SP:Iteration 33Q (8056.577358 sec): 3 clusters Score: Raw -237927.685799 + Penalty 1529.996816 = -236397.688983 nChanged 24 SP:Iteration 34Q (8056.622124 sec): 3 clusters Score: Raw -237947.358591 + Penalty 1529.996816 = -236417.361776 nChanged 19 SP:Iteration 35Q (8056.673200 sec): 3 clusters Score: Raw -237957.727353 + Penalty 1529.996816 = -236427.730537 nChanged 16 SP:Iteration 36Q (8056.717566 sec): 3 clusters Score: Raw -237966.636635 + Penalty 1529.996816 = -236436.639820 nChanged 17 SP:Iteration 37Q (8056.762906 sec): 3 clusters Score: Raw -237977.404294 + Penalty 1529.996816 = -236447.407479 nChanged 13 SP:Iteration 38Q (8056.815803 sec): 3 clusters Score: Raw -237984.492833 + Penalty 1529.996816 = -236454.496017 nChanged 17 SP:Iteration 39Q (8056.856624 sec): 3 clusters Score: Raw -237992.940673 + Penalty 1529.996816 = -236462.943858 nChanged 11 SP:Iteration 40F (8056.912121 sec): 3 clusters Score: Raw -237995.489202 + Penalty 1529.996816 = -236465.492386 nChanged 6 SP:Iteration 41Q (8056.958294 sec): 3 clusters Score: Raw -237997.119133 + Penalty 1529.996816 = -236467.122318 nChanged 9 SP:Iteration 42Q (8057.010603 sec): 3 clusters Score: Raw -238001.002359 + Penalty 1529.996816 = -236471.005543 nChanged 9 SP:Iteration 43Q (8057.052290 sec): 3 clusters Score: Raw -238004.707736 + Penalty 1529.996816 = -236474.710920 nChanged 5 SP:Iteration 44Q (8057.105657 sec): 3 clusters Score: Raw -238006.166265 + Penalty 1529.996816 = -236476.169449 nChanged 6 SP:Iteration 45Q (8057.156926 sec): 3 clusters Score: Raw -238008.236997 + Penalty 1529.996816 = -236478.240181 nChanged 4 SP:Iteration 46Q (8057.198661 sec): 3 clusters Score: Raw -238009.141127 + Penalty 1529.996816 = -236479.144311 nChanged 2 SP:Iteration 47Q (8057.244926 sec): 3 clusters Score: Raw -238009.431853 + Penalty 1529.996816 = -236479.435037 nChanged 2 SP:Iteration 48Q (8057.284527 sec): 3 clusters Score: Raw -238009.839576 + Penalty 1529.996816 = -236479.842760 nChanged 0 SP:Iteration 49F (8057.344813 sec): 3 clusters Score: Raw -238009.839576 + Penalty 1529.996816 = -236479.842760 nChanged 0 Trying to split cluster 42 (6490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (8057.375421 sec): 2 clusters Score: Raw -534741.546512 + Penalty 833.911692 = -533907.634820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (8057.427494 sec): 3 clusters Score: Raw -530988.380904 + Penalty 1667.823384 = -529320.557520 nChanged 2834 SP:Iteration 1F (8057.470230 sec): 3 clusters Score: Raw -532510.565046 + Penalty 1667.823384 = -530842.741662 nChanged 341 SP:Iteration 2F (8057.521919 sec): 3 clusters Score: Raw -532638.922859 + Penalty 1667.823384 = -530971.099475 nChanged 297 SP:Iteration 3Q (8057.577308 sec): 3 clusters Score: Raw -532759.946663 + Penalty 1667.823384 = -531092.123279 nChanged 268 SP:Iteration 4Q (8057.626900 sec): 3 clusters Score: Raw -532864.371831 + Penalty 1667.823384 = -531196.548447 nChanged 247 SP:Iteration 5Q (8057.677801 sec): 3 clusters Score: Raw -532965.981319 + Penalty 1667.823384 = -531298.157935 nChanged 253 SP:Iteration 6Q (8057.727715 sec): 3 clusters Score: Raw -533087.548172 + Penalty 1667.823384 = -531419.724789 nChanged 263 SP:Iteration 7Q (8057.791554 sec): 3 clusters Score: Raw -533236.557919 + Penalty 1667.823384 = -531568.734535 nChanged 284 SP:Iteration 8Q (8057.835168 sec): 3 clusters Score: Raw -533399.578828 + Penalty 1667.823384 = -531731.755444 nChanged 279 SP:Iteration 9Q (8057.885423 sec): 3 clusters Score: Raw -533559.237927 + Penalty 1667.823384 = -531891.414543 nChanged 259 SP:Iteration 10Q (8057.936753 sec): 3 clusters Score: Raw -533708.358672 + Penalty 1667.823384 = -532040.535288 nChanged 236 SP:Iteration 11Q (8057.984994 sec): 3 clusters Score: Raw -533840.789044 + Penalty 1667.823384 = -532172.965660 nChanged 196 SP:Iteration 12Q (8058.047150 sec): 3 clusters Score: Raw -533937.364458 + Penalty 1667.823384 = -532269.541074 nChanged 165 SP:Iteration 13Q (8058.088503 sec): 3 clusters Score: Raw -534010.636948 + Penalty 1667.823384 = -532342.813564 nChanged 149 SP:Iteration 14Q (8058.149238 sec): 3 clusters Score: Raw -534078.003227 + Penalty 1667.823384 = -532410.179843 nChanged 130 SP:Iteration 15Q (8058.194662 sec): 3 clusters Score: Raw -534134.395218 + Penalty 1667.823384 = -532466.571834 nChanged 121 SP:Iteration 16Q (8058.256752 sec): 3 clusters Score: Raw -534186.187348 + Penalty 1667.823384 = -532518.363964 nChanged 101 SP:Iteration 17Q (8058.312098 sec): 3 clusters Score: Raw -534229.144986 + Penalty 1667.823384 = -532561.321602 nChanged 86 SP:Iteration 18Q (8058.362742 sec): 3 clusters Score: Raw -534263.457417 + Penalty 1667.823384 = -532595.634033 nChanged 84 SP:Iteration 19Q (8058.409287 sec): 3 clusters Score: Raw -534296.857716 + Penalty 1667.823384 = -532629.034332 nChanged 70 SP:Iteration 20F (8058.477076 sec): 3 clusters Score: Raw -534325.868687 + Penalty 1667.823384 = -532658.045304 nChanged 71 SP:Iteration 21Q (8058.531276 sec): 3 clusters Score: Raw -534355.405554 + Penalty 1667.823384 = -532687.582170 nChanged 65 SP:Iteration 22Q (8058.583524 sec): 3 clusters Score: Raw -534381.572646 + Penalty 1667.823384 = -532713.749262 nChanged 63 SP:Iteration 23Q (8058.633644 sec): 3 clusters Score: Raw -534408.932926 + Penalty 1667.823384 = -532741.109542 nChanged 60 SP:Iteration 24Q (8058.687148 sec): 3 clusters Score: Raw -534433.960496 + Penalty 1667.823384 = -532766.137112 nChanged 58 SP:Iteration 25Q (8058.729209 sec): 3 clusters Score: Raw -534456.759868 + Penalty 1667.823384 = -532788.936484 nChanged 59 SP:Iteration 26Q (8058.779160 sec): 3 clusters Score: Raw -534482.700718 + Penalty 1667.823384 = -532814.877334 nChanged 53 SP:Iteration 27Q (8058.841915 sec): 3 clusters Score: Raw -534510.297040 + Penalty 1667.823384 = -532842.473657 nChanged 51 SP:Iteration 28Q (8058.885524 sec): 3 clusters Score: Raw -534542.546054 + Penalty 1667.823384 = -532874.722670 nChanged 50 SP:Iteration 29Q (8058.932133 sec): 3 clusters Score: Raw -534577.431462 + Penalty 1667.823384 = -532909.608078 nChanged 64 SP:Iteration 30Q (8058.982782 sec): 3 clusters Score: Raw -534628.721446 + Penalty 1667.823384 = -532960.898062 nChanged 57 SP:Iteration 31Q (8059.034500 sec): 3 clusters Score: Raw -534667.106070 + Penalty 1667.823384 = -532999.282686 nChanged 47 SP:Iteration 32Q (8059.074522 sec): 3 clusters Score: Raw -534697.529601 + Penalty 1667.823384 = -533029.706217 nChanged 35 SP:Iteration 33Q (8059.114865 sec): 3 clusters Score: Raw -534718.476955 + Penalty 1667.823384 = -533050.653571 nChanged 34 SP:Iteration 34Q (8059.169598 sec): 3 clusters Score: Raw -534739.351320 + Penalty 1667.823384 = -533071.527936 nChanged 33 SP:Iteration 35Q (8059.224653 sec): 3 clusters Score: Raw -534758.874217 + Penalty 1667.823384 = -533091.050833 nChanged 23 SP:Iteration 36Q (8059.264476 sec): 3 clusters Score: Raw -534771.522745 + Penalty 1667.823384 = -533103.699361 nChanged 14 SP:Iteration 37Q (8059.320640 sec): 3 clusters Score: Raw -534779.254743 + Penalty 1667.823384 = -533111.431359 nChanged 14 SP:Iteration 38Q (8059.365775 sec): 3 clusters Score: Raw -534786.802211 + Penalty 1667.823384 = -533118.978827 nChanged 14 SP:Iteration 39Q (8059.424655 sec): 3 clusters Score: Raw -534795.257718 + Penalty 1667.823384 = -533127.434334 nChanged 15 SP:Iteration 40F (8059.479193 sec): 3 clusters Score: Raw -534802.340119 + Penalty 1667.823384 = -533134.516735 nChanged 12 SP:Iteration 41Q (8059.532597 sec): 3 clusters Score: Raw -534808.692424 + Penalty 1667.823384 = -533140.869040 nChanged 10 SP:Iteration 42Q (8059.574771 sec): 3 clusters Score: Raw -534813.025649 + Penalty 1667.823384 = -533145.202266 nChanged 12 SP:Iteration 43Q (8059.627068 sec): 3 clusters Score: Raw -534818.622126 + Penalty 1667.823384 = -533150.798742 nChanged 10 SP:Iteration 44Q (8059.680578 sec): 3 clusters Score: Raw -534823.415975 + Penalty 1667.823384 = -533155.592591 nChanged 10 SP:Iteration 45Q (8059.724008 sec): 3 clusters Score: Raw -534828.287913 + Penalty 1667.823384 = -533160.464529 nChanged 7 SP:Iteration 46Q (8059.773702 sec): 3 clusters Score: Raw -534831.753790 + Penalty 1667.823384 = -533163.930406 nChanged 6 SP:Iteration 47Q (8059.822898 sec): 3 clusters Score: Raw -534834.972041 + Penalty 1667.823384 = -533167.148658 nChanged 4 SP:Iteration 48Q (8059.870256 sec): 3 clusters Score: Raw -534836.875962 + Penalty 1667.823384 = -533169.052578 nChanged 1 SP:Iteration 49Q (8059.920057 sec): 3 clusters Score: Raw -534837.648097 + Penalty 1667.823384 = -533169.824713 nChanged 1 SP:Iteration 50Q (8059.980751 sec): 3 clusters Score: Raw -534838.596161 + Penalty 1667.823384 = -533170.772777 nChanged 2 SP:Iteration 51Q (8060.023338 sec): 3 clusters Score: Raw -534839.777386 + Penalty 1667.823384 = -533171.954002 nChanged 2 SP:Iteration 52Q (8060.075740 sec): 3 clusters Score: Raw -534841.111046 + Penalty 1667.823384 = -533173.287662 nChanged 4 SP:Iteration 53Q (8060.127922 sec): 3 clusters Score: Raw -534843.331438 + Penalty 1667.823384 = -533175.508054 nChanged 7 SP:Iteration 54Q (8060.168793 sec): 3 clusters Score: Raw -534847.668416 + Penalty 1667.823384 = -533179.845032 nChanged 3 SP:Iteration 55Q (8060.230856 sec): 3 clusters Score: Raw -534849.376607 + Penalty 1667.823384 = -533181.553224 nChanged 2 SP:Iteration 56Q (8060.274198 sec): 3 clusters Score: Raw -534850.406239 + Penalty 1667.823384 = -533182.582855 nChanged 3 SP:Iteration 57Q (8060.331724 sec): 3 clusters Score: Raw -534853.565090 + Penalty 1667.823384 = -533185.741707 nChanged 6 SP:Iteration 58Q (8060.379936 sec): 3 clusters Score: Raw -534858.037295 + Penalty 1667.823384 = -533190.213911 nChanged 6 SP:Iteration 59Q (8060.437475 sec): 3 clusters Score: Raw -534862.720641 + Penalty 1667.823384 = -533194.897257 nChanged 8 SP:Iteration 60F (8060.480248 sec): 3 clusters Score: Raw -534869.421674 + Penalty 1667.823384 = -533201.598290 nChanged 9 SP:Iteration 61Q (8060.518337 sec): 3 clusters Score: Raw -534874.159216 + Penalty 1667.823384 = -533206.335832 nChanged 6 SP:Iteration 62Q (8060.565487 sec): 3 clusters Score: Raw -534876.874823 + Penalty 1667.823384 = -533209.051439 nChanged 4 SP:Iteration 63Q (8060.626716 sec): 3 clusters Score: Raw -534878.834757 + Penalty 1667.823384 = -533211.011373 nChanged 2 SP:Iteration 64Q (8060.678981 sec): 3 clusters Score: Raw -534879.740357 + Penalty 1667.823384 = -533211.916973 nChanged 3 SP:Iteration 65Q (8060.727953 sec): 3 clusters Score: Raw -534881.363916 + Penalty 1667.823384 = -533213.540532 nChanged 1 SP:Iteration 66Q (8060.770387 sec): 3 clusters Score: Raw -534882.261714 + Penalty 1667.823384 = -533214.438330 nChanged 2 SP:Iteration 67Q (8060.823012 sec): 3 clusters Score: Raw -534884.378805 + Penalty 1667.823384 = -533216.555421 nChanged 2 SP:Iteration 68Q (8060.869654 sec): 3 clusters Score: Raw -534885.492603 + Penalty 1667.823384 = -533217.669219 nChanged 1 SP:Iteration 69Q (8060.915000 sec): 3 clusters Score: Raw -534885.762570 + Penalty 1667.823384 = -533217.939186 nChanged 0 SP:Iteration 70F (8060.962375 sec): 3 clusters Score: Raw -534885.762570 + Penalty 1667.823384 = -533217.939186 nChanged 0 Time taken for this iteration:4016.267086 seconds. 21->43 Clusters: Score -45905236.342582, best is -45903404.654079 THE BEST YET! Main iterations: 741 (time per iteration =3528.476896 ms) Total iterations: 42942 (time per iteration =60.886810 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 482436753948.000000 (time per metric unit =5.419573ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8683861571064.000000 (time per metric unit=301.087409ps) That took 2614.601380 seconds.